{ "cells": [ { "cell_type": "markdown", "id": "8aaa80ff-a6ba-462a-9a2e-3779d6f5ee99", "metadata": {}, "source": [ "### Retrieving Metadata about a the book \"Die Märchen Der Gebrüder Grimm\"\n", "\n", "We will beusing [The Internet Archive Python Library](https://archive.org/developers/internetarchive/index.html) to get the text data of the book [Die Märchen Der Gebrüder Grimm](https://archive.org/details/die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716/mode/2up)\n", "\n", "In particular, we need the [text format of that book](https://archive.org/stream/die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716/Die%20M%C3%A4rchen%20der%20Gebr%C3%BCder%20Grimm_Kinder-%20und%20Hausm%C3%A4rchen_141%20MBytes_20200716_djvu.txt) which can be downloaded using the [`download`](https://archive.org/developers/internetarchive/quickstart.html#downloading) of the library. We need to provide\n", "\n", "1. the identifier of the book, and\n", "2. the format of the downloadable, i.e. text format\n", "\n", "The identifier of that book can be found on the [book page](https://archive.org/details/die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716/mode/2up) by looking at a field called \"__Identifier__\". In our case, the identifier is ` die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716`\n", "\n", "The format has a value that must be obtained by looking at the metadata of that book. Let's retrieve it first:" ] }, { "cell_type": "code", "execution_count": 1, "id": "5ff6af76-2007-4299-a107-50178f3a25c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", " \"created\": 1722929206,\n", " \"d1\": \"ia903208.us.archive.org\",\n", " \"d2\": \"ia803208.us.archive.org\",\n", " \"dir\": \"/22/items/die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716\",\n", " \"files\": [\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716.epub\",\n", " \"source\": \"derivative\",\n", " \"original\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_abbyy.gz\",\n", " \"mtime\": \"1699549449\",\n", " \"size\": \"2965462\",\n", " \"md5\": \"0e71e73d5b3ca5df4600d2c2b2c67028\",\n", " \"crc32\": \"e9c10c67\",\n", " \"sha1\": \"9f40b6573ed89e778875bc3f3f1320e2639235db\",\n", " \"format\": \"EPUB\"\n", " },\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716.pdf\",\n", " \"source\": \"original\",\n", " \"mtime\": \"1594875306\",\n", " \"size\": \"148426700\",\n", " \"md5\": \"0db2a144140c098ac6253c57a71d9bd8\",\n", " \"crc32\": \"cbeb0e2b\",\n", " \"sha1\": \"629597f9a7c1009057341ea32036a11fb7555513\",\n", " \"format\": \"Image Container PDF\"\n", " },\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_abbyy.gz\",\n", " \"source\": \"derivative\",\n", " \"format\": \"Abbyy GZ\",\n", " \"original\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_jp2.zip\",\n", " \"mtime\": \"1594893532\",\n", " \"size\": \"23386869\",\n", " \"md5\": \"29b8942d0a6dad44ccecd2c5121d1283\",\n", " \"crc32\": \"5e5b4d67\",\n", " \"sha1\": \"c82e7154d2045b3c59d2d5b925894c013f258585\"\n", " },\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_djvu.txt\",\n", " \"source\": \"derivative\",\n", " \"format\": \"DjVuTXT\",\n", " \"original\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_djvu.xml\",\n", " \"mtime\": \"1594894478\",\n", " \"size\": \"1611041\",\n", " \"md5\": \"7734ed03481d4ec3d77b846da8968399\",\n", " \"crc32\": \"a3fc45df\",\n", " \"sha1\": \"0a8316a226477954453ddac48cda997a597e6a2d\"\n", " },\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_djvu.xml\",\n", " \"source\": \"derivative\",\n", " \"format\": \"Djvu XML\",\n", " \"original\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_abbyy.gz\",\n", " \"mtime\": \"1594894448\",\n", " \"size\": \"15321875\",\n", " \"md5\": \"6fa6871a615c5839d343ad711df388ba\",\n", " \"crc32\": \"a1f96a26\",\n", " \"sha1\": \"435f4fe43bb03e291f09b429d13476175f043b13\"\n", " },\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_jp2.zip\",\n", " \"source\": \"derivative\",\n", " \"format\": \"Single Page Processed JP2 ZIP\",\n", " \"original\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716.pdf\",\n", " \"mtime\": \"1594888035\",\n", " \"size\": \"434155240\",\n", " \"md5\": \"565cfb79efc0098c2c7faf1d70bd41bd\",\n", " \"crc32\": \"b1cd82a6\",\n", " \"sha1\": \"f68aee4cc89dad4efa4968201d841a301b6f8b43\",\n", " \"filecount\": \"630\"\n", " },\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_page_numbers.json\",\n", " \"source\": \"derivative\",\n", " \"format\": \"Page Numbers JSON\",\n", " \"original\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_djvu.xml\",\n", " \"mtime\": \"1594908526\",\n", " \"size\": \"115749\",\n", " \"md5\": \"441528fddc4d1d2a324d96b9d8bf7a83\",\n", " \"crc32\": \"a227200c\",\n", " \"sha1\": \"f0eaf0173439d1aafec792641cdb8061ce096c67\"\n", " },\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_scandata.xml\",\n", " \"source\": \"derivative\",\n", " \"format\": \"Scandata\",\n", " \"original\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_djvu.xml\",\n", " \"mtime\": \"1594908528\",\n", " \"size\": \"210916\",\n", " \"md5\": \"7f8be4f82c9dcd466e6952dbd13e6857\",\n", " \"crc32\": \"4489685d\",\n", " \"sha1\": \"c700a50b1e132e4255adf697473591876076db58\"\n", " },\n", " {\n", " \"name\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_text.pdf\",\n", " \"source\": \"derivative\",\n", " \"format\": \"Additional Text PDF\",\n", " \"original\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm_Kinder- und Hausm\\u00e4rchen_141 MBytes_20200716_abbyy.gz\",\n", " \"mtime\": \"1594908492\",\n", " \"size\": \"57348160\",\n", " \"md5\": \"f4d53dbc0a9a83df4dac87d8b9345fb2\",\n", " \"crc32\": \"97211be1\",\n", " \"sha1\": \"3742f326aa747715491834c2ac0cd117bc98d43f\"\n", " },\n", " {\n", " \"name\": \"__ia_thumb.jpg\",\n", " \"source\": \"original\",\n", " \"mtime\": \"1699549450\",\n", " \"size\": \"24968\",\n", " \"md5\": \"031971f7396aed65e00ce754414abbc4\",\n", " \"crc32\": \"deb5696d\",\n", " \"sha1\": \"d54f5dedf0438277cef97d00d908f95f08860e76\",\n", " \"format\": \"Item Tile\",\n", " \"rotation\": \"0\"\n", " },\n", " {\n", " \"name\": \"die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716_archive.torrent\",\n", " \"source\": \"metadata\",\n", " \"btih\": \"581a0c4cdaac082d938d4aebafec989685aa0f6b\",\n", " \"mtime\": \"1699549454\",\n", " \"size\": \"29312\",\n", " \"md5\": \"14541c25978cc2977f09b08ea66bf6ce\",\n", " \"crc32\": \"a9048f6b\",\n", " \"sha1\": \"5854c6147fc2ecb07274b424fde6aaf1a8b08c6c\",\n", " \"format\": \"Archive BitTorrent\"\n", " },\n", " {\n", " \"name\": \"die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716_files.xml\",\n", " \"source\": \"original\",\n", " \"format\": \"Metadata\",\n", " \"md5\": \"ff800b949380673efa6d2a09069bf1e1\",\n", " \"summation\": \"md5\"\n", " },\n", " {\n", " \"name\": \"die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716_meta.sqlite\",\n", " \"source\": \"original\",\n", " \"mtime\": \"1594875385\",\n", " \"size\": \"14336\",\n", " \"md5\": \"88b1069e4783d828f3436309eef8dbc8\",\n", " \"crc32\": \"a8763901\",\n", " \"sha1\": \"5eed633c021c84b6934d516c9a5ef67ccc159979\",\n", " \"format\": \"Metadata\"\n", " },\n", " {\n", " \"name\": \"die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716_meta.xml\",\n", " \"source\": \"original\",\n", " \"mtime\": \"1613299427\",\n", " \"size\": \"1431\",\n", " \"md5\": \"e9d13f6639a11907a7375840e6b292d6\",\n", " \"crc32\": \"44a88f84\",\n", " \"sha1\": \"d7c8c5b630197adfad568229012276b7978c1d60\",\n", " \"format\": \"Metadata\"\n", " }\n", " ],\n", " \"files_count\": 14,\n", " \"item_last_updated\": 1699549454,\n", " \"item_size\": 683612059,\n", " \"metadata\": {\n", " \"identifier\": \"die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716\",\n", " \"mediatype\": \"texts\",\n", " \"collection\": [\n", " \"opensource\",\n", " \"community\"\n", " ],\n", " \"creator\": \"Jakob und Wilhelm Grimm\",\n", " \"date\": \"1819-01-01\",\n", " \"description\": \"Die M\\u00e4rchen der Gebr\\u00fcder Grimm. Kinder- und Hausm\\u00e4rchen. 141 MBytes. 16-07-2020.\",\n", " \"language\": \"ger\",\n", " \"licenseurl\": \"https://creativecommons.org/licenses/by-nd/4.0/\",\n", " \"scanner\": \"Internet Archive HTML5 Uploader 1.6.4\",\n", " \"subject\": [\n", " \"Gebr\\u00fcder Grimm\",\n", " \"M\\u00e4rchen\",\n", " \"Kinderm\\u00e4rchen\",\n", " \"Hausm\\u00e4rchen\"\n", " ],\n", " \"title\": \"Die M\\u00e4rchen Der Gebr\\u00fcder Grimm Kinder Und Hausm\\u00e4rchen 141 MBytes 20200716\",\n", " \"uploader\": \"iluagaril@gmail.com\",\n", " \"publicdate\": \"2020-07-16 04:56:00\",\n", " \"addeddate\": \"2020-07-16 04:56:00\",\n", " \"curation\": \"[curator]validator@archive.org[/curator][date]20200716045655[/date][comment]checked for malware[/comment]\",\n", " \"identifier-access\": \"http://archive.org/details/die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716\",\n", " \"identifier-ark\": \"ark:/13960/t00093c9q\",\n", " \"ppi\": \"600\",\n", " \"ocr\": \"ABBYY FineReader 11.0 (Extended OCR)\",\n", " \"page_number_confidence\": \"96.03\"\n", " },\n", " \"server\": \"ia903208.us.archive.org\",\n", " \"uniq\": 981412115,\n", " \"workable_servers\": [\n", " \"ia903208.us.archive.org\",\n", " \"ia803208.us.archive.org\"\n", " ]\n", "}\n" ] } ], "source": [ "import json\n", "from internetarchive import get_item\n", "\n", "BOOK_IDENTIFIER=\"die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716\"\n", "\n", "item = get_item(BOOK_IDENTIFIER)\n", "print(json.dumps(item.item_metadata, indent=4))" ] }, { "cell_type": "markdown", "id": "0bb94934-77af-4260-abed-d6cdc44ae83f", "metadata": {}, "source": [ "### Downlading the book\n", "\n", "We see that the format is is \"__DjVuTXT__\". So lets download our book now:" ] }, { "cell_type": "code", "execution_count": 2, "id": "aac2fbab-ac55-4159-b66c-444c1a5e5f21", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716:\n", " skipping die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716/Die Märchen der Gebrüder Grimm_Kinder- und Hausmärchen_141 MBytes_20200716_djvu.txt, file already exists based on length and date.\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "BOOK_IDENTIFIER=\"die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716\"\n", "\n", "from internetarchive import download\n", "download(BOOK_IDENTIFIER, verbose=True, formats=\"DjVuTXT\")" ] }, { "cell_type": "markdown", "id": "5452513c-ddfa-458a-b895-d19458cd742d", "metadata": {}, "source": [ "### Viwsualizing Word Frequency using Word Cloud\n", "\n", "We will use [word_cloud](https://github.com/amueller/word_cloud) to get a sense of what the most frequently used words in the context of storytelling:" ] }, { "cell_type": "code", "execution_count": 5, "id": "2d0589f2-3974-47c1-b5bd-268c0f035c2a", "metadata": {}, "outputs": [ { "data": { "image/png": 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i7CcFmxsKy7I4N5liMpnn1x9YQ0dNYCnsIysyhWyRqaFZJvunsSyTXP4RdGMUl+sevO6PIIlBBEFBEBwocid+7y8iCC4KpRfR9QFMy0QWVVTx4iSyDgiE/H+Aw7EJUfQiCA6w3IhCC6IYWTq3N/8nCELFUE8zKZVvzicFAKcq8+GdbYzP53ji0Chl3cBCI1F4g7Hs40zlXsCwKhVKgiDQHPPhcSp2wvk6xH5SsLmhmEkVeO3MFKvqQzTHfJiWSdksYmGhCCrVLXHOHRigaU0DprlAsbQPkHE57kAQXMuOJQgCitKFJIbRjSnKei+S1IRhaehWGbiwvdO5C0Vp4+IngnQqz9x0Gn/QzcJcdrFPS0Ar63h8Thra4gB01ATIl3WGE1nCvktXLN0M1ITci09Fo2xqjbKmIYRXaUG3CmBZiwl8m+sdWxRsbii+t3+IfEnnN9+1FqcqM5I7y1RxEFGQaPasITVWZnp4FkEUiDV4MYxJQKBQegndGF5xPNPMYlo5oIxpzuMR3TS6uypLv1Va2k6RW7k4kQxgmRbJ2QylQpnxwQQev5NSUcPpUpe5g0a8DrxOhd7J1E0dKnEoEh+/tYMTI0lOjyfpaQzjkKJIggMEkMSbVxBvJmxRsLkhsCyLvqk0hwYS7OqqIu53ktczzJXHiTsbCChR3JKfgitJPltEkiUsq4BFCdDI5R9d9N+5NAIOLMvAsHSSWoKAHEa+aPPKU8by/T1BF+t2tCEALd21S7baggDGRcnWoMfBLd1VvHBigrvW1hG9iZ8WnKpEQ9TDwf5Z7lxTh8edxjBLuJW6ZdffMK2r9jXYvD3YomBzQ1DUDL74/Bks4K61lSE744U+8nqGopFjtjRGk3s1Lq+Hez95O/6IF8M8A4AguPF7P7MY/rk8qrIWzSwzlu9D8nQTlL2X3M60LFLlIsfmJlgbrsGwTPwOJ3ldQxBBRGS2lKVeCZDWSjhEmS1tMZ47Nk6hpIPvx3ppritkUeDjt7bz/37jIC+cGOe92yNYaGhGCssyl3R1YDpNUdNvaoG8UbFFwea6p6gZfGdvxTLi5+/soi7sQRAEOnwbkQWFKmcjJbNIwciQndJIzaap66gm1uRDFPwY1jQOdT0u571X9OexLIuSnsIrBxCv8FSRKhfYOz1Copgj5HBxYn6KrmCciVyKnnA1DklhMD2PYVmcTk7jlGTqhHeG148gCNSEPGxqjXKgf5b7NoYwrDIFfQKLdUvbFcoGHodCrT3T+rrDrj6yue6ZTRV44vAI962v59bu5cZrulVmvNDPZGEAw9Kpba2iuiWGw+1AEqMoSjuWVaRUPkCliujKOCQXPjmIIjouu835oIdTkpnIpykaOpppEHN5afSF0E2DuVKeoq7R5A3hlBTMd5BxgCQK3LW2jvlsiaeP9qOIfiwuJJo13WRoJoNDkRDsxrXrDvtJwea6x7IsFElke0cch7K8zr/B3c14oQ+X5KXK2YTqduINne8ctnC7HqZYfJVc/nu4nLtxqNuByoCdC01WGqaVQxQCWJZJySziZeUibugGoigSVF1sjzcCIAsiJVPHq1REREQg4nRzR00rXsWBpZsIfpHR2ZvTGO9ytFcHqAq4yBYchJ2tlI2FJa+o0bkszx8f51O7O/E4lKscyeanjS0KNtc9mmGuWKIty8LERBYU6l0dFIwMKS1BzFF/0VYCbtf9FEuvkct/j0Tyd/G6P4CqrEcQXFhWAd0YpVQ6iCiFCfn/ParoosHdgYCAZRWWvefMaILcQoFgzM/89AJOjxPLNDENE83jpKY1Tj5TIJ3IUMgWIeBmZnSOzk0tV0xy34wcH55jIpljXVuSRGECSVBxSDEkHBzsn8WpSqxrCi+bhmdzfWCLgs11jWFa7Dk7jUuVCHuXh3RSWoJEcYykNkPJLFDlaHyTKIAoBAkF/hBR8JLLf5eF9J8BKoIgY1kaoCHgwOP5CAjiRVPC4M0RH1EUKRXLDJ8eI58uUNdZgygKTA7O4gm4qG6JkU8XOLO/n0DURy6VJ5cuYAEDM2kkUUC+SYfuXMxcpsjX9/TTXhPg/vUxTJI45TiKWHmCm8uWqI94iPpdVzmSzduBLQo21zWnx5I8c3SMT9zWQeRNlSpBpVLzX+/uRDNLaNbKUY+CICBLVYQC/wGP+z0USq+hab1YVgFR8CHLzTjU9ajqegQcb9pXJej/HIbxs6jqGjwNEaJ1YYzFUZuiKCCIArVt1ZU/CwLhmhA7HtqErC6a6ukGBQueOTrGprYY8cDNvRDOZYr83dOnGE1k+b33bsClSOS0JAulk8RcO5mcMzk1On9FN1WbtxdbFGyuW8q6wb7eGVRZZHtnfFmCuXJHL+GSPAiI5I0MYbX6MkcSEEUPDnXHYk4BzvvxnH/9UlVJgiDjULdRMHIULB2fJCJIAvJiGNyyLEpmEdWpIgqVXIckCbi8F4mXKpNKFVjIldnWHr+pwyVzmSJ/+9RJckWdP/rwZtqr/ehmkpw2giIF0IwSjx+aRBAEPrC95e0+XZvLYIuCzXWHZVkkMkWeODTCiycnuGddPZ7L2DGP5M5gYZIsz1A2izR5Vl32uJWF/1JjOi00s4yAgCTImJiICFhYlMwSh5KvUetqwiv7LwotmZTMEqfSh+n09eAU3VSG8cgYlo61+GdREBmcyVDWjct+hhsd07Lon0rztdf6yBV1PvvgGuojlR4PUQhR7bkTARnNEDk3mWJHZxUh7+Wru2zeXm7Ob6nNDc1CrszfPnmS46NJ3rOliU/c2o50mVi8U/IwUxyhybPqipbNF1PSdPb3j2FZFtvaG7BEjb7sSbJ6hnbvKmZKk1Q765krTSMKEuOFYercF+5sLctivDDMaGGQ+fIMta5GzhaOYVomTZ4OTqcO45Cc1LmaqHe1Mj6XJehx0BC9dDPcjc7YXI7//t0jRHxOPvvgmmVzIwRBRBYqfx+fy5DJl/G5lJty4NDNgi0KNtcN5wfn/N3Tp5haKPA7D61lXYufMgUUUyVvpPHKIUThgkA0uDupdbUiChJFI4dpGUuhnMsxMDPPf/7ms5iWxd98+v3UxBQsyyJZniWlVZPRU4SMKFk9zSr/BqbcYzS625a972RxlGZ3B7pZZqY4wVRhDFVyEijPIQgCTe4OJoujkK/i2WPjbG2PrSinvdGxLIvDg3N8Y08/EZ+T33xXz2UHCaXyZb7wzGma4j52dlb9lM/U5lqwRcHmusAwTV46Ocm3Xh+gJuTm99+7nvbqAGOFs+RKaZo9axjNn6XNu56svoCASEitQhQkLGC+NMl4oY8Gdxdls4hfCZPT08iiQkipWpYz8DhUasOVGQwep0pamyelJ3GIThyiE93UGM33o4gqIKCK6orz9SshJosjlM0SQTVCTs8QUMOE1AgZfQFFVJEFmdNjSXIljXvXN6DcRJVHpmlxcGCWv3riJFVBF7/1rp7LdidblkXfZGox+bx+RcGAzfWFLQo2bzuGafHiyUn+/plTrGkI8+sPrCHic2JYOpPFQXRLo97VjiyomJZJojQOCATVGCBSNLJMl0bQLZ3B3AkKRo4aZzM5PUWrd92K96uPBPjTn30XAgIRnxvDcuOSPSiCgkvyEFQjaGYZl+RBFR2s8W9BvKj5XxAE2jyryOgLdHh7cMseQkoUzSrjkwN4/X4UwYFX9jFQniZX0umdTFEbct8UoyctqyII//vxE2xsifKxW9qIBRWKZr6SR0FCEFj8f4GRRJa/f/Y0t3RX01YdeLtP3+Yq2KJg87aSypd56eQE3903xAd3tnL32vqlfoSyUaTW1YYsyKT1ebL6AjkjjSq6KBn5Sg5BAEV0IAsKTsmFX46woM0SUGK4JA8eObCiskgUBGL+C/F9WZDxyX7S2ixOyYlX9i/b3i2vDInIokxIvWCD7VMuLHYKlScLGZnbV9dwcCDBN/b001kbuOHnNOeKGnvPTfOvr/bRWRPgk7d3EA+4mC/PMJofwC8HmStPE1AiNHk6KBUFvrlngLJu8r5tzZed32xz/SBYbzU7Z2PzY2YhV+L/PHOa02NJPrKrjXvX1y9r7rrcV9PCIpHOc3J0mvH5NKIItSE/axqqiPpWLrqCIFDWDWZSWQzTXPq5LInEA14USSKnL3A2vYd231b8SgzTskikc+iGSTzgJVcqc2JkiuHEAqZZ+VlPYzXVQd8Vk6aWZTGbLvKn3ztCddDNbz209oYNIxU1gx8cHOZfXu5lXVOEzz28loBbRRAE8nqOopGjYOTI6Clijhq8cojv7BnmmWPjfOK2dnavqX1HNO/d6NiybXPN6IaJZlQW12LZYHQuu8wbvybkxrQqU9LqI55L3h3mSjpffP4MhwYSfO7da9ncGluxYFyqd0A3TF45Pcg/PL+fgel5dLMy4lIWJTpqIvzyPdvZ2dmIJC4/1mQyzR9+9SmmU1nMxVGZVQEvf/aph6kN+wELvxJFWRwEUyzr/MXjr9I/Ncev37+T7+47ycGBcYqajmlZiIJAa1WYzz6wi12dTZcNCwmCQDzg4qHNTfzTi+eYTRWovQGfFjTD5Ft7+nni8Cgf3tnKw5ub8Lsv5Frcsge37Fkm5CdG5nnqyBgf2tnK3WvrruhQa3P9YIuCzTUxlyny2IFhjgzNAVDSDHJFbWlBN0wTVa4kfwslHZ9Lwamu/JqVNB2PQ+H/98GNrKoPvaU7SMuyONA/xue/+yJl3eADO3rY0FSDYVns6x3liSNn+fwjL/DHH7uf9c01yxahsNfNx2/dwEwqy9hcih8cOsN8toBhmliWhSSoeORgxfO/8m6k80XOTSb400dfRhZFPnn7Rjqqo2QKJZ44cpa950b46yf30FoVpjbkv/RJL1ITdGNZFsYNOFimrBt89dU+fnBwhJ2dVXxwR+tlK6nOX/OybvD9gyM0RD3c2VNrC8INhC0KNpelMl/A5Pnj4wxMpwHonUxR1k3u6qlFlSteQV21QfwuBUEUKGkGp8eSCIJAQ8TL4Ez6kguhZVqsawzREPUiiRXHUsu0KBXKqC71knfe6UKJL790kFS+wO++5w7eu2U1yuLYyztWteB2KPzzy4f42p6jdNXFcKkXHDh9LgcPbeoGYGg2ySunB5cdWzOL5PQFvPJy+wXdMCmVNf7Dx+9nW1s9oliZrraxpZbf+dJj9E7NcWpshpqg76Zc+CqzLAZ45ugY96yr4+HNTVctrdUMk+8fGGZgOs1n7l+Nx2k7od5I2KJgs4KJ+RxnJxbQTYs3zs0wOJOmtcqPJAqsbQxz7/p6GqJehk5P4A248fqdHHzlLNvvXo0adNMUuzBabHVDaMXxdc1g+PQ41nyGyUwBXTOoaoxi6AYDJ0apaY6BIKCVNErFMpHqIP6QlzPjMxwfmaK9Osqda9qWBAHAqSrcvbadR/ad5MjQBNMLWZrjK9/7UgiCgCQolM3CJV/f0dXExuZaxMWQlCAI1EUCdNbGODeZYCqZWWaacbOQK2o8d3yc7x8c5t1bmnn/9hacVxEEy7I4N7HAd94Y5GO3trOx+eadSX2zYovCOxzLssgWNRLpIpphcngwwevnpknlyqiKRE3IzWcf7GF9U2TZ3XsxX8YwTFxeB7puMDk8y/jgLJGqAA6XQmYhT6mgEa0O4HAtr/PXNZ2FRAZPwEViPEkhVyIU9yMpEr6QB03TUVWF4TMT5FJ5tKKON+ihdzJBplAi4HYym84yl80vO24qX8ShyCzkCsxn829ZFCzLQhREvHIYWVh+VytLIt21MRzK8l8VURDwOSufq6hp3GyqUNQMnjs+zhefP8uHd7XywR0tqPLVm+9yJZ1/fqkXt0Nm3Zu+MzY3BrYovAMxTItCSaekGxwaSPDk4RESmWKlmcshs6YhzAd3tOByyCiSiOsSOQHDMDm5fxDLsqhuiDA9lqTvxBiHXzlHx/oG9j9/itqWGC63gzvevXHZvg6XSvfWNkqaTrQxCgIIqozDqdK8qm5pu0DUV1mwRQELSGTymJbF6+dGODI0ueKcTMskX9KQRJGyblzTNSkaOUxMBGF5bkMUBIKeSzdbnQ8X3XhZgsujGybj8zkeOzDM/r4ZPryrlQ/saH1LgmCaFvv7Zhiby/Jv37OehsiNl1C3sUXhHUehrLPnzBTf3TdEvqxT1k12dlbxS3evwqVKBD0Ogp7KHfCVYuRur4NIdWDJRrqqPsS2u1bz/CMHKOXLNLZXsW5nO3ufPbliX0EQOHhilH/65uvoi4u3IAj8+i/sZuuG5qXt1IuSz7phoi+Wk7ZWhdnStnxuwsVIokB18Np8hgJKnIASX3musKKS6WZFM0x+cHCYR94YIuBW+O2H1tLTGH5LggAwPp/jX17upTnuo63Kf1PmWN4J2KLwDkA3TE6NJXnx5ARTyTyjcznuXVdHLOikIeolHnLiVVVUSUQSRJLFAiDgkmVEQUAQQBGlZb/kydkM06NzlItlglFfxT5aFJEVGUkWcbhVBFFEvsyCkskWGRhOLBOFXK502c8gCgIBlxMB6K6L8W8fvu2KoYlrMVyzF68L1ULf3NPPB7a3cGdPHRGf4y1fm4oPUgJJFPjMfauXlava3FjYonATUyjr7D03zWgix3PHx6mPeGiK+fjoLe101PrZOzVKSsiSWsiSKhVZFYkTdbk5MjOJSaW8tMrjpc7rJ+pa7msjSgLrd3UgiiIjC2nqNzXg9jq45YF1qE4F0zBxeRzsvK/nx/JZBKHyhOBUFYZnk2SKJcLeS3vt2Fw7hwfn+M7eAe7b0MCDmxrxXmPF0OBMhmeOjhH1OYnZE9VuaGxRuMmwLIuRRJbZdJHnj49zaixJ2Ovgo7e0ccfqmqXyQMMyaQuEEUWBkq4TcboJO104JJmmQAhJEDEtk6DDid/hwLQsjvSOM5fOs6mjDk2wGCzlqQ77KGUtBqfmyZgGLTVhenuniPjdxHUvxwemEIcm2bG6icBlYvNvBUEQ6Gmoor06wrnJBM+f6Oe9W1YjS+KF2P5iH8D5Xom34wnAsizKRQ1BFDANk6mhWWL1P9qUsbJuMDybxSGLNES9P9bPZVkWA9MZvvpqLzs6q/j4LW2X7Cu52jEeeWMQlyrzc7u7UOV3RrjtZsUWhZsEy7LIFDQmkjn+7NFjFDWD5piPzz28js7aAKosLZv6JQkiTYFgpT/AqiRpz9Pkq/gFnQ/BCIKAphvMLGSRRRFJFNl3ZoTO+hh10QCHesdorg6Rzpd47lAft61t4fTIDJl8CcM0caoqE4nUjyQKALGAl0/etpHPf/dF/vrJ15lKZtjaXo/XqVLSDGbSWY4NT9EUC/LB7WuRpcr564bJ4Mw8qXyRQlljbD5FQdMQENhzdpja2SRORcbvctJS9dZj6JeiXNTY9+QRHG4HoiiQmc/h9jopWcI1J6QN0yKVL/Hc8XEeOzCMU5H45XtWsbk19mOp6skVNYZns3zhmVO0Vvn5ud1d1ywIpmVxZDDBiZF53r21ma664I98XjZvL7Yo3ARYi5OvvvDMKaYXKjYKP3tHB4pqoSoi09kMkiBS7a/4/JxHN0wO9o/x+plhssXl8423dzZw74bOpb8LgkBLdZhjA5MMTydxqgrTyQxOVUEURcIeF2XdwKFIzCxUPIZURSbslxAFAePHYLElCgJ3r20nV9L40osH+L/P7+Mrrx5GlWUM0yRfKiOJIr98z7Zl+2UKRf700Zc4OTq9ZNGhG5Vcxv/3vZdQJBFZEmmOh/kfP/suqoPn+yxWjul8sx+TICyvRJVkkaZVdQiiSDaZIxjzIygSrx6dIOx1EHgLsXbLsiiUDfacneLbewcolg1+4c6upVkTv/feDXT/kIvv+fOfTRf5P8+c4sz4AptbY/ziXV34XNfeZJYr6nz5xXOEfU5uX1XzQ52TzfWFLQo3OIZp8uThUb69d5CakJvfeHANLXE/HpfE60MjHJ+YpjEUZKFQ4L1rVxH1XCgTPDU6zZ8/+gotVWGqgz4uXv+cb6rLFwRwqjJrW6ppqgphWhZPnD7H0f5p3t+9mpNzMySUAg9s72Y6mSEYdtEUCqIZJgL8yEZopmVQMpI45TDv37aGTa21vNE7yunxGXLFEi5VpSESoKexmp6GKhA0TEtCFGQ8TgefuXcHmeLlE9kALlVBEkReOzHE1u4GPnPvdj66ax1dtbFl243MLPDaiUHetbGLXV1NtMTDS9dOVmQau+uWicf0QoGDA7N8eGfrZROwpmWRL+qUDZPnjo2x99w0iUyR+zc0sKUtRnt1gHShzGtnpjg2PEdnbeCakumGaZEplHnu+DhHBudI5kpkCmU+cVsHt62qJm0UKeY1ioZOvfetVQ5ZlsUbvdPMZ0v81rt6iPjsEZs3A7Yo3MBohskLJyb45p4BOmoDfHhnK521waXXb21pYj5foDUSYnCeFXYT5yZm6a6L8wcf3I1TXXmXqJsmfQtzFDQNj6oiOgUyVpmDiQk2xmu4Z3U7zwz3Efa5WaNUsXdilLDPzUBunpfGhnjY2UWt18/R2UlcssJGZy3yVco7S0YK3SygmQU0M4thlfAp9aS1EfL6DM2++5AllYaoA4/P5L3bN2BYRYrGPF6lllR5CF3MMZFPIAsOgo520uVhuhrqQY8yOpuiIR5keDpJJl8iXypXzr+5ipND0+w7PUIyW2D7qkZ6GquBivCeGJxiZiHLmuYqasI+JFGkKRqiVRQ52j/BVCLNhrZa1EUxvXhRPT2eRDcsuusv3Uw3PJvh5VOTHOyfJVvUsIBbuqrZ0VlFZ21gSVB9LpVNrTHeODfNw5ubrmpDrRsmA9NpDg/OkS6UOTSQoKQZ7OiMs6YhxLaOOM0xH6Io8ExvL7ppYloWa2NVlHQDj6Iwnc9S6/Uzk8vilBXWxaqX/g0XcmUeeWOQu9fWsak1aldx3STYonCDMrWQ5ysv93JyNMmu7mo+fmsbblUmuZCjXNKRZJFg0MPWhjp6E/O0hEOE3curQrxOB26HctlfZsuyODM/y0h6Ab/qxCXL+FQHbkXhxNwMXaFLWxiEnG5qvT4afEEOz0xwLpmgpBvUef3Ueq9sHFcyUuT0KQr6HBYmLinKTPEoiuhB4ELoy8Igp08hiw4K+hwL5QFMSydZ6iPu2oAiulFEDwulPuZKpxEQoOTi9PA0YZ+bE4NTTCcz7F7fxpG+CQIeJ6eGpmmri5BI5d50HSo5l9mFLId7de7a2L702uR8mqGpeTZ31l8yzn8+1+N3K8T8zhWvDc1k+F+PH2cuU+LOnlpaq/zUBN101ARWHE8SBW7pqmZf7wxPHx3lfdsuzI0uaQa9kylKWiUslsyVeP3cNP1TaQJuFbdDZveaGtY3R+isCa44tk91cGx2ipZAiL7kPKOZBVqDYTyyyum5mUqvRqlIZyiCV3UslrAOo5sWd6+te8f0crwTsEXhBmQmVeCvHj/BQr7Mr963ms2tUWRJpH9ghv2HBvG4HXg8DrZtbaUvMc98Lk9R02iPRpblFFY3xHn68Dm+vec4a5uqURV5KT4e9LqI+T2okoRPdTBfzLMhXkNWK1M2DNyyQqpUXPpvoVggVSqS18r41EqIRDMNJFFEQKA7EsOvXj284JRCZLRxnFIEpxRAlXxoZpSCPotHqV4SBgEJlxRGElQU0U3I0bGYyBUom1l8ci15Yxa/2oyFhVepI1cWMUyTXKlMSdPxuR00VYc4OTRNoVRxeo0FvchyYtk5LWQLnBicwud2UtT0ZQnjhliQdK7I/rOj1ET8BL3LhXcmVeClkxO0VweWzVHQDXMpD+R3qfzS3atYUx+6agJ5VX2Q5riPvsk0k8mKzcdIIsPhgQSvnplaSpILAktDcLa1x3E7ZERRuGzIqdkfqoi+4iBZKuB3VFHr8eFWVFKlIi5ZRjdNZLFy/IHpDE8dGeUX7+qm3u5cvqmwReEGwrQsphcK/M1TJ1nIl/m53Z1sbb/QhZvPl6mvDdHdVYMsSQiSQLJQYEdzA25FWeYaCjAwNc/YXIreyQSP7lOXVSc9uLmbT+7exIZYDeWwQaZcoiUQYjCVpGwYdIVjjGVTNAdCZMolNNOk3udnoVAk5HDR5gszk83SE47jECUkUUSVrv51UyUfdZ6dK34ecrS9aTsvtZ4dS3+3LIu8lkAwVRyEUanCIVXCP1WOSrWO6DZwqDIHzlbCXKIgIIsi0aCHWNCLx6Xy6pF+gn7PsqcnhyLhUGSKZY3qkI9zo7MMTcxztH+CluowU/MZZEu4pN/FCycmyJV0PrKrYhVhWhZlzeDZ4+N8c08/axvDfPqeVQQ9ywXTtCwsLCRh5YyJre0xvvJyL3/4r0mgEkasDrr4zP1r6KypTICzsAi4VRyXKM21LKsyE0IUl24COkIROkKXLp1t8C0foWmYFseH5/A4FDa22GGjmw1bFG4QDNPi9bNTfO21fsJeB3/4wU1UBZfflfp8To6eGGV2LovP62T7tlZEQeDl/iH8Tgd3d7Thc15YfDa21vH5Tz14yfcLuCuhjjeHe9bGqpf+3B2O0RWKUizpDM/OkTqb5l+H+kjM59A0HZdTpboqQGdrnDVdtYgXLZqiKPzI/nGWZZEvlJmezTA8NsfI+DyTUwskU72UyjqCIOB0KAQDLmqqAjTXR1hbX0U04sPpUAALSRTpjITIJHLcurqZ/r5p2juqmZ5coFTUaGiK4HU5eHjHakaGEyiyRCDk5p7uFjrbaphPZGkPh5gti/SdnqSjs5pAsNJUt5ArcWRojrVNYaqD7oo3UP8s39k7wNhcjk2tUX7p7u4VggDQn5ojXS6xOV634rU7e+pojvkolCuhIqci4fNJ6IIBsoFmmMyX8gzNl+kIRAk7lzf5ZbUyZxdm2Ry/vFXIlXijd5qnj47x7i1NP1TFks31jS0KNwCmabHn7BRfePoUO7uq+PDONuKBlV2jtTVB1q6pp7rKj8OhoKoy1T4fyXy+YuL5pju6gMd5yd4B3TCXja28/HmZ9A3O8p0fHOKNQ4PML+QvOUJTlkRqq4PcfVs3D9+7jmjEi9ul8sPcYFqWhWGYTEyn2H94iH2HB+kfmiWZyqNpVzbBU1WZeNTH9k0tPHTPWlqbKjmR+USWVCpPNOYjly5SyJXY88o5nE6FYMhDOOJFlkTmZjKYpkU47CW7UKBU0Bjom2bt+kbmZzJoZZ2x0TkCQTclzeBLL5ylrBs8tKmJgekMzx4b49UzU8T9Tn7jwTVsaI6uSBZntRKvTAwxlk3R6AtyeHaCsWyKddFqgg4XB2bG0E2TzbE6oq7g0n4n5qY4MT+NKkpsidczW8gxnc9Q5fJxJDFJTisTc3nYGq/n5Pw086U8WBZ9qTmOzU0B8GBTFy75you8phu8fGqSppiXd21qtMdr3oTYonCdkymUefnUJN/dN8SGligfu6WdiO/STWADg7McPT6CptWRzRVZv7aR1kiIgt/L0YkpMqUSXsfV6+TPjM1wanSaj9y6/rLb6LrBK3t7+Yd/fY3RieRl5ylDRWRGxuf552/u5fjpcT7zc3fg9TgW5xNcm5tpvqDx1Ufe4LmXzzCdSKPrVxev85TLOmMTScYnF9h3aJBPf/I2bt/RgdOlkskUKRQ0CgWNTLpIa3scXTNxL97FC4DbrZLNlSgUSuQLZQqFMv6Ai8mJJNG4D7dLXRpLmkgXOTY8z7qmML1TKb5/YBhVlnjXpkbuXltHzO+8ZFind2GOkqFT5fYyW8hxfG6KKreXF8cH2F3byun5GT7UtnZFfsYC9k+PcW9jJQk+lc/QE67i9alhxrJpHmru5tXJQXoi1dR6/JxbSGBicSgxQVB1MZXPoIpXbtozDJPHDgzTP5Xm0/d024Jwk2KLwnXMVDLPV1/t48hQgvdvb+HhzU1X/EUURAHLgt7+adwuFVESOD05y1w+j2FaOGV5qYNZEC5vBJdI5xibSzGfzZNI54j5PYQu8hkyTYvX9vfzl//wAon57Ir9ZVnE7VQRRAFNMygUy1hWRRwOHB3mz7/wDO99YAOKIlEsadd0TUQRRieSjE8tXOb1SshIUaTK5LiSTqmsL9vGsixGJ5L8zRdfJBhws2FNPd2rawHYsqON518+zdYtLfhCLkSlkpwWRIFV6yrhFkkUefDhDQA0NF46Dl8TcvPzd3by9df6OTGaZGNLhJ/b3XVVTyHdNHDJCg5JJlkqIAkCa8JVhB1uRFEk4vIQd3tXJIwFoCdSxXQ+S8TpQREl/KqTsmngUx00eAPIooRhmjikitGhiIBHVjk4O8Zd9e1X7HvQdJPnjo/xvf1DfGB767Jcls3NhS0K1ymz6QL/9TuHmJjP8/4dLWzvqOJqTcGN9WF03SCXK9HcGMXncbKlsQ7DMFFlGY+qcG4iwbNHe/mFu7dweGCCHxw4vUIcJufTdNbFODQwTsDtJOS5EKqyLIuB4Vn+8V9fWyEI0bCXW7a1sWV9M9GwF0kSyBc1JiYX2HtwgEPHR8jmSpw6N0kyVbhmQQBwOhTuu2M1+w4NksuXkWWRcNBDS2OUVR01tDRFCAU8OB0ypmmRzZfoH5rl1Tf6ONM3tSzEND2b5uvf3U97cwyft/L0tZDK861HD5J1GrR0xZfyHiGXi2ShSFHXWR2LUee/cmmtKArc0l1NSBYI+t3EI95LjrEslXVGx+dpboggyxKtgQi9I+cwLYvVoTgZrczZhQQbojXEFA81bt8lczFexcHqcBU+RSVZKuBTHeyZGmZLvJ6xbApZFHFrMrliiWMLU8wUshxOTDBXzLM1Xs+p+Wm6QzEC6vKnUNO0yJY0Dg8k+JeXe9nZVcXda+uuqXHO5sbCFoXrFEkU8ToVvC6FJw+P8sKJCXZ2VnHf+nqCHsclE3zDo3N4PU5Wd1fuegVBIOBc/kvuUmWiARUEk+GZJKlckXXNy+0JNN1gKpkhnS9hmhZVwQvjNYslnW99/xBDo8vLNtuaY/z6L+xmQ08Deb3S7CYAmmnSs7qOu2/rZs+BAf7hK68yNplk4jJ3+ldDEATWrqpj28YWsrkSt2xrY+PaRmqqApWS2jc9AVmWxdYNzdy3ezXfePQg3/nBIUqlC08Ox06N0Ts4w8aehmX7eVSFoNNJQdNwygoeRUUzTKJuNy7lrSVXtbLBd793kHc/sI6G6sAltxkeSfDlr77Ov/83D+KVJcIOFx/tWAeASMUvybIsBKGSmL+99kJvgqbp6IaFrhvEVQ8xxU02W6LBH8DlVMjkSuiaQWtVmHy6RHBOxogY3NvQwT0NHWimQV9qDs008SrqUvjIMEzmsiV00+T02ALf2zfIXKbEbauq+dk7Ou2Zyzc5tihcp4S9Dv7g/Rsp6QaZgsazx8Z46sgor5yepLXKz2fuW70iLi2KAkeOj5BK53E6FVqaY8vmGANUh1Vu2aCBmENVJO7b2Ml7tq1edpyXTw6w79wonXVRqgI+MoUL9hB9gzPs2de37KklFvHxG7+wm/VrG5BFkTNTCRRRpKjrKJJEUzBIzO3mzls6kWWRP/ubp1lIr5yHbAHlYhlJkrAkgaKh4ZFVBEFgZHYB07JojofweZ383Cd2IcsSNdGKJUOhrOEUBcq6gaYbeJzLBwWFg14++cHtTM+keeG1M0vnn82VOH1ukg1rGpYS3wLQ6AsSMRwkMwZul0RN0EtzMIggCFiWRS5fYmY2QzZXRFVkquJ+An4XgiBgmCaJRIa+gVnO9k6xqrOmYjAoCjTUhQkG3BSLGlMzKV57o5+JqQVOnJ7A5VRwOhVam2Ioi08VpmEym8gwl8yiKjI11UE8i1YZM4kMfUOzjI4naagLUV8TYnwySSZXYsv6Jl547SwdrXFURWJkPMnUTIrVnbVLjWaSIPBQUzdZrYxTVBAtkcODCZ45OkbvZArDtNANk7vW1rGhJUJ3XeiqM5ptbnxsUbiOOe+TE/O7+NTuLm5fXUOmoPHPL/Xyr6/08tsPrV22fTTspaYqQLGoky9ruNIVw7qYd3lzkWYWMC2dO3vaKqWhbwoF1EUCrG8xyBbKJNJTxPyV/U3T4uW9vcsWdFEQuPeOVWzoaeBEaoLVgRoCzkrHqyJJyKJAWa/cmYuiyPZNLdy+s5NHnzq64vNmkzmOv3qGlp5GhJDKyYVJdsVbEYDZTJa+yTkWcgW66mKktTKJ+Rxer4Ph2SSHBye4c00bo3MLjM+l2d3Tituh0j81R8jroikWwutx8MBda3jj0AC5/AUDwMGRBKZpIp5PtArwwqtnmJnNoOsG6UyB7Vta+dTHduF2qeTyJf7+y6/QNzCDLIsUihoBv4tf/YU7aGuOUShoPPHsCU6cnmA2keb5V05z8MgQiirz4fduJhhwMzI2x/eeOMLpM5PMzKb59qMHkSWR6qoAv/gzt6IoEuWyzlPPn+Tp508iLuZnKq/fQl1tCI/HwcjYHKqqMDmdIuBzkcuXmZ5JUSxpeN0ONq5t5ODRYRrrwivzEIKAS1IYnMzyg4O9zKSLzGeKtFT5ef/2FhoiHhyKREvcj2LbYb9jsEXhBsGpSDTFfJybSFHU9EuWpHp9TqriAUoljUQxzwt9g+Q1jc0NtSiSRHc8iihWzOVMSyfsd4PFiuRza1WY1qowk8kMvZMJYv7KaMt0tsCxk6PL3jMYcLN7VxeyLLFQLvDi9DnWheqocl6IuS9rBFNl7tjZyfOvniH7pklrWknDFa28lyyK9KVnmS6kCTncOHQHoiAwODOPz+VAEkVmUzl6JxN4nQ5cqkLQ62JqIYPXpeJ1Onj51ACZQolMscxHb1lXscZujBKL+Mjl55bed34ht1Q1BJWwz/RMml/7xd2EQx72Hhjgn772Orft6GDNqjocqsKdt3Xz/oc24ve7SMxl+B9/+TQvvnKGlsYobpfKR96/le1b5vh/Pv8oP/uRnaxdUwcIOBdLUFubY/zaL+7m0SeO8vzLZ/jdz96Px1OZXud0KFiWxYnT43z70YN8/EPb2bKhiVS6wN/8wwt8/ZED/Oav3oXH5SDgd1NfGyIxl6VU1ivhvpgfhyoTCroRgNrqIIePjVAsaaiLCfhUvmKuNzCd4Y3eaaqDbnZ1VRH0OLilu9p+IngHY4vCDYBumCRzJb71+gCvn52mMerlnnX1K+7w+wdm2LtvAEWpdM52bq3n1NxspdJEEAABzcqjiC5EQQYLZtM5Xj8zzOD0PHeubaOnqZqBqXmqQz7OTswyOD2P16kSD3iZmk4xOZ1a9p4tTVHqaytGb9UuP+lyAUWUKZo5cnqaoBJDFi7EoAVBoKUxSk08QO/gzLJjuf0uTMOkmCsRiPu5q6aTtFYkoLqYKeRojofIlcokMjn6p+awLCiWderCAVyqgkOWCHpcZItlZElENyr23aujQVS58lX3eRxLSeXzaJqxoi/jnjtW0d4aRxAENq1v4huP7GcmkWENoCgS63vqKZV1tLJBJOylqTHCbCJbSeqrMm6XWqkAEwScTgXvm/pBZFnCI4k4VBlJFPC41WXb6LrBGwcHCfhdrF1VhyiKhIJu1vc08MIrZ1hYyBOL+njgrjWIoohlWggClDUDWa5YgUfClYE8tVUBwrevwjBNJpIFTp+c4Pnj44zP52mKednSFuPDu9qoDbnt7mQbWxRuBJ4+Osa39w7gUCR+++G1tFcHLu3Lb8Gqrhrm5rMUixqd0QhVIR+yJCIJwqKNhVoRBCzmM3n+7LsvM5vOkczmqY8G6Gmq5lt7jrGhpZaepurKHfhi9dHI+Dz54vKKoc7WOM7FxOO51DSzpSxexUmbL0jByOCVg8gsT0z6fE7qakMrRKFc1NAVGUM30CyDkwuTpMpFgqqLVYEaFEGibBiokoRuVBw9m2Mhon4PUZ+HyWSG+oif2XSWRDrHrataODU2jc/lWHL2lBVpKV6/dNkWn5TOI8ki8dgF+2hJEpEkEcOoCEexqPHq3l72Hx4iny9jGCb9Q7OsW1N/zYN0LodhWEzPpBgameOP/8f3l84lmyshSQLlxY7t866s570CL56Jfd6jLl/WSWSKvHp6iicOj6DKEm3Vfv7jhzfTGPX+WAb22Nw82KJwA3BqLIkiifzyPavoqAngvsx0rEDARTpTxOlUqa0J4narnBlPMJcrMJnJ8MF1awi7/VS7NiIKMq8P9INl8d9+9gH+6YVDQKXqKer3MDA1T0t1mPXNNahyJeQwNZNG0y5U7oiiQG11cMkzaX24npHcPPXuILqlMV+axq9EcUrLbRZURSIe8fFmnB4H0boQbp+LvF5GN03uqG5nX2KYkM+JX70QMqsNLy8JvXVVM1BZ4G/tbsYwLSzTYmtrPZZVaVwrWRaaZiwLFV0KUViZZzmPZVm88novX/7qHj7y/i2s6qpBVWS+9K+vXfGY14oggsup0tYS41Mf27msYEBWJGLRldfvYoqagW6YnJtI8c09/UwkczhVmZ+/s4sNzVE8DhnXVay3bd6Z2N+KG4DOmgBHBxP87VMncasyG1uj7Oqqpr16+TAUVZXJZItMT6dILuTo6Kim2u/D73RSNgzKhoFhlUhpo/jkGhZyRWrCfiI+z9Kd9NJdswDz2TyTyQydtVGqAz4WUvlld9SqIhEMXAg5NHrCNHrCAKS0LA7JicjKBKUgCISCbkRRWLZAW6ZFcjqFrEhEFR9Rp5dXpvto9UXxyJd2WLUsi0JRYy6ZZWJyganZNHPJHKl0gXyhTKmkUdYMypqOphmUyjojY/M/9L/F+ebAaMTLnbd24/U6SMxnmU1kqKkOLttWkkREUSCdLiyVlb4ZRZEoazqFoob3orCWLEn0rK7j3GPTeD1O2loqg3403aBcNlAvc2OQK2q8fHqSA/2zTM7nmcsWqQt7+DfvXk/M76TGDhHZXAVbFG4AHtzYSFdtkOHZDFMLBQ70z/L62WnaqwNs64hzS3cVkiiSyZaYnEoRClWSj7IkkswXWCgUaQoHiXjcGFaeZKkfVfTQFA/x8skBzk3MVkRDM+ibnOPY0CQf2NlDbcjPSCKFLEkYhkmusHxkpyRJuF2VMNZ5V0+o1Nc7JDdeOYQiXtpW43y83bwo4KK6VFZta0eUBIqmTk4v0eGP0+aPraic0Q2TiakF3jg0yIEjQwyNzpHOFCiW9KUwz08CQYDuzmpefv0c//T114mEPAyNVHo23rzUBgNu2lvjfOO7++kfmkWWJW7f1UFzY3TxWAJtLXEMw+LvvvgiTfURfD4nD9zTg8upsmtbOydOjfMXf/sMHW1VKLJEYj5Le2ucj35gK9LiNTFNi3OTC7x4YoLx+Tzj8znaqv28e2sTsiiyqj5k21vbvGVsUbgBUGSRrrogXXVBDNPi/dtbePzQMEMzGf7pxbOMJrJsaInglyWqq/zkciVmExk6Oqoo6jojCyk8uTxdsSgORcQpBREQWdsUY11zDZ//9gvMLGRxqgqPHzzD5rZ6tnc2sq+vUmnUO5FgQ1MNur7cp0gUhSXbjdFckjOpKSRBoDtQTcghkdbm8MpBnNLKBUmWpRWrqF7WGT41SqQ2jD/qY3Wwhv2JYQ7NjfKx1i14ZBXLslhI5Xni+ZM8/uxxxqcWrkkE3vx08mZ8Xgd33b6KaMS79DOXU+GOW7qoqfGT0RfYua0VURQ5eWaCTLbIjlvrEaRaCvPyMvtxj1vlV37udl7ac47ZRIZAwElJyGJaYUpmkYnCEM2tTfzmr97Jd/e8wNBcns2RVYueUBAMuPi1X9rNgcNDnO2dQtNNujuq2bqpBcuqdL2fGVtgPJnj6SNjxPxOGqJePnFbO+3VAWTp8mEwG5vLYYvCDYYkCvhcCh+9pR3dMHnqyCiPHxrhicMj3NIZ596eOhqr/SiyREHTmUpn8Tsq5ZzZchmX6kAUFERBxqUofOrOzWzvbGRgag7DtGiMBVnTWIVLVQgvlnjqhkG2WL7iAhNzejkyX8arOEmW8/hUB6roRBUvbd53qdymaVrMTS7g8rlwhJwcmx/HKcnsru7AKVV8m2YSGf7uyy/x8t7eFa6okiQS9LsIhzzEIj5CQTdejwOXQ8XhkBfLQQW+/YNDjE0kL3le0YiPT3/qtmU/83mdfOpjO8kZabJamrjTz223tNOzNYAoiGS0BebK06xZ04FwUQ67aOYJxRXe/d4uREHCtEyyegoLC0VQmC1NEFKjbN7QjL99CwBdvnVL+wuCgN/n4q7bV3HX7auWfp4taDx9dIzv7hukUDYIeVQe3tLEvevqbStrmx8ZWxRuYGRJ5IGNDdy6qoZv7x3guePjDMxm+eyDPTRGvaiSxMb6GtLFEr2ziSXrCZcURhYqSVuHIrOuuWaF1QVUks6yKFIT8hP2ulDfVLVjmiblxYXZLat0BaoZyCSIOb1gafiUMPJlwkeXcjctF8t4wl4UVUYVZW6pasUtqUsduLl8iS99bQ8v7jm37OnA5VTYsKaB23d20NVeTTTsxelQEKVKKa6w2KAnAIWixguvnbmsKFxMaiGPy60uxe9LRpH+3CkijjjjhSEWtDmqHPUYmCTLc5TNEm2e1cScFZuRicIwyfIsaS1J3FlHlbOe/uxJImocVTovmAKiIOKSPBSN/FXPyTBN/uWVXl4+Ncn7tzWzsTVKTciNU5HskZg2PxZsUbjBkUSRgFvlZ27rYPeaWr6xp5+/fPwEv/PwWuojXlojYSzLYl1t9VJcPuSo+OcUNZ1UrkDU70EUBGZSWU6NztAYC9ISD7OQK1ZCGUKlTPPNtfa6bpLLX2hAG8slCaluZEHCr/jxE7ns00WuUMZ6UxjHMi3y6QKWWRl+47voKcOyLPYfGebFPWeXCYLf5+RnP7KT+3evxu+9YPuRLpQwDJOAy4lpWj9UKKXv1ARN7XEiMR+CIOCWfciCggVktAWiag1xZx3jhUHq3S0VV1azuLS/R/bRlz2BKjowLQOfHEAR1R+6bNUwLV48Ocm+3hk+eXsH962vt+2rbX7s2KJwk+BQJFqr/PzM7R38ybcO8RffP87n3r2OurBn6S75zRwbmuTxA2f4/Q/cQUkz+NNHXmImlUWVJH7vA7vZ1lFP5U62UqYZDnmWxeTLms58MrdUWaNbJvPlHGVTp2jmyOsZAkoUWVwe0rAsi+SbuogBnG4HNY0RRElcUa1TKuu8/Pq5ZfYUsiTy/ndtZOeudgaTC7hyMmGPm7DXzbnpBOlCEb/TyXwuz5aWeiJeN4ZhXjIHoZkGx+cn0U2TVcE4TllBViSe+/5RfH4nazY1YsaTZPQFpoqj1Lvb6M+eImekCShhJEHGssxl5bc+OUDcUYdH9uGU3EwVx8joKSaLI/jkACltnonCIIqgMlUcRTPL1Lqa8cqXdmDNFMp86/V+7l1fbwuCzU8MWxRuMurDHn7vvev5428f4rEDw/z8nV2XtSwYnV3A7VBQJImXTgxQLOt8/lPv4uuvHOX1M8N01cWWbV9bHURV5CXLa8uC4bE5dN1EUSTiTh8j2XmKho5pCYwX+lBFBz4xvOw45bLO1Gx6xR1zMVdkbiJJTetKr/5Mtkjfm5rdomEvd9+2ClkWCXlc5ErlytOQBU5FJuQOIYoCXqe6NNA+XygvE5bzpMtFBtJztPojnHfG6+qpo6o2iGmYBMIe3J44zZ5OWHQvbVA2cnpmln2pOcq6gd/poDPqwh3VcCkybsnHhuCuZe/T5G7nfIZ9d+zdSz/fGtp9iX+hi66ZbvD4oRFKmsnGlqgtCDY/MWxRuMkQBIHGqI/71jfw5OER4n4n79veckn/e8uykCWRfEnjpZMD3L6mhZqQj7qIn4n5NLphUNYNVFlCliQa6yoOpRfPQTjbP002VyQU9BBS3aQdBXJ6CVAWexRWvm8qU2B0fGWvgKRIJKdTRBdtMy4mmyutWMxjUR+RkGfJtuL89DdBEFhbX73iGFCZoTCXzK34uVtWCTvcFHRt6Tj9Z6c4fnCIcklnxx1ddK6pw7KgoGn84Mw5vnrkGAPzSQqahmFZKKJI0OVkR2MDv7xtC93x5aW0c/NZDh0dQdcNWptidHVe+hzfjGVZnBiZ54nDo/zKPavorLm0DbeNzY8DWxRuQhRZ5CO7WgF46sgYrdV+1jVFVghDc1WYpw6f4/88tZeZhRw7u5sAmMvkcTtU3ugd5fTYDFvbG1jfXEM86qe5IczsXGbpGCNj85ztn2bH5lYEQSDq8NLoCZPXK4ZzprVy6tm5/mmmZtIrzlt1qoQ9TmR1ZQVNpalu+bPF+eaw81wtZ6AbJq8fGFiWBzmPS1a4pbqSazl/lHy2SHt3DTOTKQqL+5QNgy8dPMwX3jhASddpCgZpi4ZxSjLT2SynZ2b5/umzDCUX+JP772FVPFax0zZMxsaT+LxOWpqiuC9lU3IZEpkiX3rhLGGvg9UNIduWwuYnii0KNymSKPK+bc0k0gW+/MI5/ujDmwi/yQiup7GK+zd1cmpkhl+6dyu1YT+6YSIIAhtaa1FlieqLBuy4nArbNrVy8NjIUj4gXyjz+LPH6emuo8kTXlqYdbMKSZBxycvtGHL5Es+8dJp8YWUIx9BNdNNCK6+cyOZwKCu6eNOZAoWChsd96W7ni7Esi7N9U7zw6pnL9im8WTTrmqKUSzrlsk5NQwTLsnhpYIgvHjhEWdf56Pq1/PzmjVT7vMiiSK5c5uXBIf77i69yYmqav3l9H3/ywD0EnE5OnZng+KkxSkWdqekUHW1x1qyqu+p5Zwpl/vWVPizgNx/suex8bhubHxd2YPImxqXKvHdbC6Io8KUXzpIvLb9rd6oK79/Rwx986E52dTdVSlAlkV+4ewutVWHShSIORaY6WGnkEgSBnZtbqXuTncMbhwZ57OmjlMr60t28LCqEHdXL+hRKJY0nnjvB3oMDlzxfh0th1bY2qppiK17ze53ELmooA5iaSXPi7DjmVeaUmqZF/9AsX/inl5l4k8vrldA1nROHhhjqnSabLpAqFvnq0WMkC0W2NtTxGzu30xwK4lIqeZmgy8WDXZ18eF0PoiDw2vAwxyansCyLro5q7r+7h/e9eyN33t5NPHblcZ4A6UKZf3z+LGfHF/itd62lvfrq+9jY/KjYonCT0xj18vFb23nj3Ayvnp7EeNNdsiSKqLK0dIcvCAIORaZ/eg6HLONzqQzPXqjpr60J8q571i4zaCsUNf7pG3v58tf3MDGVwjDMpXCPtWhCNzQ6xz9+dQ9f+vrrFIoa0iUSpYIg4PK5UFR5RSjI5VIXp6Nd+Hm+UOZfvvkGJ06Pr3jP8/8tpPI889Ip/uv/eoKji7Mg5Lc4MCY5l2N+NkO8JojP76Jvbp7jk9Moosh9He3EPCt9hBRJ4raWJrwOB5lSmYNjE5iWharKzMymyWSLYFmcPTd1xfc2TYtnj43z8qlJHt7SREdNwO5OtvmpYIeP3gF01AToaQzzzdcH6K4P0Rj1XnWfmN/DxHwl7n+xI6kkijx4dw8nz07w2r7+pSeDXL7E1797gJdf76WjtYq66iCKIpHNlRibTDI4kmBmNo1hWng9Du7bvZrnXzlzybGcl0ISBW7f2clzr5xhbPKCSJ0bmOY//9n32bKhmdWdNYSDbkBgIZ1ncDjBibMTDI4kKBY1BKCnu5autmq+8/ghrvKAQTjqJVrlZ3oiSXqhir7iHKliEY+qUhfwkyoWL7mfKkm4FZlUEQaTSQzLQgL8PhdHjo0gyRJ1NcHLvm9JM9h7bprHD43wM7d3cM+6q4eZbGx+XNii8A7A71L49D2r+E9f38/fPnmSP3j/BgKeS8fhtbJOKpWnJR6mJb6ylHRkcJa2zmp+5WdvJ5srcfTk6NLiqhsmoxNJRq/QLexyKnz4PVu4f/dqjp0ce8uiIAgCrU1RPva+LfzdP728bGrbTCLD488e5/Fnj19hf1jdVctv/8rdFIs6T790qnLXfgUCIQ877ujGH3QjSALfe20AC8hrGn/8/Es4pEuX+uqmSSJX6U7OlMpLwllXG8LjdlDWdPy+lZPzoCIIX3rhLK+enuSDO1p5aEsTil1+avNTxBaFdwCCIFAVcPHpu1fxd0+f4vsHR/jQzlYcSsX9dGJsHtMwqa0PMz+XpVjQiER9TE8ukM+W8AfdSLLIxOg8vWcmae2ooqk+zL/9tXv5p2/s5bV9fZdMHL/5HOJRHx95zxYeunctklQZZNM3NHvJ7a0l19WKj7eAgCSJ3HfnGnTD4quP7GMmkb7q3T5UhGjX1jY+9ZGdNDdEmJvPEo/6rioK/uCFRjTdNClo5/szLKYz2UuW+Z5HkSQUSUJdXNDzhTKGbpLJFimVNQaHE+zc1rbiM5+bWOClkxN8aFcbD21utAXB5qeOLQrvEERRYGt7DItV/J9nTuNUJd6/rYV0Ks/el8/R1llNdV2IQr7M6eOjNDRHeOXZU9TUhzl5bBTTMIlXByku9goIgkBjXZjP/eo97NraynMvn+HcwDTpbJFyWccyLURJxOVUiIQ8bFrXxAN3rqGjNY4kiZimxaqOagaGZ5eOd36CG4BhaUwUTlI00iiimwb3emRBxaHKvOf+dXS3V/Hk8yc5fGKUuWRl0lylcqpSqupQZXxeJx0tcXbf0sWOza14PQ4EQcDndbJudf1SaWo45OFq4XqBykIP4Hc6+cO77qDWf+VBNwABpxNFksikikxOLTA6Nl8Zl3qJCqjZdJGv7+lnVX2I+9bXL8vb2Nj8tLBF4R2EIAhsbYszmsjx2IFhVFnirtU1rFpbz8C5KVra43h9zsqcA8PC5XHQubqWN145R6Gg0dAcYfKi0JAgCHg9Du66tZudW9qYnk0zPjXPQiqDppdxOBSi4QANNXHCIRVFkTDMHBZuDDK8+8FW7tndhmWZyKKHoN/FdCbLt06coDsWZW19gKKRoWRkMSwNGZV0sYTHobKqs4aO1ioS81kmphYqwlDSyZc1RFnA43XQVh8jEHARD1ZmFaeKJfxOB6oq8/EPb+P9D2/EqcioiozjEr0R84kMoigyMjBDY1ucKm8lF2NZFs2hIJvqat/ytY9GvHg8Kl2d1QgIpNIFdNNkJp/Frzrwqg6ePTZGKl/mjz60Ga/Tdju1eXuwReEdhigKPLipgclkjq++0kvEKWPMZwmEPMiyxGD/DLlcmYnxeeqbIjhdCg0tUQQEzp6aoLo2yJudlARBwO1SaWmMUlsLeT2HLMYp6BOIgk7E2cpC6RhiWcXCQBED5LRhkC28wSggEnBUXFoPTE3wpYOHuaOlmR1Nt2EoJVTRhYhK7+wcJyan2dxQS7pYojbgIy2UiTcG2bSuEUEQODYxxbmZBHNljRaXwMBCEkWVmExnGJxfYGNdDdlymUJZYz6fpyseQxd0ZmYT+J0OErk8UY+HGr+XcyfHKRY08tkipmnRHg/jU1UKmsbxqWk21NZcMYT0ZnK5Erpu0j8wQ319GLffQf/CPJ2hKIogM5LIUhN0E/PbvQg2bx+2KLwD8TgU3r+9haHZLF95fYBfunsVPY0hVFli07ZWNm2rdENXN4YoGWW6N9YxV05TIwSIO1daUFyMJDqRRR+S4MQhRZBFNyDilGsQBRnNSCMJTlxyNbLoQ0TB5EL/xJqqOH+w+3baI2FMiiiCi4BSS7qg0Tc7h2maTKTSnJqaZU11nPl8Ab/LQX2wUiHlkGUm0xlCrspTx8BcklxZQxIFyrrOkfFJemqqyJc1QODoxCQzmRwOWSbgcuCUFRLZPFU+D7GqAEN906zZ2IShG9THAnTHY+wfG+cHZ85yT3sbtX7fJUtFL+6+Pv/6xGSKoeEEbrfKwOAs8Ro/ZcMgr2solkzvRIpP3Nb+I/7r2tj8aNii8A6lLuzhd9+znj979Ch//v1jvGtTIx/Y3oLjIvO8yUICp6SSL5WYLS2Q1nJ0+Oqpc8WYLs5TMEpUOyPMlVOUTZ06VwyX5MGrtCEIAhaV8IqAgEuu+Pw4pChg4WDR9O5NofWQy8UHe9YAkNdTzJWHyOnzRNRuXIqMIFSM+AJOBwFXZfb0xfF5v9NBVzyGR1UoajoRt4v6oJ/xVJqox43f5WRsIUXU4yYUDZEulAi73RQ0jSqfF4+qkCtr5LIlaurDhKJenC6VcknH73bxiY3rOJdIcHRiis+/+DK/sm0LzeHQUr5BN01ypTJDySSD80keWtWFz1Gp9KqrDZLOFOhoi5PJlrAsSJWKlA0DJEAAt1Ox+xFs3lZsUXiHIggCNSE3//4DGzk5Os+XXzwHwId2tKIsNncdTw2wLbyKU+khfLKLsqlxPDVA3ihyJNmHIkpEHbOMF2bZGelBEC7cFZuWxVQmy+GJCSbSGVRJoisWZW11FW7looVPqPgJPdPbx1DyQr5iVTzKbS31NLo3ktPnccoSuztayWsaj50+Q13QT2MoQLpc4vTsLGf2J2gI+NlSX8e9XW0rFtbGUIBjU9Mcn55CM0wyup9NtTW0hEOXXIRPHhnB7VYZ7J2mbVUNiak0m3e1c19HO8PJBf5+30GeONvLgbFxOqNRYl5PxRK8UGQinWYqk6XG7+Pu9rYlUYiEvdy6swOAqniltDXu9hJwOCiVDbSf4GxpG5u3ii0K73AiPie3dtfgVGT+4bkziILAB3a0oEgiAgJpLUfeKOJX3ARVHzm9QF4voVsGdc4oIcVPXi/S4qlZWlwN0+SlwSH++vW9TGYyuGQFzawsene0NPPbt+6i2utdJiD9c/O8MTrKXL7AYHKe963uYl2dxEJ5gpKZxafEkHGQL5f5l8NHqPX5eGlgkGf7+hEFgZKuk9c0NtTW8Ed33UlzKFh5WrEsRlMp/uLVPbwxOoYiiYiCQK6s0RQM8rlbd7G9sWFFbsCyLA7t7Scxk2ZhPkd9cxSoNKb94pbN1Pr9fOXwUXoTc+wdGcVYDBdJgoAiSYTdLrY31ONULv8rZlomAYejMkd7sogANERWzrO2sflpYouCDaIosKU9xkK+xD+/eA6/W2FXVzXd/kZG8tPUu+LEnUFG8zMEFC+rA80ookxayxF2+JEEcdnd9umZWT7/4kvEPB4+/8D9NAWDFHSNx8+c418OH8Gtqvz+HbfhlCtfP4ck8es7t/PL27awf2ycf/P9x5EEGa8SQ7OKBIRqZHF5s91rwyPM5HL8uztupysWpahr/OuRY3z7xEm+c/Ikv71rJ7IkkSmV+YtX93BgbJxf27GNHY0NSILI6ZkZ/vzVPXz+pZf53+9+iMZgcNlnaO+uIRK7UHIaWOxZEAQBt6rwvjWruLW5kRNTM5xNJEjmC4iCQNDlpCkUpCMaoT4QuGyDG4AJzORzOGWFTKGMU5XxX4N7qo3NTwJbFGyAikPorq5qRhNZvvpqH3vOTPPx29q5vXbD0uzfNu8Fu4V1wQuNV3Wu6NKfDdPke6dOkyqW+M/33sP2hvqlxbba6+PA+DjP9/fzifXraI9GgMpCKwsCsijiVdWLniB0JguncYheQmr9itEMv7hlM/d3ti9t/6lNG3hpcJDDE5OUDANZkjg+NcXz/QP83OaNfHTd2qXYf1MoyGgqxf985TVeHxmlMRhcdmynS6W6LoS1+JlMLEqGjiSISEJl9nPc6+Wudi93tbe+pWs8m8igKBLBQEVgHKKELIoIFuzvm6WrNnDZgUg2Nj8tbFGwWcLrVPi53V3ctqqGb74+wJ9+9wifuK2Dre0x/G71LZVfpksljk5NoYiVu/Hx1IW5CRYWZd1goVBkPJ1eEoXLIQoSLimAcAnfxrjXy/qammV39yGXC7/DSbZUQjcr8flDExMUdZ10scSjp84sO8Z0NothWfQm5jAtC2nxWJZlUTIMziRn2Tc1ypn5WZKlSl/BBzt6eG/rqqVjFHWNTLmMLIoEHM4rXqPEXKXJrrkxgsOpICoiqiShWxZFTac7FFyaEGdj83Zhi4LNMmRJpLM2yG8/tJZ/fO4MX3j6FI8d8PBLd3eztrHihXRxQvnNFDSNZKFAIp/nb9/Yh3iJyWtBp/MtDa9XRBdNns04RA+isPyr6lEV/I7loRZBqMyTPm+OATCZyWCYJo+ePs0TZ8+teI+o240oCEvbW5ZFopDn70/s55H+U8zms8vOdWtV/aLxRoWTczP88b4X8CkO/uSW+2jwXX4qmt/n5PTZCaamU7Q2x2hvj9MWjKAK0luy67Cx+Wlgi4LNJfE6FT55Rwc7u6o4NJDgLx8/TnXIjSKJ3NpdzY6uKjyOlV23wmJopTUc4o/uvpOAc2UjlohArf/qswEkQcYtBy/5mrj4Plc/hohDlvncrbdctgM56HQiLSal54sF/uv+F3ls4DS6aeJRVLyKg6xWIqut9Heq9wYoGwZ750Y5OD1Ovdd/WcGMRrx0ddQQCrrxuFUkUSTu9tA3lWI6VbAH6NhcF9iiYHNZwl4n4XYna5siNES9JNJF5rNFvvjCWQ70z1IX8SAgsK0jTsfi3GCvqhL3eBheWCDm9lw1RPSTpjkURDMMREGgOxa7opCYlsX3Bk7z2MAZFFHiA+1reKilmwZfgD8/9BqPDpxesU/E5aIrFOXE3DTHEpM81NqFIlw6BDQ8OsfhY8M01keQJZFdOyqNaq+cmiTkcbCtI/7j+dA2Nj8CtijYXBWnIvGuTY0AaLrJqbEk39s/xOmxBXIljT1np/idh9fRURPAo6rc2tzMkddf53unT/Mr27YuJY/Px+rLuo7X4bgmi4gflm0N9UQ8bh49fYadjY00LZaqYlnopkle03AvTk5LlYr8YPAMhmny86s38blNt+CWKz0VHuXSVUGyKNHkDyEKAkPpBTTDQBEvLQqyLCEgMDI2z+ruiq1HSTOYSOapi3gI2JVHNtcBtijYXBOKLLKuKUxPYxjDNHny8Chfe62PmVSBjpoAoiDw3tXdHBwf518OH2V0IcXW+nocssRCsciZmVliHg+/c+suHLKMZVlky2Xm8nkKmsa5RALdNEjk8xybnMKlKHhUhbi3Mgf5WumKxvi5TRv5P/v28/tPPMnd7W1E3W6Kus5wcoGxdJp/d8dtNIdCTOezjKQXCDldvLdt1WWF4M1EnC5EQSBZKiz1K1yKpoYIiiyhaQb1dRW7kFS+TP9Umk/t7rzmz2Zj85PAFgWba0YQBHKFMl97rY8XTkzw4Z2tbL8o9FHl9fJHd93JV44c4cWBQV4bHqmMpJREqrxeNtTWLJW5Ajx5rpcvvLEPzTApGzq6YbJ/dIzPzjyGJIo0BAJ8/oH7qPZVfIYckrT4lPEmYz5AlSpWGOdfUWWJT27cQNjl4lsnTvLlg4cpL4aTgk4nWxvq8KiVxb+ga+R1jbjbQ9T11pvIhIurlso6J05PUChp1FcFmZxNs7qtmljIiySJNNQvH1x0XkL8Lvspweb6wBYFm2smmS3x2MFhXjwxwe2ra9i9ppaZVIFTY0n0i6watkXbeHfXanR0dNPEpSjEPR6CLheSIGCaJiXNYFN1Db+36zaKmoZTkfF7nIzPpogGPehGZb+ZuSylvEZ9PMj/e+/dALjfZHftczj43MatjJydxMprlJEwTROnQ+EDPWu4u72NqUyWgq4hixJhl4uY17PUYCaLIrIoLoqT8ZauhWVZTOWymJZFyOnCNCxGp5JUR/30jyRYyOSprwoSC119BKqNzfWALQo210S2qPHd/UN847V+qoIuTMviK6/0cXx4DsOycKkXvlKpfJl4wEVHTYCdnVWsqg0vq8wplnVODU+jGyZSAVRDpKsqSl00gFuXiQY8LGQLTM1nGE8v0FEfpVEQ6IzEGJvPMjCVJux1EvFVhueYJYPMwUn8hgGGxeTQLLIi4fQ4cLodlJN54opCpCaGIK7MZ4SdbmIuD2PZFGeTszT6Alc0p7Msi2SpwIHpMSzLYlU4jmmYiKJAJldibUcNyUyeaNh9yf1N0+LkyDyaYeJU7f4Em+sDWxRsrol/faWXxw4M017tpyroIpmtTC+7e10dd6yuxee6cPc+kczz7LExxhJZ/nYwwW88sIa1TReqkVRFoj4WQBRFZFEgX9IIeivx+ZqIH5cq41Bk4kEvZd3AqSoICLx+bpK/e/oUAgJNMS//7v0bCbhVTMukWCgRrQlRKpTpOzpM95ZWTu/rR1Zlsgt5uja3YGGtmAkBEHN52FZdT9+ZOf7viQM0+YK0ByPLQl3nsSyLdLnEP58+wqGZCcJON7fVNRPyutm6pglFkYiHPWi+OYpSGp/pwtB0ZEVeEqS5TJFv7R3g3nV1dFRfvUTXxuangS0KNtdEPOCitcrPr963mtX1V56t0FEToKMmQK6o8R++up/9/bPLREESRapCF/yFzv8xmy4wcGiUxvY4NQ3Lny56J1N88/UBtrXH2dIe58svnOWRNwb5+K3tuDxOqhujVDVGcbhUykWNQrZIMV/Go0i0rW2goaP6sueriCIf61zPaxMj7Jsa5bMvPMbDrV1sjNeSLOYBSJYKnJybpm9hjqeGe3lxbADNNHi4pYsNsRocskxTbSVvYFgGTsmFKqrMTyaZ6J+ic3MbTk/Fx2l8Pke2qHH76lp79KbNdYMtCjbXxEObm7h7bd0lG9cuRyJTJJkr0dNwIcmaWcgzNTZPOOZDcVTKPnVNR1Ykjr0xwMTIHO1rLjSbWZZF72SKv3nyJJ01AX7+zi48TgWvU+avnzhJwK3y3m3NBGN+XF4nbl/lv76jI8Qbwrh9LtxXaQ4TBIE1kTh/uG03/23/i/QuJPhfh+dwycpSjuHr547zSN8pCrpG0dBRRYkHm7v4zLrtOCWZbK6IqsgUihpuj4JmalgSaGWN5HQK86JchW6YyKJgh45sritsUbC5JhRJRLmGShnDtDgzvoAA1IQuxNbzuRITI3OcOTZKXVMUp1tlYS5LbWMEURIJhDy4PJVcgWaYvHxqkkfeGKSzNsAv3NW9NMN4fVOErrog39s/xOqGEF2bW5be4/b3ba2Eiq6hH0ISRe5pbKfK7eXLpw6xZ3KE2XwO3aok0HNamRzgkGQ6Q1He17aaj3auJeJ0Y1oWL+7tJeBzks4U2bqhCZwWRaOAJKpYpoW1OBBoNl3g+wdHaIj68DjsX0Ob6wf722jzE+Xk6DxffaWPD+xoWRIFy7I4d3wMrWyQzxYBKORKpJN56ltiROJ+nC4Vj7dyZ39uYoF/fP4M2zvi/PydXcuG2guCwId2tDI8m+HxgyO0vasHWVrMAQiVZO7gXJKA00GurJHI5Qi4nDSGgqiShGYY9CbmqPX7Cboq75fI5XFaCv9l1728PjrCmeQsE7kMZ2ZncSoym2pr6YlWsToSp9bjX+qfECwI+l3MzmVRFImiUWSyOIlX8tIZ66ZzSyuOxdDRa2emmFrI80cf3ozPLke1uY6wRcHmJ4ammwzOZFAVkTvW1F5YrIFwzEdiOkX76jrqW2KcODiI063i9btwOBWcbhXLshiezfKt1wdojHr5hTu7LrmANsW83L22ju8fHOHQQILNbdGl5HDZMPjCnn1YgGYY6KbJVCbLh9av4UPre0gXS/z3517h0zu2cGtrEwCvDgzx3LkB/uf7HqRvcp5jY9P4nA5q8DM5l8HwWOxe37pigI4gQDjgQRAEGmpDxMJucvkgqqiiulRq2yr5jHxJp28qTTzgIu53/YSuvo3ND4ctCjY/dgzTQtMNHj0wzGMHhrm1uxrXRXFzQRBYs7l52T531W5c9nfLsuifSvOXT5xAEgU+fc+qZU8IFyMIAretquHY8Dx//eRJ/tNHNtMS9y2FjYq6zlw+z3958B6iHg/fOXaS7x0/zQPdHUtiYV7UiWyYFppZif1rpsHgfJI/eeheVlfFODA6wf988VU+tH4NbW/ydTIti7GpJNXxAEGfC4ekoooqHtm7rMHtO28M0juR4rMPrkGW7HnMNtcX1+4bYGNzGUzLYjZd4O+fOcV/+Op+vrdviJ2dVXzy9o5rmhNwPqn8l0+coK3Kz3/88GZW1QWvmBuI+Jx8/NZ2VFnk7585zWy6uOz1HU0NNIWC+JwOuuMxSrpBQdPf0vmsqorRU12F1+GgIxbBIcuki6UV24mCQFN9BE0zKGsGFhZZPUNaS2Mtis6JkXmeOjLKjs44axrD15TvsLH5aWA/Kdj8WCjrBk8dGeWJw6OIgsCWtigf2NHCuqYIDrUSu4fKwmmYFvLirORLMbVQ4K+fPElL3Mcv3NW9rPfhSrRV+/k3717Hf3vkMKOJLPHAhdCM3+lEECrdCaIocKW12LBMLh6i4FFVlMXQl0DlycS86PVksUDvQgKfpWLqBtl8iYV0nnDITUAJIi3OgiiUdb7zxiDxgIt719f/VAwBbWyuFVsUbH5kimWdb74+wDPHxti9ppbVTX4cDihqZQ6Pj9McDjEwN0++rNEQDJDI5djUUIff6VhxrFxR4zt7B0hmS/zue9a/ZUGAiuBEfM5LGuddbvmVBAFRFMiWy1iWhWlZTKQyS5PbgCsKCMC+6TH+/atP8aurt3K7t5GauB+HKmMtjuPRTQ3DtHjx5ARHh+b43LvXURd+695KNjY/TWxRsPmRSGZLPHpgiKeOjPLuzU189NZ25nJ5xhfSWECVz0vA5cApy0TcbhyKTFE3lsIpF2NaFs8eG2df3wwfvaWN6uCl7SF+nHgcKk2hEI+eOI1bUZjL5dg7PIrP8dYrglKlIulyEVESSGeLhEMexiYXCAbcBJUgkiBxbmKBr73axwMbG1hrh41srmNsUbD5obAsi5FElr958iTz2RK/8/A6NjRHEAWBqMdNyO1CN0wci7mEbU31AGimSdDlXGFmB5Vu5W+/MUBXbZB719ejyNeW8tINkwP9s5R1A/di7b8oCHTGIlT7fUtPC36Hg56aKlRJQpUkfmn7Zr5++BjfPX6KxlCAT23ZQP/cPIIgUB8I4FKUpUXcIcv0VMfxOS+IRk4rY1mViNNcMsfIRBJFkWjOlaiJh1jIlfjnl0+zqj7Ez9zWgecyCXMbm+sBWxRsfihGE1n+6okTpPMan7lvNZtaowiCgGFpZMrjBNRG5MWSTcuysDAAAVWSiHlXhk50w+SJQyOEvU5+/s6upRj+tTAwneafXzrH1vYYLVUVLyFVkvjVXduWxe8741H+8N7dKIthpuZwkN+96zZM00QUxcW8h4ksiry7pxssC2lx/7Dbxb+/545lfkhZrYyJhSgIbN3QRKGoUShoBP1uLMvijd4Zxudy/OJd3bYg2Fz32KJgc82MzWX5qydPEvE5+dzD66gOuREEgbKRIa2NMVs8gVuOkjcSKKIbhxhgPLcHhxQg6lyNLC63m9ANk6eOjLL33Azv2dr0Q8Xbi5rBq2emCHpUPnZLO06l8oQiCAKKtLLy6cTcNK+MD9LgDXJ/cwceRcUQYO/kKIlC7pre+9jsZCUcJkAs7Fv22vGReb67b4i719bRHPdd5gg2NtcPtijYXBMT8zm++mofumHyy/esWho2b1kWI7lXUEQ3ZSOLbhXIauOky6O0+u4nq08jic7F5Oty0oUy39s/xLs2NfLw5qZrPifTsnj++DivnJ7ksw/0UB26ci4iXS7xpwdeZu/UKD7FQdzt4da6ZgzT5AvH9rF3auSa3l83TSwq3dOaXqmykkQRC3jy8Ag1QRcf3tX2Qz392Nj8tLFFweYtYVkWC7ky//DcGfqmUvzWQ2sJey+uHrLQjCxVrg3ktGnS5TFKRoaSmQZBwCPH8CsNyMLyp4SSZvC9fUNYFuzqqsL/Q8wpXsiVefLwCDs6qtjQErlqqacoVLyLLMtCFEASxMVPAGXToGQYF013uzqVQleLobE5np49hSxL9HTVIjtVzk2keO+25qUch43N9Y79TbW5KpZlMZct8RePHWMqVeC3H1rHhpbIUvLVtMpoZoaws5up/CGcchhJdGBaGgGlGVFQ8CsNzBZPoEo+nFJg6dgjiSwvnpzg1+5fQ+sPOVPg23sHsIB3bWpcMfsgVyxjmhY+9wUB8yoO/mj7ndxd20ZDIMDGeM2yfVySzB9su4OuUOwtvf/Xzx7ju/2nqKsO4iwoqKpMsaQxNJujqBmsqruyxbiNzfWELQo2V2U+W+Ivvn+MqYU8v/5ADxsvEgQA3cyRLB7Ep3YQULaQ10ZxSl5ENY4seihog2DlaPTsRBYvLPzJXIlv7x2gKuimqzb4QzVzpfJljg/P0xxx45CgbzxBMpPH63TgdiqcGZ6hLhagp7WGQkljIpGiWNbxe5ysUqJ0RWNMzKTJ5Es011YWb5eisDlex9ro5WcvXMyhmQlEQUBVZOqDIYbH5gj63biLlV6HbFG75s9lY/N2YYuCzRUZn8vxxRfOMrVQ4NcfWLPsCeFiMuWzqGIIQRBZKB3FZdQhiU5K2iyWZeCQoxT0SfyOylOCZVkcGkhweizJf/zwFkLelY1sV0NbrFiaWsixvs7N8PQ8U3MZAl4nc6k8AlSayBZ7InTD5MTAJHPpPFu7G8kUSixki+w9OYQsSYQWO6AdkoxbfutVQl5FRUDAsizGpxaoivmRZZH1zRE2tUb5wjOneN+2Zu5eW3fJKW42NtcTtijYXJaxuSxfe7WfvqkUv/muHja2RC8pCKLgIO6+ExCwLA2P0oxLrkMS3RhmDgsLRQwgCBeqgMbnczxxaISQ10F18IdzCs0VNZ4/Mc6urmq2dcaZT+doqg4R9LoolDUMw2QulScSqFQzuZ0KTdVhGqpCBL1OEqkcxZLG+vY68sUyQa+LRl8ApyzjU9+6SHkVFUFgyUJjJpGhJh4g4HPxi3d18/fPnuZrr/bjkCVu6a5e5hZrY3O9YYuCzSWxLIvv7R9i/+AEd90qowdGmC1BRs8Sc0SZLs7Q5m1BNy0k0YlfXbO0r2aagIUsSpe0lyhpBt/YM4BhWnz67lW41B/+a2hasLktRk9L1fLz54K1xXkhk0SRDR11S9s0VIWwLIuj41OkNQ1Zkvj3W3djWBYhZyUhfnp6lqjHfcneivPEXB5aA2ECThdB2c3oxDyFxZBRwK3y6bsrwvAPz5+hvTpAXcS2uLC5frFFwWYFpmVxYmSeY0Pz3Lexlk1tAn3ZQRRRpmAU8coeJotTxNQaziQT+FUnpmUSdLio8/g5mpggrZWo8wRwSBKpUhFZFGnyhfAqKi+dmuTY8ByffbCHnsbw1U/oMiRzJfIljdHMAhPZyuSzOl+AnFZmKJUk6vIQdrmQBZG+xBy5kkZnPMJMNket389UJoNTUXjyzDlubW1GFkXcauWpJV/WODszxfHJaXY0N5AulsiUSjSGAowtpNEMA7eq0hWPsrW6ni/e90H8qpPEdIaM342uXxi7GfQ4+Ngt7QzOHObxwyP8zG0ddjWSzXWL/c20WYZlWZwcmeevnzjJ1vYYa1dr5I08sihhYaGZGlk9h2bqZLQyGa1EVitjmCYxV+UO2KJSu9+3kCDsdFM0dNyyQkHXMLRK7f6WthgbmiNXPpkrUCzrPH5wBJdTQnKbJEtFwk4XAhUvoul8lrlins1qHaIkkCtpHBmfxLQszszMcn93B28Mj/GuVZ34HA7qAn4k8cLMg3Mzs0ykM2iGwWw2z7GJSZyyzNBckkQujwWokkhTKIhbVajzBrAsi5xDpbE2RFVseSVVfcTDZ+5bzV89cQJJEPjE7R1LDXY2NtcTtijYLGMymeevnzyJ363wgR0tFKQkp9NnCSoBapzVFPRB+tNDhOQQVU4vwagTVZFBAEWsLHIbIjWV4TW6gQBLr+eLOl984SzTCwU+tLP1h46tm6bFgf5Z9vXN8lsP9dDTGEJatKcQBIFqj4+Yy7O4cEvMZLKcnp7FAkq6jmXBdCZLXtPwOlSCbhcxr3tZElg3LTyqiltVMUwT04K6gJ+w241umjhkmbymVWy2FxEEger4pctqBUGgpzHMbz7Yw/9+/AQRv5P3bm3+oT6/jc1PElsUbJZI5ct85ZVeXKrMbzzQQ9jrBGqoc12o4691VZPOFOjrnyZhZMlki5iGSUN9mJKlkckUyeZKiAKUygY+r5OmxgjpQqXx7Y3eGT738Dq2tL21HoA3Y1oWBwdm+dILZ7lvfT1rG8MrBvjIorjMPtvrcFAbqFhMNIVD+JwOJlJp1lTFAeipji+zwhAEgc54hP0j48S9HrrjUfxOB3O5PDGfB5ciI4kimmGgXrTf+W5t4aL/vRhREFjbFKGrNsjLJydoq/KzpiFkO6baXFcI1qU8jG3ecaQLZR4/NMKTh0f5ww9uor3af9nFKpcrMTm1gKJITE2nCAY9VMf9mJZF/+AsDlXG6VDIZIv8/9n77zA5r+tOF333FyvHzjmg0WhkgCDBHEBSFClROTjKluWxj8fZHp+JZ+b43jtnZnw89tiyxmPL2fLYsrJIiaQoZhIMyDl1zrkrhy/t+0c1Gmh0NwDSkCUR/T6PRHTVl6tqr71X+K3amgiReJA/++5Zjg7O8rMP9XB7V+3bVkCFRYPQN8Offfcs926u56O3t+MzNMq2AxKKZRvTUFEVBV1TKdsuiqi87jd1PCkxdQ3Lczk4NUbBvrH1AxvjSaoDNgIVn1pJz12N4Zks//2J4wRNjf/0iT2Y626kdX6AWDcK6wDwxdd6+eqbA/zkfRt5787mNV07JTeDJ138agyo+N8vNx6elAgqnc08T9I7meGrbw4wNp/ng7e18cCWhnfkNrpoED7/3TPcv6WBj97esTSYHjo7QslyMA2NbL5EXTJCV3M1J/sniIcDZPMlbNfFcT1u6W5mrlTgR5/6BwbSC2//QV2Ff3/b/fzYpk7KXoqw3owiVl+ISynZf26KP3/uLJ+8q5OHtjWirqeprvMDwrr76CZHSsnEQoE3L0yzpU1h28YZZq1KT+GymyFmtpK1J5eMwFy5l4CWREqJoQRwpIUry9T6NuPTYksS02Xb5ejgLH/z4nnCfoNfe982Oq+y+rjWNfZOpPmrF86xp7Oaj1xmEACaamJYjgtSEg/7iYcDKIqgNh5C1zUUIdA0ZbGVZmUfZbHj2pWoQqApKnnbwlucL6lCoAhlySEkqXRocxffD2g6jaEISb+J7eUouwsEtYY1jYIQgr1dNcyki3zxtT466yJ01r6zZ7POOjea9ZXCTU7Rcvjv3zzGufE0v/x4LUbkGKqiAwJPulSZXdhegYbgbsbyBxFCoeSmKToLhPRaQBDUkvjUKAmzA9fzWMiVeeboKM8cHeGezfX8yF0bCPm0dzToeV4lhvD5756hOuLnF9+7hYarSGtf/DoLIdb8t+W6HJ+dpOgsdx9VZO3gueE+/uH8MRK+ALfXNbO1qo76YHixylmStSxGsikOT4/z1tQoCV+A/3T7Pm6va6DgDuF6ZRLmJlTl6uJ+qXyZP37mNKl8md/8wI5lPaXXWef7xbpRuImxHY+vvzXAM8dG+cy+TezeECZrjyKR+NQoeWeWsF6P61mE9Voy9jh5Z5agVk3ZzaArARShogkfitDQRYQXT43zj/v78DzJz+zbxC2d1e/YZy6l5FD/LH/4rRNsqIvwy49tWyaHUfnqXipTW83oSCmRcmWfZSmhULKYS+dprosvrQJeHB3gt155ivpgmP/79gfZVlWHrigrji2lpODYPDvcy39560U2xqv4nXveS0Cfp+jMUu3bhiKubhSEEIzP5/ntLx2iszbCj9/TtV7Yts73nXX30U1K2XbZf26SJw8N86n7N7K3qwZFEZjqxqVtwvpyQbio0UTUaFr861JlsCcl/VMZnjx4kuND8zy6q5ldHVV01EbekcgdVFYIhwdmKzGErQ28b3cLseDyQdaTFv3pvyRqbqbaf8+qxxmbTnPs/BhNtbFKhpEAVVWYmMlQmwhx7MI4wxML3L69jbLn8LdnjpC1yvz2HQ+xu6ZhzdWNEIKgbvC+tm6Ozkzwv88e45nBC/xkzw5CWgOKqGgnzZSniehRbM9GU1Rc6ZGyUjT4GxAI6uIB/sVDPfz+E8dpSgb5kbs3vONnts46N4J1o3CTcmEizeeeOsW+bY3cvrFmVf/6tXBcj77JDG9emOK5E2NEAgaf3tfNHRtr/0n6PnIx7fRPvnOaB7Y28vE7O1aknQJIXNLWaYzFeMdqTMxmWMgUiUcC5ItlbMcj4DOIR/yEAibNtXEc16VsOUxYWU7PT1PtD7I1WXtd7i5dVbmlpoG/O3OU1yaGeH9HLbpiETZaEShknRyaojFeHCfv5Kjx1aIJbbEHQyW2sau9ikd2NvPiqXG2tybX01TX+b6ybhRuQjxP8vq5KeoTAT5xZwdB85Ii6EVv4uX/70mJKi65UDxPMpcr8eLJcb5xYJCqsI9NjXF+7J4NtFSF/kkD2sUsoz/5zmnu29LAR29vX2YQpJR4sozERUp3RTXAxfc9HBR0NnfUEg/7ScSCLGQzuK5LVTTK1MIcumHT3ZZESgWfoZHPWWStMtX+4FL/5uvBWCzam8ynmC/3EzJ0QrIRIQziRhxTMakxa8GsIaSFUYW67BmpiuBjd3RQsh3+6KmT/NKjW9ncHF9fMazzfWHdKNyEHB2c5Y0LU3z8jo6ldpoArnQZyk9gKga2dJBSEtT8pO0cnaEmBIKS7XKwd5q/f7WXdMFid0c1P7Ovm7DfQBGr+/Wvl8sNQkMiyON7WvFdJpYnpcdC6TDDuS/jeWVCxgYcL3/Z+y7zpcOM557E8hYw1ATN4Y/S2bwVIQRl9TUK9hB5JUkp8BqjdpmW8MepCdwLVGb9hqoyXyoymsvQELp20x9PepxZmMGVHkHdT9RoQRFpoFJdnTASWK5DWDPwqZXKbnGFKcvZZfyGzkf2dtA7meGzT53ktz64gw110dVPus4630PWk6NvMmzH5fXzU1SFfdy/tXFFjUHKylHyLDShkndLONJFEQIpIVe0+esXzvFHT50k7Df47U/eyi88splY0ERVxA0xCP/z6VM0JUP82vu3EQsul68uOZOcT32OoNZCe/Sn0ESQrHVh6f2s3Udv6o+JmD10RD+DX6vn/MIfUnKnALDceUZz36DgjNIc/hgt4Y8T0FuW9q/2B2kMRUhbJf7i1EHGcmk8KVktF0NKie26vDExwjf6zuBJSU+iCr/mX0pFlVJiey69mRmOzY/iIbFcd+mYludguQ4vTJxntpQjFjL4zce3E/HrfPWNATIF6x0/z3XWeaesrxRuIqSUfOfYKIf6Zvn0vm7MK6qKNaGyI75xSaah3l9VaR4DjM3m+Z/PnGZoJsvPPtTDzrYqkmHzhvi+L6adfu6pU2xujvPpfd3Egyv7GaSt03jSojn8MUy1moDezET+6aX3ZwqvoIoAVf47UIRJlf8uJvPPkS6fxq9Vguaq8NMa/iSmVn3RO7ZE0hfg/e2bODc/y7NDvUzms7yvYxNbk7VU+4P4NR0pJTnbYjyf4c2JEZ4YOMtYLkNDMMyjbd2YqokqEgihUHAtnh8/z2QxQ0sowRvTg0yXMrSFktT4whyYHaLKF2KskOLZ8SI1vjAP1G3kFx7Zwu9+8xh/9twZPvNgD9F30Ld6nXXeKetG4SZBSslMpsRzJ8bY21XDnd11KwZ0IQTLOyCo2I7HmbEFvvbmAHPZEp/e1829m+tXDfy+4+vKlviL58+yvS3JJ+/qpDqyer6+5c6jCh+6Eq5cq/BhqpeUVovOGBnrHKfm/sviKxWxOsmlegSfWl3ZH7FCnkgRgo93baM/vcDX+05xZGaCY7OThHWTgK6jLcpWWJ5LziqTX6xzSPoC/Msdt7OrphFdUTEXA98zxTSKEOxINDJdyjKYy/JY01a+NXqSeX+BjnAVW2L1DOXmuL26nYOzw5Q9h47aCI/vaeXPnztLXSzAB29tI+i7/k5w66zzT2HdKNwkLOTL/O43j1EoO9y3pWFJJvpqOK7Hq2cn+NNnz7ChLsKvP76dnsbYDcuM8TzJhck0//haHxG/wY/evYH6eGDN7VXFj4eDJy1U/Ejp4sri0vuaEiZmbqM78WuIRReOAHTlMt/8GnpEUDGKCZ+ff3fbfXTHq/jKhZMMZlNkrTJpq7T8WoRC3PSzvaqOT23exT2NbUsqsReJGD4KjsVQbp6EGQBDcmhumBpfkFp/mP7sLIpQ8Kk6Ac3At1gcJ6XHQ9sasWyPL+7vxXY8fuqB7ut/sOus809g3SjcBLiexxMHhrgwkeY3H9/OpsbYde337PFR/v7VXm7fWMvP7NtE2H/jZquVHs0z/PF3TlMXC/Cr79t2VYMAENY34npF5koHSPpuI2WdJGcPLr1f5b+D86WDFOxhIuZmpHSxvTSGEl9xrGK+hK5rOLaL4ddRFrONhBDETD+f3nILD9a0cSY1w5m5aYbnFtAiBtKTxHx+msJRtiZr6U5UE9aNVQ1l3AjwQH0bRXuamBEDHOatInG9hKmWiWkqmhagMdCOT8xzT3UAnQlsx0FRQjy2u47R+RxHBmZ5ZFczdbGrP5911rkRrBuFdzmelBzun+Wl0+N89Pb265KsdlyPZ46O8JU3BtjTWc2nH+i+oQZhcDrLP+7v4/ToAi1VIX71fduWZUFdef1Fx8anavj1NpL+99Of/gJjuScw1Dgxc8tS5XDc3EVT6EMMZP6Wi6IVPrWW7sSvouJHEQYKPqaG57hwaIyuXW3k0gVaNzWSmsnguR61LVUoqgKeZOrwKK3xILe17+DU9AV27NzM0RdP09HURCQeIjObxYyAMNYucIvpFkHmUISD581SZ8bwvByuu0C1GcPQw7jeDKXSATSZxxPtSOkghA+feRvv2dHMWxdm+F/PnOa3Prhj3Y20zvecdaPwLuf0yAKffeokW5sTfOLOzuuKBfROpvnS6/3s7qjiZ/ZtInQDB6KB6QxfeOkCgzNZPnRbG/dubiAeXDuQWnJtnhg+xZ6qZqr9QQ7ObeKu2lup9ulk7AA+1SWshwBQhEFz+KPUBO7H8hYQqJhqFbpSSS2tDdxPwNnK8ZeHscsuju0y0T9NNBnmla+9RSDs596P7iUUDVDIFhnvm8IwdRo31GEaOqaqUVwoICQcfPY4mbkcux7YQtvmpjWvX1WSKEYY8JCyDlARmgYIJC4gUJUEfv/DsGgMKiiATmedzs893MPnnq5Ui9/RXbvWqdZZ54awbhTexcxlS3z59X5qo35+9O4N1zQIluNyYmiev3npPLs7qvjpB7pvmEGwHJeTw/P85QvnKNsuv/b+7WxdrNx1PY8D08NMl3LsrW4hbZc4m5qmJRRjW6KeGn8I23OJGn7iRghNqcOVPr7Uf4D6QISHGpMMZscYK6TZnqinNVSFIhIIKg13Lrp2DDVOJBAiEMqR84qULZu5+QyFbJGalip8ARPd1Ci7DulMge49HTiOy8TANPNTKYr5EnVt1eQzRepaq1EUlWhVpXnPmckZvnLsJCXboae2mo/v2oahqQihI4TOTC7P3751joVCkWQwwM/ccQsRX2jx6eioYqWLCyrrnT2d1dzTU88/vNZLR22Y2nU30jrfQ9brFN6l5Ms2f/fKBVKFMr/yvm00XUNozXY8njg4xO8/eZyN9VF+Zt8mIv4bkwqZK9k8eWiY33viONURP7/2vksGAcBDMlfOVyp4BRyaGWVnsoFT8yuVTC8S1k1aw3H21rSgCsELE73k7TKHZkeREv73kWN88diJJfnri2iGxp6Ht7PzfdtRm0JUvaeT0ahD8u4Wtt/fw2gpy+m5afIhiG+pReuO07GjlYd+7G6iVWG23b2JDTta6dm7gXs+tIdYVWUVUhcJ8UBXB3nL4s2hURzPW3bekGlw34Y2Yn4fr/QNUnobDX5MXeUje9sB+Mf9/eSKN7Y50DrrXM66UXiXIaVkYDrDZ799kkN9M3xkbzvNybWlJ6SUpPJlvvbmAE8dGeFnH+rhMw/eGJeRlJKpdJH/8eRxnjgwyM88uInf+uAONl+h7SMQtIUTZKwSg9kFgrrBYHYBTVGxXJepQo6JYpa5Up7pUo7JQhYPSUDVGc9n8JAkzQBRw8/WeB0SyUgqzWg6s+KahBComoqrwIJVIuz3MVcuUvJcPEWQKpdwpcdCucRMqcBMqYCiKmi6SkWTVSIrpduouopYzOKKB/zc0d5CZ1Vi1Wfh13VuaWlke2Pdsl7QVz4vx/NwXG9F0VxN1M/PPdzDmxemODo4u2pB3Trr3AjW3UfvIi4qi/7ps6epCvv4jcd3sKV5dbfERabSRf74mdOMzuX46Qe6uau77h2J463Gwb4Z/ual85Qtl19//3a2tiSWHVvKSoVvzrIoWy7dkRo2xWvoidUwkk/R5I8iJWyJ16KrKkXHoTNURcyo1DHcVtPKSHaBkuVwV3U7KbtElW/5iqjkOJQdB01RCZnGkp5Q0h8gbvoRQrAlWYsiBKoQbK+uA1mpa1OEQCIRwFtDozx/vp+pbA5DVdnb1sR7ezYSNG/Maqpo27zcO8grfYMULZueuhrev3UTteEgQlSqxdtrInTVR/ni/j78hsYt77DP9TrrXI11o/BDiutJDvROc3YstfSa5Xi8eWGK+7c08Pie1hUyEVcynS7yR0+dZGwuz//5oZ10N8RuiEHwpOTIQKXrmqmrfOq+jWy5wiAATGZz/PmBQwwupHBcl6pgkM/cegubaqpoDST4f55/iQc3dPJgVwcArw0O8cTJ8/zHh+5HEwrpfIlvHjvPhdk5pIS6cIhfv+dOWBynxzNZfvelVxlaSKMqgh/ZsY0HNnRUBntXcvj4MGcvTFJbHeGu2zoJh3zoYmXcxfU8huZTJAJ+djbVM5pK879efYuQafKeTRv+yXUbnid54sRZvnHiDO/f2k3YNHnq9Hn6Zuf494/cT8isfI4BU+Pn37OZ//zlw7x4apwdbcl/khrtOuusxrpR+CFASkmmaNM3mcF2XQAO9M5wuH+W2pgf7TJ3xHt3NvP4rW34rtHYZjJV4I++fZL5fJnfeHz7jTMInuT181P88TOnaK0O80uPbl2z/sCna9zW3MSHtvQghODzbx7kC0eO8R8fuh9PSiayWXJWeWn7vGUznsniSkmmXOZ3X34Nv67zi3fuxa9pZMsWEd8lQ3h8YpJfv+dOfmTndp45d4HPv3WQ7fV1VIeCnDgzxu989hlm57P4TJ2FVJ5PfujW1Vt0Kgof3rEZT0ps1yNvWRwdneDM1AwPb9qwQqn17bJQLPLkybM82rORR3s2IoQgZJr8t2dfondmnp1N9Uvb1sUCfOKuTv76hXM8fWSER3e3XFch4jrrXC/rRuEHENeTzGaKOK6kaDscG5zj9XNTTKQKmIsZRPGQyU/c28Wdm2qXZRVV+hBffZCYShf53FMnsRyPTz/QXZnF3yANo9fPT/GXz5/lzu46Pnp7+1VbTMZ8Pu7vbCddLFFyHLbW1vD68Eil3/I16J2dZziV5vfe/146k4llLTcvBpd3NtTzno0b8GkarufxXG8/qVKJ6lCQ3v5p5lN5pIRiyeZs7yS241IoW5wbnMZxPfymzrYN9aiqwuGRcZ4718d8oYjlupyZmqEtcXXX3PUyny8wkkrz1eOn+O75PgAsx8H1JNlyecX2d3bXMTid5emjI+zZUL1e1LbODWXdKHyP8aTEst1KkFLC6FyOQtlZc3sJHOid5kDvDI7n4XmSgKnT0xTjZx/aRHXEj+N5zJTy1IYDTBayAPg0jYVSEUUotEZi+LSVH63nSc6Np/jCyxdQFMFvfnAHtTeoL7AnLxmE9+5q4QO3tl41BVZKSf/8Al84fIxMqYSuqoym02iqeqVO3ZV7AjBXKBDUdeIB/5IRXDKGi0ahJhREVyu9CzRFQVlMfwUIh32oqoLreggBsYgfVVUYmUzROzJLTSKEEJWznZma4Xe++zIPb+rig9s349M1/scLr/0Tn9hlCIGpaXxkxxa21V+qQ1AUQUs8tmJzVRHc1lXD/nOT/P4Tx/k3H961rE3pOuv8U1g3Ct9DyrbLwb4ZvnFgEMvxkFIynyujX8MPHPHrfPDWNjpqKznwNbEAsYCx5D/OlMsMzc6jajCaTRM2TIqOzXAmTbU/QJU/sMIouIsG4Xe+fhRFCH79/duoiaxeRfxOODIwy1+9cO66DMLF6/nrQ0coWDa/fu+dJAMBvn7yDM9eqMyUhagEem13UdROStKl0lKqZ9g0KToO+bJFMrD6TFkRV3YuuMSeHW3cf+dGTp8bp6khzmMPb0NVKkajWLaxHRfH9UDC4NwCjufx+NZuGqIRZnJ5ZnL5VQfsd0JVMEBdOESmVKanrmbp+1F23DWf48b6KD91fzd/9NRJBqYzxEPrQed1bgzrRuF7gJSSvqkMX369n8P9s7RWh3hgSwNCQHXER3vt6s1bpJQgwK9rawaJpZT4ULi3sRVd02gIhlBcUHWV3TUN6KqCqS7/WD0pOTE8xx9+6yQC+K0P7mBjw40RtpNSVrKMXjzPhrrIdRkEqKR2Zktlon4fpqYxkcmyf2gYb3ElYKgqtaEQb42MckdrMwXb5sW+gSWjsKEqQdQ0+ftjJ/jYti2YmkqmVKYlFsWvXzudNpkI8hu/8DC5XAm/3yAUrMiAJyIBquNB1MWVBUBLPIYn4e8PnWBDVYLj45PkrUu9Djwp6Z2ZYzqbo392gelsjv39Q9SEQ2ysqcKna4ym0owspDkxPkm6WOL1gREaYxG6qpNE/T4+ect2Pv/aAebyBZpjUVLFIhL4zB17lsVJLrrIHNtla3OcDXVRvvHWIB21kWsmFqyzzvWwbhRuMNPpIkcGZvnWoWHiQYNfenQrPU0xqsK+qw7CGTvHaGEcv+qjLtC85nbFbJHeo4MkamMU8yWC0QCzY/MYPoNA2IeUEK2OEK0KL1YLS14/N8nfv9pLQyLAj9/TdcOCyq4nOT0yz1+/eJ6IX+dT93dfcxV0EU1R+PDWzfz5gUP8X08/R9hn0F1dzVgmgxAVo/Dx7Vv53Otv8u+f/i5Rn0l7Il4ZrBFUBQL86j138JcHjvB/P/s8qlBIBPz8xr134td1Qqa5LACvKQpxv2/pNSEEAb9B4IoCvXgkQE0iTLFso6kqQkBPXTX/at/dvNI3yOnJae5ob+HOjhZsx1t8Dh6v9Q/RPzuPrqq0xGO82DtA3O+nPhrGp2ucGJ9if/8wjueyvbGWt4ZGMcdUPrl7O1G/j4e6O6kNh3ipd4ALM3PE/D72tjXh15f/RKUnGeubopApohkaP3ZXJ//1G8d4/uQ4H7y1dc0aiHXWuV6EXK+CuSFc7Ffw2adOMjKb49bOaj51/9pCcjPlOUquRcpOE9ejFNwSI4UxEkacbdFu+vLDZO0ccSNKTI9wPjdATI+QyETpOzyIpmvMTyzQsb0V23JwbQdfyMfc2Dwtm5tp6KylZLvsPzfF3718gTu7a/nArW1XDfy+HTwpOT+e4v/9xjFqo35+9X3b3rb8gicl84UiecsibBoEDINsqUwi4EdVlCWXUbpUJmDohA2zEigOBpbeL9g284UiUkrCPpOoz4cA5gtFEJDwV2IOluMyk89THQxgrBJvuciRc6McuzBO0GdgOy6P37uVcOB7OwO/+BO8fNJw+WuX/7uUL3Pw2eP4w36k57Hlrm6eOzPJl/f38+8+uouNDbHv6bX+MCKlJFeyyRRt6mKB9Wyta7BuFG4QZdvl9544zomhOT5yewfVER+GrlIb9dNWE16R3TNcGOdCdoCckyeshWjw15K2s/Tnh3m8/kFemHmd7nAHjf46Xpl5CyEUFqwUD1XfTZjFIKgEoYjKrH+x4AopUVSFkfkCX32zn2ODc3zwtnbef0vLDWuMA3BuLMV//foRGhNBfvG9a6edVi5J4skyJXcOn1pVqQYWK4u+pJQUSzYLqTzzqQKFQhnXk2iqgs/UiUT8xCJ+ggETTVOu2/1VthzK5atLQ/hMHcPQOD88TTZfpn9sDtfzeN/dWwgHTFzHZWxgBsPUCUZ8hGOry4Z4UlIsWszO55hfyFMq2wgEwYBBVTJMIhbEMNRl1z5amAag1peoVDIvFsxNlxeo8yVZsLIYikZYD1B2bLAlrqjEO0L+APmSw//nS4doSgb5uYd7lvW1Xgds1+OPvn2SwwOz/NYHd7C9NXntnW5i1r89NwhFCJJhHz5D46nDwyCgaDmYmsqvvX8721sTywaCsBZk3kpR66smbWfozQ1S66vClS4eEkMxqDGTBFQ/lmdT76+hK9RG2AhhqqtX0bqex0ymxNhcns9/9wxBn86/+uBONjXGrtutcz1Mp4v83SsXQMK/eKiHuti1Vx9ThVdJWWdoCj1K0ZmkNnD30ntSSjLZEq+91csrb1ygf2iWTLZIqezgeR6qomAYGsGAQTIeYuOGWnZtbWb7liaqEmtLeFzkuZfP8I/fOLjm+6qq8MkP3cp77t9MdSxEXSJCfVWEybnMkiGdGlvg4ItniFWF0Q2Ne963c9kxpJRkcyVee6uPF147R//gDJlsEctyQVSMTiIeZOumBh6+fzM7tjRhLLqGUnaWkcI0s+UUmqIyUphmU7iVN+dP80DNbk6m+wlpfuJGmDOZIRr8VaSsLKaic5u5maDP4L27mvnDb5+kJubnE3d23pAU43cLc9kSp0cXyBYt/u7lC9S830/dNXp33MysG4UbhK4pfOr+jXzsjopwmefB00eH+cobA0yniyu296s+qs0Ejf5aDKFhqiZz1gJVRgJNqCSNGJqiIYRgZ2wz57MDCATNgYZVz1+2XV4+M8EXX+2lZLvUxwP85uM7qI35b0hA+SKW4/LkoSFmMkU+cX8bmk9yYnaKkGHgUzVsz6UhGEFXl69KbC+HocQo2GM4srD0upSSgeFZPv+3r3Do2BClVdJ1HdfDKVoUihYzcznO9k7ynRdO86MfuZWf/pE7r3nN6UyR/qHZNd9XVYV0pvIZZQtlTvZOYJpaZSW2+OxUVUEoCuODs3Rsbly2v+dJ+gZn+Kt/2M+BI4OUrlyVSCgsXv/o+AJvHh7gfQ9v5xMfuIVoxI+h6LQH61mwsuTKRfJOCb9mUmPGCGo+6nxJhBAUnHJF+VWoxIwwArA9B59qcvvGWo4OzvLG+Wnev7uV0A3sf/HDznyuTNFy+Il7N/Ly6Qm++uYAn3lwE+Y1CjxvVtaNwg3Ep6v4dJVMweK7J0d58eQ4n7q3i3s31VEuWGiGhqIIPE+ioXFbcCeu7dGerASWPSkRQqAg2B3fysWEyuZAAw3+ukqa5hUahhd9+988MMSB3mke3tHEPT31JEImNdEbZxA8T3JieJ6DfdPsPzvFT9zfhQyXmSnmyVplBjMVIbtMuUy8NbDCKCT9u5nKv0zJnaM2cNfS6wvpAv/zL1/kwOHBit6QIkjGgzTUxYhFAyiKoFiymZvPMTufI5Mt4boeiiLo2Vh/Xfe3qauODz26k1yhTKFgkS+UmU8VGJtYwPMueU8HxuaYmMswm84zOp3i4b3dXDx8dX2MvQ9tIZcqUNN0SfROSknf4DT//X8+y5kLE0hZuYfqZIim+jjhkA/H9ZiezTI6vkChaLGQKvDFrx2gUCjzsz9xD82BSm1Co7+GoltGIkkYEbbFNiAQtAfryTlFInqAGl+ckOZHEQog8SuXJDAe293Cf/3aUV49N8nD2xvXg86LNCaCxBczs3783g386bNnSIZ9fHhv2w11qb5bWDcKNxApJWPzeb60v58Tw/M8vruZdttiamCKfLqIYzsoikJmPotm6NS3V1f8wtFAxRhcNr5dnmEvhEC7TJNHSkm6YPH6+SnOjaU4PbpAVdjHTz/Qze0ba9fsYvZOyZdt3jg/zV88d5awX+enHujmrk21WJ67VBDmSYkiFFzpEdQvd29JhICQ3kIw+uNIXMru7NJ97H+rj6MnR5CAoau898GtfOCRHdTVRDCMykrJcVxKJZuZuRzn+6Y4eHQQRGWwB0hli4zPpNncUbfq9e/a1sKOLc04rovjeDiOy+lzE/z27z5BvnAptVTTlKUq5i0ddfgXlWLLJRvP9VCEIBQNcOpAP3e9dztSShZSBf7sC68uGYRoxM/jj+zgwXs2UVMVxtBVPCnJFyxOnR3n77/6FmcuTGA7Lk89d5LWpiQfeHRHZQBXIaxfcmtUmzEAZueyZNI2NR0mDf61g94b6qK8d1czX3tzgD0d1VTdwDqUH3RcTzIym6NgLV9pxoIGyZAPn1H5HPZ01lC2Xf7subN01UfZ1Z68oSvpdwPrRuEG0juZ4X88eRyfofFvP7KL1mSQ3sMDKKqCVbYJxQJ4jkcg4iefLiIlOJaDlJWBN1e0uTCRpnwNmYdcyealUxOkCmU21EV5eHsTj+5uIWhqN/QLbrveUqOeg30z3NJZxSfv2kB9rDKD91+ciV5lsuVJh5w9jO2mcWQRT1qU3XnaIh/FdlxOnh2r+N2BzrYaPv2jd5GIBZbdh2loBPwGsViAjRtqefj+Hsplh3DQx8D4HANj8xTLNrWJMEOTC9Qlw2iqwvhMBsNQCZgGqWyRoN+goylJwG8QWSVFuLk2TnPtSumKhVSB+ak0Z48OEQr7mZuuSHJ7nuTZl05z8NgQUoLfp/PpH72L9z+8DV1fHkz2+wzuvaOLhroY/9/fe5LB4TmKJZtvPH2U23a30Vi/8ryu6zE4PMfA4Ay6oRGLBhifWKChPo5lO8zOZgkETBRFkMuViET87Gqr4smDQxwfmuOBrQ03zYA3MpvjP33xIJbj4jMqX0jb8Qj7DX7hkc00V4V4/dwU9/TUc9uGGo4NzvE3L56juWo31ZEbk5H3bmHdKNwgLMfliYODBH06v/n49qX0zJ69GwBo6rokanZ5iqHrVQrd/u7lCwxMZ/GkJGhe+2PZ1V7FQ9ubaKsJ3XA3wcXre+boCF95vZ+AqfEbj2+npym+ImDtOG7F337Z4ON5lQwcf8AAKplG8/YgYaMdV6ooXmUG7joe2dwlbZ9EPLBisC67DqlyCQXBaC5NbSCEqWrofpVcsczB0yNUx0PYjkvZdphZyNE/Nkt1PEQ2X8ZyXOYzBdobEvSOVl6PhVcfBFKzWWzLRdNVSkWLQMhHJB4glgzhDxg0tldj+HSmxxYAmFvI850XT2PbFaN266423nP/Zow1sn+EEGxor+bRfVv5X3/9MlJKhsfmOXx8mIa6lcWEC6k8p86MEQya2LbD8y+fwWfqXOifJhQ00TSV7NAss3NZerob6Buc4YH7erinp56vvTnApsYYDYmrN1d6txAwNRIhE1NX+bmHezA0lblskb958Tx/8p3T7O2qZXxhkpl0kfp4gA/d1s5/+/pRvvhaH59+oHu99/VlrBuFG8RbF6Y52DvDzzy4aVktwGozNSFExaVQsnnzwjRfeOk8iiL45F2dbG6Okwxde9nvN9TvmWzy+EKBv3+1l5PD80Skx2ObamiJ+ZmeSiOEwO/XSaUKVFWFOXJ0iM6OGhrqK4OaZTkMj84zNDzLlp5GAn4DVashbLSjoGFqSUJaKwCaphK5zNU1PDbP8Og8Ha1VS89toVTk3MIsEhjNphjLZWgJx2iJRCvpt4ogEvSRyZc4cm4MiaRYtlEVhbaGBNPzWVLZAu0NScrWFI679ipsuG+aYr5MIVemXLLo2tZMOOZn+MIUx9/opZgrY/oNquqi1DUnOdc7ydDoPFBZzdx/50aCgav3VxBCsHNrM+GQSSZbwnE8jp4c4T0PbME0VkqTaJpCKGiSy5exbZfqZJhEPMhCukBzY4L+wRlS6QLtLVUsLORRETy2u4XXz08xmSrcNEahOuLjE3d28Nlvn2QhV2ZnexWNiQD/18dv4R9e6+OZoyNsbU7QWVdRE2hKBvn592zmv3/zGBsbYty3uX498LzIulG4QRwZmCVdtDg/nuaO7lqC5tozDyllpV/x8+eYzRT56B0d3N5VS03M/31LJZRScnYsxZGBWQ73z6JrCh+8tY1QsYSpwIXeKYoli8nJNDu2tzAwNEMo5CObK6FeZpwmp9JMTKbI58ucPjtOMhEiFDJJ1OukrbOU3BlixhYCej2aprCtp5FnXzqDZTmMji/w+3/yXX70w7eyc2szAb9B0h9gu1qHpihsSdZgKCqmqmGoKlKTdDVXM58psKE5geOWWci4NNfGCAcVVK2AzwwTDfuJh/1saKrCf5WmOF1bm5CexLIcFEXgCxgIIWhsr6ZUsJibStPe08CpA/1IKTl+ehRr0YcdCfvZ0FF7Xe6aZCJINOwnky0BFWNYKtkrjMLFgHs2V6K9tYrurjr6B2ewPJepdI76hhg1NREiER+hkI+uzloMQyWmKbRVh/nGgUGakyGqb1DB4g8yQgh6muLEQyafe/okP/tQD3d21xELmvz0A908uquZWNBcWhEIIdjUGGNnW5I//c5pjg7MLmtZ21odZm9XzU3Zr2LdKNwgPn5nJ131Mb51aIi/efE8n7pv49IX0FkMUg7OZDk5PM+J4XmGZrLsbKviJ+/byLbWxA2tI3g7pPJlBqaynBlb4MVT44R8Oi1VIX7i3o0kQia9/VOYhk4qXSCdLpBMhCohBE/iOi411WHS6QI11RGQklDIh+d6xONBDF1jdi5LdVWIojOB7WUJaq0E9UpKpxCCO/Z0sGNLEwePDCIlHD81ysDQDFu6G7jvzm52bWumOhlG0xTCxhVBVlWwvasBx8uTsS7geAU2tLYhcSk5U2TtPurit7GhqRUpJaGgS9kdw/FqVzwHAP9ihsqVGey6odHQVsXQ+QkOvnCG9p4GbMdleGx+aRtNU+gdmGZ6dmUL0CvJFyzsy+JGF9NVo1f4tjVNxQwZjKWzqOkc4YBJU0uC0ek0hl/HEzCeyhAK+FjIFRiaTeEPGTTXxfm5h3v47S8d4tWzk3zotrabIrYQ8Rv88mNb+eJrffz1C+exHI97eurw6Sqt1eEV2+uqwo/d08Xm5jhvnp/mxHDl83Q9ydNHR/Dp6k3Z3W7dKNwg6mIBHtnpp7U6xOeePsUfP3OaDfWVper4fIFY0OCFk+MIAZsa47x3VwuP7Wr+vlSfOq7HfK7M+Hyerx8YpH8yQ9ivLwasqyk4+wn5EgjRyIbOWgTQ0KAy1/omEd9epi44tMaDyJJFVFFQLYfR8xMUciWS9TFakiFqmpP4gz7kootnrpTAkSUcmcPyskvXEosG+IWfvo8/UQSHjw9j2y7ZXJk3Dg1w8NgQDXUx9uxo5a69G+jpqie4OHu/nIx1gZIzA3hk7QvkrEGCeguqMPGktRgjkcyVDpK3R0j6bwHeXi+EcCzAQx+9tZJOrKlk8yUymUv1JxNTaf7z73/7uo/nLqq/ApWMqMv+vpxcsYwEFjIF5lJ5gn4Dy3YJ+A0WMgWS0SCRkI+x6TSTc1kaaqJApafz5qY4+89Nsm9bI9FruLXeDSiKoLshxi89upUvv97P3750nqGZLNGAgaGpbG9N0BAPLtP9qon6eXh7E/u2Xqo9yZds/s3fvcXc4kruZmPdKNxALi5J/+UjW/i7Vy7w0umJZe/v29rAg9ubSITMf/ZlqVzsGpYr2Tx3Yoxnjo5Stl06asP8h4/tpiriJxY0sNwxJhf+BEX8HL5g01JirCPnGc9+DlOvwhfYjGM55FIF0jMZIlVhZkbmKGSLeK6LbbnEqyMEw36got0TMbqImt1oIgBiebptZ1s1//ZXHuX5V8/y1HMnGRyZw7Yr6aPDo5U4w3dfPsPWTQ08+uA29uxsJeC/ZBx0JUKRcTQRwnYz6EoETQnhSQvbTYMOIPBpNdheDlNNAqsPwmshhEDV1KVEK9txKV+R/uiuMbBfF6uozbjSo6EuQjJRWbvkixaO6xIPBSkUbUJ+E79PJ50r0tNeSzTkp3HRKGiqwmO7W/jv3zzGNw8M8mP3bLgp6hbEorLAZx7cREtViO8eH8UDckWbr705sKQQfOU+mnrpO6lrKhG/zunRBfZta7zpXEjrRuEGU/FtxviPH7+FK2WlNFX5vnzBpKz0Uvj7V3uZSZco2S4fvb2d9toIrdUhAsalVFZDraUz+V8xtfo1j1fbWkVtS+W4F4u1PM9bVgGsXHafQggMdXW58IvvJ+JBPvzYLu65vYs3Dw3w0uvnOd83RSZbSd3NZEvsP9DPsVOj3L23i5/4+F5aGivSISG9jYDehEChMtgLQEHiIhaHcSEEUaOHsNGFggZMvq3nd/EYl15cPo7HIn56uuvf0ecbjwUwTAe5WLx4keOpM3xj8rt4crmx+VDVw+yq27K0bXU8VDlOZLnja0NdhMd2t/DlN/oB+ORdnTdNsZamKrxnZzMPbK0oAExnSvzeE8f41uFhOmoj1/ycLmqL3YysG4XvAUKIH4hMBteTHOid5tjgHMcG52ipDvGenU3sbKuiuSq0TC1SSoeSM4wri4uD6+q/CCk9HG8W25tHFX4MrR6BjqZqSOlRdidQhR9EkJI9iStL6GocXalCiKv/EFVVobY6wuOPbOeBu7vpHZhm/4E+9h/oY3wihetVisC+8+IpZuay/J+/9AgNdTEkgoLjEtA0io6Dpqj4VJUrCyiEUFB5+26U8cFZhBAEIz4i8UowUtUU9Ms+4+amBL/1i48QXpE5Jrn0LJXL/r74LDwkLnPl7+DJ96IsXp8QgpSd4XTmAu4VRuG+6r2VI0tJ3raZKeTxpEfc5yfhv2QYhBA8srOZ6XSRl09P8IE919fr4t2CqgjURfdsS1WID97axl+9cJ6+qQzdV1GT9aQkU7DZtzV+060SYN0ovOuQUjKVKtI7mWYmU+JLr/dRFfZxW1cNH7ujg9Aa+dieLDOd+yp56wRFZ5D2+H8gEXj4iq0UUsUXmcz+La7M48kCcf8+GiM/jyqCSGzG0n+ModbgSYtM+QCelydk7qQt/u9QxfWJkAkhCId87NzazNaeRj746E5eeu08T37nOGOTKaSEoydH+OYzx/gXP3EPDi4Zu4hfNTiWGiai++kM1eJTdSzPxvY8fKqO7VXcPf41BAXXYm4yzckD/QTDPmqbEySqI7RsqidymQHI5Up4nlyRQZSz+pgvvYUiDKr991JwhsnbA8R9tyKlS7p8HJ9WR97uYzz3DUJGBzHzluu6Lkd6fOP8GTwpMVWVzdU1y4wCgKmrbG6K8/LpCWayJSKrxGRuFrrqo+iq4Pjg3FWNgutJ3MuWCY7rcWqkIqjXWRel7gbrif2gsW4U3iWUbZfpdJFcyeYvnj/HdLqAz9DYt62RD97ads2qTUUEaI79CiV7kHOzv4InV0pNS2mRt0/TGvs3mFoDC8WXGE1/jpjvXiK+PYDEk0Vm89+kJvRxOhP/ubIfDopYW57holx05RyV/6qiUhCnaypN9XF+9CO3sq2nkd/53DMMj87jeZI3Dw/w8Q/cQsm0eHX6PO9v2kXeKXMhM8mFzBR312zk+cnT1Pqj1PuiXMhO4knJXTUb39az7d7Viud5OLZLdUOcQMjENDSaGuK8dWQQgPlUgenZDDVVy7NcHC+HqVYhhErRmUBKD0/a5KwLOF6WuO9WTLWKTPkUSf8dzBXfuG6jIBddWHc3txIxTfza6gZ/c3Oczc1x/uQ7p/k3H951w2VQflh46fQEpq5y16bV5VCgUgX9rUNDOK5HUzKE43o8c3SEP3/uLPmyw76tDfzWh3au2eb13cC6Ufghp2y7FC2Hr7wxwAsnx1AUweamOL/5+Hb8pkbQ1FYsge3FILHnSXLpArbt0tBaRSDsQ1GCi+6j1ZBUBR4nbN6CEIK4/z4msn9F2RkD9ixtZWh11IZ/FE1ZO45wOXPlLGfSY2iKUlFZDSToDNUs039SFIWtPY3cd8dG/u7Lb1Ya9CzkyeZK1EWimKqGJz0MReOWZDuj+XnSdgGJ5J7qjRxbGKY/N0NE95O1V6rWXg3Tp9O1rZmxwRnKJQt9sR/Cji1NPPGd44sZUyWOnBihp6t+Wd2GEBq6EsPDxpVFstYZFOFDCBVDTZK1zuHqBTQlhKoEUMT1V9YqQqApgifOnyWg6+yqa+CW+pUqurGgycdu7+D/95XDLOTLN51RkFIymy1xuG+GLc0J6uMBUrNZpOehGRqarmH6dBRVYTJd4Nljo/z0vm466yI8dWSkoiXVWc3J4Xk21Eff1QYB1o3CDzWzmSJ//vw5BqYy5Eo2D29v4o7uWurjAUI+fc0lrhAw3DuF6dMZH5pFAJF4gMA1BgshNEyt6dLfaCjoSJavKkytEUVcf8GUoWhEdD+mquNKjxozsswgXH7doZBZSV66uLqXMFaYZ6qUYSg/i1/VCaomQd1EFypxI4AqFBoDCTpC1SSMEFVmhBHmVxz/akgpyaWLZNMFCtkSDW3VbO5uoLUpQe/ADJ4n+e7LZ7j39i5amy81cQnq7VTiBhKBQkBvRkoXQ40jhE7JqcRgaoIPoSsRqgP3Xvc1qUJwe2MzZ2Zn2FVXD1cZrvymhiIEFybStNeEb4pMpIsMz+b402fPkCnaPLKziUKuxLnDg4TjQVy3ImvStb0VRWVJNbc2GuDZY6N8/a0BfuLeLra1Jvg3X3iTuit0ud6NrBuFHzJcT5Iv23zr4BCHB2aZWCjwvlta2dGWZENdBENTKyuAbIlgyERZ5cev6RqbdrehKILmrlpUVUG/rnoJgRCXCb2t8du4mPGTcwq40kNBYCj6ooqqCwgMRaNccpiZz1GTDLMj3npp/1V+dBcb8Rw/NYq7+MNNxIKEQz58fo2PNO/BVHUMRUMVCg2BGKpQqfFVUjRrfRHur+3B9lwC2jvI2RcCVVXwB0ysYsUIViVCvHffVv70b17Gsl2Ghuf4i//9Gv/HT99HbXUEIUBTlvv4NSW42IlOUshbLKQj1NdGl6TGDTWx4tRr4Xge+0eHmchlqQuFmcxleXTD6q6x2qifj+xt54uv9VEXC7CrvertP4MfMlL5Ml95Y4Cjg7PURv385ge2014bwbVdmjprMP0G5aJFJBFCW0waMHUVQ1f56xfPMZMu8mP3dHHflnoyhat37ns3sW4UfkhIFywO9c8wPJPjUN8MjuexozXJp/dtorshujTzk1JSLtlk0kX8AYNyycKynEr2TMhccm2YiwHn6zMG74zJ4iwSyWw5RUDzE9GC9OaGiRtRusOtzM4U+S//4ynqaqPs2dFKV0cN1VVh/D4dbVFkz/Uk5bLN6PgCTz57nANHh4CK4di9o4VYNICqKgS15ascfdEwaaLSy9l1JbqrobgKeatMNldaljJcKFqkM0VUVaAqCqqqoKjKYoZWpeWpqldyl7bfURE5VBTBw/dv5uSZMV5+/QKelLz8+nmm57K876FtbO1pJBr2o6qVHhqO65HJFpmcznC+d4ojJ4cJ+A3+7a8+ir6GSN+1UIVCyXE4OTNFY3htd52mKty7pZ5vHR5iZDbHzrZ3r2S051UkW149O8ELJ8e5f2sDn7ijk3ioEtdSDI2Gjhpg5QQkrAo+dWcnbw3O8diuFu7cVHtTrapg3Sj8QCKlZC5bZj5Xomi5HO6fYXAmy9BMjkTI5LauGu7orqWzNrLqDzudynPwjV72PbKNg2/0MTYyRzDk4/a7N1LfuHolr+VMUrAvUHKGcbwM2fIRFOHD1OoJ6G8vMAsV705Q86MJjYgeQheVGXxbsJGYEcZQdKQsMDtf6aT28uvnKxpF8SDVyVClD7OqUCpXGuyMT6ZJZQpLuePdnbV84D07lvnvryRfKPPEM8cZn0xRKtsUSzalUuW/6UyBYqky+3Ndj28+c4w3D/Xj8+n4TB3/4n+DQZOH7u2hKuyn79QY2VSebKpAbVOlRiIW8fOzP3kP+aLFoWNDuJ7k1NlxzvdOEY8FiMeC+EwN23EpFm2yuRK5QpnS4rm3b25aI/n32miKwr0tlUYxQd3g1vrGq27v01U2NsR49ewk929pIPIurHKWUnK4f4Y/+PZJDE3hMw9u4oGtDUsDe3ouy8n954nXRJeq7RVNJTObpbWnkamhWTa0VHHX49uXjlkoO3z78DBFy8V/E/S/fvff4Q8ZhbLDieE5vrS/n9lsCSkrCpB18QD/7iO7aEoG8enaslL9yxFCEIsHMUwNz6sUQyWqwhiGRj63dtl+0e5ntvBtpLQIm7uwvVnmCk+RcxuRmoEuCijqXhYsHygVt1DeLjJS6sD0hanMu1RCxg6E0FBQqPcv142RUhLRQyAqTYRUVcG/2DbS8yQL6QIL6QL9gzNrXqdpaOzY0sRnfvxumhuv7moplmyefv7kVVtxXmRmNsvMbHbF64au0tlajdGYoLo+Rijio5S/JPcthKC5Ic6/+pcP8/dfO8CLr54jlSliOy7Ts1mmVznm5cdOxAPveCYqgb7UPHOFAnMUSPoDqwaal86nqXzw1jZ+9xvHePLQED92T9c7Ou8PKp4nOTwwy+efO8vmpjg/ds8GmpKX6nGklEhPYlsOqqZy4rVzSyvAUsEikgzhOC7Z+Rw1zRWjnyvZfPd4Jbbw4b3tbGl+e/IoP4ysG4UfIOayJT7/3TMcG5zjtq4afuGRzeiqQiLsW7O+4EqklIyOzDM9mWF4cJZgyETTVXRNWVPnHyDqv5Oof2W/4++MnaFQylFwbdpDP89cvsyCM0fZtRnNL1Af/FWSi+0kFaFTH/nUmue4clVTXxPl137uIV59q5cz5yeYnc9RKFhYtoPrViqkVVXBZ2pEQn7aW6u4e+8G7rqtk1j02gE/VVVoqIsta7l5vXhSUrBsokEfwaBJbVOCcDzA0LlJfP7lM2whBPW1MX7xZx7g3ts38sJrZzl5ZpzZ+RzFkoXreAhFoOsqAb9BPBqgq6OGXdta2L29hYD/nc3Ybc+ld36ORzq7COo6vjVSUi+nozbC9tYEh/pneWh70zKZ9x92zo2n+ONnTrFvayMfv7Nj1UK9UqFMIOwnWhVm650bAUm0KsLM6DzVjQnG+qZwHBfPk8zlSnxpfx+vn59ie2uS993S+gNRlPq9RsgrtRjW+WfFcT16JzN888AgEwsFZjJFfvqBbu7uqcd3nV9AKSWWdQBd34QQYcolG8ty0HUNVVOQ0kIIDVWp/L18XwekBcK3asXxixPnqfaFGcrPE9F9LFgFTEXDp+qkrAK3VbdR57++1FMAT9qLNRAST5ZRhIHjSHKFIum0QyqTpVAsY9llBDqqKgkGDKqTcariSfw+DcubQ6CgKWEkLuoa1+55knyhfN2aRJbr4rgefl3Dcj1mc3nqomF8po5QKmmxuqpQsh0MTUVVFCzHxfM8fLqOolR0nmzbJZ0pMj2XJZMtYdsOqqpgGhrRiJ/4YoDcuKI725W8MP06f9z3dysqmv9l50+wr+YOHOnxV8eO4HoeCb+fLdU1bKleXQH2IlJKptJF/vBbJwj7DX7j8e3vioEuU7D4g2+doOy4/OsP7SLsX9tAOo7L/GyO6jXcr47r8fSREb51eAhdrTTt6aiNELiO5lfvBm6Ou/wBJFu0ePn0BKNzefafm6KjNsyu9iS3b6ylsy7ytlwKUuYQIoAQlRmnYRbR9DSKkgQkxdK30bWNCKULWN50xXMncOyj6Ob9CLFSXrg5GCekmyhCEDcDnEpNYLkuTcEYSV+Q4NvM5Mnb/RTsATQljOsVMbU6CnY/UvWoqm2nqk6giRB5ewaJjU9toOSOozCF338vjpdhoXQAx0sTNjajCJ2wsWnVcymKWEV2YnUKls3r50YpWTbbmuvQFYXjk1O01yc5MDDKWCqNT9NpjEeYSGUImgabG2p58Vw/DbEIe9oaCfvMis6ToVFdFaa6auXzvJGoQuGxDRsp2jYSSUC/+mcxPZPh3PlJIhE/t22o5umjoxQt5wfaKDiut9Qw6CIC2NlWRWfdpUH9wkSa8xNp/v1HdxPyrT6sXUzCmJpMc/zwEPse2YphatiWi2nqSxOmTNHmmwcH6aqP8pP3bqT2XV7BfCXrRuGfkUzBYmgmS7pg8ezxMUbnctRE/Hzsjnbu29JA5B26ETyZo1h6BkWtQlXi5AtfRFHiGPouFCWIZR0BNFS1kWVGQUqkLIHwsZbWUWekEheo9oVwpMu9tZ305oYJ6oK2UC2u9PCkR8bOoSs6ftXElS5Zp0DeKVLvq0ZVlKW6A12JEtK70NQonrRQ0NFEAImLrsRQFB8CFSEWs4eUKJoaQUFDoKAKP2FjExIHQ61CFebStpVbqlRHW55N1smTs/OUPQtPeihCwVQMglqAsB7EUAwUBEII5nIFjo9MUBsNMZHKcktbI7qq4HmSkm2zrbGOvpl5XjzbT3UkyHy+SGsyhqmp3Luxbc3mSFJKHOmSdwpknBxFt4QrXVSh4ld8RPQQQS2AJlZbNaw9EJUcBwT4NR1NKGSsMmdmZ66agXT85AjNTUkmJlNE/SaqIvjH/X186v7u616V/nNiOx7fPjLM198aIBHycTGMNrFQ4OxYmn/3kV0IAaNzOf7htV62tyZorgquOYBLCa+/ch7P9cikCxw/PERTa5Kh/hk2b2smUVURFnzj/BSpvEV3Q4zADe57/sPAulH4HuO4Hqm8RdFy+IfXejkxNI+qCjbWx/i3H95FS3UITVX+SR3XVKUORYmCdAEVVW3EdacBF0WpRdM6MM29KMry3HQJCCWMJrpAmJxKX2CsOLVsG0PR2RXfTNbOcyx1js5QC5pQKbol+vOj9OdG6A63M2elqPdVM1WaY95KEdIC9OdHmSzNsju+meOpM8yULy8Ym8CnGuyJbyNoVC9TIpVS4tdaKmOiBBcfhxdOkncGl/au8SXYFq3UIlzE9hzGipMcTZ3hVOYCU6UZck4By7Mq9RIXjYLqp8pM0BPpZEesh7ZAE7GAj+76aiI+kw01CcYW0kxlcozMp/AbOkHTIGQabG2suGfqY2GCpkEs4F91VSelJOPkOJ3p5cjCKfrzI6TtDEW3jCs9VKHgV02ieoT2YDO745vZHOkiooWWBiFVqJcpvy5nNJvG9STPD/bj0zQKtk3M51txDRddZ6qqEPCbjE+kKJVsbtnUgC8S4E++c5rHdrfQlAyt/QX7PnF2PMWX9vfxM/s2ceemuqU6+xdOjfOPr/Xxxvkp9m6s5ejAHNmizb/+0M6rdjz0PI/UfJ477+smky5ilR2skkMmXcTzLj3jvV01HBuc429fvkAqX+ZT93d/j+/0B4t1o3CDuViYJCXkyw4vnBzj24eHKdsuVRE///Yju4gHTeKLTcZX2x/kVRVFlw+gHq47getOYjl9mEoYVanC8+aw7NNoWhdC+LCtEyhmECFilx3JRnoppMygKHFemnmT56b3LztXRAvRFKhbSgWN6EGmS3MoQqXgFrE9B0nlnlOLg15UD6MpKi2BevJOAVe6PD35EgcXTiw7dtKI0RVqI6CtXJ7nc2UW5nMoikDEXP5++EkmStNL73eHO9gQaiOkBSoyBtY8z0y+wquzB5krL+CtsfIpuWXSdpbx0jQn0md5ZvIV9iS28b76B3iwp5N82SIe8BMwDT68ewsBQ6e1KoauqNRFQqiqQrpQqqSBmgbxwPJArZQSV7ocS5/lyfHnOZ8doOSVV72Wolti3kozkB9h/+xBusLtvL/+AXbENqMJFZ9qoAoFZ5Vb2RBP4kqJrqp0xOLkbYu+hYVl21iWw7nT4/j9Bhu66wiHfCyMztFQHycaDVAvBYqAw/2z1MUCP3CKoIWyjaGp7GhLLlvJ7NvWSKZo8fnnzpAt2ZXitJif8BUrbSkl+VwZf8BAVSu1J43NCY4eHMQfMKhtiHHu9BiW5aJp6pJ0eTLs41ce28rvPXGc+dzqn927mXWjcANxPcnkQoEv7u9lJlMiX7LJFm0+eFsbzckQjYngNf2TUpZwvXl0be2c85lyH5owSJgtF8/MgqxnLrOf6oBGvZnE0HegaW2AwO97FNcdh9U0jYQKUrm6eLyEsmehCIUFK0ONL4lAENabSFlZ4kYYXWhoikpQC5CysoT1ANVmAsdz0cTbc024rserL54hEDAxfTp1wZWz2HkrRcbOElT99OaG+Nuhr3E227ciKHs1JJCyMzw3tZ/e3BA/2fohtkc3VVYUukbUX5l52/Z5FFFFwKykwNZELl3PxUpkqAxCRbfMM1Mv8+T486Tsa7fmvEjJsziRPsdwYZz31T/Ao3X3EVArdR5lrFX3UYUgZBi8NT7KxkQVTZHlriNVVbAth0K+zIbuusXiuRILqTEaG2I0V4X40bu7+OsXz9FWE2Z7a3LV83y/mFgooGsrV9GaIri3p543zk3xv75zmg11EX7hkS0YmkJpsRbFNCtp25lsEZ9fx7IcymWHnm1NKIqgXHZQVEFDcwJHeghNJV0ooSoKQdNAEYKy7d50OlGwbhRuGOfHU7x4apy3emcolGz2bW8k4je4paOKtqtozZSt01hOL0LomPpOXG8KKW10rZGyfQ7HGUZVazH1rTjSZqxwnJnSAA2BHqZLvaStCer8m8jTQMy3CUeCrnUtrTSKToaJYh+mGqJa05nMH8aVDrW+bvxqCCHCSFEGcZV4hoDOUAt1virCWhBDuaSrFNIqMg5B7ZKcQ0hbLu1wrQS3uUKBuN+PIgSW5dB3fpKZqQw9W5sIhX2rFqhl7BxzVgrbc/izgS/Smxu66jmuhkQymB/lLwa+xC9t+BQbw+3L3ne9GVx3HE+2oiqJiqtuFWxp88TEc3xj7FnK3uoD+bVI21m+PPo0lmezK7YZXdHAXX1bx/N4frCfwdQCpqoxlc/xSOel2gNFEbR11lBYnO1aloNtuwQDBvpi9tSezmr+4bVeJhYKbGtJ/ED5z/smM0T8+rKuaABj83n+5zOnGZnLY6gKt3fV0lIVwrIcXt9/genpDJ2dNTQ1J3nzjT4efs9Wzp4dZ2RortJvuyHG5GSaVKrAPQ/1cGx4goZEFMfzCPkMuhqqee3cJEOzOT52Z8f36e6/f6wbhX8Cric5P55iYqHAP+7vw3I83rOjie1tSRoCOq7jEo4GKBcsNF0lmyoCklhVeGmgs91BHHeqUvClDKEpNZTsQ/jNW7Hsc6hKAl1rBwQpa4yyVyCox5cG2rKXZ7J4DglYsoCBHw8PlYq8w1jhOFlnFrtcxKeGmSpeYHPsYUwlUAnQShvpzoLafNV79asmfnWl/LWUktnpDIfe6mdyIsU99/fQvqGWyfEFfH6DeCK4ytEu2x94dWSI93RswKdpi93cJJu2NKJqlZmu561caViezcn0eYYKY/Tlhpe9F1B91JhV1PiSxI0IhjAoeWVmywtMlKaZLS/gSGfFMceKU3x59Cl+acOnKkV2i6hKHWXrdVxvAUPfuqpRcKXLS9Nv8a3x51c1CAoKCSNKg7+WGjOJTzWxPJt5K8VUeZaZ0vySm8nyLL498SI5p7AkKb7WswMwVJW+hXnC5vLPx7ZdxobnCS7KO5iGRmtLkkjYh7GYXhn0aWxvTfKP+/toTATZ2nL92kvfa+7oruWPnznNyeEFdrYnKVkuL5+Z4OkjIzRXBfnV923jyMAs3zgwSH0iwM7mOJlMkUQiRFVVmEQiiM+nVyRGbJeN3fVMTaUZH09hmhp1dVGqokF2dTTiM3Qs2yEa9FEsO3zjrUEe2t7IlqYfnOfxz8W6UXgHpPJlFvJl3jg/zdNHhlEVhZ6mGB/Z205HbQSr7HD8zT4810M3KgNdbWOcscFKZW33jhZiS4E9HVWJgVBAOngyh+ul8LwcQuhoah2qUkltVISKKy0cz8KWRSbzZ9GEibY4y4/odUwVz1FyMwS1ypdZVQwEgmrfBkwlgKmGCGjxy1RIVaTMcmWXsutlZjrDH/3u08zPZkmnC7R11NDeWcNrL50jly3xkz9771WlKARguy7/cOo4MZ+fzniCzT0NnD4xypbtzQwPzlIsrqzElki+PfECZc9aGjh9ismexFbuq95LR7CFsB5Eucxl5kiH2fICBxdO8PTkS0yWVlY6n0yf5/DCSe6r3nvZrFnieSkMvQUpVw74UlZWGl8ff5a8u1KWO6qH2VdzB/dU3UqdrxpDuRQMdaVH2s5yLtvPc9OvcTJ9Hke6FNwi35l85apGQVcU7mxq4aWhARQhuK2hadn7hqGxZXsznvAouRY7tl8y/EvtVzWVj+xt59TIPG9cmPqBMgpbmhPsbEvy2adOsKkxjuN6jM7luaenjg/vbScaMNjZnuTCRJrRuTw7WxKV4sdFra/x8QWmpzMMD89h+iqSJcGgiedJhoZm6e6uR1UUGpOXjLztejx5aIB82eGWjmp07QcrzvLPwbpRuAaelFi2i6QiQdE7keZrb1UKzUxd4ZN3bWBvVw0hn74UONZ0leaOaoQQlIo2kVgA06+jKAr+oIk/eGlGZ+pbkNiLg7SG682hqRsoWhk82YPlRvCkjaaqxPQGHK+MK20ieh0BNY4rbUJ6Fa60Kbt5GgPb8C32QxZCXPpbqkjPR5W2mbLloKlKxaUlFIQIcbX0x6vx5msXMAyN//hfPs6ffPbZynkVQW19lJPHhnFs96pGAeCeljYy5TKqIoiYPqSEyfEUiWSIkcFZEp2r+3UL7iVjEdMjfLzpUe6pvo2A6lvVDaILnXp/DY/57qcz2MKf9v8DI8WJZduUPYv9c4e5LbGDgFYJIrvuOIoSwXUnWS0TyPJsnpl8hcnSSnmOajPBp1o/wq2JbejKyswYTagkzRh3GLvYHNnAN8a/y1MTL2FLG2+Vc13Ew8P2XOpCQX58245Lry9mWS39rXiMFWeZLM5zW3ITtuegKRrS83ClhxDQlAyyrSXJ+bE0mYL1A6OJFA0Y/Mv3buHk8DzPHhtFV1X+w8d201odWnLHmprKluY4h/pmuKM1gd+vEwr6GB2bZ/euNh7/wC4MQ8PQNRRVUFsX5bVXz9PeXs3MTJZi0Vqq9JdScnpkgW8dGubT+7rZ3PTul7RYjXWjcBU8T/LGhSm+/uYglutRshzyZYfGhI+OOpW6mJ9bNySXBaNsx+XlMwPMZQv4DY37tnQQ8fsqaZZBk5Lt8OLpAbKlMns6m2irrmjVeFKykCtwdszixHCevqkjzOeKuJ5H2G/SVh3nlo4mbuloJRwwK1XB3jggCGpVS7n6Z0aneWXkNM3JGLd2NiEwmJ6K8tLpfs6NnyJftgiax2iviXNndyu3djagm3ch3+FKYWoyTefGWqqvaIauaSqO411X8/NUucSRiXHub2snZ5VJ+v1s2tzA2VNjJKvDVFWHuFr7g4Dq45PN72NfzR2VNM5ryV8IlZ7IBj7W9Ch/3Pd3K7KD+nMjzJTnaV0M9uv6JhxnEEkJXe9ZcbyB/MiKzCoAn2rysaZH2ZvcsSx1djWEEET1MB9tei9ZJ8+L029cdZUwX85yNNVL3imxI9ZJwS1hKDqaUGkP1QNQ9mz2z55kzsoQ00OcTA8yXpylyoxSdMuMFWbwaz7uSG7mPTub+J2vH+WZoyN85PaOZf27v5/4DY09ndXsXJT61hSx7PPVVIXW6jBvXpgm7Xi0djegAl3tVfj9Bv4rDJyqKtx6WwfzczlCYR/hy9Rph2dzfP67Z7itq5q9XTVr6ou921k3CmtQKDt89Y1+nj46QmMyyL6eBlRF0N0Yo2SV+PW/foK5bIEtzdVUhS/p8Mxk8vyPb7/K4PQCYb9JfTzCns6mpfenUjl+78mXSRfL/P5PvZ+26sps5NTIFL/3xMucHZ8hV7IQgqWsC09KXpTw5TdO8PD2Ln71sbtIhEw8WVysYr705X3t3CCffWo/9/S0s7GhimeOnecvnj/IVDq7tJ2UkpfPDJAuFNjZkkK6WVT9kirk26G6JkLvuUmKRavSkl5KSiWbMydHqa2Lol1j+S2BIxPjFB2b2UKB3vk5WqMxGluSNLYkmZvNksvnrnqM25O7uLf6NjTl+r/OQgh2xnroDrdzLH122XtpO8tEaZrWYMUoqGoNweBPLu13Oa70eHP+GBl75TXuim3hjuRuVKEuSyO+2jUFVT+P1+/jbKaXiVVWHheJG2GiepD2YD0ekqxTRBc2pnppNZKx89iew7ZoB6OFGQ7OnyVhRBjITxDTQwS1SmOjlJ2jq66J+7c08MqZSR7Z2fwDs1qAynPR1bWf220bKnUFv/ONY2iqQjJs8n8kQrSb+oqBXQhBNBogGl3ZL3xoJke+ZPPxOzpvCjXUtbh57/wa9E9lePLQEI/tbuWxW1pIhsylH3S6YFIbDTGZyjI0s8Bd3ZcaxIzOp5nN5FEVQdGyOT8xyy0djYs1BTCxkCFdKBML+mhKXPJlBk2duVyBoGmwq62B7sZqGuIVuYv+qXlePN3P8MwCTx46S3Myxk/dvxmJh7LGRziTyfHkoTP8+fMHCPt9vP+WHpoSFbngkbk0/VPz3NLRjKH5KxlO7/A53XbHBg6+0ccf/s63GeqfQQjBW6/1Mjoyx8/98sNLzUvWQgDVwSCvjwxTdoboiVUxO5Pl5NFhbNtlbjbLpjvW1vOJ6mEeqr0LUzFwPQ/H8yg7LkFDXzKqRdtZbHijLPZ+rgwOAc3PttgmTqTPLatr8PAYL04vO89ag3nGznIqfX7FrD6g+rgnfiuirFC0LGam08TiQVRNxbFddEPF7zdWHFcIQVOgjt3xrXx74sU1VwuD+QmG8lOVwV31M1OqZGJ1R1qWtgmoPlzpMZifxK8adIWbcKVHrS/OQjmLKlQMRUUVKooi2N1RxbPHRhmYzrKj7QcrPfVqxEMmP/+ezQxMZ/A8yQsnx/mvXzvCB25tY9/WBoLXKSYZCxqUbJex+fy7Sijw7bJuFFbBcT1ePj1BfTzIh25rWzFrCpo6bTVxjg1N0Ds5t/S6lJKzY9PYjsuW5lrOjs1wfnwG2/UWFRslI/NpCpZFT1MNidCl2UpLVYx//aH7SQQDtFbH8RuXyus9T7Jvayf/4YvfYWQ2xfMne/no7ZvxmzW4Xo7VJCoGphf4yxcPcduGFn7+4b20VceX3DuO6zGXyxM0DYSYQlHiwPX3Br6cuoYYP/fLD/Pc08fJpIrMz2Zpbq3i53/lYXq2Ni1VKK9G2XU5OD6GX0RojcXQhEJdLEwk5Ke+IUZdY5ypiRQy4MAai4VN4Q5aAg24UnJ2aoawaZK3KquWzmSCsutwYnyKmlAQv64zk8/TFI1QEw6hCIUWfz2malB0l7uQ5qzUNe9dSslocZLJ8sqAdYO/llq3ltMnRrFtl+mpNI1NCXK5EsWCRceGWro21a1qbFShsiu2meem9q9Z+FbnT3KX5kMXGnEjzJ1VW5BAeLGYz3U9VFdlT3gTJdcmpPnQFJX5cpaAMKn1J1A1BV1T0ZSK4W6pCtFRF+Hrbw3QURu5qqjcDxrRgMHOtoqLaUN9lG8fGubLr/fz5vkpOuoqMbbNTXFu3VCzqmtMSklNxI+hKeRLN0+XtdVYNwqrkMqXOTIwy+N7WlddRiuKQndDRRNoeDZFyXbwGzq263FmbAZD03hw6wZGZtNcmJwjX7YwND+uJ+mbnENKaKuOE7isJF9VFO7c2LrqIKEogu2t9dzV3coXZ1NMZ/LM54q0+MNIPFYLEhctmw11SX7tfXfREI+s8MPWRisZTZ4bREob5Dur3BRC0NSS4Cc/cx9ly0bKSp8A7RoKoCxetalpnJ6cpjtZRdl1OD8/x8ZkFRs3N6IogkjEz6y1ANMr91eFypboRnyKSdlxmC8UMTSVom3jeJVAbKWnBLhSki6VKNnOMhMaM6JoQgeW33/BuZRF5Hl5HGcAiY2mNqKqNUvvDeXHKDorM442hNqojScIKBUZjPbOGgJBg1Kp8oxCl608V6PRX0fCiDFemlr1/YBikpvOUywV8dXoxCNhXE9y+uQYr756npHRecplh7U0rQA+/KE93HtvN64nyRZtMgWbezbV8YWXL5Av2z9URuFyIn6Dj9/ZyZaWBM8eG2FoOovleLx0ahxDU+hpipPKV3TIllp9y8oKoyYaoLNu9TqUm4V1o7AKPkOjOuLj3HgK2/XQr8ieEUB7TQK/oTGdzpHOl/AbOplCif6pOSIBk13tDXzryFkmFjLMpHPEg34sx6V/ah4hoKexZtmgcM3gqCJoTkZRFAXLcShaRSwnhe2l8Gvtq+7znu1d1MdXlwe+dGIdVW1EiOuv3JydyTA5nr7mdoGAQWtH9ZoBO0NV2VpTy1xWYmoqEonjeQghuHjJiqog1tjfpxi0ByurEVPTuKejdcU2EsktLUlMpVIvkXfTqOLSQGkqxqq6U/ZldQyWdRjXm0FVksjL9KMc6TJanFxVUmNDqAWfqeOr0XC9WTyvgKZWEwg5eLKIrgZwvRRSFlCUMFLaeDKLIqKoSoyIHqLaTKxpFDLzeQ69eBq77FDTnGD7nRt57Y0+/vTzL7KwkEdRBJqmcrWPfmEhj+t5vHRqgq++OUC6YFUSIgwN7Ye8BaWqCLY2x9m62BSnUHb4g2+f4A+/dZLmqhCTqQJl212WclofC/Br79tGXezmdR3BulFYlZBP59HdLfz5d89yfjzFlubludtCCBoTEWIBPwv5IjPZPHXxMBMLGSZTWTpqk7RWx2lKRBmYmmd4LkVXfRWpQpGpdBa/odNeu3q6myclZdshWyyTKZYp2TaO61VytOczgFzM6Kl8dLqSYLWVgt/Q2FBfdc1EU0WJoCgRvLchD3HkwCBf/eIbF58GuWwR1/EIhnwoqqCQt5Cex967uvi5X354qVBqNQTwYHsn5+dmifl0NlVVr7ntlQS1AAkjVtGbwgXkooAceLJSBuxIi3PZN9gUvhNNMZgvj5Fz5tkcvadyfiEuq9m4nMpAb1mnsJ0zgL7oZrtkABzpMLVKrYNPMalalMRw3Any5dewnTGigQ/hyjQl6xSm3k3ROoymVCNx8BnbKZT2Y+hdBM27UIVKjS8Ja9heRRWomsLUcJpoVZiFdIEvf+UAhUKZfft62Lu3syIbfhWr0NqS5OXTk3zh5Qs8uK2R+njFnVkT9S/1M/5h5vLJUNCn8/MPb+bIwCyvn5/i4e1N3LmpjoB5KeZlaOp1N7N6N7NuFNZgV3sV8ZDJ8aH5FUYBIBEKUB+PcGpkkqGZBbY219I3NU+2WKalKkY04KO7oZrnT/ZxbmyWfVs2MJvJM5ctkAwFqIst16mRUjKxkOWVswO8fn6YoZkFssUyZcfBcT1c18NyPdylLmICn95ecf2sMqgZmkbItzKQeSPYe3cXm7ZUUmlHh+d58qsH2ffebbR31qCqCnOzWZ791nG27mxBN64dwq4JBqkOVAakK6/XcVy8NZrkhLQgftWHIy2G8yfJOfOEtASKUMk5C0g86n1dzJSG8DyHKl8rYT1BzrlKfusVKEoYw7iFyjNWQFz6ydies2rWkU81CWsVCWeJh+tl0LUmhPBhWUfxZL5SxY6B37yVfOlFBAJNrSFg7AIqvRLixtpujHAsyJ59W5ntWaCqPsbwRJqxsQVuvbWDX/2V9xAKGXgygyJCCLF8oKvEeDxcT/BHL5xnW2tizU5l7yaSYR8Pbmvk/i0NKELctCmn12LdKKyBT1cJmBrHh+Z4z46mFcJYAUOnozbBkcExhmYqbqaz49N4UtLTWI0iBN0N1WiKUgk+uy7DsymKlkNPU4R48NLxPCk53D/GH3z7NU6NTCIlVEWC1MfDVIWDhP0mfkPn/PgMhwbGlvYTKGtmpwghVrhFPOniyjK6UhmApfSwvByG8vZkkyMRP5FIZYn9xqsX2NjTwAMPb136kbW0VVEu2bz20jnuvLf7qm1AL79eqBiBhbn8kpTx5HgKrWr1e/SpBvpiP+ics0DWmSfvpgmoEWJ6LRLJgj1BWE/SHNzCRLGXkBZ7W/eqaS241iya2gAoOO7w4r8riqurSVoYio5fvfj5Shx3BoGGJ7N4Mo+qRFHVKkBBET5UJUmhfBCJg+UMYeo9CAQhdXU3hm07lIsWnuMSTYY4f2SIoq5RLjvs2NFCKGRiO2exrMP4fQ8jZRlFiSJlGSntinGyj6Drt9LTFOOVM5Ms5C1qb4KMGyHECi2ldZazbhTWQFUE79nRxP/6zmlePDXOR/a2rwjWdtYmUYXC6HyabLHM+fFZ/IbOxvpKNXNLVYx4yM/IXJqFfJH+6Xlcz6OrrgpTv/Tox+cz/N6Tr3BieJJEyM+P372Lfds2UBsNoWsqyqKP/W9fOsyRwfHFvSRlZ7TSgcyMsZZMRclZIOuMoQkfhhKm5KaImR1krGFUoTNbOk3EaCZirB6XuBb5fJliwcJzPZTFLBYpoZC3yGSKb7s/ciZd5PVXzhGKVAbVuZksG25b3aWkCW2xKlfFUPwkjAZS1hTVZitTpSFUoVDja6Xs5tGFuajyOkHGniHvpAhep4GQsoxlnwIE4rIsLUc6q2ooaUJbkrJwvXlMvbPS9hRBNPhxKm4unUp1tErY/xASF6SHuGwlYqgViZIrDX+5YDFbWuDoq+eJxAJMDs9Rt70FXVeX+idIr4CiJHDccTyvkiHneWkMfStCqLjOMKaxh/s2N/DM0VH6pzI3hVFY59qsG4U1EEJwd089p0cXODowx4f3ti9z0ggh2FCXxNQ1xubTjC9kmEhlqYmEaIhXXEPVkSB1sTDDsynG5tOMzaVRFEFnXXIpkCel5EDvCGfHplEVwSfu2M5PP7BnxVJeSonluJdVCIvF67i6DzTvTDJXOo0mAiR9m8g7kxhqiLwzScLsRuJRdObRxNWF69Zi245m/vSPvsvf/NlLdG9uQNNURkfmeOGZk9yzr+e6Vgkz+TwX5udwPI9qX4AH37uN4GIbzZnpDBkykF25n0BwLjtIe7CRxsBWCk6RanMjuuInpAuqjBiWFNT7Y4T0OJ3qLdhembjRgC6u32du6NuwrMOAh2FckpS42HXuShQhlqQmfPoWNKUahIamXKo8r3Dx30rFSFwxgVUrfeFWGIVQNEBtPMm+j96KP+RjdnyBkiupr4ty/Pgw73tsB6ZZh1CCKMK/KNORQFUMNK0VEChKEk8WCfkSGFqlw9zFfgLr3NysG4WroCqCtuowB/tmODk8v0JvvjEZIRb0MZvJ0z81z3yuwO1dLUQXXUMBU2djfRXnxmc4NTLNVDpH0DRor7kkUexJyfBcxf0U8Zvc2tm8TKP/IrbrMTqXxrss518IvdIL4SrhZEONEDM2IISC4xWxvdxiMFZSdGaJGC0YShD1bWQfXcSTkm27Wvmxn7qb73z7GAfe6EV6EAr7uGdfD49+YPc1/bYSeLa/l6ZIFL+mYSgqszNZpqcqvQgmxxYINa9h+ASkrCxHrLO0hxo5kxkgqofoCDWRtm1UUWaiOIOuaOxJJPGpIXzq2+8w5nnpiqS5V0BRazCUzcsvYs39JIWyh+cl8Zs6li3RNYntVLS0XNdFCIHPWFl5C1zKwlplseXYHpn5PCO9U9hlh4272vjwh/fwv//+df72C6/x2KPbSCYTaJqGqiQr3xUhse3KT15VH0Sgo2sKdbEAL54aZ3NznHjwhz/AvM4/jXWjcA0e3N7Iof5ZvvrGAF11UfyXZdIkQwHqY2H6pxc4NjRO2XbZ3FS7NMvXVZXuhmq+efAMp0YmmcnkSYQCNMSXN3S/vNeCRK5IGJFS0js5uyyeAAK/fm2t97DeSFi/1LCn2r8NgJBev2y7a2UfuZ7HXLGIT9Mo25X+wHnLRlUEd+/roXFrLVNzGWI+H76AQU0ijO262J6HpohVj2+5LkcnJxjPZon6fGiKQipdYOrUDLF4ZeUyM5XB3xBb87pCmh8QuNJDVzTiRgTLtUlZGaJ6iAZ/DVmnUAmuvsNJsO2crfjEhI7nToNeMQqqqFRIX4knJZ70cFyXM/1TnOqb4J7dnfQOz7B3WxtvnhhEShifSRMKmNy/p4uaxEpjdbGD32pkU3mO7z+P67gIodC8sY5w2Eck4uPLXz7Ayy+fo6UlSSwWQFWVVW99377N7N7dxi88soX/5yuHefrICD9694Z39pDWedewbhSugaGpPLC1gd974hgvnR7noe1NS5XBfkOnrSbByZEpDvaNYuoqXfVVSwFeIQQb6qvwGxonR6aYyxW4pb2R6GUtHBUhaK2OY2oquZLFq2cH2dxUS8hXKZq7WNvw2af2M7mwig/lnwnLdembm8OnaZybnaUuHCbpD5C1yiQDAYo42H7BqJNnYWaWDV6SkuPQlUySCPhw5BqdYoAddXUYqoorPXxhP/se2YZvMTUwmymy4KZhjSZm22JdGErlWTX5ayvxFwTVvjiGolekRQqZZSssqDSomS8XcL1rp+JqWjuoTZTK+xHKpawxfVGA7koc6WB5FjEzQiISoKulmobqKIfOjGDZDvOZIrGwn3gkgKGr5ArlFUZBSontra2UGkmEiCSC1LVWU8qXsR2Pf/zSmwwOziKEYGYmy8zM1b8vnRtq2b27jaZkpSPgzV7Ju06FdaNwHWxpjvPQ9ib+/tU+mpMhtlymOd/TWM1X3jjB4EyKuliItur4Mr9sUyJCMhxkcGYegaC9Jr5MbEsIwS0djXQ31nB8aIJ/fP04EwtZtrbUgoSBmQXe6h0hVyzz3p0bef5U3z/rvV/EUFW21dUhpaQhHEFVFUy1UrVsqiobkkna45KiY+N6HrpaCZD7dR3Ls1fP0lFVdtbVc2Isze0tzRRsmyMTE3QnqsjnSjiOx9RECi+89mClCQ1NqDjSAspowo8qNMzFHhMZq8TnTr7Or2y7m+ZQbGm/vGPx2ROv8YGOawfYpVdAVWsJBX+CywP6PsXEXKXxkOXZFNwyhZLN68cHaa6LkS+WCQdMDp0eASDkNzA0FU1TVhUNlMhVezNcxPTp3Pbw9iX3kmU7fOTDe8hk1t7nSrZtvdR/wW9oTCwUKFkOvptYDG6ddaNwXcSCJh+7o4Njg3N84ZUL/OsP7SS26Httr00SCfgoWjbtNQmqwoFlipjxUID2mjhj82l0VWHTFZXMAHWxML/62F38wbde5ez4DN85dp5njp1HUJH6bUxE+ZXH7mJvVwv90/PMZPKs5apXFQVDVzG1SzITZTeFKkyEUJDSuyx4KSptO6V3zYC1qiiEDINUrogmBUFNJ5UrkYwE8DxJrlAmGvTjuR4+X+XZ6IvXMFfOkncKax57oVTkwvwcBdtmLptjfj7Hgf29aLrK/GyWTXfWXfXaXOlwIfsGaXuaBn831WYLgcXMIiklqXIR57IVgZQST0rG82nyzrVnx57M4FpjqFozqlKLqlZiS7qiEdMjK7YvuiWydo6WcAPvvasHKT1CAZO7d7dhlSWmoaGqAsdzURUVXVUouUU0oS8pvXrSI2VdvcfzUhxCgGnqPPzw1mvey1o8sLWBP/jWCV4/P8V9i3n869ycrBuF6yQZ9vGZBzfx2W+f5OjAHPdvbUAIweamGv7wZ96P5ZSIBw0MI0/JmUVTwqiKH1Up8ovv3c6P3LUBITw66yK4XqGSFSId+vPnqfU1sKezif/3U+/jYN8o58ZmyJUtAqZOR02SWzoaaamKIQT89iceZjQ3TsEcwfGSaFc0bnnvzo1sbalDUxTaaxZL/O0RXGkBkpw9iKkmsb0sUnr4tToEEDY2LmvOcjmXxwPyJYtC2WZ4JsVsOk97XYL6RISTg1M0VUWxbAfH81CEYEtrHUJAxsmRcVZXtBPAXc2tHBgfRVNU7tvQQcL0s3VHCzV1UTLpAjk1t6YgHoCHgyNtJB5Ze4ak2YzreRydG+dCepbJYpbnxnqpnqvEKSQwkJ0j51hE9GsHVjW1Ccs7heuOoYgAUDEKmlCp861Mly17FpOlWTpCjSiBMiW3wLTjYHtl2qJd5JwsLmDJEqbiZ9aaJ2dn6AxtQlv8STrSZWoVob3LkVIiF1N+lWs0MroWO9uquLunnm8fHub2rtplsbN1bi7WP/nrRBGCrS0JEmEf6aK1lL4XNA22tUTI25N4sky6nAHpETV34cgcqeKbRMMGsYiBKkxsr4+C001I30jBzfP0xNe4r+YRdsRupSEe4QN7NsOeta9jU2MN+fk+Xpt9js2JnhVGoT4eoT4eqfRnLg5jWyH8Wh2uLOFJF1X40JUQrrTwsNCVCKowURUTXaz8OrjSpXSZgqh/MVPG1FUSoQDRoA9DU2mujhLymxTLCj5dw9Av1ixIRgoTy45xJRHTpKeqejFAK1GEILWQ59yZcVRV0Hlr1Zr7AujCpN63gfGiS8JsIqBG8CRkrTIHZ0aZyGf51tAZfOql+wsZJj/dvYdq/7WzkYQIAh5Slhe71FVQhUpzoB5VKLhXBNJ7c4PsiHUwZ00v9oguLgrvgeWV8atBsk6GklckZc0R1RMYyiUDlXMKq0poAJRLFr3Hh6mqj3PyjQuomsqtD21FNzQ8TzI/n+Ps2QmGR+bI58s0Nyd4+KGtqGqlb3exaOF5kkDAQFlMctA1hd0dVbx8eoInDw/xodvaV2h+rXNzsG4U3gaqImiIB3j93BS3baimfjFDRlWC+LRGBDpCCFyvhK5WNIni/r2LhUoSRRh40kZVglQ6poX5cNNPkDCuPui9EzxcXpt9ju2xPfREKg10rmz0cjH/XVCRtw7pK2sVyovN5S8awUQksOqxOuuTy/6+iO05nM70Ynmru2kk8EzfBUYyaYK6QUs0yiMdXUyOLzA9laG5reqargx3sTBse+w9pO0pbK+EqQa5r6GD7clKltWnu/fQElrUmxKgCoFP1ZkorSK/egW2fRpFhEEoWPZxfMr9CKEghKA10EBQDaxYCfXmhlCFj67QZgQKHnIxA0ghadQgELQEOhBCod7XvHS8i4wVJ9eU7x7rm0aOKpx6s4/Gzhry6SK25YAQvPLKOf7xS28xPDyHZTl4nuSO2zfw0INbKs9bSr7xjSMcPjLIZz5zH90bL8l3b29JcPvGGr51aJi7uutoSLyz2pV1frhZNwpvA0NT+Zl93fy3rx/jK28M8EuPVny4itDwaQ1L2y24s5xMHabZ30pv7hwlr0iTv43OUDemqiOl5GT6CKPFQVShsiN2K0Ft+YzV8soM5HoZKw7hSZekWUN3eCsB7ZILZKI4ylhxCFe6tIe6aAl0oKAwXOjnXPYUZ7MnKHklBvO9mIqP25L3ENIupcNeKQRXbawU6XOkQ39+hLur9qCJ5QHyy1mt6ElKyXR5lpPpc1d9rgFdZ0dtHalSCct1EUBNXYxUqsDY8BxN264uZTxdHuRc5jUa/N0UnBQbI3dgUtEeihg+PtG5ncZglLDxDnPwhYJVPghiscALHZ+vIqjX4K+l0V9LJrvcKEyWZjid6eWeqluxPJfxfJa46We6mCKoG/hUjZLrUHYdqnxBbM8mYforkwrpcXjh1Jqrq0DYh2t7KKrCzNgChqmjqAqvvXaeP/qj71Iq2bS0JIjGApw4MbpsX0VRqKoKceLEKIcPD7KxqxbX9RgfnqdUtLi1JsyR/lne6p3mA3va1vWBbkLWjcLbpCrip7M2zPBsjlzJXlVVcd6a4+mJr1Hna6TGV0fZLfHW3Cs8Wv8RdsZuAyCqx5izgrw68yx1viZqfZeMStkt8czkN7iQO02TvxVVaMyUp2gNdhKgYhQWrFlenHmaWrOetL3AW/Ov8InmT9Me7ML27KXZv0/xE1BDGIqBwtXdAbW+KnyKuaKxy4n0OeasFLW+t7eicaTDS9NvrekGgUpMYW9jM5qicH5+ltZoDIQgURXirvs2EYn6KRoFGFvzEET0Khr8G0kYjdT7uwiol4yIpijcVtOyYh8pJWmrhOOtnSp7EUPfgqa143kLKCKGolwyrCEtwM7YZs5lB5alj5Y9i+em97M1uhGfEqA3M0u1P8RQdp6I7kNX1aU02blSgbxjcU99O4qEkcI4BxdOrKlrVducZG/XTmbHU+TSBfwhH9lciS9/5SBCEfzSLz3E7bd3ks9b/Ot/88UV+7e2VvoX9/VOY9sumYUCB/dfIJ4MEYkHeWx3C08cHGJTY5xNjbFrPp913l2sG4V3wL5tjXz2qZP85fPn+PS+7lUNQ9krsTN+K7fE78SRNl8d/QJnMyfYFr0FTdFoDrQTM5IcWXhj2X5SSoYLAxxLHeATzT/NhnBFHM2V7rLm7xLJfdXvoTO0iaJb4G8H/5gLuTO0B7voDHVTZdZyPH2QrdEdbI5sAxTAQcoSlz52sSS7IISg1ldNtZlgpDix7JrGipO8MP0GH216L/p19kF2pctb88f47vRrq/YbuHQfcGhijH3tndzW0LR0La3tlwK45XLpqucKqDFiRj1pexrN1fGrkeuSsfjzs2+xt67mmtvZ9jmktLHtk+jGdnzanUvvKULh1sR2npvez3R5btl+ZzN9PD35Mh9ueITba1pBQEMggl/TQVZUrR3PQ1MUXClREGSdPF8fe/bqhlQIXMfjxP7zzE9nqKqPUbelicHBWR7c18PDD29d1EHKrLqCC4VMgkGT2bkcrisrlde5EsGQied6PLyjhZMj8/zDq7384qNbqI6sayLdTKxHkt4BXfVRPnFHJy+fmeBvXjxPyVopihZQQzT521CEgiZ0YnqCkle85Mdf+rGu/NFOlcaJ6FGaA+2V/rlCQVf0ZdlBUT1Ona8RRSj4VB8hPULJLS5KI1xqUiPdQdzyK3jW63jWIaQzgmcfwS2/iGefRF4WII3qYbZGN664Ild6PD35Mt+deo2CU1yzvSZUjFrWzvHs5Kv89eDXSNtXL6ASQMG2eXFwgMMT44xmrp6GuRqOLDNePEdAjRBQYwgUyq6D7blIKSm7DiXHXva/gmMzlE1hXWOlIKVEIrHskxjGbpDOivtv8NdyV9UtK1ZijnR5auIlnpx4DiksQppBjT9EWDcJGyYh3SRm+glqBmHdYLo8x98NfYPX546suUq4iOd5NHXV0dxVBwLS6SKlkkVHR82qdQ+XIxSBorAonifxBw1qG+IYpo5hakT8ld4DU+kiL52auOrnvc67j/WVwjtACMHerhp+RWzlz757hs3Nce7tqV/mf1WFumxmv3ojl9W5WENwNTShoSwdf61GMQAmQkmCLIFQkZQRSgykgxDmsvNoQuWuqlt4Y+4IC/bywTnr5PjC8Nc5m+3jrqpbaAk0EFD9KIs9mG3pMG+l6csN8+bcEc5m+5cK1kzFIGFEmSjNrHqF3VXVzObz5G0by11pYK+FQMFyC8yWh/FrEcJ6DZ8/fZiN0WruqW/nPx9+jrF8etkz8pCM5FJ8qLPzqsf2kKS8NhStGk9EKbpFom4ZW1ZiHwHVhyZUHqy5i5Pp81zIDS7bv+AW+erYM5zL9nNv9W10hloIaUFUoeBJieXZzJbnOZPp5dW5Qwznx/Go1JJUmwlS9v+/vfsOj+u8D3z/PX16w2DQO8DeKVGUSHXLKpa7HTux48TePOnZ3dzsZjd392bz7N7nJrvZm03i3GzWmzjNsWMn7rKK1StVSLF3EgDR6wwwfeaU9/4xIEgIIFVMiRL1fp6HD8HBnDNnwMH5nfO+v/f3yy6bpHdsB2EImjvrCccCOLbLvO2haSr5QrlWkeMyH5/5+RL5fIWOjiSqqmIYF9JbTUNDAA0xP+taY7WGNJtbia7Qlla6Nsmg8BaZhsbOvgbGM0X+/qlTCAE39KUIvIH8boG4qMhZ7YuLr8YafE1k7TlGS+foCa2GheEjVVGXBJrLUVBRUamQQDU2Lj66eIei9y4+triNotAb6uTm+uv50fiTy9Isy26F52b2sjd9iKgRIWqEMVUDR7gUnCJZJ0/eKSzZTkVlV/I61oS7+YuzX1+xbENjMMRssYihqqSCb75gnapoRMwU6cooVa9Ii38d25OtJP0BHM9lKD/H7sZO4lZgcRtPeHx34Ojr7lsBZqolhFCYrgyhKxrNfpUz+VFSVowNsW50RaHRl+TTbffxv85+fVnWUNWz2T93jCPzp4iZtZ+bpVq4wiHnFMjaefJOccndQau/kc+2f5hvDP2AkdLEkv3NzxZ4+dBhJofTJBqiCM9j3a1rSSRC7N07wN13b6RuhVpKQgiqVZdnnzlJoVBh3dpmDENjarx2N1ep2IwNp+ld14xh6Ny7rZ0//N5Bfrh3kM/d3CcrqL5PyKDwEzB0lY9e3wnAVx49xli68IYKipXdEqdzx5itTpN15jmRPUTFK9Pib6fZ30Z7oJsN0W38cOxbtPo70VWdilvmjob7lkxIX45fC9Di7+C5mceYLI/h0/zcUHczwcXso5V/wQ1V5/6mO5goz7A3fXjFk3jZq1KuzLzu4ioVle2JDfxU271k7TxBPUDuNambAnhs4CzNoTC5aoVnhgb5UN/qN/Qez3M9m4pbYHX4RnTVwtL83NTUCUCuWqYrnOBT3ZtI+i+kWHpCsG/mMrPXCxQUOoONeMIjaUUxVB1LNQgbAYKaD+OiOZnN0bX8dPuH+Ydz3192pwW1vs/TlTTTlct3fmv01fOznR9nTbiHJ3zJZUEh0RBh0+1rOPTCafo2t3Ni3wCpZISbb17FAw8c4M++/Bgfun8LwYCJ53nYjksmUySdzvPUUyd48MGDtLYmuPGmPlRVIZEMY1kG5/qn2XHzKvSFKr3dDRHu3dbGD/ee45Z1zbQn33zAlt57ZFD4CVmGxsd31OrnPHJgmK6GMKs769hdf+fiCVhBoSe8hpSvGVVRcVyb6cokVa/CjsRuAGYqk0T0KPjb8Gl+7mv6BP2FU4yVhhBAfaiRqBFncq6InY/Rwnbw9MX9b4puX7L4yVAN7mn6GK+kX+RsfoCOQDvnChOUvGGqbpWgHmB9tHfFKp8JM8aXuj5FQPPzwuy+S64xuOzPRTXZldzOT7XdR71Vh67oxIzwsqAAUHEcspUKBbvKZD7PockJ1tenllSPvRxFUSm7eQYLB/HrEXq1HVgLC9WChsm/3LibuLV0slQB7m1fTdJ3+TsvRVEWKrFC5KJ1HGEjsOy5uqpxc3IHAc3PPw4/wFBxbNlzLvtaKPSGOvh8x0dZF+lDQaHJt3wiXFEUEg1RUi0JzhwconNtC+Gon09/agcz0zmee/40e/cNEA77mJ3Nk89X+O1/903m54vMzxdpbIzx8z+/m/a2OmYmsxw/NEyl4tDSUUcxX15Iu6117ruup55vvzjAPz53ht+4b8OSul3StUn+D18B5+8YMvkK397Tz++2Xceu5B2L368Ny6xZ/HfYiHJnw4cuu09L87E2smlx4ZnteBwcnOWrj5+gVHUAH/kN5/ipm3rwmzobY9uX7SNixNgYvR5dTdLmb+RsfoiSW0FVFGar8/SG2gnoy/soKIpC0kzwxa5PsSHaxxNTexgsjFJyy5edAFVQ8Gs+uoKt3Nmwi+viGwkstKX0az7ag81Lhlb8mg9VUdnS2MR8uYyhaTSEQmivXQOxsN/Aa9pT+lSr1l5R0ekN30CmOkZYr8O4KDhqikq9P4gQAtdbmgd1a1MPU5UZAppvWeCz1Lc2hq6rGtcnNtHsb+DRyed4JX2IdHXuslViDUUnaSW4sW4rdzbcRIOVXByq6Qi2ENFDS7bXVR1N19h4U9/iY4qikEyG+I3fuIsNG1p56ukTjI6mF7uxTU9niUUD7NjRzYfv38KaNc2oqkIw7CMSC1DIp+nsTdF/cgLPEyw00aMpHuATN3TxnRf7GZ0t0NMYkcNI1zhFyNSCK+bV/mn+9MEjrG2J8av3bCDsv3yRuYsNTecYTRe5vrd+sTT3eeemc/zglXO8fGaKOze2sHttI6fG5vnLx47zkes7+eyunktWtkxX5ngpfZiwHiTr5DFVA1PVKblVbkpsQaloBEPWJRefQa3kQn9hiBO5fkaKE6SrcxTcIo7noisafs1HwozSGmhibaSXnmA7IT2A43jYVYdA0EIIwUw1Q84uLO5fV2u1g14aHqUhFOKpwQE2NTSys7UNIQSzhSKFqo3jOZSU3LL5moDmI+WrwxU2J7LPEtTj5J00vaEdBPTo4ns4m53l6bF+ZivFJSW0fZrOp3s2UvXyZEslApYJSu0EG9T9xNQYQggMXaNqOwhRG3YK+IzFIZZLEULgCo+J8jRHs6c4kz/HZHmGnFPA8RwM1SCsB2nwJVkV7mJdpI8GXx0qS1c2F5wiU5X0kjmneitOSA9e9v8slyszPZ0jM1fArroEgib1yTDJZBjD0JZsO58p8PwTx9E1FV/AZNed69Au+gzOZMv87jdfIWDq/PuPbyEpU1SvaTIoXEGuJ3js0Aj/+7Hj7FrdyOdu6SN1mb63nhDsOzvNM8fG6Z/Mks5XuGl1I3dvaaUhFmBkJs/ZySwPvjqE4wk+u6uHXWsa8Zs6xYrD44dH+ObzZ/nVe9Zz46qGFU8SjucyWByl4laJGuHFVpGucAk5IZ558hR3370R841MkC9ky1Q9G0c4tYZAKGiKthBslqbNDg3NMtA/xa23rb3sPr9x5BCu8OhLJJks5Pno6rVUHYf/9tizPHL8NABf3Lmdn9+5bcWSF7ZX4UT2OaJGinl7ip7QdYtBoWBX+Z2XHgQU1sTrlwyX+TSd+zvWMTdTZGw2i6YqVGyXzsY4TckI+06MYCw0TGpIhJjLlZgvlNm6qoVw4I13qhNC4AiXilfB8Vw8PFRU9IX5ibKbw1R96Kq5WE7k/N8KtQZFqqIhhAuKuixw/KSEEBRyZUqlKpFoANPSl+zfE4KXT0/xpw8e4VfvXseuNY3ybuEaJoePriBNVdi1ppHpbIlX+2f48oNH+MTOLta2xvEZF64sp+ZL7B+YIVus8uihETrrw+zoTdEQ8/PwgWF+75sTxEMWuZKNz9RY0xLjg5vbWN92oVdDwNLZvbaJF05O8rdPnSIR8i1ZfTo2miEQNHEdj6AdwZkvMlUo4vObrFrVyMDANIOTo2TS+WVDQnNzRc6cmSTgN+noTDIwME25VKWhMUoqFWHk7ByVqkNDKkIwZHHm9ASGqbN6dRP5fJH+s1MEgxa6rjE8nObll87S0ZkklVp56OGG1jbmSiW64wnqAxfKeGRLFaZytTuLQmV5P4bzdMWgLbCerD1No68XS7sw9q8qCvX+EFuTLexsaEe/KCjU5gtMCnqFaNCH43oE/RZBn4mqqESCPhQFCqXqYjprOGAtu0sQQlBwbAK6sSxoXfw9DROfri3254Za3abxcj8Js5HJ8iBlt4CuGNiiil8Loyk6ZbdAytfBXHWSBl8HCfONJRu8UYqiEIr4CV3iDkBVFLZ2Jbl1XRPfeO4MvU1RGmPL51Ska4MMCldYyGfw+VtW8YFNrXzl0eP84fcPsGtNI5+4oYtk2M/gdI6/e+oU45kCfkvnrk2tfHRH52ILz00ddfzVEycIWQYf3NJKKuonEbJWnHSNBy3+j/s38UcPHOKf9/Tz6/euX+zzcOLEOM0tMcolm2y2xKmT42za3M7BA+fQNZW9ewfo62ukVFp+sj19aoL+/ik2bmqjWKjw3LMnuf76bp579hS337GWp546zq23rcWyDOyqQzZb4uSJcYJBi0MHh2hujhMK+SiXbQqFCijw4p4zfOSj25a9lqIo9MQTsFB2Ke5/80MTrnCYqQwRNuqYqZwjYtSjLUw0m5rG+ngDXz78PF8/vZ+AbizmXQUNk3+z+TbaGmK0NcSWHBPAxp6mWu8FaquNWxuiCGqdOd2F8uACKDs2Dw6c5MPda2qrlTm/6A1KC9/7UNdqTmVmaAtHqfMFLgxjKQqecMjZGUBBV02KTpaAHsEVNnP2FAEtjCOqBPUodVYLmUyBY8fHfuJFZd1d9TQ3L693tRLL0Lj/ug5eOj3FoXNpGRSuYTIovE0aon5+6yOb+NG+IX649xwHBmapC/uYmCuiKQr/6v6N9DRGsHRtyRxCUzzAv/3oFlSFxUBxOcmIj/u3d/AnPzrMN58/yy98YA2aqqIoYNsuxWIVz/WIRPysWt3E9HSObLaEz2fQ0ZnkxPHlGTJ9qxool6scPTLCzp29hIIWHR1JTp4Yx3E8EokQvb0NmKbO008dx3UFuqFRLFQoFat0ddUTTwQZOjdLR0cdvb2NDA3OrnD0PznHq5KpjuEJlwOZh+kN34B2UcOgkmPz8PBJPtDay86GjiV3CrqqEl8oQncpZdfhmdFBdjW389zoOaqey3yljKXp3NPRx6vTYwzl5pko5JbMV3hC8MzoAEP5eSaLeWZKRV6ZGqEhEGK+WuHJ4bNUPZfdzW3UWa1oik5SaQUErnDQFL02dISH7VUI6lHOr2kZGJjmD37/hzju67cSvZxf+eU7+MhH4ji2i227lIoVVFUhGl95viIetAj7Dar269eLkt67ZFB4m9R6LRh8fEcXO1c1cHBghlzZ5q5NLaxvT5CK+FesQKkoypKhpjfyOjf0pbh9QzNPHhmjrynKreubaW1NcODAORzbpae3gWgsgK6phMM+UqkIY2MZXtxzBus148cA01M5crkypqmDAul0gWeeOUGqIUIoaBGLBRa3sSyDucw8Pp9BOOKnb1Ujzz57kqamGI2NUcIRP5qmELnM3MpPwhMueSeDquh0BbeiKTriorUVpqqxqa6JsGGR8ocw1Qs/W01RMF4n7dUVgtF8FsfzGMlncTyXm5o7ODY7ybncHKfnZrmnYxXfPbt0IVzRsTkzn+bujj6+f/YYSX+AlD9ExXUYzs9zND1FzPJxei7Dba3db+o9h0I+NmxsxXUvBCFFAV3XOHNmkpmZHOGwn7q6EOGwD8PQqFQc5uYKTE/nEAJu3r2KtWtrw1DTk/OMDs0yOTaHrqncef8W9DfxGZSuLTIovM0MXaU9GXpbF/7omspndvVgGRpfefQYqqpwy9pGmptjKKqCYeh4nodh6Oy8sRdNU2lojGLbLrquYVx0ApidyTE/X2T3zasxTZ1ioUJzc4zbb19HKOxD01S23NTFdKVAvRZk3dZW1totmLqGaeq0tiZYs7aW7miaOi2tCXRd49bb1lzy+L2FTB1DffMnIlPz0xXaesnvO8IjUynx+MgZHhw6seQ1QobJf9h255Leza+lLrQuHclnyVbLxC0/UdPC0LRaOQlgvlJecpcAtXH4899zhaDqupQcm4JjY6oabaEoOxpbaQqGV3zdy+npSfF//cePLnnM8wRPPX2Cs2en+PCHt/LBD26kqTG6mGkkhKBQrHLq5Djf+qeXqVQd4vFaqq5pGYwMztLV10A+W3qdqkvStU4GhWtEIuTjo9d3MjJb4J9eOMvq5hhN8QvjvmNjWc4NzqJpCuvWtzB0bpb5bIm1a2o1m44fH6NcqhKLBWtfVxxWr2okGLJYvbaZSNSPptU6jI2Us1RcB0d4PD9+jh0NrfT46xZfKxRanpljWZdOzy27Nqfmp1kXa0BXtRUzjN5qsotPM/ildTtXLJGtKApJ3+Ubyfh0jS31TQzMp9la30zINImYPlbFkjQGw+xQ2hjIptlc37Qk4Ph1g+sbWhnMZthS38RMqYAQMJKb57qGFuYqZQayGRoCb/5iQdNUAoGlVWCnprL84Puv0tvbwC/8i1sJBpenGYdCPlL1YQIBk9//gwd48qnjfOLj1xGJBdh6QzemqZNqii5JR5Xef2RQuIbUhX382j3r+Z+PHOVPHzzMr9+zgeZEbajn3OAMs+k8Ab/Ji3vOUC7btLUl2PfqIC3NccZGM2zZ2rHYqtHvNzh8eJjbbl/Hxo1ti6+hKSqtoQin52YZyc+Tq1bIVWv9F8TCFfFkNs/ZmTSnp2eZmM9RtO3a+H3AT2cixtqmFF2JOD6jNnSlKgpjxXlmynmur28nai4fajo/0Z6vVDg6PsWBkXFG52rDOqlwkE3NjWxqaSIR9C8JKqqikLpEy83agjbBUGaOI2OTnJicZjZfAgXqQwHWNqbY2NzAlmQT21MtS7aN+2rHWO8PsinZuLi/M9OzzOQL+AyDtY31bK6vTVaniyWatTCHBid57vA5hBDEg34q8y5rGurpTsax9OW/jkLUSlurqoInxOLP4eLHFUVhZCTN8Eiau+7asGJAOE9RFDo764lGA+x/9Rwfvn8rru0yPDBNbr6E5wnu/vg21BXu2kZm82TyFcKBN77+RnrvkUHhGpMIWfzCB9bye9/cy589dIR/89HN1IV96LpGW2sCgNOnJ4nHgyTrI4yMZCiVqoTDPurrw4yNzdHcHKOpKcb0VG4hw+XCCabiOgxmM/h1g65InKZgmJQ/hO26vDg4zENHT7FvaJSJbJ6q6y4ZVlGUWlBJBPzc3NvJl27cTk8yUXvMCuDTjCWvdTFT0zgzPctXnnuFZ84MkqtUFvetKgqWrrO5pZFf3HU9N3S1LUn7XMn5E/V3Dhzle4eOMZSeXyi1ff5YFUxNpTuZ4DPbNnL/hjWELPOyk9KeEHx1zz5+ePgELbEIX/mZj9EcjfDy4Ahfef4VDo6OU7adxeM+//PoTib4k099iO5kYun+PEE2X+L04DS9HfXkixVaG2PkChWEJzg9OEVXW5JY1E+pZFOtum8oI8kTtQ5yuVy5Nqxo6rR11VOtOJw5PsZKu8iXbf5pTz/t9SG2dNQtf4J0zZD3idcYRVFIRfx88fbVTMwVeejVISq2u9hYJRCw6O1tQAjBq/sGWb26kc6ueuazJZ5+6gSVik0sFsQ09YUJ5aX71xWVvliSDXUNJHwBuiIJgoZJ2Xb46gv7+PaBowym56i4DrqqUhf00xwNkwoHMTUdx/OYyhf4zsGj/N8PP8nYfJaq63ImO8ORzDg5e+WGOpO5PL/34BP86OhJinaVRMBPSyxCXTCAqiiUbJsXB4f53R89xjNnBvG8y/d8mMoV+P1HnuZPnnqBM9NpHM8jZFo0RcI0RkL4dJ2q43J8Ypr/+uizfPnpPeQqK7fHvJjjelRdl0yxRK5c4bkzg/zuA4+xZ2CIiu1gahphy8TSa9lFjucRtkwSgeV3R7OZPPuPjTA6Mcd8rsTweIbZuQIHj4+QyRYZnZznwPERpmfzRCI+AgGTl1/pZ2Y2v2JwEELgOB4HDgwxNZUlWR9G01Qc22ViNMPk2ByrN7QuW1EPkM5XOD0+zyd3dhMNvsW2ptJ7grxTuAapqsL1fSkE8NUnTlB1PO7e0rokt9zzBK7rYZo6igJ33bUBz61dNQohUFWV664PLLsy1lSVhG95jnrIMrl9VTfHJqboTia4rr2FLa1NNEZC+A0D2/UYyszxnQNHefbsILbr8cq5Ub5/6Dgf376O5kCEomMTW2HoCOD7h46Tr1TZ1tbMp7ZuYHVDEr+uU7RtXjk3ytf3HuRceo6RuSx/+tQLdNXF6apbOQc/X6nyZ8+8yEPHTuF4Hi3RCB/bvJabutqJBfwIIRjP5nno6EkeOX6GQrXKN189TH0oyBd3bnvdEhcAFcdlz8AwPzh8nJlCkd09HdzW10VvfR0+XadYtTk9Pcsr50bY0tpEyFp+ovWEQFHA5zPwPEFmvkhxYV2Jpqmk6kJEwn6qtkN7ex3r1jVz4MAQf/RHD3P3BzfQ2ZkkFK7Vl7Jth5mZPPv3D/LAjw4iBNx4Y28tCcG1sasOM1M5dF2lozeFdtEdW6nq8NjBEcpVd8Uug9K1RQaFa5SqKOzoS6EAf/bQEaazJX7pg+uIBmpDIJrGkqwjc4XaSRePK3ueRzFXIhD2o64wNKMoCvet72VVKkp3EmL+ILoaRlEMPFFBVSz6UlE2tzTyn370OE+c6sfxPJ45M8imnhTjpRwR02KuWiJkLD9BzpXK3NjVxn++/wO0xaJLgtXahhR9qTr+4w8fZWw+x8nJGb5/6Dj/8tYbl6X9CiF46vQADxw+geN5NEfD/N6H7mRXd/uSBYJ9qSTXtbfQEAnxl8/vpWw7/OO+w+zu6WBNQ/3rlnmoOA5/9cJeHM/j12+5gU9v20jEVxvr99wZFDXFjV11fGbbGjyhoKnuQnOcC8dQnwhh6C1omoqqKoSCHUTDfsJBH6qqsHltK5qqoKoquq7yhS/sZn7+UV5++Sz79w8Sifjx+UxUVcGxXfKFCrlcGZ9P5/77t7JroXT27HSWStnG8hnksrV5hfNxr+q4fPP5szx2eJTP7u6hre7yE/PSe58cPrqGqYrC9b0pfv2+DZwcm+ePHzhMoXLpzmbCExRzJUr5WsvNaqlKMVeq1eQv2+QzBTxXUC6UKcwXcR0Xz/UoZIvYFZuQNcnG5jQhM4frzVB1x8iWn6ZYPUjFGaRQeZFEUPDxzesIGLUrzslcnnojTIM/hIqCT1v5OiVkmXxhx9ZlAQFqd0Y3dLTx0U1rUZXahOxTp/qZLhSW7SdbrvCdA0cXJ79/+rrN3NTVvuKK8YBp8Jltm+hN1cbQx+azPH6yf1n66Uo8IZgrlfnklvV87votRP2+xeN27OO49nFc5zSa9xKmchzXPgIs/b9RVZVELLgYCFJ1YSxTJx4NEA37CfhNLMtYTDtdu6aZ//B/foTPfe4menoaancXmQIzMzly+TKhkMVNN/byb//NffzcF3YRXBgGiiWCrN7QSjjiw7SMxUDqCcH+gVl+fGCYe7a0cd+29ksWXpSuHfJ/+Bqnqgo7elMoKPyvHx/jh3vP8amd3Rgr9PGdGUvzwvdepnVVM6uu62Hvjw9QLVVZs3MVqqqy//HD3PzJG/jx3z5FJBGmubcRwzIYOTVGIOxny90RNCNA7VpDoKBjqElq2f4Gpt6Bik53MkHIZ1K0bcq2g+sJbmvqxRPikmsVWmNRNrZcuhCbrqnc1tfNP+47TKZYYmRunjPTszSEl2YenZme5ejEFACpcJA7V/esOIZ+XjIU4Lr2Fo5PTOMJwSvnRvi5G7YS9r3+uHpDJMTHNq/DZyz9NdP0TlB08NKgRlDVBIoSBC4MzYwW0wR0i7i58pX5ufw0QcNH0rqwzkFVFVpb43zx52/mU5+8nkymQC5fxnU8fD6DSNRPIh7CNJf+jIMhH8GQj5bXTCCfGa9V4v3gljY+s6vnDa2wl977ZFB4H1AWmqXwwXX85ePHUYCP39CF9ZpVq5bfJBgNUMqXmR1Lc/KVs9Q1x5kdS7N2Rx+6qeHYLoZlsPGWtRx78RSZiXlUTSE7m0MTm/CZvsXicbXqPx0L/7pwMvcb9uLJX1BLrdRfZ+FaayxCzO9DCEHJcTBUdcnVvbLwnIZwiEyxeXz5pwAALwhJREFURNG26Z9Oc1NX+2IgEUJwZHxysbheSyxKU+Tyi8d0VaU9HkOhVmRiPJsjWy6/oaCwqj5Ja2x5EUBNX0jx1ZoAQdGpUnZsim6asO6n6jkM5qfpDdcSAnJOmfFihqQvTFC3GC7McnBuiPXRVkxVX/yepRpkqgUqnk17MElHJPm6xwgsOz7H9TgyNMs/PHuaurCPT6zwWZGuXTIovE+oqsL1vfUIBF959Di5ks3913UsWeDmuR7BWJCZ0TSrru+hZ0snoWiAttUtjA9MMjOaZrx/kmgyguU3CYT8pK5Pkpmco6G9HtMyF0o9CwqVKnOlMjP5AtlyhZJtU3VdbMdlOl+kUL1QiE8gmCrl0FWNsGGteLfQEAktrj+YLhXwaTozpQIl16ElGKExGCJomSSDtffjeoKJXL6W238+KADnZudwvFoZjFy5zHcOHH3dhXEHRydq+aNCUKraFKpvrBNdcyyMz3i9iVmFdCXPkflhxooZOkMp6n1hJspzJH1hklaExycO4wlBdqZEVyhFwSkzU85ih10eGz+MhyA/U2JTvIOjc8OsMZpIqWE0q/bGVE3FdTw8x0VfSCSwqw6Wf3mKbanq8O09/Tz46hANsQC/fu+6N9UXRHrvk0HhfURRFK7vSSEE/PnDR5kvVfni7atJLDTZCcYC1Pc10bG1i5wQbP7gZhTHJRQLYfpN7v7iHRg+g54tneiWwdYPbMLnN5mfzWFYOp4KZ6dmeOJkP68MjTCUniNXqVJ1HBxP4AkPzxO1PPmLjqvs2jw1fga/brC1rpXWYGzZsYesCwuyqq5D0alydj5NtlohalpALWhcfAWfr1RwPcH50SHbdZkrXUh5PTE5w395+Mk39TN0hVgMKq8nYBjLusitJGoGmKnkSFghJkoZNsRamSnnFl7PY6SYZnWkmXorwkwlx6Z4O5pSW10+WkyzOtpMgy9S6yNtBxGn8ownJ8jO5ogmI/Rs7qCYLZJL56lWbKyAxcxImnU39qEvDG3NF6u8cHKCfWenGZkt8Imd3dzQl6JN9mV+35FB4X1GVWtZSVBLV/1/f3iIX/zAWtqSQVRNY9Z2MFSFs+emsR2XpmSE6XPTBPwGIb/F2LnJ2mOZAtGwjx3rO0g0xihVbf5x3yH+7qX9jM5nF07GCkHTJOLzEfaZ+HQdU9dxPY+j41NU3VrpCV3RiJl+snZ5xcwjAP2iLKKuaG2RV2ckzmg+u9h/WYEli9YcTwBLK5fa7oVyF4amrriK+HKC5vKeCZeiKkub4QghqNou5ms6n/k1E01RaQ8mOTE/iicEg/PTFO0qzf4466Ot2J5LzAwSNvwcnhsiUynQGUyxLtaK47nEjCCaouLXDCy/jlN1EK6o/e0JhCcoFysoqgpCEIoHEQLS+TLHhjM8dniU02PzbOxI8Ct3r2djR+INv0/p2iKDwvuQqtQmn5sTQf7myZP8l3/ex+du7uPmtY14QjA7X8BvGTQmI4xNzZOMB5nPlxnMpGtDQ6Uq9YkQuUIZx3VRUfnOwaP88ZMvkK9U0RSFzS2N3L22jw3NDTSEa2sVdE1FV1VG57P88je+z2QuD9SGj/qi9fg145Ircu2FMtG1nsy1k5WuqvTGLkyOClgMNFA76V988lUVZcmk8s7Odr5wwxYutYp6Jaam0hqLAJCrVmrNcy65eloseT+uJ5jPlqiLBwHByHiG1qY4mqryoZZtWKpOT6gBXdGIpyOkjCimqrOrfjWzlTx+zSBk+Gn2xxaG2vx0h1LMVHL4dZOAZtIRrCcTt7Edj+5YAJ9ZC0DR+gjR+sji8Tiu4MRohr956hSTc0XiQYsv3rGa2zc0X+b9SO8HMii8T6mqQnsyxK/evZ6/+PFRvvrECWzXozMeJGDpdDSZGIZGY10Ey9RwHA9FgWyhQiTkQ1dVbNdF1zSGMnN87eUD5CtVFOCedav4rTt30xQNr3i1mS4Ul/x7KJ/hpdwczYEoNzV0rXi8c6Vy7YR2matX1xNLhoeiPt+S9puGphG7qIlPwDTY3d3JdKlQW4GtqNiehys8/LpBulSiLhAgWy6jqyod0RiaquJ4Hv2ZNAenJtja2ERs4U4lbJpLjufcSJrvPHQARYHezhThoMXxMxPcuXsNQ6NpfvjjQ+ze0cPWje1EjNqiuXy2wnOvnmVmqsjaVDP7Xh0imy/T25Vi/9kRKhWHSNjHbTeuWpycbw7UFulVbJcXT0zx9WdO43gerXUhPn9LH2taYheG3hyPUtXhicOjfO/lQcJ+g3/38a10pcL4TR1thXLu0vuLDArvc8mIj3/9oU08fmSUrz1zmm3dSb50xxqigdoJLvKajMhEdOkDQghOTM4wlJmvfT8Y4Od2bqU5Gr5k+miuUl0yjNMeirMqmKQpECFrl3FXGLMfn68Vv7vcVWy2XGZ2YW2Crqo0RcNLYoiqKHTVxdEXTuxj81my5TJHpic5OTtD3O9ntlQkZvkIWxamqtE/l6bqupiaRl0gQNTykS4VOZGeoWjbHJ6apClUe50tqaal77NQxmfq2I5Leq5AV3sd7kkPz/NoSkXo606xdWP7Yh9ogKHRNM0N0dqiskyBQ8dHqUsEOXV2Ett2MU2dfKFCueoQWthOCMGJ0Tm++/IAx4czfPLGbrpSYb770iB/8+RJ/tNPXUfA0jk9Ps93XhrgzPg8tuvxc7etYlNHHfVvU68L6b1JBgWJkN/gQ9vaaYz5+ebzZ/mv393Pfdva2d5Tj/8NLFaaKRQWJ1/rQwFaoiv3YobaCezsTJr8RT2Xq57LkZkx4pafkmMTafER0JZedQ9n5pnKFWiLRy95HIOzGSaztSGpkGXSW1+37Dg2tTQS8VmkiyWGMvMcn5ymKRzG9jzCpknSX6ulVOcPEDJNZkrFxQV15yeNA4aBrqpEfRYJX4DRXJZVieXpn7qm4febmG4tmM2k86QzBaZmckTjAWzHZWQsQ3tLYqEsuSAU9HFmYIq5bInmhhipZJj6ZJhUXYjB4TSmqVEq17KfHNfj6aNjvHh6inPTORpjAX7t3g1s76nH0FSKFZc/f+Qo//0HB9FVhXPTeZIRH5+6sZvWuiBrWuLyzkBaRgYFCagt/trRm6IhGuCf9pzljx84zG0bmvnojk7a6i6fgWJdVAvIXcguupRMqczDx04tGfu3VJ2ucIK8XSFi+lZMSR3P5tgzMERLbMOKQ1JVx+HHx8+QX0h17aqLL6s6CtBbX8fW1iYeP9VPtlTmm/sO87v33cGauvrF5wghUBaa5HTHLuzj4t7Od3bUuqWdb2Bz/u+LdbQmWL2mkarjEDRNbNtl29Z2Rks59uUm2LKlvRZwFMhWKhyemqArEadFJFhjWYTCFpG6AFQ9kvEQDckIiqpQKNm8cGqK0XSB505MsL4twT1b27l3axu+iyaxt/ck+dzNffRPZgHoa45y39Z2Ait025Ok82RQkBYpikJnKsyv3bOBhlg/D+8fIlus8gsfWEt9xHfJE0lTNIzfMCjZNhPZHIfHJrl9VXDJyVsslH346z372DMwtGR7gaDkOszbZW5p7CGom0uCBtQKzP39y/vpSSbY3NqEpiiLJ2Lb9fjxiTM8fPw0QtSGju5a20vcv7zZT9A0+Mz2TewfGSddLPHEqbPUBQN88cZtNEbCaEqtlpCoHTRCCCqOy/h8luOT0+zq7iAe8C9NNV342n1NUPD7DGbsIkemp2iLREn4/cxZNo7r4cOgNRXD1DRKts3zw+dIl0rkK1XG8jlW19UxMz7FqrokfS11qIpC1fEYmsnz+OFRXjo1SV3Yx2d39XL7huYVV2WbusY9W9uWPS5JlyODgrRMwNL5md29bGiL878fO8Effv8Av3jXOrpS4WUnH0VRWJVKsrohyYGRcXKVKn/85AvMlcpsaErhM3TylSqnp2b50dGTvDQ4QiIQwBNiMfvI8TyEKhYXvi2rbaQoNEfDnJ1J8zs/+DEf3rCGTS2NhCyTfKXKS4PDfP/wcWYXJrC3tTXzofWrVwxiiqKws6uNn9+5jf/13MsUFlJp9w6NclN3O6tSdQRME9fzyJUrDGfmOTE5Q/9MGhTY0NRAfIUy1ytxPI/hbHYxwJ2bn6v1T4jHEaLWI0IIgcBDCEHAqKW7mppGxPJhex498QQKCmOZIl975jRHh9LEgha/+eFNrGqOYS4Uy5OkK0UGBWlFuqaytSvJf/zUNv7+6VP8P995lc/c1MOdm1rRF7p9nZcMBfnSzu3854eeYKZQ5NTUDL/3o8eJ+X3omkrVcZkvV7Bdl45EjN/+wM083z/EN/YeBMDSdLYmWhkpzK1YOjsR8PPv7rqFbx84yrNnBvn/nnkRv2Fg6hpV16W4sMJYAVY31PObd+xaVvPoYpau87M7tqAoCn+9Zx/pYokTk9OcmJyupa2qKt4Ki9Qut88Vf4aqyu72DhzPI6AXmC8LfLqKpRVR1ECt85s7gU6WG5otBDFCVohspULINOiOx1FQeOn0FF994gSFss2X7lzD1q7k4oJDSbrSZFCQLklRFFoSQX7lg+t46ug433qhn+dPTPKxHZ1s7UouXqGqisIdq7tRFPjrF1/l9FQtM2cqX0Chlgoa8Zlsa2vhizu3saW1iarr8tjJMwRNE0d4vDx9jqrnkPKHCBkWChC0DOJ+H+ubGtjR2caG5ga+9vIBHjl+mul8gfmSjaC2HiHq87Gzq40v3Xgdaxtfv7S13zD4uRu2srG5gX969QivDo+RKZWoOi5V111cCGfqGlGfj576BHet6SX1OoHh/DGjKPhNg5ivNoRVqZ4grA+ioCFcDUu/AXCxnX6giqXM4bd2o2k6Pr1WiuLk2Dz/vOcsA5M5bl3fxI6+FH1NMTk5LL2tFPFG+vdJ73uu5/HS6Sm+9fxZ0vkKd2xs4db1TXSlIovPEUKQKZY4NjFN/0yaXKWCrqrEAn7WNCTpq6/Dv1ALqGQ7jM/nUBRIRYKczE4RM/0krABxqza8NJ0rkKtUCJrmYu0j23UZSs9xdGKK8fkcrieoCwZY21hPX6rWwOb1AkLBrvDyzDk2xptJ+kJUHIfhTK2q6th8jmLVxtBUwpZFUzRMRyJGQzhEzi2TsAKYlyjvfb6j2/kObTG/n2SoVovJ80oIKiAEiqItVEVVESKHwAPhoaphPKEzNV/iwMAM3315gFTUz23rm7l1XfOKlW0l6UqTQUF6Uybmivz4wAh7z06jKPCpG7tZ3RwjGa41fslWy6QrRXyagV/XiRg+xopZFBQMVWWqnKcnUrfQj3mp8x9FV+Qo2+cIGH2o6vLJ4rciUykyWpyjwR8hYQZ4aOQYq6IpeiP1DBcyFJ0qXaE6fLqxeCwTpSzpSpH2UG0O4Fw+zaporXHRuUIGU9VoDcaWLJB7qzwhmC/U6g/9057+WuZTQ4TP3dJHd0PkdbeXpCtFDh9Jb0pjLMDnb+3j1vVN/I8HDvGVR48T8hl8dlcPq1tiZLw8I8U56nwBwoZF2PAxXS5Qdmz8uoErvGUpq0IIXJHD9fIYWi0FNFd5EUOLY6ktuF4Jx8ugqzE0deniOdcr4njzte2EwBUlhKhiaEkU5UJqa86u0J+b5djcBJ/o2IylGShAyanyxNgpOkIJ2oIX2nfansszE2cJ6iZNgQiaorI/PUJzMMpoYY69M8PYnsuH2zfQHFi+dsLzxGJZ8GK5SjjgW3FC2HU9ZvMVhmbyfO3pU8zkyqxpifPTu3vpqA/JoSLpHSeDgvSmqUqtRMbv/dR1zBWqPHV0jL96/ASGrnLL+iZu39hENGBhampt8jdaXythrSoganMMSwnK9gDF6gl0LUbc/wF0NU6tdpBLpvhjAILWRvxqz+JWnqiQKT6CJypoaghdjVGyz+I3+9C1OAoXVvweyozieh7ZagVHeDiei+15mJrOdcl2DmfGmCkXFgvy6arKtmQbB2ZHGCnMsSqawqfpOJ5Lzq7gCJf2UHzFOx6A8Zl5KlWHuVyJ8ZksG3qbaG+ML0mjzRZtvv1iP3vPTlOxXa7rqefX791AUzxAUPZClq4SGRSkt0RRFGJBi1jQ4mcSvdy4qoGhmTzfeuEsL5yYJOQzWNsS496t7bS8Tl9fgU3VGcOjQtkegCUJSCqGlqTsDCDE0rULrpcnV9mP3+hFEWU8UcRvriJi3cBri9wlrSCzlQJrYw3MVUrM2yWGCxmaAhFmKwWipp+IeWGoyvEE06U8AkHMDHAmO0OmUqI/N8vqaAM5u4Kl6eiKylQpR50vuGQYSVNVKraL43o0JSP4rdoKbcetzc08enCEyfkimXyFz+7uZXVzjM76MH5L/kpKV5ecU5CuGM8TjKYLHBicJVeqsufkJKqqsLa1NizTWR9iQ3uCpnhwybCI42WZzP09lt5O1RknGfo40/lvEba2EzK3UHIGKFVPAArJ0McWt3O9AtP5f8Zv9GLqzVScITQ1Qtja+saPWbjknQy6YuIJF0fYhI0EY4UcAig4tRXSCjBbKbIh3oSuqhzLTBA2LMquQ9V12F7ftiQoXPxrNbcwVzA8W6BUcTgwOMP6tgS9jRGaE0Gu66m/bEtQSXonyaAgvS08IZjNlfnOiwNMZ0u4nmBoJo8QsKO3nnVtF8pH9DWFiYWmqToFRrIuqVAMnzaFqgbx691U3QkcL4tPb0fXYovbCSFwvBkqzhim1oCimCiKhq4uHeMXQmBXHMrFCsLz0E0dX9CHpqnMVsY4m38VvxbCFQ6WGqDB10nO9tfaZLo2nhBEzVoV05Q/hON5HEqPEbcClF2b9lCcJn9tMrhQcciXbfonsziuIJ0v88ThMfJle3GO4Oa1Texc1SBbXErvSjIoSO8I1xOLqZaPHRohW6otOLNdj1TEz7+6fyPxsMnTAwP0JBL01dX6JLzyyEFOvHSarXduYMOuNcvSTU+8fIZXHjlA96YOdn5oG5qu4Xkerzx8gIEjw9z+2V3MjMzy6N8/w9mDg1TLNonGGFvv2MAHPn8Lep3D2fx+onoK13UJWVEs1U/crFU8vbim0cW9ni+WzlfIl22yJZuvP3uasXQRIQSWoaGpCtf11vOBja20J0Ny9bH0ricHMKV3hKYqNMUDNMbauHldE+5C05xS1eUPvrufp46Oce/2FmK+Wq8GRVHwPI+9Pz7I9778EKbPYMNNa5b1wzm59yxf//3vcufP7GbHPVvQdA3hCV5+6AAPffUJMhNzvPzwAeyKTbIlgeVXOLWvn4NPH2PgyBC/9idfZH1kN9WKy+hwGl9jlNmpPLPuGOGon2K+gm5qNLbEMa0Lk7+lam2+4OljYzz06jClqoMnBOta49y3rZ2O+jBRvwGKQtDS5fCQ9J4hg4L0jlIUhdBFmTWCCo4n0FWV6kJZifM1gV6r6NjMVArMlousi6cW1xRcilN1ePCvHueG+7bx0//+YzR2pfAcjwNPHeV//tbfsucH+7jlkzu58cPX4SlVsjMlVE/j6P5BwhE/wbCfzGyelo46YokQplXrDHdsJMPfPHmSXMmm6njcsbGZHb0pNFWhMSYzh6T3NhkUpKvGdjwefHWIquOyc1WKsGmiqeolVyQXnSovTw5jajqtoejrBgWA+pY6vvCfPk3b6ubF/e780Db2PXaIh/7qCU7uPcvOD23Hsgw239CDEILmjjo0feFuxfXQDQ1tYTVxvmzztWdOE/ab3LWplaZ4gHVtCbmeQLpmyKAgXTW5UpUnjozxyRu6aEuGUIDtzbWT90r9CWKWn91Nnfh1g4BurrzT11h9fQ8tvY1LAo1u6jR3N6AoCtnZPK7rohs65kI6qHWZK/2H9w+TyVf4xY+tpUuuNJauQTIoSFeNJ2pprImwhaoolB2HmUKBVCiEuWyBG+iKSlPwzZ2Im7obUFco960bOooCnuPy2pGqyaksR0+M0tIUp6U5zqGjw6iKQt+qJvYPzLC2NS4DgnTNkkFBumrOTmYp2w4Rf+2qXwFmi0X8hkHC/yb6Bl8mf84XtN70ppm5AvlCBcPQ6B+cpn9wplbtNeBjYq7E/dd1vPFjk6T3GJkSIV0Vruexf2CGpniQ9vrQ4mMj2SyZUukN78exnRUnpc97Kz0H6hIhohE/R46NousqmqbS0V5HPFareKqr8tdGunbJOwXpqhiZLfDSqUk+fVMPAbP2MXSEoOq6S5rbnG/pWSswtzQj1fM8sjM5PHdpM5yflKap1NeFWdPXRCIexO8zcRwXn8wqkt4HZFCQropCxQEFNnUkFq/mC9UqEcta7LmgoBCI1IaRMpPzC3cEF8JCMVvizIHBK3pcnvCIx/wk4kFc4YIQdLbXIfBI5+wr+lqS9G4kg4J0VbiutzCgf+EkH/X58ISgZC+cfBXoWNeKZmgcevoYw8dHaVtTy06qlqs8/71XOPbiqSt6XHP2LBW3TEgPk3dyGKoBKDieTakUwXY9uSpZuqbJoCBdFfsHZokETIK+Cx9Bv65zU3v74pARwLqdq1izo5fjL57mv33pz9l+1yasgMnQsRGOvXiank0dnHj5zBU7Lle4zFanmLfTFN08dWYDFa+Epfo5POxg6irtyTfXq1mS3ktkUJCuirlihZZEkPhF2UGKohA0l64/SLYk+OU//Fm+/gff5cTLZ/jelx9C1VSSrXXc/4sfYOudG/nb3/sWTd0NKAtX8Iqi0NhZz5odvSSa4qwk0RhjzY5emrpSSyaj40aSkB5BRcHDQ13oyeC4gldOH2Fje2LJMUvStUYWxJOuij998DDlqstvf2zLit8XwsMVNgKBgsLU7DDZEYfiXAk0j6a2Fupbkqi6SqGQQ9EEfl8QV1RRFR2vquLYDoZloBvasiykQrmEqApMU8ewjNfNUprJlfm/vvEy92xp56M7Oq/QT0GS3n3knYL0jsuVbEZnC3TUhy/5nKpXZLR4kJI7R8LspOybo3XDaibLxyi584SD7eiGjiccxsU+7GqRhNJJwZ6l0b+OoJXEvEy20KHCSdaEuwgatYnsi6+N5u0coBA1QovBYjJTpFhx2NC+8p2HJF0rZFCQ3nGj6TxjmSKf2dVzyedoiontFXG9Kqqi4YoKRTeN7ZUx1SCaUjvhCwSOV8ZSw6joRMwmQkb94n6qjouhLa+nlK7M82z5VVK+BOsjvRyZP03Zq7I1toanpl/BFR67k9to8NVdOCZVwWfKXxnp2iY/4dI77tTYPGGfQfdlSkVoikFHaCcAKhp+PYah+IgazVS9IqYWWvieTk/4ZqpeCZ8WRllYj+l6Huem8zxyYJiPXN9JS2JpS1BN1VgX6uFU/hx5p4ilmZwrjlFyK7QHmogaIVJWAkl6v5FBQboqTF29bOcxRVGYyDvoqoqpKQxlXbY3RFEUBUsLLXmepYWxtAtDUa7n8dTRcb72zCk8TzAyW+C3P7aFaODCJLZPtfDrPkxFZ7Iyy3hpGnWhnaZf8zFRnqXBlySkB96Gdy9J714yKEjvSiXH5nh6ilXxemzP5aXxYXJ2hbWJerLVCuOFHIaq0hOtoyF4IUi4nsfTR8f5xrOn+fD2Dtrrw/yPBw5xbDjNjasbF5+3Nb4Gv+ZjW3wdpmZQZ8bQ0DA9P81mkKDmr2UgCcGyinmSdA2TQUF6VzJUDccTzJaL1PsDlF0HgD1jw1Q9h6ligYBuUHKcxaBwPiD8w7On+diOLu7d2kbV8WitC/LKmWmu601hLFRMjei1bYyFyeQIMU6Pz1AX1ihXHXTNINDk59TYNI7r4clfFel9Qlb2kt6VdFUlYlmL6527InF6ogkqroOl6TQHI6QCoSV1kk6MzvF3T5/iI9d3cs+WNnRNxW9q3LWplVcHZhiZzQO1TKOSM8p89QiOqD1WsR2qjosQAtfzqNi1IKQqCrqmory2D6gkXaPk5Y/0rjRTKnAqPYOpaWxJNRHz+TA0jZjlw9R0hBDomoqhqgghmJgr8rVnTtPXFOXOjS0YC53SFEVhbUstjXRqvkTnQhqswMP2sigLi9PqI0HqI0sno4UQ9DTWso+ODWfeqbcuSVeVDArSO8r1PKazZQxdvey1d8zy85nVGwEFn64BCrqqcEd7NxfXS1KoFdf7i0eOYekav3TXuiU9oAF8pkbEb/L1Z8/Q3RAhGTZxvAIqOuc7KpxPWRXuCCghUCxwx1H07iv59iXpXU8OH0nvqIrtcejcLF0tGVRtedXRqptjrtKPpihELB8Ry8LUdExNQ1XUxa/P/zE0jUcPjnBoKM0dG5tJRnzL9lkX9vErd69jvljlwMAsiqLh0+rR1SCecBafJ7wCovwYovwQovwowhl4W38WkvRuJO8UpHdUoWJTqjpU1BOkKw2EjVYsLUbOHkZTTBRUJkr7ELiEjFbKziyusAkZTRScCVxRJag3YmkRhBCcGJ3jR/vOcdemVrZ111/ydbsbIqxqivLMsXE2dyaIBD2q7jx+veXCkxQLxViDQENR46A2LX5rNl8BlCXF+iTpWiTvFKR31OnxeUpVl94mHxV3ntHC89hejpIzw1D+SSrePFU3y3x1kHO5xxgqPM1o8QVmy8cYyD5C3h5novgKAOl8hb/48TH8ls4nb+xeNmx0MVNX+fk7VlOo2Hz7xQFUxcDS6lCVC2sXFEUHYweKcR1o7SByQC2Q/fjgMGtbY9SFZTE86domg4L0jnr59BTdqTDtdSnqfGtRFJWsPUzRncERZVxRxdJi+PV6Su4srlcmqKcw1CB+PUnC6sMRFQplm6eOjpEpVPjVu9eTWmHY6GKKotAcD7K9u57DQ2kGpmawvSwX/woIdxLcfkT5AUT5h4jqHgCyxVqtplvWNWPql15wJ0nXAhkUpHdU2Xapj/ppDHZjqAEiRjuWGkVBJW724tfqMLUQJWeajtCdC4FDx9JiRM1OdDVA2GjlR68O8c97+vn4ji76mqJvuBfzfdvb0VWV/f02QaMTVbloBFUJg3BQtBYUrRfUC2UuFEXBd5kV2JJ0rZBzCtJV0RDYtuTvmHUhyyditl/0ddvi10GjoVbNtNrHK2cOsr07yf3XdaBrb/zaJmQZBCwN1xOczzw6T1EDCM9AOP2AhqJ1ATA0k8N2PRkUpPcFeacgvWNcT+C43us/8TIqtstfPX4CTVX4/C2rFlcov1llZ4KCfQ5xUfYRAN48uDO1rxfmG8YzRRIhi9ZkEEm61smgIL1jhqZz9E/maK8PcSQzTsmxOZoZZ7qc55mJM7wyPcRsucCT46d4fOwk0+X8ku1t1+Oh/cOcGZ/np27qpjH+5ovVVV2Xiu2hqT4MNbwkJbXGAxQQHhffSaiqgiYzj6T3ARkUpHdEqerw90+foj0Z4pa1TYwX5zk2N87p7DTHMhPoispEKcvRuXEGc2lMVef43MSSfUzNl3hg7zk+fVM3mzuTb+k4Ht4/TKFis7WrkaqXQeAufYLWBXofqOHaAjZJep+RQUF6R9iux2imyM3rmogGTPoiKV6aPkdbME5ANyi7Do5w0RSVen+IOiu4pK5RoWzzg1cG8ZkaG9vr0NS3dtU+ninSlQqxqjmEpgQX+y8sckcQzonaH3fkJ3nLkvSeJCeapXdEseJQsV00RUFRFFqCUW5KddEbqUdVFE7MT9Loj9ASjDJfLRM2LGJWrVVm2Xb52jOneeHkJL/1kU00J36yHgeKoqIpPgSvHToCFBXF2AruIIjlK64l6Vong4L0tnNcj6eOjKGrCr1NUaBWGntLXevic7bVXcgyipq1YBAHPE+w98wUTx8b5yPXdbC+NfGG008vR1V0LK1+yeI14eVBrUNRYrUHtNaVN5aka5gMCtLbbjxT5JEDw/z0zb00vYnJYSEE+/qn+esnT3L/9nY+sbNrsfrpT0pXg+jqa7KJnNMIex+IMih+oIKit624vSRdq2RQkN52xaqDENDXGH1TcwHpfIVvPHeGDW0JPrGz++1fTWxsQhFVhCihqGGEl357X0+S3oXkRLP0tsrkK3x7Tz8NcT+x4BvP5nFcj++8NMBousDOVQ3vyMIxRdHAWA2UEe44irHxbX9NSXq3kXcK0tvq8FCaYyMZfudjm/EZKtl8GU2tTTabhoZ+iav/bLHKK2em+OyuXnb0Xbr66VvhegLPE6gr3LUoagzFunvhH3JdgvT+I+8UpLdN2XY5NpIB12V4dIZn957h8KkxhsYzHDk9zlQ6v+J2Qgj6J7MUKg5dqTCaeuU+pr2NEfons+w5NYnniZWfpCgyIEjvW/JOQXrbHBqcZc/JCX721lVsak9QtR00VUHTVFJ1YXzWyqWusyWbbzx/lht6U6xuiV3RY7pjYwuT8yX+7qlTdKXCNMUDl81myuQr7O+fIRnyrXhnIUnXGnmnIL0tSlWHZ4+P054Mc9umNprqI7Q3xWlpiNFUH6UuFiToN1fc9uzEPFPzJT64pRW/eWWvW0xd496t7dRHfXzl0ePM5MqXff7x0Qz9Uzk+s6vnLddZkqT3Evkpl6442/H4mydPsn9ght1rG7EWJomVhYVrlzNfrPLtFwcImDp14cv3SHirUlE/X7x9Df2TWf7swSOcmZhfcShJCMGLp2r9H5oTwSuyPkKS3u1kUJCuuIm5Iq/2z3D3ljbu2NDy+htc5NX+aYZm8nzpztVvW1AA6EqF+Rd3rmFoJs8ffGc/z5+cIJOvLPnz6sAMBwdnaEuGCFhypFV6f5CfdOmKmsgU+Z+PHKW1Lsi9W9vf1GIzzxOMpYskIz42d9S9rf2QVVVh99omVjfHePrYGH/xyDF85tJMqFLVZUdvPR/cIhewSe8fMihIV8xYusCfPXQEn6nzK3evI3lRi0whBCV3DksLoykrf+xOjM7x2KERPrqjE+MdaHupqQqN8QAf39HFquYYxcrSWkiWobG+LX7F5zUk6d1Mftqlt6xQtpkrVIHaquW/evwEAL9693osf45z+WOEjCS2V0ZBIVMdwadFSFqd5J0ZNMXEEw62Vybp6+bxw6M0xgJ8YFPrW66C+laYhsbWrrdWiluSrjUyKEhvStVxKVddBqZyPLR/iBOjcyhKbUFYImjxhdtWUxe2GC2eYrY6hKpojJeO49diqIqGKxxGiofI2pME9ToURSWgxcjZU+RKVdqSIUK+lVNVJUl6+8mgIL1hM9kSf/3kSQancmRLNu3JEL9x7wb8C2PxTfEgsaAJCGxRAQSqotPoX4OhWHgIKm6eRv9q/FoUSwuhKTqmGkBVNGDuKr47SZJABgXpDShWHH649xx7z04zli5w37Z2NnfW0Z4MEQksX2sgBMTNFnxqkKjZRECPL3tOzFwpK0k2tZGkq00GBemyPE/w0ukp/nnPWa7rqefnb1/Fmpb4Zcf8FUUhZjYTM5vf8OvMFSpkChVSMf+VOGxJkt4iGRSkyzo6kuHvnj7Jxo46fvnu9URXuDMAGJ6aw/U8hiYz9LXW01QXoVy1yRYqpOKhJc/tH5slGvJRF7nQz+DJI2NkizZ3bZKNbSTpapJBQbokIQSDU1l8hsZP7+pidCqNVxelYjuks0UCPoPmuihDUxmODEzQ2RjHE5DOFWlIhJnM5PE8gRCCfKnK0FSGRDhA//gsCgrdzXW0N8TwBAzP5mmI+WlJBF//wCRJetvIoCBdku167D07TUd9mBcODxD0GRwbnMQ0dAxdJVessKqtnnMTGUoVGyFquf0KCgpQKFfpH52lszHOC0cGiYf91EUC2I6H47q8cmKIaNCHruscGUrzkes639FUVEmSlpNlLqRLEgLyZYfuVBjbtokELDoa4/hMnVWt9QT9JoVylXDAIhEJIBBUbZeq7eAJQcAy8ITA9TxKVZvGRJhI0I/P1FndliIS8FF1HFwh8ASE/IasLyRJV5kMCtLr0jSV27f1oigQC/lprA/hD+h0NCToa6lHVVWEEFi6TrZYZnq+QLZQYWw2i+24TGXybF/VyvFzUwxMzOKPKPgCKu0NMQxd5/FDI7iuRyoiJ5kl6WqTw0fSZalKrQtaZ2Md3U11eHiczo0wJzKs7ezAEx63bu5GAJ7wWN1Rj6oouMJj57r2hb0ogKClPsK54iQD8xN0BxO01TUwPJ3ngX1DfOG2Vay5wr0TJEl682RQkC7J0FS2diV56fQUP1V1UHSXPbNHmCyn6Qu30Z8f5Ux+hN5QK6qicjY/QtKKkTAjnMwNkbLiBDSLgO4nU82SMCO8mjlJySmjKrWZh0LFAQHdqYhsYiNJ7wJy+Ei6JFVVSIQsihWHsu0yVclgqQarwrU7gIpnIxAMFMbI2gWSVowtsT5sz0FXNPrzo8zZeYpumUw1h6qorA13sDHWQ9KqFaD73suDtNQFiYesq/xuJUkCGRSk1xEP+ShWHP7myZMIWyfnFJkoz+IJjzO5EVRUdEXHUHWCuh8FhbP5UVzhYaoGQc3HUGGCifIsqqKgKRq6UiuLkSvbnByb496tbZdc/yBJ0jtLDh9Jl7W9O8m/vn8jf/TDQ3hC8Klb+wj4VCJGkFXhNiqeTVgPoCoqCgqeEKwJ9qJpHrpiYComdVYUUzWIGEFiRhiodTk7PT6P43o0xeXaBEl6t5B3CtJl6ZrKlq4kv37vBo4OZ/j2M6P4vBB+zSKsBymXVfIVl2LVZSyXp+w6nJmdxyRApQpHp6dp8ieps6IYqo5PM/FptaGictUh5DNIRWXWkSS9W8g7Bel1GZrKDX0pyrbL914a4M8eOsKndnbTXO/nwNQ4DcEw+WoFXVUpOw4Bo7Y+IWjKISFJeq+RdwrSG6JrKndubOE3P7yJibkiX3n0GKMzBYKGScmuEvP5qLgupqYxVcwzUcgzkc8xXSyQr1av9uFLkvQGyTsF6U3pSoX5zfs38eUHj/DlHx3l331iC83xIArgCoGuqrSFo7X+ygqsSiQxtLe/taYkSVeGvFOQ3hRFUehuiPAb923A0FX+6fl+ihUHTVUxNQ1VUbB0HUPTMFQNS9drAUKSpPcEGRSkt6QrFeaXP7ieI0Npnj02juuJN70PXVMp2y65khxekqR3CxkUpLdEURR6GyN8cmc3335xgGeOjb3pwLCmJYZlaDx8YJiq475NRypJ0pshg4L0lumayt1b2/j4DV38/dOnefro0sBQqTqUqza24y72VfA8QcV2cBYK4H3+lj6eOTrO6GzhKr4TSZLOkxPN0k/E0FTu2dqGosA/PHsav6lz4+oGXM/j4OlRNE1FCDB0laDfIl+qYNsu3S111EWDrG2NkwhbfPflQX7hzjUr9nyWJOmdI+8UpJ+Yoancs6WNDW0J/u7pUzx/YoJK1cUwNIQQZAtlZuYKlCs2VdulVLUXJ5/rQha/dNc6Dg7O8tUnTpCV8wuSdFUpQog3P0MoSSuYzpb484ePMjVf4nc+sZXmeBAhasNGKAqqUitwIYRAU9XFhjqO6/H44VG+9cJZblnXxOdvWSU7sEnSVSKDgnRFzSwEhvlilet7U9y7rf0NF7t78NUhvv1iPz932yp2rWmSgUGSrgIZFKQrbnq+xLf2nGV//wy9TVE+fWM3XQ2R112vUHVcfrj3HD/ce44v3rGa3TIwSNI7Ts4pSFdcfdTPr92zgZ/e3cvR4Qz/44HDDM/keb3rD1PXuHtzG92pMH/31Clmc+V36IglSTpPBgXpbXPr+mZ+99PbsQyN//a9Axw6l8Z2vctuE/IbfPj6TjxPvO5zJUm68mRQkN42uqbS2xjhdz6+lS1dSf779w/wl48dZ2Q2f9ntTE1FVsaQpKtDrlOQ3laKopCM+PjczX201YX45gtnODKUZmtXkts3tNDVEF4y1yCEYCZfBhQZGCTpKpATzdI7RgjBwcFZnjk2zuB0jnzZ5oOb2whYF65NSlWHRw+OcOOqBj67uxfLkBVWJemdJIOCdFXMFSo8+OoQe05NLvvejt4Un7qxG78pb2Ql6Z0mg4J01TiuR2WFQnimrmFocrpLkq4GGRQkSZKkRfJyTJIkSVokg4IkSZK0SAYFSZIkaZEMCpIkSdIiGRQkSZKkRTIoSJIkSYtkUJAkSZIWyaAgSZIkLZJBQZIkSVokg4IkSZK0SAYFSZIkaZEMCpIkSdIiGRQkSZKkRTIoSJIkSYtkUJAkSZIWyaAgSZIkLZJBQZIkSVokg4IkSZK0SAYFSZIkaZEMCpIkSdIiGRQkSZKkRf8/B5feIafO9V0AAAAASUVORK5CYII=", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from os import path\n", "from PIL import Image\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "\n", "from wordcloud import WordCloud, STOPWORDS\n", "\n", "# get data directory (using getcwd() is needed to support running example in generated IPython notebook)\n", "d = path.dirname(__file__) if \"__file__\" in locals() else os.getcwd()\n", "\n", "# Read the whole text.\n", "text = open(path.join(d, 'die-marchen-der-gebruder-grimm-kinder-und-hausmarchen-141-mbytes-20200716/Die Märchen der Gebrüder Grimm_Kinder- und Hausmärchen_141 MBytes_20200716_djvu.txt')).read()\n", "\n", "# read the mask image\n", "# taken from\n", "# http://www.stencilry.org/stencils/movies/alice%20in%20wonderland/255fk.jpg\n", "alice_mask = np.array(Image.open(path.join(d, \"img/alice_mask.png\")))\n", "\n", "stopwords = set(STOPWORDS)\n", "stopwords.add(\"said\")\n", "\n", "wc = WordCloud(background_color=\"white\", max_words=2000, mask=alice_mask,\n", " stopwords=stopwords, contour_width=3, contour_color='steelblue')\n", "\n", "# generate word cloud\n", "wc.generate(text)\n", "\n", "# store to file\n", "wc.to_file(path.join(d, \"alice.png\"))\n", "\n", "# show\n", "plt.imshow(wc, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.figure()\n", "plt.imshow(alice_mask, cmap=plt.cm.gray, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8c83aa12-7267-4efe-a065-c7c3609f4a07", "metadata": {}, "source": [ "### Reading Difficulty\n", "\n", "Those who have read \"[Five Stars: The Communication Secrets to Get from Good to Great](https://trello.com/c/thMj5Mi6)\" might still remember the [Hemingway App](https://hemingwayapp.com/) mentioned in the book. Linguistically, it's calculating the [Gunning fog index](https://readabilityformulas.com/the-gunnings-fog-index-or-fog-readability-formula/). The index, however, [works only for English](https://datascience.stackexchange.com/questions/29987/german-gunning-fog-index-function)\n", "\n", "The formula, on the other hand, involves 2 factors:\n", "\n", "1. the length of sentences\n", "2. the number of complex words\n", "\n", "The length distribution of the sentences can be calculated and visualized as follows:" ] }, { "cell_type": "code", "execution_count": 10, "id": "80702c45-2c74-472c-80ed-d8a89fbb364e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sentences = text.split('. ')\n", "sentence_lenghts = [len(i.split()) for i in sentences]\n", "sentence_lenghts.sort(reverse=True)\n", "\n", "data = np.array(sentence_lenghts)\n", "\n", "plt.hist(data, bins=100)\n", "plt.xlabel(\"Length of Sentence\")\n", "plt.ylabel(\"Frequency\")\n", "plt.title(\"The Length Distribution of the Sentences\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.7" } }, "nbformat": 4, "nbformat_minor": 5 }