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Preliminary text analysis of the Osama Bin Laden infodump in May 2015
{"nbformat_minor": 0, "nbformat": 4, "metadata": {"language_info": {"pygments_lexer": "ipython3", "codemirror_mode": {"name": "ipython", "version": 3}, "nbconvert_exporter": "python", "name": "python", "version": "3.4.3", "mimetype": "text/x-python", "file_extension": ".py"}, "kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}}, "cells": [{"metadata": {}, "source": "# NLP analysis of Osama bin Laden documents #\n\nBy David Taylor, [www.prooffreader.com](http://www.prooffreader.com), [dtdata.io](http://dtdata.io)\n\nOn May 20, 2015, the Office of the Director of National Intelligence [released documents written by Osama bin Laden](http://www.dni.gov/index.php/resources/bin-laden-bookshelf?start=1), captured during the raid on Abbotabad.\n\nMy first thought was, **\"Great, a corpus!\"**\n\nBear in mind that these documents are translated, almost certainly by many different people. That said, let's explore.", "cell_type": "markdown"}, {"metadata": {}, "source": "## 1. Download the files\n\nThe ``requests`` library makes this pretty easy. The documents themselves are all PDFs of 12-point courier. That's government info release for you. They're encouraged to do it, but they don't gotta make it easy for you to do anything but read one document at a time.\n\nI pulled the list of links from the html source and regexed it, nothing fancy.", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "%%time\n\nurls = \"\"\"http://www.odni.gov/files/documents/ubl/english/06%20Ramadan.pdf\nhttp://www.odni.gov/files/documents/ubl/english/A%20Letter%20to%20the%20Sunnah%20people%20in%20Syria.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Afghani%20Opportunity.pdf\nhttp://www.odni.gov/files/documents/ubl/english/CALL%20FOR%20GUIDANCE%20AND%20REFORM%2013%20April%201994.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Despotism%20of%20Big%20Money.pdf\nhttp://www.odni.gov/files/documents/ubl/english/The%20German%20Economy.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Gist%20of%20conversation%20Oct%2011.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Ideas%20as%20discussion%20with%20the%20sons%20of%20the%20Peninsula.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Instructions%20to%20Applicants.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Jihad%20and%20Reform%20Front%2022%20May%202007.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Lessons%20Learned%20Following%20the%20Fall%20of%20the%20Islamic%20Emirate.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20about%20revolutions.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20Addressed%20to%20Atiyah.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20addressed%20to%20Shaykh.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20Ansar%20Al-Sunnah%20Group.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%2007%20August%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%2009%20August%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%2013%20Oct%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%2016%20December%202007.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%2018%20JUL%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%2021%20May%202007.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%2013%20Oct%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%205%20April%202011.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%20March%202008.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20dtd%20November%2024%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Abu%20Abdullah%20to%20his%20Mother%202.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Abu%20Abdullah%20to%20his%20mother.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Al-Zawahiri%20dtd%20August%202003.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Hafiz.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Hamzah%20to%20father%20dtd%20July%202009.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Khalid%20to%20Abd-al-Latif.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Khalid%20to%20Abdullah%20and%20Abu%20al-Harish.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Khalid%20to%20his%20son.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Qari%20early%20April.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20UBL%20to%20Atiyah.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20from%20Zamray%20dtd%2007%20August%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20Implications%20of%20Climate%20Change.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20re%20Fatwas%20of%20the%20Permanent%20Committee.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20regarding%20Abu%20al-Hasan.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Abd%20Al-Latif%20dtd%2029%20December%202009.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Abdallah.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Abd%20al%20Rahman.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Abu%20Abdallah%20al-Hajj.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Abu%20Sulayman.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Aunt.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Aunt%20Umm-Khalid.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Badr%20Khan%203%20Dec%202002.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Brother%20Fatimah.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Brother%20from%20Abu%20Abdallah.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20brother%20Hamzah.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Brother%20Ilyas%20al-.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20brother%20Yahya%20-%20Arabic.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20daughter%20Umm-Muadh.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Hakimullah%20Mahsud%20Leader%20of%20the%20Taliban%20Movement.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Hamza.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Islamic%20Emirate%20of%20Afghanistan.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Muhammad%20Aslam%20dtd%2022%20April%202011.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Mujahidin%20in%20Somalia%20dtd%2028%20December%202006.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20my%20beloved%20Brother.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Shaykh%20Abu%20Abdallah%20dtd%2017%20July%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Shaykh%20Abu%20Abdallah%20dtd%202%20September%202009.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Shaykh%20%20Abu%20Yahya.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Shaykh%20Abu%20Yahya%202.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Letter%20to%20Shaykh%20Abu-al-Layth%20Shaykh%20Abu-Yahya%20Shaykh%20Abdallah%20Said.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Shaykh%20Azmaray%20dtd%204%20February%202008.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Shaykh%20from%20Abu%20Abdallah.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Shaykh%20Mahmud.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Shaykh%20Mahmud%2026%20September%202010.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Shaykh%20Mahmud%20and%20Shaykh%20Abu%20Yahya.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20sister%20Um-Abd-al-Rahman.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20sons%20Uthman%20Muhammad%20Hamzah%20wife%20Um%20Hamzah.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Special%20Committee%20of%20al-Jihads%20Qaida%20of%20the%20Mujahidin%20Affairs%20in%20Iraq%20and%20to%20the%20Ansar%20al-Sunnah%20Army.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20the%20American%20people.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20UBL%20from%20daughter%20Khadijah.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Um%20Abd-al-Rahman%20dtd%2026%20April%202011.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Um%20Abid%20al-Rahman.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Um%20Saad%20from%20aunt%20Um%20Khalid.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Umm%20Khalid%20from%20Sarah.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20Uthman.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Letter%20to%20wife.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Message%20for%20all%20Muslims%20following%20US%20State%20of%20the%20Union%20Address.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Message%20for%20general%20Islamic%20nation.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Message%20for%20Islamic%20Ummah%20in%20general.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Message%20from%20Abu%20Hammam%20al-Ghurayb.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Message%20to%20%20Muslim%20brothers%20in%20Iraq%20and%20to%20the%20Islamic%20nation.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Report%20on%20External%20Operations.pdf\nhttp://www.odni.gov/files/documents/ubl/english2/Request%20for%20Documents%20from%20CTC.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Spreadsheet%202.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Study%20Paper%20about%20the%20Kampala%20Raid%20in%20Uganda.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Suggestion%20to%20End%20the%20Yemen%20Revolution.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Summary%20on%20situation%20in%20Afghanistan%20and%20Pakistan.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Terror%20Franchise.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20letter.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20letter%202.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20Letter%203.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20letter%20from%20Khalid%20Habib.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20letter%20re%20Afghanistan.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20message%20re%20Egypt%20demonstrations.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20statement.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20statement%202.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Undated%20statement%20re%20American%20conversions%20to%20Islam.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Verbally%20Released%20doc%20for%20Naseer%20trial.pdf\nhttp://www.odni.gov/files/documents/ubl/english/Zamrai%20UBL%20letter%20to%20Unis.pdf\"\"\"\n\nurls = urls.split('\\n')\n\nimport requests\nimport os.path\nfor url in urls:\n filename = os.path.split(url)[1]\n r = requests.get(url)\n with open(filename, 'wb+') as f:\n f.write(r.content)", "outputs": [], "execution_count": 29, "cell_type": "code"}, {"metadata": {}, "source": "Those ``%20``s are hard to read, let's convert them to spaces.", "cell_type": "markdown"}, {"metadata": {"collapsed": true, "trusted": true}, "source": "import os\nimport glob\nimport urllib.request\nfor filename in glob.glob('*.pdf'):\n os.rename(filename, urllib.request.unquote(filename))", "outputs": [], "execution_count": 95, "cell_type": "code"}, {"metadata": {}, "source": "## 2. Convert to text\n\nI'm sure there are perfectly good ways to do this in Python, but I used another program, Calibre, which I know does a good job. Unfortunately, Calibre truncates the filenames of the new ``.txt`` files; two sets of files were thus given the same name, so I put (2) in one of the names to differentiate them. I could write a script to rename the files to match the PDFs, but I don't see the point right now.", "cell_type": "markdown"}, {"metadata": {}, "source": "## 3. Make lists of tokens\n\nThe data is arranged in the list ``documents``, containing a dict with the following keys:\n\n* ``name`` : the filename (without .txt extension)\n* ``text`` : the full text\n* ``tokens`` : a list of tokens", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "import re\nimport glob\nfrom nltk import word_tokenize\nimport urllib.request \ndocuments = []\nfor filename in glob.glob('*.txt'):\n # remove .txt extension\n name = filename[:-4]\n collector = {}\n collector['name'] = name\n with open(filename, 'r', encoding='utf-8') as f:\n text = f.read()\n # remove line breaks, multiple spaces,\n # Page numbers and and translators' notes\n text = re.sub('Page [0-9]{1,2}', '', text)\n text = re.sub('\\n', ' ', text)\n while re.search(' ', text):\n text = re.sub(' ', ' ', text)\n text = re.sub('\\(.+?trans.+?\\)', '', text)\n text = re.sub('\\(TN:.+?\\)', '', text)\n collector['text'] = text\n tokens = word_tokenize(text.lower())\n # keep any token that has at least one alphabetic character\n # e.g. tokens with apostrophes in them, which happen a lot\n # in Arabic transliterations.\n # there's probably a way to do this with a list comprehension,\n # but sometimes it's best just to code quickly and accurately\n # and let a few lines of code that you'll only ever run\n # once take a bit longer. That's my philosophy, anyway.\n # A lazy man's philosophy. If only I could comment the\n # rest of my code so thoroughly!\n tokens_alpha = []\n for token in tokens:\n if len(re.sub('[^a-z]', '', token)) > 0:\n tokens_alpha.append(token)\n collector['tokens'] = tokens_alpha\n documents.append(collector)", "outputs": [], "execution_count": 1, "cell_type": "code"}, {"metadata": {}, "source": "Let's have a look at our data structure, and the first few things in each.", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "print('DOCUMENT NAME:', documents[0]['name'])\nprint('TEXT:', documents[0]['text'][:60], '...')\nprint('TOKENS:', documents[0]['tokens'][:10], '...')", "outputs": [{"text": "DOCUMENT NAME: 06 Ramadan\nTEXT: The beginning of the decision: The enemy is the Crusader a ...\nTOKENS: ['the', 'beginning', 'of', 'the', 'decision', 'the', 'enemy', 'is', 'the', 'crusader'] ...\n", "name": "stdout", "output_type": "stream"}], "execution_count": 2, "cell_type": "code"}, {"metadata": {}, "source": "## 4. Explore documents and corpus size\n\nHere we'll look at some properties of the corpus as a whole.\n\nFirst, a histogram of the documents' length. Most of the documents were titled 'Letter to...' or 'Letter from...', so we'd expect them to be short.", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "import seaborn as sns\nimport matplotlib.pyplot as plt\n%matplotlib inline\nplt.style.use('ggplot')\nprint(plt.style.available)\n\nlengths = [len(x['tokens']) for x in documents]\nplt.figure(figsize=(10,6))\nplt.hist(lengths, bins=20)\nplt.title('Lengths of documents in Bin Laden correspondence')\nplt.xlabel('Number of tokens/words')\nplt.ylabel('Number of documents')\nplt.show()", "outputs": [{"text": "['grayscale', 'dark_background', 'bmh', 'ggplot', 'fivethirtyeight']\n", "name": "stdout", "output_type": "stream"}, {"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xbb3cac8>", "image/png": 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SYWGh+vbtq9q1aysxMVFBQUGSpO7du6tz585/vXoAAABc8NwG1po1a6pZs2bn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\n"}, "output_type": "display_data"}], "execution_count": 112, "cell_type": "code"}, {"metadata": {}, "source": "What are those two long ones?", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "for i, length in enumerate(lengths):\n if length > 4000:\n print('DOCUMENT NAME', documents[i]['name'])\n print('TEXT:', documents[i]['text'][:500], '...')\n print('TOKENS:', documents[i]['tokens'][:50], '...')\n print('')\n ", "outputs": [{"text": "DOCUMENT NAME A Letter to the Sunnah people i\nTEXT: From the series (and you will uncover the road of the criminals) Report 2 A letter from the Mujahid brother Salih Abdullah Al-Qar\u2019awi May God bless him To the Sunnah people in Syria Abdul \u2018Azzam Brigades Wednesday, 24 November 2010 Production: Al-Fajr Center for information In the name of the Lord the merciful the compassionate Thanks to the Lord who makes the believers and workers victorious. Who made the Sunnah his worshippers {if you make the Lord victorious then he will make you victoriou ...\nTOKENS: ['from', 'the', 'series', 'and', 'you', 'will', 'uncover', 'the', 'road', 'of', 'the', 'criminals', 'report', 'a', 'letter', 'from', 'the', 'mujahid', 'brother', 'salih', 'abdullah', 'al-qar\u2019awi', 'may', 'god', 'bless', 'him', 'to', 'the', 'sunnah', 'people', 'in', 'syria', 'abdul', '\u2018azzam', 'brigades', 'wednesday', 'november', 'production', 'al-fajr', 'center', 'for', 'information', 'in', 'the', 'name', 'of', 'the', 'lord', 'the', 'merciful'] ...\n\nDOCUMENT NAME Letter to Shaykh Abu Abdallah d\nTEXT: In the name of God, the Merciful, the Compassionate To: Our Dear Shaykh, ((Abu 'Abdallah)), may God keep him and look after him and gird him and guide him and instill wisdom in his words and his deeds, that it may fill his heart, amen. Peace be upon you, and God's mercy and His blessings, Praise be to God that you are well. We have received your latest messages on Thursday, 3 Sha'ban , and we had previously prepared that which you are reading now. These are some of the points that we can write ...\nTOKENS: ['in', 'the', 'name', 'of', 'god', 'the', 'merciful', 'the', 'compassionate', 'to', 'our', 'dear', 'shaykh', 'abu', \"'abdallah\", 'may', 'god', 'keep', 'him', 'and', 'look', 'after', 'him', 'and', 'gird', 'him', 'and', 'guide', 'him', 'and', 'instill', 'wisdom', 'in', 'his', 'words', 'and', 'his', 'deeds', 'that', 'it', 'may', 'fill', 'his', 'heart', 'amen', 'peace', 'be', 'upon', 'you', 'and'] ...\n\n", "name": "stdout", "output_type": "stream"}], "execution_count": 8, "cell_type": "code"}, {"metadata": {}, "source": "Apparently Bin Laden wrote both short and long letters. 6000 words is quite a long letter, it would be about 20 pages double spaced.\n\nFrom the above we can verify that punctuation was removed, yet words with non-alphabetic characters, like ``al-qar\u2019awi``, were retained.\n\nNow let's put all the tokens together and see what we can see.", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "all_tokens = []\nfor doc in documents:\n all_tokens += doc['tokens']\nprint('There are {} tokens altogether.'.format(len(all_tokens)))", "outputs": [{"text": "There are 74908 tokens altogether.\n", "name": "stdout", "output_type": "stream"}], "execution_count": 9, "cell_type": "code"}, {"metadata": {}, "source": "Let's do a comparison with some novels' word counts, taken from http://commonplacebook.com/culture/literature/books/word-count-for-famous-novels/", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "word_counts, novels = zip((36363, \"The Lion, the Witch and the Wardrobe\"),\n (59635, 'Black Beauty'),\n (67203, 'The Fault in Our Stars'),\n (74908, 'Osama bin Laden correspondence'),\n (77325, \"Harry Potter and the Philosopher\u2019s Stone\"),\n (95022, \"The Hobbit\"),\n (109571, \"The Adventures of Huckleberry Finn\"),\n (174269, \"Catch-22\"))\n\nimport numpy as np\ny_pos = np.arange(len(novels))\nplt.figure(figsize = (10,7))\nplt.barh(y_pos, word_counts, align='center')\nplt.yticks(y_pos, novels, fontsize=14)\nplt.xlabel('Number of words', fontsize=14)\nplt.title('Comparison of size of Bin Laden correspondence', fontsize=17)\nplt.show()", "outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xbad1b00>", "image/png": 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pGzMzM9jZ2ZW6f4Ve/59YeMzC4124cAF5eXlo166dwjZ+fn6IioqCjo4OYmJi8MUXX8Dc\n3FzheO7u7rhz5w4ePHigdE6I3hUf1ENERG9laGgIfX19pXu/XldQUIC///4b1apVw7NnzyCEQNWq\nVZW2MzExgRBC4R4oVQ/2qVixosLfqp6iWL16daVlxsbG0kNdcnJyEBQUhN27dyM7OxtmZmawsbGB\nrq6u0n6FxVFR2rVrh4ULF2Lz5s0ICwvD6tWrUaVKFQwePBgDBw6Ujqmqz1WrVlW4HxSAUgwaGhoQ\nQhR5/MKC+vU3rm9r/21q1KiBjRs3YuXKldi3bx+2bt0KXV1deHp64ocffoCOjk6R+86ZMwenTp1C\nWFiYwoNuHj9+DABo3Lix0j4ymUzhXjtV/Soqb6/fj1pSenp6sLKyUljWuHFjaGpqYvHixfDz88OX\nX36pct+irruCgoJSx/Gm9evXY+XKlUhPT8cnn3yCL7/8Enp6ehCvZo0hIyMDQggYGxsr7Kepqamw\nrDS5VnWdAXjrtfb48eO3fshS2nOmp6entN2bywr7FBAQoLTt633y8/ODnp4etm3bhtDQUCxduhRm\nZmYYNWqUQpFb3P+GjIwM1KtXT2mbwtfX6/eGv3lNFOaw8Jp48uSJyraqVq2KtLS0UvWvkKrzVvih\nXmFbVapUUWqr0OPHj3Hv3j2l10Hh8R4+fFjsB0hEpcWikoiIitW8eXOcPHkSWVlZKouyEydOYMiQ\nIZg5cyY6dOgAmUyGR48eKW2XmpoKmUwGIyMjpYfclFbhG7bXPXr0SHry58yZM7Fv3z4EBwejefPm\n0hvZnj17qnW89u3bo3379njx4gViY2OxYcMGzJkzB9bW1vjkk08AAH///bfSfqmpqUqFQmkVjrqk\npqYqFeGpqakKo1ElYWVlhcWLFyM/Px8XLlzAnj17EBkZiRo1amDo0KEq94mMjERERASmT58OJycn\nhXWVK1eGlpYWtmzZovQBgBCiyK8AKezX33//rfRgodTUVCmvZcHGxgYAkJCQUGRR+b7s378fs2fP\nxnfffQcvLy+pIJg7d640WvnJJ59AQ0ND6XVTUFCgMEqvbq5LysDAQOVr69y5czAwMJBGcsvynBkY\nGAAAZs+erVSgCSEUPvTp06cP+vTpg4yMDJw8eRJr1qzB+PHj4eDgADMzMwDF/28wNDQs8rUKoFR9\nMDY2VtlWYfFX2v4Vp7Ct9PR0heVPnjzB1atX0bBhQxgYGKBhw4aYMmWK0rGAVyPyRGWN01+JiKhY\nvr6+ePbsGebNm6e07uXLl1i0aBEqVaqEtm3bomLFirC1tcWBAweQl5cnbZeTk4ODBw+iQYMG0NLS\nKnUMb76BPnHihMLTDi9duoTk5GS4uLgAAM6cOQNHR0d4eHhIBWVKSgpu3rxZ6pGncePGwcvLC8Cr\nURZ3d3eMHz8eAPDgwQPUrl0bJiYm2Ldvn8J+6enpOHHihFIRVlrOzs4AgL179yosP3HiBB4/foxG\njRqVuK3NmzejcePGSE9PR4UKFeDg4IDAwEBUrly5yGlxsbGxmDFjBry9vdG7d2+l9Y0bN0Zubi5e\nvnwJKysr6efZs2dYtGiRyg8YgFdTcXV0dJT6FR8fj2vXrpWqX8UpfGLnm1Me/wlxcXHQ1dXF0KFD\npYIyLy8PJ0+ehEwmgxAC2tracHBwwMGDBxWuz+PHjytM1y4u16oKqtJwdHTElStXFD70efnyJQIC\nAhAZGYmGDRuW+Tlr2LAhtLW1kZSUpNCnGjVqYOHChdK58/b2xnfffQfgVWHYoUMHDB06FAUFBUhJ\nSZHaK+5/Q+PGjXH16lXcuXNHIY7du3dDR0cHDRo0KHHsLi4uuHLlisJMjrS0NIUnXRfXv9e3LY6t\nrS20tLTw22+/KSzfsWMHBg8ejOzsbDRq1AgJCQkwNzdXON7Zs2exatUqhenURGWFI5VERFQsGxsb\njB49GvPmzcPt27fRvXt3VK1aFXfv3sX69euRmJiIZcuWoXLlygCA0aNH4+uvv8bAgQMxcOBACCEQ\nFhaG1NRUBAcHv/VYRU3Ne3N5amoqBg8eDF9fXzx+/BgLFy6EXC5Ht27dALx6I7dv3z5s2rQJX3zx\nBe7cuYOVK1eiUqVKxX59x5tcXFywZ88eTJw4EZ06dUJOTg7Wrl0LQ0NDuLq6QiaTYcyYMRg/fjyG\nDx+Onj17IjMzE8uXL4dMJsOwYcNKdbw31alTBz179sSqVauQm5uLJk2a4Pbt21iyZAnkcjm6du1a\n4raaNGmCuXPnYtiwYRg0aBD09PRw4MABZGZmon379krbJyYmYsSIEVJuL168qHAuPv30UzRv3hzO\nzs4YMWIE/P39IZfL8X//939YtGgRTE1NixxJNTAwgL+/PxYtWgQdHR20bdsWqampWLx4MapWrap0\nr1xJZGZmKsSYl5eHuLg4LF++HM2bN3/rKOXbpoUWJyoqSuUIV/fu3dGwYUP8/PPPCAoKQps2bZCe\nno6NGzfi77//hhACmZmZ0NHRwejRo+Ht7Y1vvvkG/fv3l3Lx+j19xeW6bt26avcBePUB0u7du/H1\n119j6NCh0NfXR3h4OPLy8uDj4/NezpmRkRG++eYbrFixAi9fvoSLiwsyMjKwfPlyJCcnY9KkSQBe\nXbuLFy9GSEgImjVrhoyMDCxduhS1atWSRqKB4v83DBw4UOrj8OHDYWJigoMHD2L//v0YOXJkqUYO\nfXx8sH37dgwaNAgjRoyAlpYWli1bJk1rLk3/3qawLWNjY/j6+mLNmjXQ1dWFi4sLbt26haVLl6Jv\n374wNjaGn58f9uzZAx8fHwwaNAgmJiaIiYnBmjVr0KNHD6UpvURlgUUlERGVyKBBg1C/fn1s2rQJ\n8+bNQ3p6OqpWrQp7e3ssWrRIoXBwdnZGeHg4lixZgrFjx6JChQqws7PDpk2bih0FUHX/pEwmU1re\nvn17VK1aFWPGjIGmpibatGmDsWPHSm/AJ0yYgIKCAoSGhiIzMxNffvklpkyZgvv37yM4OBhpaWlv\nvS/pdV26dEFOTg42btyIgwcPokKFCnB0dERERIRUSHTp0gX6+vpYuXIlvvvuO1SsWBHOzs5YsmSJ\nwnSzovpXnOnTp+Ozzz6THj5jYmKCrl274rvvvoO2tnaJ27KwsMDq1auxZMkSTJo0CVlZWahXrx4W\nLVqEpk2bSm0UtnPmzBlkZGTg6dOn6N69u1Lcs2fPRteuXbFy5UosXboU4eHhSE1NRdWqVdG+fXvp\njXZRvv32W1StWhUbNmxAVFQUDAwM0Lx5c4wePVqtacO3bt2SRpWBVw+IqlmzJr7++mt8++23b81T\nSc5DUfusXLlS5To3Nzd07doVycnJ2L59OyIjI2Fubo7evXvD2dkZ3bt3x9mzZ9G2bVvY2dkhLCwM\n8+fPx8iRI2FqaopJkyZh1qxZCm2WJNfq9AV49VCYn3/+GfPmzcPUqVMhk8nQoEEDbNiwQXq4TknP\nWWlyPHz4cFSrVg0bN25EREQEKlWqBDs7O8ydOxd16tSRjqupqYmdO3di48aNUlE1ZswYhWusuP8N\nVapUwc8//4z58+cjODgYWVlZqFu3LoKDg9GlS5dic/R6HwwMDLB582bMmTMHU6dOhZaWFnr37o3P\nP/9cYdS4JP17W35eXz569GiYmJhg8+bN2LBhA2rUqAF/f38MGjQIwKv7OSMjI7Fw4ULMnDkTL1++\nRM2aNTFq1ChpG6KyJhPv8rEcERFROXB3d4ejoyPmzp1b3qEQ0QeE/xuIygcnVRMREREREZHaWFQS\nERERERGR2jj9lYiIiIiIiNTGkUoiIiIiIiJSG4tKIiIiIiIiUhu/UoSISiU5Obm8Q/igmJmZMScq\nMC/KmBPVmBfVmBdlzIlqzIsy5kQ1MzOz99Y2RyqJiIiIiIhIbSwqiYiIiIiISG0sKomIiIiIiEht\nLCqJiIiIiIhIbSwqiYiIiIiISG0sKomIiIiIiEhtLCqJiIiIiIhIbSwqiYiIiIiISG0sKomIiIiI\niEhtLCqJiIiIiIhIbSwqiYiIiIiISG0sKomIiIiIiEhtLCqJiIiIiIhIbSwqiYiIiIiISG0sKomI\niIiIiEhtLCqJiIiIiIhIbSwqiYiIiIiISG0sKomIiIiIiEhtLCqJiIiIiIhIbSwqiYiIiIiISG0s\nKomIiIiIiEhtLCqJiIiIiIhIbSwqiYiIiIiISG0sKomIiIiIiEhtMiGEKO8giOjf4/fLCeUdwgdF\nW0cbOdk55R3GB4d5UcacqMa8qMa8KGNOVGNelH0sOTHV14KxjqzM2jMzMyuztt6k+d5aJqKP0viD\nt8s7BCIiIqKPXrBHbRjraJd3GCXC6a9ERERERESkNhaVREREREREpDYWlURERERERKQ2FpVERERE\nRESkNhaVREREREREpDYWlURERERERKQ2FpVERERERESkNhaVREREREREpDYWlURERERERKQ2zfIO\ngOjfKjMzEzt37kRcXByePHmCKlWqoEWLFvD09ESFChWK3f/KlSswNDRErVq13rrd0aNHERkZieXL\nl5c4tqysLGzatAlnzpxBTk4O6tevDz8/PxgbGwMAUlJSEB4ejhs3bkBXVxdNmjRB3759oaWlVeJj\nEBEREREBHKkkUsvz588xadIkxMfHY8iQIViwYAH69u2LgwcPYtmyZSVqY8aMGcjIyHgv8YWHh+Pa\ntWsYPXo0AgMDkZubi5CQEABAXl4egoODoa2tjZkzZyIgIABnzpzBli1b3kssRERERPRxY1FJpIaN\nGzdCS0sLU6ZMgbW1NUxMTODs7IzvvvsO0dHRiI+PL1E7Qogyjy0vLw/R0dHw8fFBvXr1UKtWLfj7\n++P27dtITk5GfHw8UlNTMWzYMJiZmaF+/frw8vJCdHR0mcdCRERERB8/Tn8lKqXc3FycOnUK3t7e\n0NRUfAnVr18fP/74Iz799FMkJSVh/fr1uHHjBvLy8lCnTh188803MDc3x7BhwwAAQUFB6NWrF3r2\n7IlLly5h8+bNSEpKgqmpKfr16wcHBwep7R07duDAgQPIz89Hy5Yt4ePjU2SM48aNQ7169ZSWv3jx\nAmZmZpg4cSJ0dHQU1mVmZr5LWoiIiIjoP4ojlUSl9PDhQ2RlZaFOnToq19evXx9aWlqYO3cuTE1N\nERISgqCgIBQUFCAiIgIAMHv2bADAqFGj4OnpiaSkJMyePRuOjo4ICQlBq1atsGDBAqSmpgIA0tPT\nkZiYiBkzZmDw4MH45ZdfcP78eZXH19TUhK2tLXR1daVl+/fvR+XKlfH555/DwMAA1tbW0rqCggIc\nOnQItra2ZZIfIiIiIvpv4UglUSkVjujp6ekVuU1OTg5at26NNm3aSMWdm5sboqKiAAAGBgYAAH19\nfejo6OD3339HvXr10LNnTwBAhw4dkJWVhaysLACAhoYG/P39oaurixo1amD37t24e/cu7O3ti403\nNjYWe/fuhb+/v9LIKgBs2LABCQkJUqFLRERERFQaLCqJSqly5coA3j5dVEdHB23atMHx48fxf//3\nf0hOTsadO3ekfd90//59WFhYKCzr3r07AOD27dswMDBQGHnU09NDbm4uAMDb2xsymQwA8OWXX2Li\nxInSdidPnkRoaCg8PT3RokULhfaFEAgPD8evv/6K77//Hubm5iXMABERERHR/7CoJCql6tWrQ19f\nH7du3ULt2rWV1s+fPx9OTk7YtWsXKleuDCcnJzRr1gz379/H7t27VbZZ3Fd5aGgoz1QvfMjPvHnz\npGXa2trS70eOHMHq1avRqVMnfPXVVwr7FhQUYMWKFYiOjsaoUaPg6Oj41uMTERER0T9LW0cbZmZm\n5R1GibCoJColDQ0NuLi44ODBg2jVqpXClNIrV64gLi4On332GdLS0jB//nypILxw4UKRT3utXr06\nbt26pbBsxowZaNq0abHfeVmtWjWlZXFxcVi1ahW6d+8OLy8vpfUbNmzAyZMnMWbMmBJNoSUiIiKi\nf1ZOdg6Sk5PLrL33WaDyQT1EaujZsydyc3MxY8YMXL16FSkpKTh69Ch++ukntGzZEra2tsjOzkZs\nbCxSU1Nx5MgRHDlyRJqyCgC6urq4d+8eXrx4gbZt2yI+Ph5RUVFISUnB/v37cevWLdjY2Kg8vhCi\nyAI1Kys/oY/MAAAgAElEQVQLK1euhIODA9q1a4cnT55IP3l5ebh58yYOHDiA3r17o3bt2grriYiI\niIhKiyOVRGowMDDAjBkzsG3bNixduhTPnj1DtWrV0LVrV3To0AEaGhro1asXwsLCkJ2dDTs7O0yc\nOBFTpkxBWloaqlSpgo4dO2Lz5s149OgRfHx8MGbMGGzatAnbtm2Dubk5xo4dC1NTU/z1119Kx5fJ\nZNJ9lG+6evUqnj9/jnPnzmHIkCEK63744QdcuHABALB582Zs3rxZYf2WLVtUTrUlIiIiIiqKTLyP\nb18noo+WU8jv5R0CERER0Ucv2KM2LKtoF79hCXH6KxEREREREX2QWFQSERERERGR2lhUEhERERER\nkdpYVBIREREREZHaWFQSERERERGR2lhUEhERERERkdpYVBIREREREZHaWFQSERERERGR2lhUEhER\nERERkdpYVBIREREREZHaWFQSERERERGR2lhUEhERERERkdo0yzsAIvp3CfaoXd4hfFC0dbSRk51T\n3mF8cJgXZcyJasyLasyLMuZENeZF2ceSE1N9rfIOocRYVBJRqVhW0S7vED4oZmZmSE5OLu8wPjjM\nizLmRDXmRTXmRRlzohrzoow5+edx+isRERERERGpjUUlERERERERqY1FJREREREREamNRSURERER\nERGpjUUlERERERERqY1FJREREREREamNRSURERERERGpjd9TSUSlcj3t3/9lwmXp9vPkj+ILlssa\n86KMOVGNeVHtQ8iLqb4WjHVk5RoDEf07sKgkolIZf/B2eYdARET/gGCP2jDW0S7vMIjoX4DTX4mI\niIiIiEhtLCqJiIiIiIhIbSwqiYiIiIiISG0sKomIiIiIiEhtLCqJiIiIiIhIbSwqiYiIiIiISG0s\nKomIiIiIiEhtLCqJiIiIiIhIbZrlHcDbhIaG4vjx40Wu//bbb5GamoorV65g+vTpZXbc9PR0fPvt\nt7C3t8f48eOL3T4gIAA9evRAixYtyiwGVa5cuQJDQ0PUqlXrvR6nLCxbtgwxMTGoW7cupk2bprBu\n69atRZ4zf39/9OnT551zOWzYMPTo0QPu7u6lWvcmLy8vTJ8+HXK5/J3iKQupqakICAhQua5du3bw\n8/MrVd+IiIiIiMrCB11U+vr6on///gCAa9euYeHChVi1apW0vmLFioiKiirz48bExKB69eq4cOEC\nnj59CgMDg7duL5PJIJPJyjyON82YMQNTpkz54IvKhIQEHDt2DJMmTcLnn39eqn3/qVz+m82cORMm\nJiYKy3R0dAAAc+bMkX4nIiIiIvonfNBFpZ6entLvhoaG7/24J0+eRKtWrXDgwAGcOHECHTt2fO/H\nLCkhRHmHUKwXL14AAKytrVGhQoVyjubjU7ly5SJfB5UrV/6HoyEiIiKi/7oPuqgsqfz8fKxbtw7H\njx+HlpYWPD090blzZ2n9jh07cPjwYWRlZaFevXrw8/ND9erVVbb14MED3L59G4MGDUJKSgqOHTum\nVFT+9ttv2LlzJzIzM9GpUydp+YULFxASEoJ169ZJo0W3bt3Cjz/+iDVr1qBixYrYuXNnkbF4eXlh\n2LBh2LNnDx48eIDatWtj+PDhqFatGoYNGwYACAoKQs+ePWFiYoLIyEgsX75cOv60adNgaWmJPn36\nIDQ0FEII3Lt3D2lpaZg2bRqqVKmCdevW4ezZs9DW1oajoyN8fHygq6sLAIiMjMQff/yBZ8+ewcLC\nAj4+PqhXr57KPN28eRMRERFISEiAgYEBOnfujHbt2uHo0aNSTP369cPQoUPh5uZWqvNZKDQ0FAUF\nBQpTPr28vDBlyhRYW1sjOzsbGzduxKlTp5Cfnw8HBwcMGjRI6k+h27dvY9q0aejXrx88PDyUjlPc\n9XH58mUsXboUT548gb29Pb755htUqlQJAJCYmIh169bh1q1bMDY2Rtu2baVrYuvWrbhz5w6ysrKQ\nkJCAESNGYPXq1WjSpAlOnDiBSpUqwcTEBCYmJhg0aJB0vJ9++gkGBgbw8/Mrdc5en/46bdo02NjY\n4Pr167h27RqMjY3h6+sLOzs7KZdFXW9ERERERCX1UTyoJz4+HhoaGpg7dy66deuGTZs2ITExEQBw\n4MABHD9+HAEBAZg1axaqV6+OwMBA5OTkqGwrOjoaRkZGqFOnDhwdHXH37l0kJCRI6y9evIiwsDB4\neXlh1qxZSExMxMOHDwEAtra2qFixIs6dOydtf+rUKTRo0AB6eno4ePBgsbFs374dAwcOxJw5c/D8\n+XNs2bIFADB79mwAwKhRo+Dp6aky9jenjkZHR6NXr16YPHkyzM3NsWzZMjx//hzTp0/HhAkTkJyc\njNDQUABAXFwcDh06hO+++w4//fQTLCwssGDBApXHuX//PgIDA2FlZYWQkBD07t0bGzduRGxsLJo2\nbYrvv/8eALBixQo0adKk6BNXjOKmwq5atQpXr17FmDFjMG3aNCQmJmL9+vUK2zx8+BCzZ89Gly5d\nVBaUJbk+Dh8+jMGDByMwMBDJyckICwsDAOTk5GDWrFmQy+WYN28e/Pz88Msvv+DgwYPSvufPn0fj\nxo0RGBgIS0tLAMCJEycwefJkjBgxAi4uLoiLi0NBQQEAIDs7G+fPn0ezZs2K7HdpRqujoqLg6uqK\nBQsWwMLCAitXrlTYv6jrjYiIiIiopD6KkUojIyMMHDgQANChQwds27YNd+/eRa1atbBnzx74+fnB\nysoKwKv7NP/880/ExsaiefPmSm2dPHkSjo6OAP5XJB47dky6N/DIkSNwcXGRRt/8/f3x559/AgA0\nNDTQuHFjnD59Gk2bNgUAnD59Gn379gWAEsXSoUMHWFtbAwDatm2L/fv3A4B0X6e+vr7SSFxRLCws\n4OTkBABISUnBmTNnsHbtWujr6wN4Nao1fPhwpKWlITU1FRUqVEDVqlVhYmKCr776Co0bN0ZBQQE0\nNBQ/ezhy5Ag+//xz9OnTBwBQvXp1JCUlYffu3WjcuLE0imdoaKi0b6GbN2/Cx8dHaXl2drb0uxCi\nyALqxYsXiImJweTJk6VibfDgwbh27Zq0zdOnTzFr1iy4urqiR48eKtspyTnp06cPbG1tpfUzZsyA\nn58fYmNjoa+vr5AHLy8v7NixQypgK1eujHbt2ikcs1mzZvj0008BAKampli9ejWuXbsGKysrnD9/\nHoaGhvjiiy9UxgsAY8eOVSi2a9asKX3o8CY7OzvpWu3RowfGjh2L9PR0VKlSBUDR1xsRERERUUl9\nFEXlmw8t0dPTQ25uLrKyspCeno7FixcrvAnPzc1FSkqKUju3b9/GgwcPpAJVU1MTdnZ2iI6Ohre3\nNzQ0NJCUlIRWrVopHKtGjRrS3y4uLpgzZw7y8vKQkJCAp0+fwtHRscSxvD7tsmLFisjLyyuTvCQl\nJQEAhg4dqrTdgwcP4OrqisOHDyMgIAB169aFg4MD3N3dVRaFycnJSkVPvXr1cOjQoRLHZmFhgZEj\nRyosE0Lgxx9/LNH+ycnJKCgoQO3ataVldevWRd26daW/t23bhvz8fFStWlVlGyU9J6+3aWFhgYKC\nAjx48AD379/H/fv3FYpjIQTy8vKk8/bmtfnmsooVK8Le3h6nTp2ClZUVYmJipA8kijJhwgSFPmlq\nqn4Zy2QyhamshR9G5OfnS8vK8nojIiIiov+mj6KoVFX4CCGkN88jR46Eubm5wrrC0bTXnTx5EgAQ\nHByssK0QAufPn5dGMN8cPXv9YTSWlpbQ09PDhQsXcO3aNdjZ2UFXVxeZmZkliqWoAqEkXi8WAEBL\nS0thna6uLubOnauwjRACn3zyCXR0dLBw4UJcvnwZ58+fx2+//YZDhw5hzpw5+OSTT5TafTMHBQUF\nSsd/Gy0tLZX37r1+Lt+c+vp6+yXJU4MGDWBvb4+IiAg0bdpUqR8lvT5ej6lwmqqWlhYKCgpQv359\nfPPNNwrtCiGka+L1c1DozWWurq5YtWoV+vfvjwsXLqBXr15v7VfVqlVLfN+jqjy9fu7e5XojIqKP\nm7aONszMzMo7DAUfWjwfCuZFGXPyz/qo31FWqlQJBgYGePz4MRwcHAC8KgoWL16M1q1bS9P+gFdv\ntGNiYuDq6opu3bpJywsKChAUFIRjx47B0dERtWrVQnx8vLQ+KysLDx48kP6WyWRo0qQJzp49i2vX\nrqFfv36ljqUkNDU18fLlS4X4Hz58KE3jfJOZmRmysrKQn58vvchSU1MRHh6OIUOG4Pz588jIyICH\nhwcaNGiA/v37Y9CgQbh+/brSfZE1a9bElStXFJbdvHkTNWvWLFUfStLH58+fS38X3rsKANWqVYOG\nhgZu374t5e7SpUtYu3YtfvrpJwCAo6MjWrZsiSNHjmDDhg0YMWKEQvslPScJCQlS327dugVNTU1U\nq1YNZmZmiIuLg4mJiVR4xsXF4fz58/D39y9xPxs2bIi8vDxERUXB1NRUmhpLRERUnnKyc5CcnFze\nYUjMzMw+qHg+FMyLMuZEtfdZaH8UD+p5m06dOiEyMhJnzpxBSkoK1qxZg0uXLimMTAGvvgczPT0d\n7du3h7m5ufTz6aefwt3dHefPn8fz58/h4eGB06dP4/Dhw0hKSsLq1auRlZWl0JaLiwtiYmKQkZEB\ne3v7UsdSFF1dXdy7dw8vXrxAnTp18PLlS+zfvx8PHz5ERESENBqqirm5ORo2bIilS5ciPj4eCQkJ\nWLJkCZ4+fQojIyPk5eVh06ZNiI2NRWpqKk6cOIHc3FyV3zPZrl073Lt3D1u2bEFycjKOHTuGQ4cO\nKd07+K7q1q2Lq1ev4sqVK0hMTERYWJg0slaxYkW0aNEC4eHhuHXrFu7cuYNNmzbBxsZGYYRTJpPB\n19cXMTExSoUwULJzsmnTJvz111+4efMmwsLC0Lp1a+jo6KB58+bIzc3FihUrkJSUhEuXLmHNmjXF\nfq/pm7S0tODs7Ix9+/bBxcVFzWwpe9s9qUREREREZeVfP1JZ3BNCPT09kZ2djbVr1yIzMxMWFhaY\nPHkyjIyMFLaLiYmBubm5wv1zhVq3bo2oqCicPHkS7dq1w/Dhw7FlyxZs2LABLVu2VPrajTp16sDI\nyAj16tVTmOpY0liK0rFjR2zevBmPHj2Cj48PvL29sWvXLkRGRqJly5YK9+Kpysvw4cMRFhaGoKAg\nyGQy2NraSl9b0axZM/z999+IiIjAkydPUKNGDYwcOVLhftFCxsbGmDBhAiIiIrBv3z5UrVoVAwYM\ngLu7e4n6Udw5K9S8eXNcv34dc+fORaVKldCrVy+kpqZK6wcMGIDw8HDMmjULGhoacHZ2Vvnwn3r1\n6qFZs2ZYt26d0vTfkpwTT09PLF26FJmZmWjatCn69+8P4FWRP3nyZKxfvx7jx49HpUqV0KJFC+nB\nPSXtJwA0bdoUf/zxR5kWlaU5PhERERGRumSCQxlE5e7YsWP49ddfMXPmzPIOpVhOIb+XdwhERPQP\nCPaoDcsq2uUdhoRTGlVjXpQxJ6q9z+mv//qRSqJ/s9TUVMTHx2PHjh3o2rVreYdDRERERFRqH/09\nlUQfstTUVCxfvhwWFhZo2bJleYdDRERERFRqHKkkKkfW1taIiIgo7zCIiIiIiNTGkUoiIiIiIiJS\nG4tKIiIiIiIiUhuLSiIiIiIiIlIbi0oiIiIiIiJSG4tKIiIiIiIiUhuLSiIiIiIiIlIbi0oiIiIi\nIiJSG4tKIiIiIiIiUhuLSiIiIiIiIlKbZnkHQET/LsEetcs7hA+Kto42crJzyjuMDw7zoow5UY15\nUe1DyIupvla5Hp+I/j1YVBJRqVhW0S7vED4oZmZmSE5OLu8wPjjMizLmRDXmRTXmhYj+TTj9lYiI\niIiIiNTGopKIiIiIiIjUxqKSiIiIiIiI1MaikoiIiIiIiNTGopKIiIiIiIjUxqKSiIiIiIiI1Mai\nkoiIiIiIiNTG76kkolK5nsYvKX/d7efJ5f4F5R8i5kUZc6Lax5YXU30tGOvIyjsMIqJ/FItKIiqV\n8Qdvl3cIREQfrGCP2jDW0S7vMIiI/lGc/kpERERERERqY1FJREREREREamNRSURERERERGpjUUlE\nRERERERqY1FJREREREREamNRSURERERERGpjUUlERERERERqY1FJREREREREatMs7wCIylNoaCiO\nHz9e5Ppvv/0WqampuHLlCqZPn14mxxw2bBh69OgBd3d3heWXLl3CzJkzERkZWWwbV69eRVBQELZs\n2aJy/datW3Hjxg1MmTJF5frAwEBYWlrCy8sLeXl5+OOPP9CmTZvSd4aIiIiI/vNYVNJ/mq+vL/r3\n7w8AuHbtGhYuXIhVq1ZJ6ytWrIioqKjyCu+9GTNmDDQ1X738o6OjsXPnThaVRERERKQWFpX0n6an\np6f0u6GhYXmF84+pVKlSeYdARERERB8JFpVEJZCfn49169bh+PHj0NLSgqenJzp37iyt37FjBw4f\nPoysrCzUq1cPfn5+qF69+jsd8/nz59i0aRPOnj2LnJwcODg4wM/PD/r6+tI2v/zyC3bs2AENDQ20\nbt0affr0kdbl5eUhNDQUsbGxMDIyQr9+/dCkSRMAwLRp02BpaQlbW1ssX74cAODl5YXQ0FBUrVr1\nneImIiIiov8WPqiHqATi4+OhoaGBuXPnolu3bti0aRMSExMBAAcOHMDx48cREBCAWbNmoXr16ggM\nDEROTs47HXPevHm4d+8eJkyYgKlTp+LBgwdYunSptL6goACnT5/GtGnT4O/vj0OHDuGPP/6Q1l+/\nfh06OjoIDg5GmzZtsHjxYqSkpAAAZDIZZDIZ6tWrhwEDBsDIyAirVq2CsbHxO8VMRERERP89HKkk\nKgEjIyMMHDgQANChQwds27YNd+/eRa1atbBnzx74+fnBysoKwKv7NP/880/ExsaiefPmKttbu3Yt\nwsPDFZYVFBRIv9+9e1e6x9PMzAwAEBAQgFGjRuH+/fvSdsOHD4epqSk+/fRTdOzYEb/++itatmwJ\nADA1NcXXX38NmUyGzp07488//8Thw4fh7e0t7a+pqQk9PT1oaGj8J6b9EhEREVHZY1FJVAImJiYK\nf+vp6SE3NxdZWVlIT0/H4sWLIZPJpPW5ubnSqKAqvXr1kqaiFrpx4wZCQ0MBAElJSdDV1ZUKSgAw\nMzNDpUqVkJSUBH19fejr68PU1FRa//nnn2PPnj3S3xYWFgoxWVhYICkpqZQ9JyIiIiJ6OxaVRCWg\noaE8U1wIgfz8fADAyJEjYW5urrDubQ/DMTAwQLVq1RSWPXz4UPpdW1tb5X4FBQXSiOabMRUUFKBC\nhQrS368XlIXrC5/4SkRE74e2jrbCB4Lvoqza+ZgwJ6oxL8qYk38W32ESvYNKlSrBwMAAjx8/hoOD\nA4BXxdvixYvRunVrWFtbq9WumZkZsrKykJSUhJo1awIA7t+/j5cvX8LMzAzPnz/H06dPkZ6eLt0H\nGR8fr1DY3r17V6HNW7duwcbGRq14iIioZHKyc5CcnPzO7ZiZmZVJOx8T5kQ15kUZc6La+yy0+aAe\nonfUqVMnREZG4syZM0hJScGaNWtw6dIlhQKvtMzMzGBvb4/Q0FD83//9H+Lj4xEaGgpLS0t89tln\nAF6NRIaGhuLu3buIiYnBwYMH4enpKbWRkpKC9evXIykpCVu3bsW9e/fQtm1bAK9GUgvp6urixYsX\nePDggcJ9nUREREREJcGRSqJiFD4ptSienp7Izs7G2rVrkZmZCQsLC0yePBlGRkbvdNxhw4Zh3bp1\nmD59OjQ0NODk5CQ9LEgmk+GTTz6BlZUVfvzxR+jo6MDLywuNGjWS1jdq1Ajp6ekYN24cqlWrhnHj\nxkmjmq/3x8bGBmZmZhg7diymT5+O2rVrv1PcRERERPTfIhOvD1kQERXDKeT38g6BiOiDFexRG5ZV\nVN8XXxqcvqeMOVGNeVHGnKjG6a9ERERERET0QWJRSURERERERGpjUUlERERERERqY1FJRERERERE\namNRSURERERERGpjUUlERERERERqY1FJREREREREamNRSURERERERGpjUUlERERERERqY1FJRERE\nREREamNRSURERERERGpjUUlERERERERqY1FJREREREREatMs7wCI6N8l2KN2eYfwQdHW0UZOdk55\nh/HBYV6UMSeqfWx5MdXXKu8QiIj+cSwqiahULKtol3cIHxQzMzMkJyeXdxgfHOZFGXOiGvNCRPTv\nx+mvREREREREpDYWlURERERERKQ2FpVERERERESkNhaVREREREREpDYWlURERERERKQ2FpVERERE\nRESkNn6lCBGVyvW0j+f75MrC7efJH9V37JUV5kXZfzEnpvpaMNaRlXcYRET0nrGoJKJSGX/wdnmH\nQET/EsEetWGsw++2JSL62HH6KxEREREREamNRSURERERERGpjUUlERERERERqY1FJREREREREamN\nRSURERERERGpjUUlERERERERqY1FJREREREREamNRSURERERERGpjUUlERERERERqa3YonLYsGH4\n/ffflZZfunQJXl5e7yWokhg2bBi8vLykn759+yIgIABRUVElbuPhw4c4f/689HdCQgKuX7/+PsIt\nEwEBATh69KjKdRkZGYiJiZH+9vLywpUrV8rkuEePHlXItZeXFwYMGIBZs2YhOTkZAHD16lV4eXmh\noKBAZRtbt27F1KlTpfa+/fbbMontXZRljoBX/fL19VVr3zt37mD27NkYOHAgvL29MXnyZMTGxips\nc+XKFSQmJpZFqEREREREZUazvAN4Fz4+PnB1dQUA5Ofn4/Lly1ixYgWMjY3RvHnzYvdfsWIFLC0t\nYW9vDwAICQlBjx49YGlp+V7jVpdMJoNMJlO5btOmTcjPz0fTpk3fy7GNjIwwd+5cAIAQAs+ePcO6\ndesQHByMn376qdj9O3fujI4dO76X2D4UTZs2VSjsSyo9PR2BgYHo0KEDBgwYAA0NDZw7dw6LFi1C\nhQoV4OTkBACYMWMGpkyZglq1apV16EREREREavtXT3+tWLEiDA0NYWhoCGNjY7i5ucHGxganT58u\n0f5CCAgh3nOU/4z33Q8NDQ0p10ZGRqhVqxb69euHlJQU3Lt3r9j9dXV1UalSpfcaY3m7efMm6tSp\nU+r9Tp8+jSpVqqB3794wMzND9erV0bFjR7i6uuK3334D8L/z+7Fcr0RERET08SizkcqkpCSsX78e\nN27cQF5eHurUqYNvvvkG5ubmuHr1KpYsWQInJyecOHECHTt2xN9//42CggIkJibi0aNHaN++PWJi\nYrBgwQKpzcOHD+PQoUOYN29eiePQ0NCAlpYWAKCgoAD79u3D4cOH8fjxY9StWxe+vr747LPPEBoa\nimvXruHatWu4ceMGAODRo0dYuXIlrl+/jqFDhyIxMRHr1q3DrVu3YGxsjLZt26JTp04AXk3nvHPn\nDrKyspCQkICRI0eiQYMGpc5Jz549sX37dmRmZsLJyQn+/v7Q1tYGAPz222/YuXMnMjMzpeOqsnXr\nVhw/fhwAcOPGDSxduhQAcP36daxfvx7JycmoW7cuhg0bBlNTUwB4a99Kk2sA0NT832X0eszOzs4Y\nMmQItLS0sHXrVly5cgXTp09Xauf+/ftYv349bt68CV1dXbRu3Ro9e/aETCbDixcvsHLlSly+fBn5\n+fmwsbHBoEGDYGRkBAA4d+4ctm7diqSkJJiYmMDLywuNGzcGAEybNg1WVla4dOkSEhISYGFhIeW/\nkLo5UnX+bW1tYW1tDQDFxv06mUyGR48eITk5GWZmZtJyb29v5OXlAQCGDx8OAAgKCkKvXr3Qs2dP\n3Lx5ExEREUhISICBgQE6d+6Mdu3aAQBCQ0Ohp6eHjIwMnDt3Dvr6+vDy8kKLFi0AALm5udi0aROi\no6MhhIC1tTX8/PxgaGhYqmuAiIiIiKhMRiqFEJg7dy5MTU0REhKCoKAgFBQUICIiQtrm8ePHyMrK\nwty5c9GiRQsIIRAdHY2ePXti8uTJaNGiBZKSkhTuGYuJiZGmtxYnLy8Pp0+fxqVLl+Do6AgA2L59\nO/bu3YuBAwdK8c2aNQtZWVnw9fVFvXr10LFjR4wZMwbff/89jI2N4ePjA19fX+Tk5GDWrFmQy+WY\nN28e/Pz88Msvv+DgwYPSMc+fP4/GjRsjMDAQcrm81DnJyMjAqVOnMHnyZIwZMwZnzpyR7pm8ePEi\nwsLC4OXlhVmzZiExMREPHz5U2ffOnTujSZMmcHZ2xuzZs6XlR44cwcCBAzF79my8ePECGzduBIAS\n9a046enpiIyMRM2aNRUKodjYWEyePBnjxo1DXFwcjhw5Iq1TNXX36dOn+PHHH1GlShXMnj0bgwcP\nxqFDh7B3714AQGRkJB49eoTAwEDMnDkTT58+xfr16wG8usdw/vz5cHNzw7x589C6dWssWrQI8fHx\nUvu7d++Gi4sLgoODYWxsjNmzZ0uF2rvm6M3z/3r/3hb3m5o2bQpdXV18//33mD59Onbt2oXbt2/D\nwMAAxsbGACCd11GjRsHT0xP3799HYGAgrKysEBISgt69e2Pjxo0K92EePnwYtWvXxvz58+Hs7Iw1\na9YgMzMTALBlyxbcunULEyZMQGBgIIQQmDNnzlvPORERERGRKiUaqVy7di3Cw8MVlr3+QJacnBy0\nbt0abdq0ga6uLgDAzc1N6aE5Xbp0kUaBAMDCwkK6XwwA5HI5Tp06hVq1auHJkyfSiGFJ4srJyYGO\njg46deoEV1dXCCFw8OBB9O3bFw4ODgCAIUOGICAgAMeOHUO7du2gqakJHR0daVqmhoYGKlasiIoV\nK+L333+Hvr4++vTpAwCoXr06vLy8sGPHDnh4/D979x7fc/3/f/y2mZ1PsQNvh2bWbA45RGWG5JCP\nUyTR4buQSuGjw6cPog+piBw+H9HBaSFJDsmhaJQQmlGhzLAN29gwDDM7vN+/P1z2+u1t77G9ydD9\nerIYkIsAACAASURBVLm48H4dH6/H+12X3fd8vl7vjgB4eXkZI0NXKk1PzGYzffv2pUaNGtSoUYOG\nDRuSmJgIXA47LVq0oHXr1gAMHDiQX3/91ea5XF1dqVixImazGS8vL2N5jx49qFevHgBt2rRh3bp1\nAGzZsuWa13alzMxMoqKijLrz8vIICgpi6NChVmHqueeeo1q1atSoUYN7773XamqsrambW7ZswcXF\nhRdeeAFHR0dMJhO9e/dm8eLFdOvWjRMnTuDq6oq/vz+urq4MHjyY7OxsANauXcv9999Pp06dAOjc\nuTMHDhxg5cqVvPbaawDcd999xjUNHDiQF198kd9++834xcP19Ohq7//V6r6St7c377//Pl9//TW/\n/PILf/zxB19++SW1a9fmlVdeISAgAG9vbwA8PT1xcXFhw4YNBAUFWdWXmprKN998Y4zU3n333XTr\n1g24/FCi7777jqNHj1KrVi3WrVvHe++9R1BQEHB5JPS5554jPj7+lr2nWERERERuTaUKlb169aJ5\n8+ZWy/bv38+MGTMAcHFxoX379mzatIlDhw6RlpZGUlKSVcAB8Pf3v+rryMhI1q5dyxNPPMH27dsJ\nCQkptk1JdVWsWJG77rrLCDhnz57lwoUL3HPPPcb2FSpUIDg4mNTU1Gtec0pKCikpKUaQgsuhKD8/\n3xjpulptpe1JYGCg8W83Nzfj2KmpqbRt29ZY5+7uTtWqVa9Zd1FVqlSx2j83N/ea11ZQUECFChWK\nHcvX19eYuurg4ICnpyfu7u7FtrvyegrPWZLU1FSCgoKMqbQAoaGhnDt3jvPnz9OlSxcmTJjAgAED\nqFevHvfff78RtFNTU2nXrp3V8UJDQ43RUQcHB6sRZFdXV6pWrUpKSooRKu3pUWne/6vVbctdd91F\n//796d+/P8nJycTFxbFmzRomT57MhAkTbPat6Ge78NoLQzEUfy/g8oh+eno6+fn5xtN4C+Xl5XHs\n2DGFShEREREpk1KFSm9vb6sfUAGrqZg5OTmMGDECLy8vmjVrRsuWLUlJSeGbb76x2qfwXseSXj/4\n4INER0eTkpLCtm3baNGiRZnrKlR4X+KVzGZziV97ceV2devW5YUXXrBabrFYjNB1Zf1FlbYnRe9H\nvNKVI3u2wl4hW1NLiwa1oq52bSXt4+joWGKvS3POkth6nwrfn8I6P/nkE3bu3MmuXbuYP38+W7Zs\nYfTo0SXuW7RvV9ZjNputltnTo9K8/1er+0orVqwgJCTEuB8zKCiIoKAggoODmTBhAufPn8fT09Nq\nH2dn52KfD7PZTEFBgfG6pM9LYX/ffvttq18MWCwWY0RURORGcHZxtrpFoiSl2ebvSH0pTj2xTX0p\nTj25uW7Ig3r++OMPTp06xeTJk40f0n/77berPqnSVgjy9vbm3nvv5aeffuLgwYPGFEZ7uLu74+vr\nS0JCgjHFLz8/n8TEROOH96vVZDKZiI2Nxd/f37im2NhYdu3axcCBA695fnt6UlSNGjWs7g3Mycnh\n2LFjpdr3Wq732krLwcHhmtdbrVo1tm/fbjVCmpCQgKenJ15eXixfvpyQkBAiIyOJjIwkPj6e0aNH\nc/bsWapVq8aBAwesjpeQkGD8T8RisZCcnGysy87O5vjx48bn4Wqut0cl1Z2VlVUsuCUkJLB///5i\nn8vCac2F06ev7NuV37GZkJBAtWrVrllbYGAgjo6OZGVlUatWLQAuXrzIhx9+SJ8+fahZs+Y1jyEi\nUhq5l3KN7zMuiclkuuY2f0fqS3HqiW3qS3HqiW1/ZdC+IQ/q8fLy4tKlS2zfvp2MjAw2bNjAhg0b\nyMvLK3GfksJGixYt+PbbbwkPD7/uJ1F27dqVJUuWEBcXR2pqKjNnziQvL894+I+rqyvHjh0jKyvL\neJ2amsr58+dp1aoVeXl5fPLJJ6SmprJ7925mz55d6pEce3oC/78vHTt25JdffiEmJobU1FRmzZpF\nTk5Oifu5urpy8uRJMjMzr1nb9V5baZXmK1siIyMxm83MnDmTlJQU4uLiWLJkCR06dMDBwYETJ04Q\nHR1NQkIC6enpbN68GT8/P7y9venSpQu//PIL3377LceOHWPNmjXs2LHD6j7HzZs3s2nTJlJSUvj4\n44/x9/cv8ZcKRV1vj0qq+8rpzwDdu3dn9+7dfPTRRxw6dIj09HRiY2OZNWsWnTp1MkazXV1dOXLk\nCNnZ2TzyyCMcOXKERYsWkZaWxk8//cS6detKvMezKDc3N9q2bcvcuXPZu3cvqampTJ8+nSNHjpR5\nirWIiIiIyA0ZqQwNDaVXr15ER0dz6dIlGjduzIgRI3jrrbc4deqUzX0cHBxsjlbef//9fPrpp9ec\n+loanTt3Jjs7m1mzZpGdnU1oaChjxowxgkH79u2ZPn0648aN4/3336djx44sWLCAjIwMXn/9dUaO\nHMm8efMYNmwYHh4ePPTQQ8aDUUqq/0b1JCwsjMGDB7No0SLmz59PmzZtCA0NLfF8rVu3ZuLEifz7\n3/9m9uzZV+2Lq6vrVa/tRil6PSX1y9XVlTfffJPo6GiGDRuGj48PnTp1okePHgBERUUxd+5cJk6c\nSE5ODqGhoQwfPhwHBweCg4MZOnQoixcvZuHChZhMJl599VUaNGhgnLNFixasW7eOI0eOULduXd58\n881STdG9Vo+u9f5fre4rhYaGMnr0aJYtW2Y8nTggIIC2bdsaDyGCy5/nL774gpMnTxIVFcXw4cNZ\nsGABq1evxs/Pj2effZaHH3641PUtWLCA//73v+Tl5VGnTh1GjRp11Sm9IiIiIiK2OFhusW9TP3Hi\nBK+++iozZ860+SAYkdIq/MqNxx9/vLxLuaM0++CH8i5BRG4TEzoGE1bZ9jMOCmmamm3qS3HqiW3q\nS3HqiW1/5fTXGzJSeSNcunSJX3/9lR9//JEHH3xQgVKuW2mm34qIiIiIyPW5IfdU3iiffvopZ86c\n4emnny7vUuQOcK0poCIiIiIicv1umZFKFxcXoqOjy7sMuYPY+voOERERERG5sW6pkUoRERERERG5\nvShUioiIiIiIiN0UKkVERERERMRuCpUiIiIiIiJiN4VKERERERERsZtCpYiIiIiIiNhNoVJERERE\nRETsplApIiIiIiIidlOoFBEREREREbs5lXcBInJ7mdAxuLxLuKU4uziTeym3vMu45agvxf0dexLg\nWbG8SxARkZtAoVJEyiSssnN5l3BLMZlMpKWllXcZtxz1pTj1RERE7lSa/ioiIiIiIiJ2U6gUERER\nERERuylUioiIiIiIiN0UKkVERERERMRuCpUiIiIiIiJiN4VKERERERERsZtCpYiIiIiIiNhN31Mp\nImUSf+rv9eXt15J4Pu1v94X2paG+FHen9STAsyKVXBzKuwwREbkFKFSKSJkMW5tY3iWIyC1gQsdg\nKrk4l3cZIiJyC9D0VxEREREREbGbQqWIiIiIiIjYTaFSRERERERE7KZQKSIiIiIiInZTqBQRERER\nERG7KVSKiIiIiIiI3RQqRURERERExG4KlSIiIiIiImI3p/Iu4EY4e/YsS5YsYefOnWRlZeHn50fL\nli3p1q0bzs639hczb9y4keXLlzNt2jSb62fMmIHZbGbIkCFlPvaYMWMICwujT58+11smAO+88w5h\nYWH06tXrhhxPivvkk08wm828/PLL5V2KiIiIiEip3PahMjMzk7feeovAwECGDBlCQEAAycnJfPnl\nl+zatYsxY8bc8sHyavr372/3vg4ODjg4ONzAarjhxxMRERERkdvbbT/9dc6cOfj5+TFq1Cjq1q2L\nn58fTZs2ZezYsWRmZrJ06dLyLvG6uLm54ebmVt5liIiIiIiI2HRbj1SePXuWnTt3MmzYMBwdrfOx\nu7s7nTp1YtWqVTz55JM4ODiwePFifvzxR86dO0etWrWIiooiNDQUgJ07d/LVV1+RkpJCxYoVadSo\nES+++CJubm589dVXHDt2DC8vLzZu3Ii3tzcDBw7k6NGjLF++HIDHH3+cRx55BIDU1FTmzZvH/v37\nyc/Pp3bt2rzwwgtUr17d5nVYLBY+//xzYmJicHNzo3v37nTs2BGwnv761VdfkZaWhpeXF5s3b8bJ\nyYkuXbrQvXt3u/qXkJDA559/TlJSEgDh4eEMHDiQSpUqAbBjxw4WLlzIqVOnaN26NWazGYvFYuy/\nfv16VqxYQVZWFkFBQTz77LPUrl0bgEGDBtG1a1e2bNlCUlISJpOJgQMHGuuvlJSUxGeffUZiYiK+\nvr489thjtGnTBoCUlBTmzZtHQkICrq6utGvXjscffxwHBwe++uorkpKSyMnJITk5maFDhzJr1iya\nN2/O5s2b8fDwYNKkSaSmpjJ37lwOHDhApUqV6NChA126dAEgOzubTz/9lD179lBQUECDBg0YMGAA\nvr6+Rs+dnZ3Ztm0blSpV4plnnqFZs2bGe7dq1SpiYmI4ffo0ISEh9OvXj7vvvhuA3r17M2jQIFau\nXMmxY8cIDg5m8ODBBAYGAhAfH090dDSpqak0btwYJycnKlasaPQlNjaWL7/8khMnTmAymXjyySdp\n1KgRcHl6c4MGDYiPj2ffvn1UqlSJfv360bhxYwDOnTtHdHQ0u3btomLFirRo0YKoqCgcHR3Jzs5m\n7ty5xMXF4ezsTNOmTYmKisLV1dWuz5KIiIiI/H3d1iOViYmJWCwWQkJCbK4PCwsjKyuL9PR0YmNj\nWbduHf/85z/573//S61atZgyZQoAGRkZTJkyhQ4dOvC///2P1157jb179xITE2McKzY2Fnd3dyZN\nmkRwcDCTJ09m7969vP3227Rr14558+Zx4cIFLBYLEydOJCAggA8++IB3330Xs9nMggULSryOjIwM\njh8/znvvvUefPn1YsGABe/fuBYpPYY2NjcXJyYkJEybQrVs3Fi1aREpKSpl7d/HiRcaPH8+9997L\nlClTGDVqFOnp6UZITklJYcqUKbRr144JEybg6OjIn3/+adQSFxfH4sWL6du3LxMnTqRRo0aMHTuW\nM2fOGOdYunQp3bt3Z9KkSXh4eDB37lybtWRlZTF27Fhq1KjBxIkT6dOnD7Nnz2b//v1kZWUxevRo\nKleuzPjx43n++edZt24dq1atMvbftWsXDz74IG+//TZhYWEAbN68mZEjRzJ06FDy8/MZN24cderU\nYdKkSfTv3581a9awdu1aABYvXszJkyd5++23ee+998jKymL+/PlWPXd0dGTChAk8/PDDTJkyhSNH\njgCwZMkSVq1aZfQhICCAcePGkZOTY9WHvn378v7773P+/HkWLVpkXPf48eOpX78+H3zwAcHBwWzd\nutXYLzk5mRkzZtCjRw8mT55Mu3btmDRpEsnJycY2K1asIDIykilTplCrVi0+/fRTI/hPmjSJkydP\nMnr0aN544w127NjBihUrAPjoo484f/48Y8eOZfjw4aSlpTFjxoyyfIRERERERIDbPFSeP38eAA8P\nD5vrPT09gcsjNhkZGVSoUAE/Pz/8/f15+umnGTJkCGazGbPZTL9+/Wjbti1+fn7ce++91K9f3yqs\neXp60qdPHwICAmjVqhXZ2dn07dsXk8lE586dKSgoID09ndzcXNq1a8czzzxDQEAAtWrVonXr1lcN\nfi4uLgwaNIjq1avz0EMP0aJFC77//nsAq5HBwmuNiooiMDCQbt264enpSWJiYpl7d+nSJXr27Mnj\njz+Ov78/derU4YEHHjDq/PHHHwkLC6NLly6YTCb69u2Ln5+fsf/KlSvp3r07TZs2pUqVKjz22GME\nBwezYcMGY5vWrVvTtGlTqlatSpcuXTh06JDNWrZu3Yq7uzvPPfccVatWNUbUCgoK2LJlCy4uLrzw\nwguYTCaaNm1K7969WblypbG/l5cXjzzyCDVr1jRG2lq2bEnNmjW5++672bJli/H+ValShUaNGtG7\nd2/WrFkDwIkTJ3B1dcXf35/q1aszePBgunXrZhzfx8eH559/HpPJxKOPPkqdOnX44YcfAFi7di1P\nPPEE9913HyaTiRdffJEKFSqwadMmY/9OnTpRv359atSoQYcOHYw+bN26FW9vb/7v//6PqlWr0qNH\nD+rUqWPst2rVKtq0aUPLli0JCAigffv2REREGGEYoHHjxrRu3ZqAgAB69uzJ6dOnyczM5OjRo8TH\nxzNo0CBq1apFaGgozz//PJUqVeL48ePs2LGDwYMHU7NmTYKDgxk0aBCxsbFkZmaW8ZMkIiIiIn93\nt/X018LQeObMGWPKZlGFPyB7eXkRGRlJTEwMQ4YMISQkhPvuu4+HH34YR0dHqlSpgpOTE8uXL+fo\n0aOkpKRw9OhRIiMjjWMVDVSFD/7x9/e3ep2Xl4eLiwvt27dn06ZNHDp0iLS0NJKSkvDy8irxOkwm\nk9V9k7Vq1WL9+vU2t/X397cauXR1daWgoODqjbLB19eXVq1asXr1apKTk0lNTSU5OdmYDpySkmJM\n4QRwdHQkKCjIeJ2amsqiRYtYvHixsSw/P5/KlSsbrwuneMLle0MtFgsWi6XYw35SUlIICgqyWl44\nlfjnn38mKCjIanpzaGgo586d49y5c0ZPrlR0WUpKCikpKURFRRnLLBYL+fn5FBQU0KVLFyZMmMCA\nAQOoV68e999/P61btza2rV27NhUqVDBeBwcHc/ToUc6ePcuFCxe45557jHUVKlQgODjY6pcIVapU\nsepDfn6+UVfNmjWt6g4ODiY7Oxu43OOjR48aARagoKDAamS+aI8LA3VBQQEpKSm4ublZrS+cNrtz\n504Am0+YTUtLs/nfkoiIiIhISW7rUFm7dm0cHR05dOiQzR+EDx06hLe3NwEBATg6OjJ16lT27NnD\nrl27WL9+PevWreP999/n7NmzvPXWWzRr1ozw8HC6du3K6tWrrY5VNFRcTU5ODiNGjMDLy4tmzZrR\nsmVLUlJS+Oabb0rc58r7Qc1mM05Ott8aW8uvHM0sjczMTIYPH05wcDANGzakXbt27Nq1i/379wOX\np91eedyiPTCbzURFRdGwYUOrOorek1dSrVeGyooVK5Z4DS4uLsWWmc1m41iF+1+p6DKz2UzdunV5\n4YUXitXi6OhI3bp1+eSTT9i5cye7du1i/vz5bNmyhdGjRwO2358KFSqU+FThwtHvQiW9l0WvodCV\nPe7atatxb2nh9oXX5uDgUGKPr3bOgoICXF1dmThxYrH97rrrrhL3ExEpytnFGZPJdEOOdaOOc6dR\nX4pTT2xTX4pTT26u2zpUent78+CDD7J06VLuu+8+qx/+s7OzWb16NW3atMHR0ZFt27Zx9uxZOnbs\nSMOGDXnmmWcYMGAA+/bt4+DBg4SFhfHPf/7T2P/YsWN2fRj/+OMPTp06xeTJk416fvvtt6sGv7S0\nNPLy8oywcODAAapVq1bmc5dF4T2iw4cPN5Z9++23Rp01atRg3759xjqLxcLhw4eNkTWTycTJkyet\nRsJmz55N3bp1iYiIKFMtVatWJTY21ipwfvTRR/j5+WEymdi2bRsFBQVG4EpISMDT0/Oqo79FmUwm\nYmNj8ff3N96T2NhYdu3axcCBA1m+fDkhISFERkYSGRlJfHw8o0eP5uzZswAcPnzY6niHDh2ibt26\nuLm54evrS0JCgjGKm5+fT2JiIvXr179mXTVr1mTnzp2YzWajruTkZGO012QykZ6ebtXjJUuW4Onp\nyT/+8Y+rHrtq1apcvHiRjIwMAgICAPjhhx/YsmULzz33HDk5ORQUFBif8YyMDD777DNefPFFm0Fe\nRORKuZdySUtLu+7jmEymG3KcO436Upx6Ypv6Upx6YttfGbRv63sqAZ599llycnJ49913+fPPPzl5\n8iS//voro0ePxt/fn8cffxy4PDqzcOFCtm/fTkZGBps3byYvL49atWrh7e3N0aNHOXjwIMeOHWP+\n/PkcOXKEvLy8Mtfj5eXFpUuXjPNs2LCBDRs2XPVYOTk5fPTRRxw9epR169bxyy+/GE8mBftGIgv3\nS09P57fffrP6c+LECby8vMjMzGT37t2kp6ezYsUKdu3aZdTZtm1bkpOTWbp0KWlpaXz++eekp6cb\nx+7cuTPfffcdP/30E8ePH2fJkiX8+OOPdoXhyMhIcnJymDdvHmlpaWzZsoWff/6ZRo0aERkZidls\nZubMmaSkpBAXF8eSJUvo0KFDqb8zs1WrVuTl5fHJJ5+QmprK7t27mT17Nt7e3sDleyqjo6NJSEgg\nPT2dzZs34+fnZ4TW48ePs2DBAtLS0li+fDnJycm0bdsWgK5du7JkyRLi4uJITU1l5syZ5OXlWU2d\nLklERAT5+fnMnTuXtLQ0Vq9ezZ9//mms79y5M9u3b2fNmjUcP36cmJgYli9fTtWqVQGM6cS2VK9e\nnQYNGvDxxx9z+PBh4uPjWbZsGY0aNaJatWo0atSI6dOnc/DgQZKTk/nwww/JysrC19e3VD0VERER\nESl0W49UwuV7A999912+/vprZsyYwdmzZ/Hz8yMyMpJHH33UGP2LjIwkIyODBQsWcObMGapWrcor\nr7xC1apV+cc//kFSUhLvvPMOzs7OPPTQQ/Tr1894GMyVT2C9mtDQUHr16kV0dDSXLl2icePGjBgx\ngrfeeotTp05Z3XNY6J577sHT05M333wTHx8fBg0aRHBwcLFzl6WOwu1//vlnfv75Z6vl//d//0en\nTp3Yt28fU6dOBaB58+a88sorfPjhh+Tl5VGlShWGDx/OZ599xooVK2jatCn333+/cYyIiAiysrJY\nunQpmZmZVK9enTfeeMPqPszScnd3Z8SIEURHRxMTE4O/vz8vv/yycX/nm2++SXR0NMOGDcPHx4dO\nnTrx2GOPlbonrq6ujBw5knnz5jFs2DA8PDx46KGH6NOnDwBRUVHMnTuXiRMnkpOTQ2hoKMOHDzdG\nD0NCQjh79iz//ve/MZlMjBgxwhj969y5M9nZ2cyaNYvs7GxCQ0MZM2aMEVivxtPTk5EjRzJr1iz+\n/e9/ExYWRtu2bcnNzQUufy6GDBnC0qVL+eKLLwgICODll1827o281rUPHjyYOXPmMGrUKNzc3GjT\npo3xAKLBgwcTHR3Nu+++i4ODA/feey/9+/e/Zs0iIiIiIldysNg7DCbyN/DVV1+xb98+4/5KgWYf\n/HDtjUTkjjehYzBhlW3fW14WmqZmm/pSnHpim/pSnHpim6a/ioiIiIiIyC1JoVLkKsoy3VhERERE\n5O/otr+nUuSv1KtXr/IuQURERETklqaRShEREREREbGbQqWIiIiIiIjYTaFSRERERERE7KZQKSIi\nIiIiInZTqBQRERERERG7KVSKiIiIiIiI3RQqRURERERExG4KlSIiIiIiImI3hUoRERERERGxm0Kl\niIiIiIiI2M2pvAsQkdvLhI7B5V3CLcXZxZncS7nlXcYtR30p7k7rSYBnxfIuQUREbhEKlSJSJmGV\nncu7hFuKyWQiLS2tvMu45agvxaknIiJyp9L0VxEREREREbGbQqWIiIiIiIjYTaFSRERERERE7KZQ\nKSIiIiIiInZTqBQRERERERG7KVSKiIiIiIiI3fSVIiJSJvGn7pzv2bsREs+n3VHfPXijqC/F3aye\nBHhWpJKLw19+HhERkUIKlSJSJsPWJpZ3CSJyFRM6BlPJRd8nKyIiN4+mv4qIiIiIiIjdFCpFRERE\nRETEbgqVIiIiIiIiYjeFShEREREREbGbQqWIiIiIiIjYTaFSRERERERE7KZQKSIiIiIiInZTqBQR\nERERERG7KVSKiIiIiIiI3ZzKuwC5uWbMmMGmTZtKXP/SSy+RkZHB3r17GTt27A0556BBgzh58mSx\n5TVq1GDSpEnXdeyMjAyGDBnCtGnTCAwMJD09ndTUVJo0aVJs2z/++IOxY8eyaNEiHB3t+33K3r17\n+frrrzl48CAODg7UqlWLrl272jzf9cjKyuKLL75g165dXLhwgYCAAFq2bMmjjz5KhQoVAK56rSIi\nIiIiN4tC5d9Mv379eOaZZwDYt28fU6dOZebMmcZ6Nzc3VqxYccPPGxUVRWRkpNWywnB0I33yySeE\nhYXZDFp16tRh5syZdgfKn376iU8//ZRHH32U/v374+joyI4dO5gyZQpPPPEE3bp1u97yDePHj6dy\n5coMHz4cb29vDh06xNy5czl37hzPPvsscPVrFRERERG5WRQq/2bc3d2L/dvHx+cvP6+bm9tNOY/F\nYsFisdhc5+TkZHcNZ86cYdasWfTv35927doZy7t164a/vz/Tpk2jSZMmVK9e3a7jF3XkyBESExMZ\nOXIknp6eAPj5+XHx4kXmzJljhMqrXauIiIiIyM2iUCk2FRQUMHfuXDZt2kTFihXp2rWr1UjcsmXL\niImJIScnh9DQUPr370+VKlXsOld+fj6LFi1i69atnDlzhkqVKvHoo4/SoUMH4PL02Z49e/Lwww8D\n1tNYC1ksFmbMmMG+ffvYt28f+/fvZ/To0VbnKbrfyZMnGTJkCK+99hqff/45mZmZ1K9fn8GDB+Pl\n5VWsxk2bNuHh4UHbtm2LrWvevDlLly7lhx9+ICoqihkzZmA2mxkyZIixTe/evXnrrbeoX78+gwYN\nonnz5mzevBkPDw8mTZpkc/T0999/p0WLFsbriIgI6tSpA2DzWhMSEvj8889JSkoCIDw8nIEDB1Kp\nUiU2btxITEwMlSpVYs+ePURFRRESEsKcOXNITEzEzc2NyMhInnnmGbtHckVERETk70mhUmw6ePAg\n99xzDxMnTiQuLo558+bRuHFjatSowXfffcemTZsYMmQId911F2vXruXtt9/mf//7H87OzmU+1zff\nfMPOnTt5/fXX8fb2ZuPGjURHR3P//ffj6+tbqmM4ODjQr18/jh8/zj333EPPnj1Ltd+KFSsYOnQo\nABMmTGDlypU8/fTTxbY7dOgQtWrVwsHBweZxwsLCOHDggFU9V7N582ZGjhyJxWIpFuJq1qxJ+f12\npwAAIABJREFU/fr1mTZtGitWrKBhw4bce++91KtXj6pVqwIUu9aLFy8yfvx4OnfuzJAhQ8jMzOSj\njz5i+fLlDBgwALj8nnbv3p2nnnoKd3d33n33Xe655x4GDRrEqVOnmDJlCiaTyWokVkRERETkWhQq\nxSZfX1/69u0LQKdOnViyZAmHDx+mRo0arFy5kv79+1OvXj3gcsD59ddf2b59O61atbJ5vDlz5vDZ\nZ59ZLZs+fTre3t7UrFmTgQMHEhISAkCPHj1YtmwZaWlppQ6VcHk6r5OTEy4uLnh4eJRqn169ehnn\nbdmyJYcOHbK53YULF65ai4eHB+fPnzdeX2taasuWLalZs2aJ60eMGMHq1avZvHkzq1atYtWqVfj6\n+jJo0CDuvffeYtd65swZevbsSZcuXQDw9/fngQceICEhweq4jz32GC4uLgCcOHGCJk2a4OfnR0BA\nACNGjMDb2/uqdYuIiIiIXEmhUmzy9/e3eu3u7k5eXh45OTlkZmYybdo0q9G4vLw8jh8/XuLxevXq\nRfPmza2WFd4v2KxZM3bv3s38+fNJS0szpm+azeYbdTklCgwMNP7t6upKQUGBze08PT05ffp0icfJ\nzMw0rqc0ruzvlZycnOjevTvdu3fn5MmT/Prrr6xZs4YPPviA6dOnF7s31NfXl1atWrF69WqSk5NJ\nTU0lOTmZ0NBQq2soDJRwOWB+8cUXrF+/nsaNGxMREUFwcHCpr0FEREREBBQqpQS27quzWCxG6Hrl\nlVesHkpjsViuOjro7e1tFeCK+vLLL1m/fj0PP/wwrVq1YsCAAQwaNMhYf+VU0pKCnz2cnKz/Eyhp\nhDE0NJSvv/6a/Px8m/skJSXRsGHDUtdbsWLFEmvavn07WVlZxj2lfn5+tG/fngcffJCBAwcSHx/P\nAw88YLVPZmYmw4cPJzg4mIYNG9KuXTt27dpFfHy8sc2VU5O7detGREQEcXFx7Nq1iw8++IDHHnuM\nXr16lVibiNz6nF2cMZlM5V1Gmdxu9d4s6ktx6olt6ktx6snNpVApZeLh4YG3tzenT5/mvvvuAy6P\nKE6bNo127dpRv379Mh8zJiaG5557joiICABSUlKA/x/wnJycuHjxorF9RkbG9V5GmUVGRrJkyRK+\n++47unbtarVu69atpKWl8corrwCX6y06FTY9Pb1M5zp58iQrV66kdevWViOLLi4uODo62pyiGhsb\ni7u7O8OHDzeWffvttyWeIzs7m0WLFtG9e3c6duxIx44dWb58OZs3b1aoFLnN5V7KJS0trbzLKDWT\nyXRb1XuzqC/FqSe2qS/FqSe2/ZVBW6FSyqxLly4sXrwYHx8f4x7L3bt3G/dglpWXlxdxcXHUrl2b\n06dPM2/ePBwdHcnLywOgdu3abNy4kXvvvZdz586xevXqEo/l6urKsWPHyMrKuqH3B3p7e/P8888z\nY8YMLl68SEREBE5OTsTFxbF48WKefPJJatSoAUBISAjz5s1j7969+Pj4MH/+/GKjm1fz0EMP8d13\n3/Huu+/Sq1cvqlSpwokTJ1i1ahVBQUGEh4cXu1YvLy8yMzPZvXs3gYGBbNu2jV27dhk1XcnNzY3d\nu3eTmZnJU089RUFBAb/++iu1a9e+/maJiIiIyN+KQqUU4+DgcNWnl3bt2pVLly4xZ84cLly4QK1a\ntRg5cmSZHqpT1EsvvcTs2bN57bXXqFatGn369GHVqlUkJyfTpEkT+vTpw0cffcTw4cMxmUz06dOH\nqVOn2jxW+/btmT59OuPGjeP9998vUx3Xuu6IiAgqV67M8uXLWbduHQUFBQQHB/Pqq6/SpEkTY7tW\nrVoRHx/PxIkT8fDwoFevXmUaXfX09OSdd95h8eLFfPzxx5w9exYvLy8eeOAB+vTpY/Nax40bx759\n+4y+NG/enFdeeYUPP/zQCOdXXusbb7xBdHQ0b775Jo6OjjRt2pR+/fqVuk4REREREQAHi749XUTK\noNkHP5R3CSJyFRM6BhNWuexf71ReNE3NNvWlOPXENvWlOPXEtr9y+qu+5VxERERERETsplApIiIi\nIiIidlOoFBEREREREbspVIqIiIiIiIjdFCpFRERERETEbgqVIiIiIiIiYjeFShEREREREbGbQqWI\niIiIiIjYTaFSRERERERE7KZQKSIiIiIiInZTqBQRERERERG7KVSKiIiIiIiI3ZzKuwARub1M6Bhc\n3iXcUpxdnMm9lFveZdxy1JfiblZPAjwr/uXnEBERKUqhUkTKJKyyc3mXcEsxmUykpaWVdxm3HPWl\nOPVERETuVJr+KiIiIiIiInZTqBQRERERERG7KVSKiIiIiIiI3RQqRURERERExG4KlSIiIiIiImI3\nhUoRERERERGxm0KliIiIiIiI2E3fUykiZRJ/Sl9oX1Ti+bSb8oX2txv1xVqAZ0VM5V2EiIjIX0Sh\nUkTKZNjaxPIuQeS2M6FjcHmXICIi8pfR9FcRERERERGxm0KliIiIiIiI2E2hUkREREREROymUCki\nIiIiIiJ2U6gUERERERERuylUioiIiIiIiN0UKkVERERERMRuCpUiIiIiIiJiN6fyLkDkRurdu7fV\na09PT5o1a0bfvn1xdXUFYMyYMYSFhdGnT5/rOtegQYPo2bMnDz/8cKm2PXnypPHa3d2dBg0a0L9/\nf3x9fa+rjtLavn07YWFhN+18IiIiIvL3oFApd5xXX32V8PBwzGYzJ0+eZObMmcybN48XX3wRAAcH\nBxwcHG56XVFRUURGRmKxWDhz5gwLFixg+vTpjBo16i8/94kTJ5g6dSrTpk37y88lIiIiIn8vmv4q\ndxxPT098fHy46667uOeee+jRowdbt24t77Jwc3PDx8cHX19fgoKC6NOnD3v27OH8+fN/+bktFovV\n3yIiIiIiN4pCpdzxnJ2dS1yXn5/PggULeOmll3jyyScZNGgQ33//vbH+0qVLzJkzhwEDBtCvXz+m\nT59OTk5OseMkJiYSFRXF2rVrS12Xi4tLsWXr169n8ODBREVF8Z///IdDhw4Z606fPs2UKVPo168f\nTz/9NMOGDWPfvn0AZGRk0Lt3b9LT043tv/rqK/7zn/8AMGTIEACGDh3K+vXr6devH9u2bTO2NZvN\nvPjii8TGxpa6fhERERERUKiUO1DR0bisrCy+++47WrVqZXPbb775hp07d/L666/zv//9j9atWxMd\nHc2ZM2cAmDlzJn/88Qf/+te/GDNmDEePHmXevHlWx0hPT2f8+PE8+uijdOzYsVQ15uTk8M0339C4\ncWM8PT0BiIuLY/HixfTt25eJEyfSqFEjxo4da9Qyffp0zGYz7733HhMnTqRy5crMmjWrVOcbN24c\nAO+99x6tWrXi/vvvtwqV8fHxXLp0iSZNmpTqeCIiIiIihXRPpdxxJkyYgKOjIxaLhdzcXDw9Penf\nv7/NbWvWrMnAgQMJCQkBoEePHixbtoy0tDScnZ3ZunUrI0eOJCwsDIDnn3/eGB2Ey6F13LhxREZG\n0rNnz6vWNWfOHD777DOjrooVKzJy5Ehj/cqVK+nevTtNmzYF4LHHHmPPnj1s2LCBnj170rRpUx54\n4AEqVaoEQIcOHRg/fnypeuLl5WX87ezsTGRkJBMnTiQ3N9e4zvvvvx8nJ/0vQURERETKRj9Byh3n\nhRdeoE6dOgBcuHCBTZs2MWrUKMaNG0fVqlWttm3WrBm7d+9m/vz5pKWlkZSUBFyeDpqWlobZbCY4\nONjYPiQkxAigAEuWLKGgoAA/P79r1tWrVy+aN28OwMWLF9m1axfvvfceo0aNIiwsjNTUVBYtWsTi\nxYuNffLz86lcuTIA7du35+eff2b//v0cO3aMxMREo9ayqlevHu7u7uzcuZMHHniAX375xZgiKyIi\nIiJSFgqVcsepVKkSgYGBxuvg4GB+++03NmzYwDPPPGO17Zdffsn69et5+OGHadWqFQMGDGDQoEEA\npRq1a9iwIU2aNGHBggVERERw1113lbitt7e3VV1BQUHs27ePb7/9lrCwMMxmM1FRUTRs2NDYxmKx\n4Orqitls5p133iE7O5uIiAiaNWtGXl4ekydPBrD5NNurhU1HR0eaN2/Otm3bjFHM+vXrX/N6RcQ+\nzi6X7+02mUzlXMmtSX2xTX0pTj2xTX0pTj25uRQq5W/BYrHYDFkxMTE899xzREREAJCSkmJsHxgY\niKOjI4mJiUbg2r17N3PmzOG///0vAE2bNqVNmzZs2LCB+fPnM3ToULvrMplMnDx50ip4zp49m7p1\n61K9enXi4+P59NNPje+ZXLdunbFdYQC+ePGisSw9Pd0Im7ZCZ2RkJO+88w6VKlWiefPmODrqFmuR\nv0rupVwA0tLSyrmSW4/JZFJfbFBfilNPbFNfilNPbPsrg7Z+ipQ7zvnz5zlz5gxnzpwhIyODL7/8\nkuPHj/Pggw8C1g/y8fLyIi4ujvT0dOLj45kxYwaOjo7k5eXh5ubGQw89xGeffcaBAwdISkpi4cKF\nNGjQwCqkOTg40K9fP7Zu3crevXtLrCs7O9uo6+TJk6xdu5a9e/cagbZz58589913/PTTTxw/fpwl\nS5bw448/Uq1aNTw8PHBwcGDr1q2cOHGC7du38/XXXwOQl5eHj48PlStXZtWqVaSnp7Np0yZ+/fVX\n49yurq4AJCcnG0+vDQkJwcfHh/Xr19OiRYsb1H0RERER+bvRSKXccaZOnWr8u2LFigQFBfGvf/2L\n0NBQwHrU7qWXXmL27Nm89tprVKtWjT59+rBq1SqSk5Np0qQJzz77LJ999hnjxo3D0dGRBx54gKio\nqGLnDA0NpWXLlsydO5cPPviAChUqFNtmwYIFLFiwALg8smgymXjhhReMUBkREUFWVhZLly4lMzOT\n6tWr88Ybb3D33XcDMGDAAJYtW8YXX3xB3bp1GTFiBCNHjiQpKYmwsDAGDhxIdHQ0r732GvXr16dn\nz57ExcUBl8Nz69atmTZtGk8//TSdOnUyzrl582bjHlQRERERkbJysOjb0EX+tj766CN8fX156qmn\nSr1Psw9++AsrErkzTegYzMMNgjQdywZNU7NNfSlOPbFNfSlOPbFN019F5IY6ePAg33//Pdu3b6dN\nmzblXY6IiIiI3MY0/VXkb+j3339n5cqV9OrVq9jXrIiIiIiIlIVCpcjfUM+ePenZs2d5lyEiIiIi\ndwBNfxURERERERG7KVSKiIiIiIiI3RQqRURERERExG4KlSIiIiIiImI3hUoRERERERGxm0KliIiI\niIiI2E2hUkREREREROymUCkiIiIiIiJ2U6gUERERERERuzmVdwEicnuZ0DG4vEu4pTi7OJN7Kbe8\ny7jlqC/WAjwrlncJIiIifxmFShEpk7DKzuVdwi3FZDKRlpZW3mXcctQXERGRvw9NfxURERERERG7\nKVSKiIiIiIiI3RQqRURERERExG4KlSIiIiIiImI3hUoRERERERGxm0KliIiIiIiI2E2hUkRERERE\nROym76kUkTKJP6UvtC8q8XwauZfu7J4EeFakkotDeZchIiIityiFShEpk2FrE8u7BLnJJnQMppKL\nc3mXISIiIrcoTX8VERERERERuylUioiIiIiIiN0UKkVERERERMRuCpUiIiIiIiJiN4VKERERERER\nsZtCpYiIiIiIiNhNoVJERERERETsplApIiIiIiIidlOoFBEREREREbvdtFA5Y8YMevfuXeKfjRs3\n8tVXX/Gf//znhp2zd+/e7N271+a6jRs38tJLL92wc11Neno6u3btAiAjI4PevXuTnp5+3cfdtm0b\nTz31FPn5+VbLn3/+efr374/FYjGW5ebm8uSTT7Jjx45ifd6+fTtnzpy55vlu9PtTVu+88w5Lliyx\nuS4nJ4eNGzcarwcNGsQPP/xw3ec8e/aszc/R1KlT6d27N8nJyVbL33rrLT777LPrPi9c/Xqv5Y8/\n/uDJJ5+8IXWIiIiIiFyN0806Ub9+/XjmmWcA2LdvH1OnTmXmzJnGejc3N1asWHGzyiEiIoL77rvv\nppzrk08+ISwsjCZNmtzQ44aHh1NQUEBSUhL33HMPAEePHiU/P5+CggKSk5OpVasWAIcOHcJsNlO3\nbl0aNGhA586dAThx4gRTp05l2rRpN7S2v4qDg4PN5atWrWLPnj089NBDN/R8Pj4+mEwmDh48SP36\n9QGwWCz8+eefVKpUib179xIUFARAfn4+SUlJPProozfs/CVdr4iIiIjIreKmjVS6u7vj4+ODj48P\n7u7uAMZrHx8fnJ2db1YpADg7O+Pl5XVTzmWxWKxGDW8UX19fqlSpwoEDB4xlf/zxB6GhoYSGhlqN\nriUkJBAUFISHhweurq54eHgYtRX9+3b1V9YfHh7OwYMHjddHjx4lNzeXtm3bWvU4OTmZvLw8wsPD\n/7JaRERERERuNTdtpLK0CgoKmDt3Lps2baJixYp07dqVbt26GeuXLVtGTEwMOTk5hIaG0r9/f6pU\nqVLm82zcuJHFixfz8ccfA5CSksK8efNISEjA1dWVdu3a8fjjj+Pg4MBXX31FWloaXl5ebN68GScn\nJ7p06UL37t2veZ4ZM2awb98+9u3bx/79+3n55ZcB2LFjB+vWreP06dPUr1+fwYMH4+npCUB8fDzz\n5s3j6NGjBAYG8uijj9KqVSubx78y8Ozdu5f69euTl5fH3r176dq1KwAHDhygbt26wOVprHv37mXs\n2LEMGTIEgKFDh/Lyyy/TunVrfv75Z5YtW8aJEyeoUaMGffv2JTQ0FLj2+1PU6dOniY6OZs+ePeTm\n5lK9enX69u1LeHg4GRkZDBkyhNdee43PP/+czMxMow+FYX/Hjh0sXLiQU6dO0bp1a8xms83wuHHj\nRpYtWwZcnvK8ePFiAFJTU3nrrbdITEykWrVqvPTSS8bI7alTp5gzZw579uzBy8uLyMhInnjiCZyc\niv8nER4ezsKFC616HB4eToMGDVi9ejUWiwUHBwer4H7x4kXmzZvHzp07uXDhAgEBATz55JM88MAD\nRp2PPfYYMTExBAUFMWrUKJvXW/RzZLFYOHLkCKdOnWLMmDHcddddLFy4kLi4OHJzc7nvvvvo37+/\n8TkCWLNmDcuWLcPR0ZF27drRp08fY11sbCxffvklJ06cwGQy8eSTT9KoUSOb76WIiIiISEluuQf1\nHDx4EEdHRyZOnEiPHj1YuHAhR48eBeC7775j06ZNDBkyhHHjxlGlShXefvttcnNzr+ucWVlZjB49\nmsqVKzN+/Hief/551q1bx6pVq4xtYmNjcXJyYsKECXTr1o1FixaRkpJyzWP369eP0NBQOnfuzL/+\n9S8jFP3000+88sorjBkzhuTkZL7++msAzpw5w/jx42nVqhWTJ0+mZ8+eREdHs3PnTpvHr1u3rhEq\nzWYz+/bto169etSrV4/4+HgjmBw4cIB69eoV23/cuHEAvPfeezRv3pw9e/Ywffp0OnbsyKRJk6hX\nrx7vv/8+OTk5gO3358iRIzZrmz59Omazmffee4+JEydSuXJlZs2aZbXNihUrGDp0KG+//TaJiYms\nXLkSuBzyp0yZQrt27ZgwYQKOjo78+eefNqeDRkRE0KVLF0JCQqymVG/YsIFu3boxadIkvLy8jHUW\ni8VYNmHCBP75z3+yc+dOvvjiC5vXER4ezunTp8nMzAQuh8p69eoREhJCQUEBhw4dAi6PBhcG93nz\n5pGWlsaoUaOYMmUK4eHhfPrpp1b3v8bFxfHOO+/Qt2/fEq+3qC1bttCrVy9GjhxJ9erVmTRpEkeO\nHGH48OH85z//4dixY0yfPt3Y3mw288svvzBmzBgGDhzIunXr+PHHH4HLo6ozZsygR48eTJ48mXbt\n2jFp0qRi94iKiIiIiFzLLRcqfX196du3LwEBAXTq1Al3d3cOHz4MwMqVK3nmmWeoV68eJpOJfv36\n4eTkxPbt26/rnFu2bMHFxYUXXngBk8lE06ZN6d27txFwADw8PIiKiiIwMJBu3brh6elJYmLiNY/t\n7u6Ok5MTLi4uxpRTgKeffpratWsTEhJC8+bNjWtcu3Yt9erV4x//+AeBgYFERETQqVMnvv32W5vH\nDwsLIz09nQsXLnD48GEKCgqoVasWtWvXxmKxcPDgQU6cOMGZM2dsTsssHBX08vLC2dmZmJgYWrRo\nQYcOHQgMDOSpp56ibdu2nD9/HrD9/pQUKps2bUr//v0xmUxUq1aNDh06kJqaarVNr169CAkJISQk\nhJYtWxoB7ccffyQsLIwuXbpgMpno27cvfn5+Ns/j7OyMi4sLFSpUwMfHx1jevn17mjVrRtWqVenY\nsaPR471795KRkcGLL76IyWQiLCyM5557jnXr1lmNDhby8/PDz8+PgwcPYjabiY+Pp169elSoUIGw\nsDD27NkDWAf3sLAwnn/+ee6++26qVKlC165duXDhAqdPnzaO265dO6pWrUr16tVLdb21atWiWbNm\nBAcHc+TIEfbt28egQYOoXbs2tWvXZsiQIfz6669Wv+wYPHgwNWvWpGnTpnTu3Jnvv/8euHwPaps2\nbWjZsiUBAQG0b9+eiIgI1q5da7PHIiIiIiIlueWmv/r7+1u9dnd3Jy8vj5ycHDIzM5k2bZrVaFVe\nXh7Hjx+/rnOmpqYSFBSEo+P/z9ihoaGcO3eOc+fOGXUVPa+rqysFBQV2nzMwMND4t5ubG3l5eUYt\nv/32G1FRUcb6goICq7BUVEBAAJUqVeLAgQMcPXqUunXr4uDggJOTE3Xq1CE+Pp7KlStz9913W4Xa\nkqSmptK2bVvjtYODA08//bTxuqT3x5b27dvz888/s3//fo4dO2aE8KLBrWgfivY0JSWFu+++21jn\n6OhoPBCntIoe293dnYKCAiwWC6mpqVy4cIG+ffsa6y0WC/n5+Zw8eZKAgIBixyqcZuzn54fFYjGm\n0datW5f4+HjOnDnDqVOnjODeunVrYmNjiYmJKfHai/ayNNdbdPvU1FRcXV0xmUzGMpPJhIeHB6mp\nqXh6euLp6Wl1LUFBQcYvSlJTUzl69KjVE3ILCgoICQm5Skfl78rZxdnqs1Za9uxzp1NPbFNfbFNf\nilNPbFNfilNPbq5bLlQWDXaFLBaLETZeeeUVqlevbrWuNGHpamw9JKjwh//C6aq27rW7nofD2LpO\nuPyDfWRkJD179rQ6T0nbw+XAc+jQIasnlMLlwLN//34CAgJsTn21xdZ1XqtuW30wm8288847ZGdn\nExERQbNmzcjLy2Py5MmlOp+Dg0Ox41aoUOFa5Zeq1oKCAqpWrcrw4cOLratUqZLNY4WHh7N161a8\nvb0JDw83fsFQr149Vq5cyYEDB6hZs6bxWfzwww9JSEigVatWdOjQAV9fX0aNGmV1zKKfu9Jcb8WK\nFW3uW5TZbDY+u1dev9lsNo5pNpvp2rUrbdq0sbr+oucQKZR7KZe0tLQy7WMymcq8z51OPbFNfbFN\nfSlOPbFNfSlOPbHtrwzat9z015J4eHjg7e3N6dOnCQwMJDAwEH9/f7788ktjWqO9qlWrRlJSktXI\nY0JCAp6enjftCbFFazl27JhxjYGBgezevfuq37lYt25dkpKSSEhIsAqP9erV4/DhwyXeTwnFv7Ki\nSpUqVtN6LRYLr776Kr/99luZvt4iJSWF+Ph4Ro4cSY8ePWjcuLHV1M+SFAarGjVqGFNhC5df7X0u\nS20mk4mTJ0/i6elp9Pjs2bN88cUXJf6iIDw8nOTkZOLj462Ce3BwMAUFBWzbts3ocXZ2Nj///DND\nhw7liSeeoFmzZsaId0nHL+v1mkwmcnJyrKYTp6SkcPHiReN/GFlZWcZ9oHD5ftjCX8iYTCbS09Ot\nPmebN28mNjb2qr0TEREREbnSbRMqAbp06cLixYvZsWMHx48fZ/bs2ezevdtq5PJKBw8e5LfffrP6\nc/HiRattIiMjMZvNzJw5k5SUFOLi4liyZAkdOnQoVVjJzc3lzJkzJa53dXXl2LFjZGVllbhNYdh4\n5JFHSEpK4osvvuDYsWNs376dzz//nMqVK5e4b3h4OL///juA1ZTJkJAQzp07x5EjR0r8mgtXV1fg\n8oNbcnJy6NSpE9u2beOHH37g+PHjLFy4kOzsbOrUqVOmkVkPDw8cHBzYunUrJ06cYPv27cbDiEqa\nLltU27ZtSU5OZunSpaSlpfH555+Tnp5e4vZubm6cPn2ajIyMax67YcOGBAQEMG3aNA4fPkxCQgIf\nffQRjo6OJY7UmUwmHB0d2b17t1VAL5xmvGPHDmO5s7Mzrq6u/PLLL2RkZPD7778zf/58AKsH9VzP\n9ZpMJpo0acKMGTOMUeoZM2YQFhZmTKN1cHBgxowZHD58mK1bt7J27VrjacCdO3dm+/btrFmzhuPH\njxMTE8Py5cupWrXqNfsnIiIiIlLULTX91cHB4aohrmvXrly6dIk5c+Zw4cIFatWqxciRI/H19S1x\nn0WLFhVbNn78eKvXrq6uvPnmm0RHRzNs2DB8fHzo1KkTjz32WKnqiomJYf78+cZXWVypffv2TJ8+\nnXHjxvH6668XW1/0+H5+fgwfPpyFCxeyZs0afH19eeKJJ2jfvn2J569WrRqurq7UqVPHarmjoyN1\n6vy/9u4+OqY78eP4ZyaTdBIRtBGRplERmwgraQS7y27tH8uWttulu9F1tlXqMWydRk/To0Ss7alY\n7XoIihUcD+tEn46eXVkctGx1i3hoCCJSm3iolEZkEnmY7+8Px/xEUL3oaOf9+iu5c+fe7/djDJ/c\n753EqqKiotES4avP17x5cz366KOaM2eOhgwZov79+2vkyJFat26dli5dqujoaKWnpyswMPAbc7ja\nAw88oBdeeEHvvPOOVq9erfj4eL366quaNGmSjh8/ft1lplcfPzw8XOnp6Vq2bJnef/99JScnq0eP\nHjc8X8+ePbVx40alpaUpOzv7pmOz2+165ZVXlJOTo9dee00BAQHq2bNno/tYr6dTp05+5N6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"output_type": "display_data"}], "execution_count": 78, "cell_type": "code"}, {"metadata": {}, "source": "Now let's determine the reading level using the Flesch-Kinkcaid formula -- bearing in mind these are translations! -- and compare it to some famous works.\n\nYou can do this in Python, but I'll be lazy and just save all the text to a file and upload it to http://readability-score.com. Comparison scores are from http://countwordsworth.com/statistics/fleschkincaid.", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "all_txt = \"\"\nfor doc in documents:\n all_txt += doc['text']\nwith open('all_bin_laden_correspondence', 'w+', encoding='utf-8') as f:\n f.write(all_txt)", "outputs": [], "execution_count": 77, "cell_type": "code"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "score, novels = zip((7.6, \"Peter Pan\"),\n (7.9, 'Anne of Green Gables'),\n (9.2, 'A Christmas Carol'),\n (10, 'Osama bin Laden correspondence'),\n (10.1, \"A Connecticut Yankee in King Arthur's Court\"),\n (11.6, \"Pride and Predjudice\"),\n (12.5, \"Frankenstein\"),\n (13.7, \"The Legend of Sleepy Hollow\"),\n (16.1, \"Gulliver's Travels\"),\n (20, \"Robinson Crusoe\"))\n\ny_pos = np.arange(len(novels))\nplt.figure(figsize = (10,7))\nplt.barh(y_pos, score, align='center')\nplt.yticks(y_pos, novels, fontsize=14)\nplt.xlabel('Number of words', fontsize=14)\nplt.title('Comparison of reading level of Bin Laden correspondence\\n(using Flesch-Kincaid grade level)', fontsize=17)\nplt.show()", "outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xbb46860>", "image/png": 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fFRWFzz//HCYmJrL2uri44ObNm3jw4AEAwNXVFceOHUNKSgoAYNeuXShbtizatm1bpHre\nJiYmBgYGBmjSpIlsuXr45buc48GDB2Pr1q3YunUrNm3ahKVLl6JJkybw9PTE8ePH37jtq+9LIPc8\nqNv2T/Tv3x8LFy5EWloa/ve//2H//v0ICAhAVlaWNHT57NmzAIBWrVrJtu3QoYPsdVRUFGxtbaGr\nqyuLrUWLFoiJiZHFmvf6yHtd5aV+T6vP86sx7Nu3D9WqVXvrOXv1fV+zZk1pkqZXFfV9ePHiRRgY\nGKB+/foICAiAj48PNm/ejEePHmHcuHGwsbGR1efq6ip73bZtW2RlZeHXX399r59b6roKc87e1j61\n2rVro0KFCrL9AX+fs3PnzqFq1aqwsLCQyigUCmzYsAEjR45EXFwcHjx4ABcXF9m+qlevjvr165fY\njNVUNJw0iIjoE1C+fHno6uri7t27ry2Tk5ODR48ewdDQEM+fP4cQAgYGBvnKValSBUII6blDAAVO\nMlSmTBnZ64JmOKxWrVq+ZZUqVZImVcnIyMCsWbOwY8cOpKenw8jICGZmZgXe9JUrV+61bQNyb9IW\nL16MdevWITw8HCEhIahcuTIGDRoEDw8PaZ8FtdnAwCDfs2d5Y9DQ0HhjIqZOtqtUqVKo+gujbNmy\nstdJSUl49uyZLElUUygUSEhIAAD88ccf8PPzw4ULF6CtrY169erh888/B/D3hEBPnz5FpUqVCoz1\nbfKee/UXD+rn+5KSkl57nJ88efLW+tWSkpJw586d17b34cOHqF69Ojp37oyAgAAcOHAArq6u2Llz\nJ9q2bSvFWdh63iY5ObnA86te9urz0YVlZGSUL66WLVviyy+/hL+/P5o1a/babd92Ht7V06dPMX36\ndBw6dAg5OTmoUaMGLC0tUapUKVkZAKhYsaJs27zHJykpCYcOHXrtsU9KSpK2KWp7kpKSAACVK1d+\nbVuKcs5e9xlT1Peh+rnxsLAwBAUF4eDBgzhw4AAUCgUcHR0xffp01KhRQ9om7+ek+n2ZnJz8Xj+3\n1HXlfd9XrVr1ndoHvP7/gbd9Fry6LwCYO3cu5s6dm299rVq1Xrst/Xsw4SQi+kQ0a9YMp06dwsuX\nLwtM2E6cOIHBgwdj9uzZ6NChAxQKRYGTMiQkJEChUKBChQr5JtwpqoKSi8ePH0szbs6ePRu7du3C\nvHnz0KxZM+nGrnv37u+0v/bt26N9+/ZITU3F6dOnsXr1asydOxeNGjWSbowfPXqUb7uEhIQCk6+i\nUPfkJiQk5EvQExISpITvn9DT04ORkRECAwPzrRNCwMTEBC9evICnpyfq1KmDHTt2oH79+lAoFLh+\n/Tp27Nghla9YsWKBk4WobwD/iWrVqhV4nIuSbAK5k+dYWlpiypQpsuXqG+jatWtL+2vSpAl2794N\npVKJuLg4TJ06tcj1vE358uVx7dq1fMvViX7e5OtdaWpqomHDhvjll1/eS31FNWbMGFy9ehUrVqyA\nra0ttLW1AQAODg5SGfX75fHjx7LrPe/1o6+vD1tbWwwePFi2XH3sX+0dKyr15EqJiYmy5RkZGYiO\njoa5uXmxnLPCvA+B3IRw6tSpmDp1Km7cuIFffvkFy5cvx5QpU2STFiUmJsoSK/X7pFKlStLxeR+f\nW6+es1flPWeFbV9h6OnpySY3Uvvjjz+Qk5MjfW6OGjUKTk5O+falvvbo341DaomIPhH9+/fH8+fP\n4e/vn29dWloaAgICUK5cObRp0wZlypSBubk59u7dKxvSlpGRgX379sHCwkLWm1FYeXs5T5w4IZs9\n9OLFi4iPj5duLM6ePQsbGxu0a9dOSjb/+usvXL16tci9NOPGjZNmUy1btixcXFwwfvx4AMCDBw9Q\np04dVKlSJd9Mi4mJiThx4gRsbW2L1tg87O3tAQA7d+6ULT9x4gSSkpJgZ2f3j+pX7yMhIQF6enow\nNTWV/m7evImlS5fi5cuXiIuLQ1JSEvr27QulUimdE/XMkerj6uzsjMePH0vDm4Hc83/y5Ml//Ht8\n9vb2OHXqlDTEFcidJfbChQtFqsfOzg63bt2CiYmJrL3nzp1DcHCwbEi3q6srYmJisHnzZhgZGcmG\nUL6tHvWQ9Ldp0qQJHj9+jOjoaNlydSL/T68htczMTFy+fLnEenfOnTuHVq1awcnJSbrhv3TpEpKS\nkqTrx8HBAQqFArt375ZtmzdJtrOzw7Vr11C/fn3Zsd+7dy8iIyPf6XNGrU6dOqhUqRIOHTokW374\n8GEMHjwY8fHxxXLO3vY+TEtLQ2xsLJydnaXY6tati2+//RYODg75hnAfPHhQ9nrv3r3Q0dGBjY0N\nateu/d4+t2rVqgVjY+O3nrPCfM4Ulq2tLR4+fCiblTgnJwcTJkzAsmXLULduXRgYGODmzZuyfX3+\n+edYvnw5h9R+JNjDSUT0iTAzM8OoUaPg7++PuLg4dO3aFQYGBrh9+zZWrVqFu3fvIigoCHp6egBy\nv1EeOHAgPDw84OHhASEEwsPDkZCQgHnz5r1xX68bWpp3eUJCAgYNGoT+/fsjKSkJixcvhlKplJ5Z\nsrS0xK5duxAZGYnPP/8cN2/exIoVK1CuXLm3/gRJXk5OTvj5558xYcIEfPXVV8jIyEBoaCjKly8P\nZ2dnKBQKjBkzBuPHj4eXlxe6d++OlJQULF++HAqFAsOGDSvS/vKqW7cuunfvjuDgYGRmZsLBwQFx\ncXEIDAyEUqlEly5d/lH9ANCtWzesX78e/fv3x5AhQ/DZZ5/h4sWLWLp0KaytrVGtWjXo6upCT08P\nwcHBKF26NHR0dHDs2DHs2rULmpqa0nHt2LEj1qxZg+HDh2PkyJEwMDBAREQEkpOT8/WavO2Zzry+\n++477Nq1CwMHDsSgQYOQkZGBoKAgZGVlyZLEtxkwYAB+/vlnuLu7w9PTE1WqVEFUVBRWrlyJbt26\nyYbztW7dGjNmzMCmTZukn54pbD0FjQgoiKurKyIjIzFixAh4e3ujdu3aOHXqFCIiItCjR493ShDv\n3r0rS8STk5MRGRmJ27dvSz+D8r4lJCTk+1kQIHdoZYcOHWBhYYE9e/bA3NwcxsbGuHz5MkJCQlC+\nfHnp+qlRowa++eYbLF++HEIIWFpa4siRI/meO/X29kaPHj0wYMAAuLm5QU9PD3v37sWmTZswYsSI\nf9QOTU1NDB8+HNOmTcPkyZPRtm1b/PXXX1i8eDFatGgBU1NT1KtXr9DnrLDX+dveh9WrV0fVqlWh\np6cHPz8/PH/+HMbGxoiNjcWJEyfg6ekpq2/NmjUoXbo0bG1tcerUKWzcuBEjRoyQhvi+z8+tsWPH\nYuTIkRg7diw6deqE69evIzg4uEjte3UI8NuOWbdu3bB27Vp4eXnBx8cHhoaG+Omnn3Dz5k3MmDED\nCoUCo0ePxsSJE1GqVCl88cUXyMzMREREBC5cuIB+/foVqX1UMphwEhF9Qjw9PdGwYUNERkbC398f\niYmJMDAwQOPGjREQECAb1mlvb4+IiAgEBgZi7Nix0NTUhJWVFSIjI2UTPBSkoB4whUKRb3n79u1h\nYGCAMWPGQEtLC61bt8bYsWOlCWd8fX2Rk5ODZcuWISUlBQ0aNMCUKVNw7949zJs3D0+ePHnj81mv\n6ty5MzIyMrB27Vrs27cPmpqasLGxwZo1a6Rhc507d4auri5WrFgBHx8flClTBvb29ggMDJQNq3xd\n+95m5syZqFmzJrZs2YKIiAhUqVIFXbp0gY+Pj2xo2Lv2IOro6GDNmjX44YcfsGTJEjx9+hTVqlWD\nu7u7dOOpq6uL5cuXY8GCBRg9ejRKly6NFi1aYPPmzfDy8sLZs2cxcOBAaGlpITw8HHPnzsWCBQuQ\nlZWFL7/8EvXr18/X41GYeF8tY2RkhFWrVmHevHkYNWoU9PX10bdvXxw9ejTf83BvqsfAwAAbN27E\n4sWLMXv2bKSlpcHY2BgjR47Md9Ouo6ODdu3aYevWrfmS+6LU8yalS5fG2rVrsWjRIvz4449ITk5G\nrVq14OvrC3d3d1kbCnuOV65ciZUrV0rb6erqQqVSYcmSJWjdunWhYyvKfh88eFDg83KWlpbo0KED\n5s6di1mzZmHOnDnIzMyElZUVAgMDceDAAWzfvh1ZWVnQ0tLC5MmTYWBggM2bNyMkJAQ2NjaYMGGC\n9FuVAFCvXj1s2LABP/zwAyZNmoTMzEzUqlULfn5+6NGjR6Ha9CY9e/aErq4uQkJCsGPHDlSpUgWd\nO3eGj48PgMKfs8LsS60w70NNTU2sXLkSixYtwsKFC5GcnAwjIyN4eXnh22+/ldU3adIk/PzzzwgL\nC0ONGjUwY8YM2bF5n59b7dq1g4aGBoKCgjBs2DDUrFkTc+fOlQ15Lkz7CnvMypYti8jISCxcuBDz\n589Heno6GjRogNDQUGmSKFdXV+jp6UnnsHTp0mjYsCFCQ0Pfy8gQKn4KUdSvJYmIiN4DFxcX2NjY\nYP78+SUdCn1g0dHR0NTUlN0sZmVloUWLFujUqRPGjRtXgtER/TvExMSgX79+CA8Plz0fS/SxYQ8n\nERERfVD/+9//sGjRIowcORJmZmZISUnBxo0bkZKSIj1nS0RE/w1MOImIiOiD6t+/P7KysrB161Ys\nWbIEOjo6aNy4MdavX4+aNWuWdHhE/xr/dIIuon8DDqklIiIiIiKiYsGfRSEiIiIiIqJiwYSTiIiI\niIiIigUTTiIiomJU0O8+/lMxMTFQqVQf7EfPAwMDoVKpXvunnlVWXS4jI+ODxKV27949qFQqbNiw\n4Z22d3FxwahRo/ItT0lJQd++fWFqaort27cDANzc3EpsYqOffvoJKpUKN2/efGM5FxcXTJgw4QNF\nVTQqlQpLly79x/W87px9CHmv81WrVsHLy6tEYiH6GHDSICIiomJy9+5dLFy4EJs2bXqv9ZqammLT\npk2oU6fOe633bdauXSv7vVA19e+YlrR/MsFK3m1fvHiBQYMGITY2FosWLULbtm0BQPYbkh9aixYt\nsGnTJhgbG5dYDP8m/5YJddzc3LBlyxZs27YNrq6uJR0O0b8OE04iIqJismDBArRs2fK9z7yqq6sL\nc3Pz91pnYZibmxeYcP7XPH/+HJ6envjzzz+xdOlSNG/eXFpXt27dEourUqVKqFSpUontnwqmoaGB\nIUOGYPbs2ejQoQNKly5d0iER/atwSC0REVExuHHjBg4dOoTOnTtLy143FNbX1xfOzs7S67t372Lw\n4MFwcHCAhYUFunTpgm3btr22HvVQy8uXL6NPnz6wsLCAs7MzFixYgOzsbGm7rKwsBAQEoEWLFrCw\nsEDfvn1x9OhRqFQqnD17tliOw8WLF9G/f39YWVnB2toaw4YNw+3bt2Vldu/ejc6dO8PS0hL29vYY\nNmwYbty4ISsTFRUFNzc3NG7cGI6Ojhg9ejT++usvWZnHjx9j9OjRsLW1hbW1NYYPH47Hjx8XKd5n\nz56hf//+uH79OoKDg2XJJpB/SK2LiwsCAgKwePFiNG3aFObm5ujduzcuXrwo2+7u3bsYMWIEmjRp\nAmtra7i5ueHXX3+V1qenp2Px4sVo164dzM3NYWVlhd69eyM6OloqU9CQ2vPnz+Obb76BlZUVWrVq\nhT179hSqnbdu3cJ3330HW1tb2Nvbw8/PD4sXL4aLi4usbbNnz4anpycsLS0xePBgAEB8fDwmTJiA\n5s2bo1GjRrC3t4eXlxfu3r0r28fhw4fRtWtXWFhY4Msvv8Tp06fzxZGRkYGAgAC4uLjAzMwMbdu2\nxapVqwrVhlcJIRAREYF27drBzMxMOi9ZWVkAgAsXLkClUmH37t2y7Z49ewYzMzP8+OOPharndVq1\naoWXL1++99EMRP8FTDiJiIiKwc8//4wKFSqgSZMmRdouJycHgwcPxqNHjzBr1iyEhISgQYMGmDBh\nAqKiot647dChQ9GqVSuEhISgffv2CA0Nxfr166X1M2fOREhICHr06IHly5dDpVLBx8en0EMTs7Oz\nkZWVJft7NaHN67fffkOfPn2QnZ2NhQsXws/PD/fu3UPv3r3x8OFDALkJ05gxY2Bra4vg4GD4+fkh\nLi4OgwYNQk5ODgDg5MmTGDhwIMqUKYOFCxdi2rRpuHTpEvr37y97XjQoKAjly5fH0qVLMXz4cPzy\nyy+YOnUBEaSsAAAgAElEQVRqodoGAMnJyfDw8MCNGzcQFhYGOzu7AsvlPV5r167FpUuXMGvWLPj7\n+yMhIQFDhw6VkpRHjx6hR48euHLlCiZNmoQlS5ZAW1sbAwcOlBLrCRMmYMOGDRg4cCDCwsIwc+ZM\nJCUlwcfHBy9evCgwjitXrsDDwwNaWlpYvHgxvLy8MGfOHCQkJLyxnU+fPkXfvn0RFxeHGTNmYPbs\n2bhw4QLCw8PztW39+vWoXbs2fvzxR/Tv3x/p6elwc3PD//73P0ycOBHh4eEYNmwYoqOjMXHiRGm7\nY8eOYejQoTAxMcHSpUvRu3dvDB8+PF8sw4cPR0REBHr37o3g4GC0a9cO8+bNw6JFi97Yhrxmz56N\nBQsWoG3btggODsY333yDsLAwjB8/HgBgaWmJ2rVrY+fOnbLt9u3bh6ysLOmLobfV8zo6Ojpo2bIl\nduzYUaS4iT4FHFJLRERUDKKjo2Fqalrk58wSExMRFxeHUaNGoVWrVgAAW1tbVKxY8a3DWQcNGoQ+\nffoAAOzs7HDkyBEcPnwYffv2xd27d7F582YMHz4cQ4YMAQA4OjoiPT0dmzdvLlRsVlZW+ZbZ2dlh\n9erVBZb39/eHsbExwsLCoKWVe8vRtGlTfPHFFwgKCsKMGTNw/vx5CCHw7bffomrVqgCAatWq4Zdf\nfkFKSgr09PQQEBCAunXrIjg4WKrb0NAQY8aMwZ9//ik9Q9qyZUspwbS3t8elS5dw6NChQrXt6dOn\n8PDwwJUrV6BQKJCamlqo7YDcZCM4OFhqY2pqKnx9fXHp0iVYWVkhIiICKSkp2LZtG6pXrw4AsLa2\nRufOnXHmzBl89tlneP78OSZOnCjrES9dujR8fHxw+fLlApPf4OBglC9fHiEhIdIwzlq1aqF3795v\njHft2rV4+vQpNmzYABMTEwBAkyZN8MUXX+QrW6VKFUyaNEl6feXKFRgZGWH69OnS8GJbW1vcuXMH\nkZGRUrmgoCAolUosWbIEQO55r1ChAsaMGSOViY6OxpEjRzBnzhzp2UcHBwdoa2tj+fLl6NOnDwwN\nDd/YFgC4ffs2IiMjMWzYMGnyHgcHBxgYGMDX1xfu7u6wsLCAq6srlixZguTkZJQvXx4AsHPnTtjZ\n2aF69eqFrud1zMzMsHfvXjx79gz6+vpvjZvoU8GEk4iIqBjcvXsXpqamRd6ucuXKqF+/PgICAhAb\nG4umTZuiefPm0kywb9K4cWPZa0NDQ6SlpQEATp8+DSEE2rdvLyvz1VdfFTrh3LBhA0qVKiVbVq5c\nuQLLvnz5EhcuXJASYHVvX5kyZWBnZycNB27SpAk0NDTQvXt3tG3bFs2aNYO9vb30jGp6ejpiY2Px\n7bffyuq3tLSUksl79+4BAGxsbGRlTExMkJaWhqysLGhpaeUbFqlOEAHg1KlTMDQ0xMaNGzFixAiM\nHTsW27dvh4GBwVuPi5mZmawudZKkPvbnzp1Do0aNpGQTyE1S9+/fL70OCQkBkNsbevv2bdy6dQtH\njhwBAGRmZha43zNnzsDR0VH2zKCVlRWMjIzeGG9UVBTMzMykZBPIfS64ZcuWiImJkZVVKpWy1yqV\nCmvWrEFOTg7u3LmDO3fuIC4uDufPn5dizc7OxsWLF6UvNtTatWsnu47VPfYtW7aUnZtWrVohMDAQ\n0dHR6NKlyxvbAuQmrkIIuLi4yOpp2bIlFAoFTpw4AQsLC3Tq1Ak//PAD9u3bh549e+LBgwc4d+4c\n5syZU6h6Tp48+caE08TEBDk5OYiPj2fCSfQKJpxERETF4Pnz5yhTpkyRt1MoFAgLC0NQUBAOHjyI\nAwcOQKFQwNHREdOnT0eNGjVeu62Ojo7stYaGhjTkNSkpCUBuQvuqwiRUag0bNiz0pEHJycnIzs7G\n6tWrC+wBVSeu5ubmCA0NRVhYGDZu3Ig1a9ZAT08PvXr1wqhRo/D06VMIIQoVZ97jraGR++RQTk4O\nYmJi0K9fP9n6uXPnSglN9erVsXr1atSoUQMLFiyAu7s7xo4di7CwsLf2Ur9pv0Dusc+buOUVFRWF\nOXPm4Nq1ayhTpgzq168vJa5CiAK3efr0aYGTCFWpUuWN+0pMTMTnn3+eb3neawMo+AuFVatWYcWK\nFUhMTETFihXRoEEDlC1bFkIICCGQnJwMIUS+2LS0tGTL1NdkQcPOFQrFW4cG562na9eub6ynWrVq\ncHBwwK5du9CzZ0/s2rULZcqUkWYgfls96mHgr1O2bFkAuc+FEtHfmHASEREVg4oVK+L58+eyZerE\nJe9zjykpKbLXBgYGmDp1KqZOnYobN27gl19+wfLlyzFlyhRERES8Uzzq5OXJkyfQ1dWVlicmJr5T\nfW+jq6sLhUKBPn365PupiLwJlIODAxwcHJCRkYFz585h48aNCAkJQb169dC6dWsoFIoC4zx27BhU\nKlWh4mnUqBG2bt0qW/ZqD1/jxo2lZN7a2hqDBw9GUFAQgoKCMGzYsELt43X09PTw5MmTfMvPnz8P\nfX196Ojo4LvvvkPz5s0RGBiIWrVqAcht34EDB15bb6VKlfDo0aN8yxMTE9/4kznVq1cvcLuCYsxr\nz549mDNnDnx8fNCzZ08pSZ0/f77Uy1mxYkVoaGjkm7ApJycHycnJ0ms9PT2UKlUK69evz5fUCyGk\nIdZvo+5NDA0NRYUKFfLV8+rP9nTp0gXjxo1DQkICdu7cidatW0tfGBSlnoKo2/Zv+Zkgon8LThpE\nRERUDIyNjREfHy9bpk70Hjx4IC3LyMjA77//Lr2OjY2Fs7OzNFy0bt26+Pbbb+Hg4CDbrqisra2h\npaWFffv2yZa/OqzzfSpXrhxMTU1x7do1mJqaSn8NGzZEZGSkNJuqembUzMxMaGtrw9HREX5+fgBy\nj1PZsmXRoEED/PLLL7L6L126hMGDB8uOXWHiefVP/RxfQYYNGwZLS0sEBQXhzJkz73gUctna2iI2\nNlbWQ5aWlgZvb29s3LgRsbGxSE9Ph6enp5RsArkJJ/B3T2leTk5OOHnypGxSoT///BP3799/Yzz2\n9vaIjY2VXZ9paWk4fvz4W3tzz5w5Ax0dHQwdOlRKNrOysnDq1CkoFAoIIaCtrQ1ra2vs27dPFvvx\n48dlw4ObNGmCzMxMpKWlyc7L8+fPERAQUOgZhtXPtz569EhWj46ODhYtWoS4uDipbOvWrVGuXDmE\nhITg6tWrsiG79vb2b6zn1dmBC/LgwQNoaGjIhk4TEXs4iYiIikWzZs0QGhqKnJwcaYhlgwYNYGRk\nhB9//BEVKlRAmTJlsHr1amRmZkJTU1Mqo6enBz8/Pzx//hzGxsaIjY3FiRMn4OnpWeQ41L2JJiYm\n6NWrF5YuXYqcnByYm5sjOjoaGzZsAJB/5tX3YfTo0fD09IS3tzdcXV1RqlQpbNy4EYcOHcL8+fMB\n5CZNISEh8Pb2xjfffAMNDQ1s2LAB2traaN26NQBgxIgRGDJkCIYNG4YePXogJSUFP/zwA0xNTdGy\nZcu3DnV8F5qamliwYAG6dOmC0aNHY8eOHdJw0NcNcX2d/v37Y8eOHRg4cCCGDh0KXV1dREREICsr\nC+7u7gByh5suWrQInp6eyMnJwd69e6WE83UTGA0dOhQHDx6Eh4cHhgwZgpcvX2Lx4sVvHfbs5uaG\nyMhIeHp6wsvLC6VLl0ZYWBiSkpJgbGz8xm0tLS2xYcMGzJo1C61bt0ZiYiLWrl2LR48eQQiBlJQU\nlC5dGqNGjYKbmxu+/fZb9O3bFwkJCViyZInsWVf187rqiayUSiVu3LiBgIAAVK1atcBhvwX5/PPP\n4erqipkzZ+LBgwewtLTEw4cPsWTJEmRnZ8uepdbR0UG7du0QGRmJ6tWrw8HBQVpXr169N9bTsGHD\nN8Zx7tw5WFlZyUYQEBF7OImIiIpF+/btkZqaKusdUygUWLp0KWrUqIFx48ZhypQpsLS0lD1bqKmp\niZUrV8LGxgYLFy7EwIEDsXHjRnh5ecHHx0dW16telzC+utzX1xf9+/fHunXrMGTIEFy6dEn6uYfX\nTf6jrqMwCWnecg4ODoiIiMDz588xevRo6XcxAwMD0alTJwC5vVNLlixBYmIiRo0aBW9vbyQnJyMs\nLEyaBbVZs2YICQnBkydPMHz4cMyZMwf29vYICQnJN4nRu8T9OjVq1MCUKVPw6NEjjBs3Tko0C3ss\n1AwNDbFhwwbUrl0bU6dOxejRo6GhoYHVq1fjs88+w2effYYffvgBiYmJGDZsGCZNmoRy5cph9+7d\nKF++PM6dO1dgvTVq1EBkZCTKly+PsWPHYsGCBfDw8Hjr86LlypXDmjVrYGJigkmTJmHSpEkwMzOT\nDS99nS5dusDHxweHDx+Gp6cnlixZgi+++AIrV64EAClWKysrhIeH48WLFxgxYgRWrlyJiRMnyoaq\nKhQKrFixAl27dkVERAQGDhyI4OBgtG/fHqtXr37juc1r9uzZGDJkCHbs2IFBgwbB398f1tbWiIyM\nzPcsqaurK3JycqRrsKj1FHRdpaWl4ezZs+jQoUOhYyb6VChEUb+mIyIiokIZOXIkhBD44YcfSjoU\nJCcn49ixY3B2dpbdgEdGRuL7779HTEwMe2Y+ERcvXkRiYiJatGghW96tWzeYmJggICCgZAL7iG3e\nvBlLlizBoUOHZLMGExGH1BIRERWbESNGoFu3brhx44bUW1dSdHR08P3336NevXrw8PCAvr4+rly5\ngsDAQHTr1o3J5ickPj4eI0aMwODBg+Hg4IDMzEzs2bMHV65cwYQJE0o6vI9OZmYmQkNDMXz4cCab\nRAVgDycREVEx2rBhAw4ePIjQ0NCSDgVXrlxBQEAALly4gJSUFBgbG8PV1RWenp7Sc6b0adi8eTMi\nIyNx+/ZtaGpqolGjRhg6dKg0AQ8VXnh4OM6ePYugoKCSDoXoX4kJJxERERERERULfp1JRERERERE\nxYLPcBJRicj7+4RExcXIyIjXG31QvOboQ+L1Rh+akZFRkcqzh5OIiIiIiIiKBRNOIiIiIiIiKhZM\nOImIiIiIiKhYMOEkIiIiIiKiYsGEk4iIiIiIiIoFE04iIiIiIiIqFkw4iYiIiIiIqFgw4SQiIiIi\nIqJiwYSTiIiIiIiIigUTTiIiIiIiIioWTDiJiIiIiIioWDDhJCIiIiIiomLBhJOIiIiIiIiKBRNO\nIiIiIiIiKhZMOImIiIiIiKhYMOEkIiIiIiKiYsGEk4iIiIiIiIoFE04iIiIiIiIqFlolHQARfZqu\nPMko6RDoExH3Ih4Z6bze6MPhNUcfEq83+tCMjIpWngknEZWI8fviSjoEIiIiIiqis2a1ilSeQ2qJ\niIiIiIioWDDhJCIiIiIiomLBhJOIiIiIiIiKBRNOIiIiIiIiKhacNIg+KsOGDcPjx49ly8qVKweV\nSoWBAweicuXKb63jjz/+wKxZs7B+/foC12/atAmxsbGYOXPme4n5fUpMTMSWLVvw22+/4cWLF6hW\nrRratm2LL774oqRDIyIiIiLKhwknfXTc3d3h7OwMAMjJycHdu3cREhKCZcuWYerUqf+4/k6dOuHL\nL7/8x/W8b3/99RemTJkCpVKJkSNHokKFCrh8+TLCw8Px+PFj9OrVq6RDJCIiIiKSYcJJH50yZcqg\nfPny0uuKFSuiZ8+eCAwMRFpaGsqUKfOP6tfR0fmnIRaLkJAQ1KpVC2PGjJGWVa1aFQqFAj/++CPa\ntGmDSpUqlWCERERERERyTDjpP0FLK/dS1tDIfSz5xYsXiIyMxLlz55CRkQFra2sMGDAAurq60ja7\nd+/G1q1boaGhgS+++ELqIXx1SO3Ro0fxyy+/wMLCAvv27UNWVhZatGiBfv36QaFQ4PHjxwgODsaf\nf/4JTU1N2NjYYMCAAVLSevToUezYsQOPHj2CiYkJ3N3d0bBhQwC5w4M7duyIkydP4ubNmzAyMsKQ\nIUNQt27dfO178uQJYmNjMXHixHzrnJycULVqVejr6yMhIQHe3t74+uuvsWvXLtjZ2aFy5cr5hggP\nGzYM3bp1g4uLC+7cuYPQ0FDExcWhTJkycHZ2Rt++faGhoQEhBHbu3ImDBw8iKSkJ9erVQ//+/VGz\nZk0AQGpqKsLCwnDu3Dloa2vDxsYG7u7u/9qknYiIiIg+LE4aRB+9hw8fYtu2bbC0tETp0qUBAP7+\n/rhz5w58fX0xdepUPHjwAEuXLpW2ycnJQUxMDKZPn44hQ4Zg//79OHLkiLReoVBI/75x4wbu378P\nPz8/DBw4EPv27cPvv/8OAAgLC4OWlhbmzZuHyZMn49q1a9i2bRuA3GQzNDQUrq6u8Pf3h7m5OebM\nmSN7BnXLli3o0qUL/P39Ua5cOYSFhRXYxtu3bwNAgcmolpYWGjRoICXdAHDlyhXMmzcPXbp0kbWl\nIIGBgTA2NsbChQsxcuRInDhxAocPHwYAbN68GTt37oSHhwfmz5+PqlWr4vvvv8fLly8BAEFBQXjx\n4gVmzpwJX19fxMfHY9myZW/cHxERERF9OtjDSR+d0NBQREREAACys7OhpaUFW1tbeHh4AMhNzv73\nv/9h8eLFMDIyAgB4e3tj5MiRuHfvnlSPl5cXqlatis8++wxffvklDhw4gJYtWwIAhBBSuezsbHz7\n7bcoU6YMqlevjl27duHGjRuwtLTEo0ePULNmTRgYGEBLSwujR4+Weln37t2L9u3bo1mzZgCAb775\nBpcvX8a+ffvQt29fAEDz5s1hY2MDAPjqq6/g7+9fYJtTU1MBAGXLli3UMWrfvj2qVq2ary0FefTo\nERo3bgwDAwNUrVoVEyZMgL6+PoQQ2LdvH3r37g1ra2sAwODBg+Ht7Y1jx47BwsICZ8+eRWhoqNRz\nPGzYMHh5eSExMZHDe4mIiIiICSd9fHr06AEHBwekpaVhy5YtePjwIXr16iUlPffv34eOjo6UbAKA\nkZERypUrh/v370NXVxe6urpSQgYAtWrVws8//1zg/vT19WXPhZYtWxbZ2dkAgC5duiAoKAhnz56F\nhYUF7O3t4ejoKMXRrVs3WV3169fH/fv3pdeGhobSv8uUKQMhBIQQ+Xol9fT0AAApKSnSv9/k1ba9\nTdeuXbFu3TocOnQIVlZWcHR0RJ06dfD06VOkpKTg888/l8pqamqiTp06uH//PqpUqQIAGDp0aL46\n4+PjmXASERERERNO+vjo6+tLidqIESMwYcIELFiwAN9//z00NTWhra1d4HY5OTnIyckB8Peznq+u\n09TULHC7V4eqqql7DZ2cnGBmZoazZ8/it99+Q1BQEH7//XcMHTq0wDiys7OlGN5Ud96Es06dOlAo\nFLh27RoaN24sW5eVlYU5c+bg66+/RsWKFQEApUqVktYXNKT21Rg6deoER0dHnDt3Dr/++isWLFiA\nrl274quvvirweKiPY3Z2NnR0dDB//vx88avjICIiIqJPG5/hpI+alpYWhgwZgtu3b2PXrl0Acnsz\nX758KetJvHfvHtLS0qRez2fPniExMVFaf/36dZiYmBRp30IIrF69GomJiWjVqhXGjBmDwYMHIyoq\nCgBgbGyMa9euyba5du2arOe1sPT09GBpaYndu3fnW3f8+HH88ccfUo9jXlpaWkhLS5Nev3z5EsnJ\nyQByh+qGhoZCoVCgXbt2mDhxInr06IGoqCiUKVMGFSpUwNWrV6Vts7KyEBcXByMjI+k4Z2dnw9DQ\nEIaGhlAoFFi1apVsf0RERET06WLCSR+9unXrwsXFBT/99BMSExNhZGSExo0bY9myZbhx4wauX7+O\nZcuWQaVSSbOrKhQKLFu2DLdv30ZUVBT27duHjh07Fmp/6t5NhUIhzfB669YtxMfHIyYmRprY56uv\nvsL+/ftx/PhxxMfHY926dbhz5w5atWr1Tu10d3fHrVu34O/vj2vXruHBgwfYs2cPwsPD0aNHj9cO\nYa1Xrx7u3r2L6OhoPHjwAMHBwVIPb9myZXHx4kWEhYXh/v37uHPnDn777TepDR07dsTmzZtx7tw5\n3L9/H8HBwcjMzISzszOMjY1haWmJpUuX4vr167h16xYCAwPx7NkzVKhQ4Z3aSERERET/LRxSS/8J\nvXv3xunTp7F27Vr4+Phg2LBhCAsLw8yZM6GhoSGbVEihUKBixYowNTXFtGnTULp0afTs2RN2dnbS\n+jfN7PrquqFDhyIsLAwzZsxAdnY2zMzM4OPjAwCwt7dHUlISNm7ciKdPn6J27dqYNGlSkXtS1YyM\njODn54fNmzfD398fqampMDIywsCBA9GiRYvXbmdmZoavvvoKwcHB0NTURIcOHfDs2TNp/dixYxEe\nHo6JEydCQ0MDNjY26N+/PwDgyy+/RGpqKkJCQpCamor69etj+vTp0NfXB5A78VJ4eDhmzZoFhUIB\nc3NzDBgw4J3aR0RERET/PQrxtiksiYiKge2CwyUdAhEREREV0dmxLkUqzyG1REREREREVCyYcBIR\nEREREVGxYMJJRERERERExYIJJxERERERERULJpxERERERERULJhwEhERERERUbFgwklERERERETF\nggknERERERERFQutkg6AiD5N89rVKekQ6BOhXVobGekZJR0GfUJ4zdGHxOuN/u2YcBJRiVBV1i7p\nEOgTYWRkhPj4+JIOgz4hvOboQ+L1Rv92HFJLRERERERExYIJJxERERERERULJpxERERERERULJhw\nEhERERERUbHgpEFEVCKuPOGMevRhxL2I5wyO9EHxmqMP6d90vVXVLYVKpRUlHQb9yzDhJKISMX5f\nXEmHQERERO/RvHZ1UKk0Z6EnOQ6pJSIiIiIiomLBhJOIiIiIiIiKBRNOIiIiIiIiKhZMOImIiIiI\niKhYMOEkIiIiIiKiYsFZaumjlZ6ejp07dyI6OhoJCQkoVaoU6tevj+7du6NevXqFqmPTpk2IjY3F\nzJkzcfToUWzcuBHLly/HH3/8gZkzZ2L9+vXQ0Hi/38v07NkTQ4cORfPmzYu0zZts3Ljxn4ZVaMV5\nbIiIiIjov4UJJ32U0tPTMW3aNGRnZ6NXr16oXbs2UlJScPToUUybNg0zZswodNKpUOT/vSilUong\n4OBiS6gK2uebBAcHAwCEEAgLC4OGhgb69+9fHKEREREREb03TDjpo7R161YkJSVh8eLFKFu2LADA\nwMAA/fr1w/Pnz7Ft2zaMHTu2UHUJIfIt09LSQvny5d9rzGr6+vqoUKFCkbZ5NRYtLa1ijY+IiIiI\n6H1hwkkfnZycHBw5cgQdO3aUks1Xubu7Q1s790eHCxr+uWzZMuTk5MDb2/u1+3h1uyVLlkBDQwM+\nPj7S+pCQEDx//hyjRo3CkydPEBoaikuXLkFPTw/Ozs74+uuvoaWlhaNHj+LgwYOoVKkSLl26BHd3\ndxgZGcHIyAgAsH//fuzcuRNJSUkwMjJC79690bhx4ze2v6De0YL24+DggFWrVuH8+fNISUlB1apV\n0bt3b9jb2yMyMhJXrlyBn5+fVMf27dsRExODOXPmIDU1FWFhYTh37hy0tbVhY2MDd3d36Ojo5Nv3\nu7SBiIiIiD4NfACLPjoJCQl49uwZGjZsWOB6fX39AhMjNYVCUaQhrc7Ozvjtt9+QlZUFIDfhPXPm\nDJycnCCEgL+/P/T09DBv3jz4+Pjg/PnzWLdunbT99evXYWRkhDlz5sDa2hozZsyAgYEBbt68iVWr\nVsHDwwMBAQFwcHDA4sWLkZqaWujYXpV3P6tWrUJ8fDwmT56MRYsWoUGDBlixYgWysrLg7OyMq1ev\n4unTp9L2p0+fhpOTEwAgKCgIL168wMyZM+Hr64v4+HgsW7Ys3z7fdxuIiIiI6L+FPZz00Xn27BkA\nQFdXV1p2/fp1zJgxQ5ZIrl69usDtCxpC+yaWlpYAgEuXLsHKygqXL19GRkYGGjdujNjYWCQkJGD2\n7NnQ0NCAkZERBg4ciNmzZ6Nv375SHV27dkXp0qVl9T569AgKhQIGBgYwMDCAq6sr6tWrBy2td39b\nvroflUqFL7/8EjVq1AAAdOzYEYcPH0ZSUhJq1qwJY2NjnDlzBm3atEFCQgJu3ryJcePG4a+//sLZ\ns2cRGhoqHeNhw4bBy8sLiYmJxd4GIiIiIvrv4F0hfXTKlSsHALJetFq1asHf3x8A8OeffxbYG/eu\ntLS0YGdnh5iYGFhZWeH06dOwtbVFqVKlcP/+faSkpMDDw0MqL4RAVlYWHj9+DCA3Mc6bbAK5iWyt\nWrUwfvx41KhRAzY2NnBxcZGGAxdV3v00b94cZ86cwcGDB/HgwQPExcUByO2hBQBHR0fExMSgTZs2\niI6OhkqlQqVKlXD+/HkAwNChQ/PtIz4+XpbUv+82EBER0cdLu7S29NgQkRoTTvroVKtWDbq6urhy\n5Qrq1KkDIDcpNDQ0BAA8fPhQKlvQ0Nns7Owizz7r5OSEJUuWICsrCzExMfjuu++kuqpXrw5fX19Z\neSEEKlWqBACvTb60tbUxe/ZsXLlyBefPn8fp06exb98+zJw5E5999lmR4itoP4GBgbh69SqaNWuG\nNm3aoEKFCpg8ebK03tHREVu3bsWLFy9w+vRptGjRQmqTjo4O5s+fn69NFStWxPXr14utDURERPTx\nykjPQHx8fEmHQcWsqF8q8BlO+uhoamqiZcuW2L17d4HPCr467FM9tDMtLU1alpCQUOR9NmrUCAqF\nArt27UJ2drY0zNbY2BiPHz+Grq4uDA0NYWhoiOTkZKxbt+6tQ3cvXbqELVu2QKVSoU+fPli8eDHK\nly+PCxcuFDm+vFJTU3Hq1CkMHz4cX3/9NWxtbfH8+XMAfw8pNjIyQs2aNXHo0CHcunULDg4O0vKX\nL18iOztbapNCocCqVatkx7G420BEREREHz/2cNJH6euvv8bVq1cxadIk9OjRA3Xr1kVqaipOnDiB\nffv2QaVSAQBMTEygra2Nbdu2oU2bNjhz5gxu3bqFatWqFWl/GhoaaNKkCbZt2wZHR0eph9Tc3BxV\nqyRFDCMAACAASURBVFbFkiVL8M033yA9PR1BQUGoVasWSpUq9cY6S5Uqha1bt6JChQowNzfHrVu3\n8OTJE6nX9nUK8wyqtrY2dHR0EBMTg/Lly+PBgwfSM62ZmZlSOUdHR2zZsgWmpqbQ19cHkHvMLC0t\nsXTpUgwYMABaWloIDQ1FTk4OKlSogPv37//jNhARERHRp4EJJ32UtLW1MW3aNOzduxc7duzAgwcP\noKGhgbp16+K7775D06ZNAQBly5bF4MGDsX79euzfvx92dnbo0KGD1AtalBlrnZyccODAAWkmVyA3\nER0/fjzCw8MxefJkaGtrw97eHu7u7m+tT6VSYdCgQdixYwfCw8NRuXJl9OvXD40aNXrjdoWJV0tL\nC97e3li9ejX27t2LOnXqYOjQoViyZAlu3bolTSTk5OSEyMhIODo6yrb38vJCeHg4Zs2aBYVCAXNz\ncwwYMOC9tYGIiIiIPg0KUdQpO4mI3gPbBYdLOgQiIiJ6j+a1qwNVZU4c+F/HZziJiIiIiIjoX4EJ\nJxERERERERULJpxERERERERULJhwEhERERERUbFgwklERERERETFggknERERERERFQsmnET/Z+/O\n42u69v+Pv3JklkEjkjhFk4hI1VhUzVPM9FYNodclxuZSt7eDS6/2q1VTCG21UVxjB8TQqqGo0jRi\niqGuGoKKkAExVUxBcs7vD7+cm9MMEhUp3s/Hw+ORs/dea3/W2vt45JO19toiIiIiIlIsbEs6ABF5\nPIW39y/pEOQxYe9gz62bt0o6DHmM6J6TB+nPdL95udiVdAjyJ6SEU0RKhF4MLQ+K0WgkNTW1pMOQ\nx4juOXmQdL/Jn52m1IqIiIiIiEixUMIpIiIiIiIixUIJp4iIiIiIiBQLJZwiIiIiIiJSLJRwioiI\niIiISLHQKrUiUiLiL/w5lnCXR1/C1dQ/zSsD5PGge+7R4uVih4eDTUmHIfLQUsIpIiVi5PqEkg5B\nRETkrsLb++PhoFd5idwrTakVERERERGRYqGEU0RERERERIqFEk4REREREREpFko4RUREREREpFho\n0aASFhkZSUxMTL77//73v5OWlsaBAwcYO3bsfTlnSEgI7777LtWrV78v9RWnmTNnYjKZGDp0aJHL\npqenM2XKFBISEnjhhRcICQnJdcyGDRv4/vvvOXPmDE5OTtSoUYPevXvj5eUF3Lk+JpOJ4cOH/+G2\n3C9paWkMHz6c6dOn4+3tbbVvyZIlHDlyhDFjxty1nqVLl1ruq+joaKKiovjss8+KK2wREREReQwp\n4Sxh/fv3p0+fPgAcPnyYDz/8kNmzZ1v2Ozk5sXLlypIK76G2ZcsWzp49y5QpU3Bzc8u1f/369axc\nuZJBgwbh6+vL5cuXWbZsGWPGjOHDDz/E0dERGxsbbGwe3aXQH+W2iYiIiEjJ05TaEubs7Iy7uzvu\n7u44OzsDWD67u7tjb69luO/V9evX8fb2xmg04uLikmv/jz/+SOfOnalXrx6enp5UrlyZ119/natX\nr7J3714AzGYzZrP5QYf+wDzKbRMRERGRkqcRzodEVlYW8+bNIyYmBjs7O7p06cILL7xg2b9ixQo2\nbtxIRkYGgYGBDBgwAB8fn3s6V3x8PAsXLiQpKQlvb2/+8pe/0KxZM8v+NWvWsHr1ajIyMmjRogWn\nTp2iefPmtGjR4q6xhISEMGzYMFatWsXp06fx9/fn1VdftUwNjY+PZ/78+aSkpFCnTh1sbW2xs7PL\nN9bo6Gi+/fZbzp07R4UKFejbty/VqlWzmqocEhJCZGQknp6eVmUNBgOHDh2iffv22Nre+So4ODgw\nZcoU3N3d8zxfXFwcS5Ys4dy5cxiNRnr37k3t2rUt++/W9ldeeYVvvvmG9PR0nn32WYYMGYKTkxMT\nJkzAy8uLQYMGWer66KOPcHNzY8CAAYW6bnlJTk5m4cKFHD16FEdHR4KDg+nevftdRzbzK3fy5ElG\njhzJvHnzKF26NFevXmXgwIH07duXTp06ARAeHk6VKlV46aWX7jluEREREXk0aITzIfHrr79iMBiY\nPHkyXbt25auvviIpKQmAdevWERMTw/Dhw5kwYQI+Pj68//773Lp1q8jn+e2335g4cSLNmjVj6tSp\ndOvWjfnz57Nnzx7gzjTVZcuWERoayvjx4zl37hyHDh2yJDCFiWX58uWEhoYyadIkrl69yuLFi4E7\nz1xOnDiR6tWrM2XKFPz9/dm2bVu+sUZHRzN37ly6du1KREQENWvWZOLEiZw/f57+/fvTuXNnAgIC\nmD17Nh4eHrnKd+jQgT179vDKK6/w6aefEh0dzeXLl/Hx8cHJySnX8YmJiURGRtK1a1emTp1KcHAw\nERERJCYmFrrty5YtY+DAgYwZM4akpCRmzZoFQJMmTYiLi8NkMgFw8+ZN9u7dS9OmTfNt/91GJ9PT\n0xkzZgxly5Zl4sSJDB48mA0bNrB69ep7Lufr64u7uzuHDh0C7kwDBzhy5Ahw5w8jhw4dok6dOgWe\nQ0REREQeD0o4HxJlypQhNDQULy8vOnbsiLOzMydPngRg1apV9OnTh2eeeQaj0Uj//v2xtbVlx44d\nRT7P+vXreeaZZ+jQoQPe3t40atSIjh078t133wF3Ftnp0KEDDRs2pEKFCgwbNsxq2m9hYunYsSPV\nq1enYsWKtG3bluPHjwOwbds23Nzc+Nvf/kb58uXp2rUrVatWzTfWdevW0aFDB5o1a4aPjw8vv/wy\nTz31FOvXr8fZ2RkHBwdKlSqFu7s7BkPuW71Zs2aMHj2agIAAtm/fzmeffUZYWBiff/65VTKXnUyv\nXr2ali1b0rRpU7y8vGjTpg2NGjVi/fr1hW57165dqV27Nv7+/vTv358dO3Zw7do16tevz40bNywJ\n3N69e3F3d6dKlSr5tn/EiBH07dvX6t+qVass+2NjY3FwcGDIkCEYjUbq1atHSEiI1TF5uVu5mjVr\ncvDgQQBLcpmdcB47dgx7e3v8/PwKPIeIiIiIPB40pfYhUa5cOavPzs7O3L59m4yMDC5evMj06dOt\npknevn2bM2fOFPk8KSkp7Nu3j759+1q2ZWVlWaaYnjp1ir/85S+WfaVLl8ZoNAIUOpacU32dnJzI\nzMwE7kzjrFSpklU8/v7+XL9+Pd9Yu3XrZrUtMDCQ5OTkQre3Zs2a1KxZk1u3bnHgwAF++ukn1q5d\ni6enJx07dsx1vqSkJDZv3mzZlpWVRUBAQKHbnjOB9vf3x2w2k5qaSpUqVXj22WfZvn07zzzzDNu2\nbaNRo0YFxj5q1CiracJms5m1a9da2p+SkoKvr69Vsh0YGMiVK1e4cuVKvvUWVO7q1avUrl3bknwe\nPnyYl19+mfDwcM6ePcv+/futphiLiIiIyONNCedDIq8ROrPZTFZWFgD//Oc/qVChgtW+0qVLF/k8\nJpOJJk2aWCVyZrPZcv5SpUrlO5WzsLFkPy+Zl9/XXapUqXyPzWtBpaysrEIthHP+/Hm++eYbQkND\nsbOzw97enmeffZZnn32WadOmsX///lwJp8lkokuXLrRs2dIqXjs7u0K3PWd7sqfPZvdtkyZNmD17\nNn369GHfvn306NGjwDZ4enrmei1KznPl1T/Z5yyojwoqZzKZqFGjBpGRkaSlpZGSksLTTz9N5cqV\nOXLkCL/88gsdOnQoMG4REZGHib2DveWP639Wf/b45PGmhPMhV7p0adzc3Lh06RJ169YF7iQF06dP\nJzg4uMjv2jQajcTHx1slMt9//z0XL16kV69eVKhQgYSEBJ577jngzkqw2SN4fzSWSpUqsWfPHkwm\nkyUJS0xMpGzZsnke/+STT3Ls2DFLLHBnSmdB03Cz2dnZsXnzZmrWrEmDBg2s9jk6Oub5DKfRaOTs\n2bNWfbNs2TJcXFzo0KFDodqekJBgSUiPHz+Ora0tTz75JAC1a9cmMzOTlStX4uXllWu0t6iefPJJ\nduzYQVZWliXRPXr0KC4uLri6ut5TuezXyzz11FN88803+Pv7Y2dnR1BQELt37+b48ePUrFnzD8Ut\nIiLyZ3Lr5i1SU1NLOox8GY3GP3V88ugp6h849AznI6Bz585ERUWxa9cuzpw5w5w5c9i/f7/VSNvv\n/frrr+zbt8/q340bN2jXrh0nTpxg0aJFnD59mh07dvDll19akr4OHTqwfv16duzYQXJyMjNnziQj\nI8MyjfReYsnWqFEjMjMzmTdvHqmpqaxZs8ayOE1+7d6wYQMxMTGkpqayaNEiTp06RevWre96Lnd3\nd9q0acPMmTPZsGEDZ86cITExkVWrVrFz506rUbrs0cBOnTqxY8cO1q5dy5kzZ9i4cSNff/015cuX\nL3Tbo6KiOHToEMeOHWP+/Pk0b94cR0dH4E4S3KBBA9asWUPjxo3v2oa7adKkCSaTidmzZ5OcnMzu\n3btZtmwZbdu2LXCV2oLKZatVqxYxMTEEBQUBUK1aNXbu3Im/v3+er6ARERERkceTRjgfAjY2NgUm\nCF26dOHmzZvMnTuXa9eu4efnx+jRoylTpky+ZbJXhs1p4sSJ+Pv7M2rUKL766ivWrl1LmTJl6Nmz\nJ23atAHuJIVnzpxh7ty53L59m1atWuHl5WWZJnsvsWRzcXFh9OjR/Oc//+Ff//oXQUFBtG7dOt/V\ndhs0aMClS5eIiorit99+s5wrO8G7W7+Fhobi7e3NDz/8wJdffonBYCAgIIDRo0fj6+ubq44qVaow\nfPhwli9fzqJFi/Dy8mLo0KGWZxYL0/bmzZsTGRnJ9evXady4MaGhoVYxNWrUiB9//PG+JJyOjo78\n+9//Zv78+YwcORJ3d3c6duxoeV1Jfv1zt3JwJ+FcuXIlTz/9NHDnGU+DwaDnN0VERETEio1Zb36X\nIjh06BDe3t6WEc+srCwGDRrEiBEjqFatWglH9+cWEhLCmDFjCuynn376ie+//57x48c/wMhKRv0p\nm+9+kIiISAkLb+9PUNnc6xv8WWhKrTxoRZ1SqxFOKZJdu3Zx9OhRBg8ejKOjI9999x3Ozs4EBgaW\ndGgPtbS0NH799VdWrFjBiy++WNLhiIiIiIjcF0o4pUhCQkKYM2cOH3zwAbdu3SIoKIh///vfBa48\nK3eXlpbGZ599xrPPPmu1Cq6IiIiIyMNMU2pFpERoSq2IiDwMNKVWxJpWqRUREREREZE/BSWcIiIi\nIiIiUiyUcIqIiIiIiEixUMIpIiIiIiIixUIJp4iIiIiIiBQLvctCREpEeHv/kg5BHhP2Dvbcunmr\npMOQx4juuUeLl4tdSYcg8lBTwikiJeLPvMS8PFr0ygB50HTPiYj8j6bUioiIiIiISLFQwikiIiIi\nIiLFQgmniIiIiIiIFAslnCIiIiIiIlIstGiQiJSI+AtawVEejISrqVoxVB4o3XP3xsvFDg8Hm5IO\nQ0TuMyWcIlIiRq5PKOkQRETkTyS8vT8eDlrBXORRoym1IiIiIiIiUiyUcIqIiIiIiEixUMIpIiIi\nIiIixUIJp4iIiIiIiBQLJZwiIiIiIiJSLLRKrUgBhg0bxvnz53Ntr1ixIhEREff1XEuXLuXAgQOM\nHTv2vtZ7N2fPniUlJYVnn332rsdGR0cTFRXFZ5999gAiExEREZGHnRJOkbvo27cvTZo0sdpWqlSp\nEorm/ps5cyZBQUGFSjgbNWpE3bp1H0BUIiIiIvIoUMIpchdOTk64u7uXdBjFxmw2YzabC3Wsvb09\n9vZ6R5qIiIiIFI4STpF7FBkZidls5tSpU1y4cIH33nsPg8HAwoULOXLkCJmZmVSuXJkhQ4ZQoUIF\nDh48yCeffEL37t1Zvnw5165do379+oSFheVK4m7fvs2ECRMwm82MHj0aOzs74uLiWLJkCefOncNo\nNNK7d29q164NwHvvvUeNGjWIj4/n8OHDeHh40L9/f+rUqQPAjh07iIqKIi0tDU9PT7p27UqLFi2I\njIzk8OHDHD58mCNHjjBmzBguXLjA3Llz+eWXX3B1daVJkyb07NkTW1tbqym1RWmPiIiIiDyetGiQ\nyB8QGxtLjx49GD16NE8++SSTJ0/Gy8uLKVOmMG7cOEwmE1988YXl+MuXL7N9+3ZGjx7NW2+9xa5d\nu4iOjrbst7GxAeDTTz/lxo0bjBw5Ejs7OxITE4mMjKRr165MnTqV4OBgIiIiSExMtJRduXIlTZo0\nYdq0afj5+TFr1izMZjOXL1/m448/pkuXLnz88cd07dqVmTNnkpqaSv/+/QkMDKRTp0689dZbmM1m\nIiIicHV1JTw8nH/84x/s2bOHRYsW5dn+u7VHRERERB5vGuEUuYu5c+eyYMECy2cbGxs++eQTAPz8\n/Khfvz4AN2/eJDg4mDZt2uDo6AhA8+bNWblypaWsyWQiNDSUihUrUrFiRWrVqkVCQoJlv9lsZsGC\nBZw8eZKxY8fi5OQEwOrVq2nZsiVNmzYFoE2bNhw7doz169cTFhYGQJ06dWjevDkA3bp1Y8SIEVy8\neJH09HRMJhNPPPEEnp6etGjRgnLlyuHu7o6zszO2trY4ODhQunRpfvnlF9LS0hg/fjwGgwGj0cjA\ngQMZP348ffr0ydU3ebXn+PHj96vrRUREROQhp4RT5C569OhBw4YNrba5uLgAUK5cOcs2BwcH2rRp\nQ0xMDMePHyc1NZUTJ07g6upqVdbb29vys5OTE5mZmZbPx48f58iRI/j5+VnOAZCSkkJSUhKbN2+2\nbMvKyiIgICDPerMT3qysLPz8/Khbty6TJk3C29ubunXr0qJFC0qXLp2rrSkpKVy7do3Q0FDLNrPZ\nTGZmJufOncuzf3Ke19nZmaysrDyPExERKYi9gz1Go7Gkw3goqd/kz0wJp8hduLm5WSVVOdnZ2Vl+\nzsjI4O2338bV1ZX69evTtGlTkpOT+fbbb63K2Nrm/7VzdHRkxIgRhIeH8/3339O+fXvgzkhily5d\naNmypeVYs9lsOb+NjU2e9WYvBvSvf/2LxMREdu3axe7du/n+++8ZOXIkNWvWtDo+KyuL8uXLM2rU\nqFz1lC1bNs+Yc563KAsQiYiI5HTr5i1SU1NLOoyHjtFoVL/JA1XUP3DoGU6Re5T9vGW2gwcPWhYP\n6tKlC9WrV+f8+fMFJmC/r6NChQoEBQXRs2dPoqKiuHz5MnDni3327Fm8vb0t/7Zs2UJcXNxd4zxx\n4gQLFizA19eXHj16EB4eTlBQUJ5ljUYj58+fx8XFxXKey5cvs2jRokIlkr9vj4iIiIg83pRwityj\n3ydgrq6u3Lx5kx07dpCWlsamTZvYtGkTt2/fLrCOnPVk/9yuXTs8PDwsCw516tSJHTt2sHbtWs6c\nOcPGjRv5+uuvKV++fJ715OTs7MzGjRtZtmwZaWlpHDhwgFOnTuHv7w/cGVU9ffo06enp1KpVCy8v\nL6ZPn87Jkyc5evQoM2bMwGAwWI3mFrZPREREROTxpoRT5B7Z2NhYjegFBgbSo0cP5s+fz1tvvcX+\n/ft5++23uXr1KhcuXLhrHTl/NhgM9O/fn9jYWOLj46lSpQrDhw9n06ZNvPnmm3z33XcMHTrU8lqU\n38eSk7e3N6+//jpxcXG88cYbREZG0q5dO1q1agXcWYBo//79TJgwAYPBwMiRIzEYDLzzzjuEh4dT\nrVo1y8JERe0TEREREXm82Zg1JCEiJaD+lM13P0hERB4b4e39CSqr9zgXlZ7hlAdNz3CKiIiIiIjI\nn4ISThERERERESkWSjhFRERERESkWCjhFBERERERkWKhhFNERERERESKhRJOERERERERKRZKOEVE\nRERERKRY2JZ0ACLyeApv71/SIchjwt7Bnls3b5V0GPIY0T13b7xc7Eo6BBEpBko4RaRE6OXe8qDo\npejyoOmeExH5H02pFRERERERkWKhhFNERERERESKhRJOERERERERKRZKOEVERERERKRYKOEUERER\nERGRYqFVakWkRMRf0CsD5MFIuJqqV1TIA/Wo3HNeLnZ4ONiUdBgi8pBTwikiJWLk+oSSDkFERAoQ\n3t4fDwe9wkpE/hhNqRUREREREZFioYRTREREREREioUSThERERERESkWSjhFRERERESkWGjRICk2\nw4YN4/z585bPBoMBT09PWrduzYsvvphnmbS0NIYPH8706dPx9vbOtT8mJoaoqCgiIyOLLe7CWrFi\nBQcOHGDMmDG59h08eJCxY8dabXNwcMDX15c+ffoQGBh4X2K4cOECQ4cOJTIyEk9PT0JCQnj33Xep\nXr16kevK2Z7o6GiioqL47LPP7kucIiIiIvJ4UsIpxapv3740adIEgKysLH755RdmzpyJh4cHzZo1\ny3W8p6cns2fPxtXV9UGHWixmzpyJwXBnIsH169eJiopi0qRJfPrppzg7O9/3882ePZvSpUv/4Xoa\nNWpE3bp170NEIiIiIvI405RaKVZOTk64u7vj7u6Oh4cHzZs3p0aNGuzcuTPP4w0GA+7u7pYk7WGX\n3XZ3d3fKly9PaGgo165d49ChQ8V2PlvbP/53JHt7+0cm6RcRERGRkqMRTnngDAYDdnZ2ALz33ntU\nrFiRffv2cfv2bf71r3/x9ttvW6bUXrp0iZkzZ3Lo0CGMRmOuUbekpCTmzZvHsWPH8PDwoG3btnTu\n3DnP82ZmZrJ48WK2bdvGb7/9hoeHB3/5y19o27YtcGcKcJcuXYiNjeXEiRMYjUbCwsKoXLkyAMnJ\nyfznP/8hISGBgIAAKlaseE9tB7C1tbVMH+7Zsydr1qyhQYMGhIWFERcXx5IlSzh37hxGo5HevXtT\nu3ZtSxu++OILYmJicHBwoGvXrlb155xSO2zYMLp160arVq2A/03zXbx4MQaDocD2/H5K7YkTJ1iw\nYAEJCQmUKVOGl156iZYtWxb5GoiIiIjI40UJpzwwmZmZ7Nmzh/379zN06FDL9ujoaN555x3s7Oxw\ncXGxKjNt2jTs7e2ZOHEiycnJzJw503LMrVu3mDBhAs2bN+eVV17hzJkzzJo1C1tbW9q3b5/r/N9+\n+y179uzhzTffxM3NjejoaObPn89zzz1HmTJlAFi+fDlhYWE8+eSTzJo1i3nz5jF+/Hhu377NxIkT\nCQoK4pVXXuHw4cPMnTuXqlWrFrr9V69e5csvv8TNzY3AwECuXr0KQHx8POHh4ZhMJhITE4mMjGTQ\noEFUrVqV//73v0RERDBu3Dh8fX1ZunQpu3bt4l//+hd2dnbMmDGjyNcBKFJ70tPTGTt2LI0bNyYs\nLIyEhARmzJiB0WjEz8+vSNdARERERB4vSjilWM2dO5cFCxYAdxJEBwcHOnfubHmuE6BOnTqWRCct\nLc2yPSkpiaNHj/LJJ5/g5eVFhQoVSExMZMuWLQDExsbi4uJCr169APDx8SEkJIQVK1bkmexUqlSJ\nsLAwAgICAOjatSsrVqwgNTXVknA2b96cevXqAdC5c2ciIiIA+OWXX7hy5QqDBw/G0dERo9HIoUOH\nuHjxYoHtDw0NBcBsNnPr1i18fHx47bXXcHZ2tiScHTp0wMvLC4BPPvmEli1b0rRpUwDatGnDsWPH\nWL9+PWFhYWzevJk+ffrw9NNPA9C/f3/GjRt31+vwe0Vpz7Zt23B2dmbgwIHY2NhQvnx5rl69SlZW\nVpGvgYiIiIg8XpRwSrHq0aMHDRs2BMDOzo4nnngCGxsby34bGxtLsvV7ycnJODk5We339/e3JJzJ\nyckkJyfTt29fy36z2UxmZiZZWVmUKlXKqr769euzf/9+Pv/8c1JTUzlx4gQAJpPJckzOlXGdnJww\nm82YTCaSk5Px9vbG0dHRsr9y5cp3TTjDw8MxGAzY2Njg7OycawQXsGpfSkoKSUlJbN682bItKyuL\ngIAA0tPTuXLlCr6+vlb9cS+K0p7k5GR8fX2trlu7du0A2L17d5GugYiIiIg8XpRwSrFyc3PL8/Um\nOWU/z5kXs9ls9Tnngjgmk4lq1aoxZMiQXGXyWnRoyZIl/PDDD7Rq1YpmzZoxaNAghg0blm/9d1OY\nhY28vb3velzO9ptMJrp06WJ5PhLutCe/PiooocuZIMKdxLUg+cVpa2ub6zrkjLco10BERB4e9g72\nGI3Gkg5DCkHXSf7MlHDKn1bFihXJyMggNTXV8h9p9qgk3PnPNS4ujnLlylmSm7i4OPbu3UtYWFiu\n+jZu3MjAgQNp1KgRcGfkDnIntfnFcubMGa5du2Z57UhiYuIfal9ejEYjZ8+etUrSly1bhouLCx06\ndMDd3Z1ff/3VMspZUAy2trbcuHHD8jnndOWitKd8+fLs2rULs9lsSWJnzJiBp6dnka+BiIg8PG7d\nvEVqampJhyF3YTQadZ3kgSrqHzg0BCElymw255vwVahQgRo1avDZZ59x8uRJdu/ezXfffWfZ36xZ\nM27fvs3MmTNJSUlh//79zJkzBzc3tzzrc3V1Zffu3Zw9e5b4+HgiIyMxGAzcvn37rnHWqFGDcuXK\n8dlnn5GcnExMTAxbt269t0YXoFOnTuzYsYO1a9dy5swZNm7cyNdff0358uUBaN++PcuWLWP//v0k\nJCRYno/NS+XKlYmOjiYpKYlDhw6xZs2ae2pP06ZNycjIYOHChaSmphIbG8vWrVupXbt2ka+BiIiI\niDxelHBKibKxsck19TOnf/7znzzxxBO88847fPXVV3Tu3NlyvKOjI6NHj+bcuXOMHDmSyMhIWrRo\nYVnA5vf+/ve/k5SUxBtvvMG8efPo0aMHQUFBhRqptLW15d///jcZGRm8/fbbrF+/no4dO95TmwtS\npUoVhg8fzqZNm3jzzTf57rvvGDp0qOW1KF27dqVly5Z8/PHHTJw4keDg4Hzr6tWrFy4uLowaNYr5\n8+db9UtR2uPs7Mzbb7/NsWPHGDFiBMuXL2fo0KEEBgYW+RqIiIiIyOPFxlyY+YQi8qeXlZXFyy+/\nzPvvv09QUFBJh3NX9adsvvtBIiJSYsLb+xNU1r6kw5C70JRaedCKOqVWz3CKPALS09M5fPgwwrIA\nkwAAIABJREFUAE888UQJRyMiIiIicocSTpFHQGxsLEuWLKF169Z3XRVYRERERORBUcIp8gjo2LFj\nsTxTKiIiIiLyR2jRIBERERERESkWSjhFRERERESkWCjhFBERERERkWKhhFNERERERESKhRJOERER\nERERKRZapVZESkR4e/+SDkEeE/YO9ty6eaukw5DHyKNyz3m52JV0CCLyCFDCKSIlIqisfUmHII8J\no9FIampqSYchjxHdcyIi/6MptSIiIiIiIlIslHCKiIiIiIhIsVDCKSIiIiIiIsVCCaeIiIiIiIgU\nCy0aJCIlIv7Cw7+CozwcEq6mPhIrhsrDI+c95+Vih4eDTQlHJCJScpRwikiJGLk+oaRDEBEpduHt\n/fFw0KrcIvL40pRaERERERERKRZKOEVERERERKRYKOEUERERERGRYqGEU0RERERERIqFEk4RERER\nEREpFkVKOGNjYwkJCWHNmjV3PXbfvn2MHTuW/v37M3DgQCZNmkRiYuK9xvnAmM1mvv/+e8xmMwCR\nkZF88sknf7jejIwMoqOj8zzfqFGjGD16dK59JpOJESNGMHny5D907qVLl/J///d/f6iOwkhLSyMk\nJISzZ88WuezBgwcJCQnBZDJZbV+1ahW9evVix44df6j+wvrmm28ICQlh586dhTr+wIEDJCUlARAd\nHc3f//73+xbL0qVLGTZs2D2X37JlC6NHj6Zfv3688sorfPzxx8Xad7//7oiIiIiIFCnh3Lp1Kz4+\nPvz0008FHrdu3TqmTp1KnTp1GD9+PGPGjKFMmTKMGTPmT590Hj58mLlz51p+aR4wYACDBg36w/Wu\nXr2azZs359puY2PD4MGDOX78eK6EdMOGDaSlpd2X8z8Inp6ezJ49m3Llyt2X+qKjo1m0aBFhYWE8\n//zz973+vBT2Hs/2wQcfcPny5WKJxcbGBoPh3iYhfP755yxYsICWLVsSHh7OyJEjuXnzJv/3f//H\nhQsX7nOkd/z+uyMiIiIiUujfZq9evcr+/fvp0aMHp06dyjdxPHv2LF9++SVDhgyhS5cuGI1GKlWq\nRFhYGJUrV2bx4sX3K/Zi8ftflp2cnHBycrrv9eZUuXJlgoOD+eqrr7h+/ToA6enpLF26lJCQEDw8\nPP7w+R8Eg8GAu7v7PSdJOe3Zs4dZs2bRr18/WrRocd/rz0tSUhJJSUl0796dn3/+mfT09EKVK64E\ny93dHXd39yKXi4+PZ+3atYwYMYLg4GB8fHzw9/fnjTfewMnJiW+++aYYoi2+fhARERGRh5dtYQ/c\nsWMHdnZ2NGrUiOXLlxMdHU1oaGiu47Zu3YqrqytNmzbNtW/IkCFWn/fs2cPSpUtJSUmhXLlyhISE\n8PzzzwPw3nvvUaNGDeLj4zl8+DAeHh7079+fOnXqABASEsKwYcNYtWoVp0+fxt/fn1dffRVvb2/g\nTvIwb948jh07hoeHB23btqVz585Wca5YsYJz585RsWJFQkNDKVOmDGPHjgWgd+/ejBkzhh9//BGT\nycTw4cPzLRcYGMjSpUs5cOCApTzAsGHD6NatGwaDgRUrVljijoqKytU3vXv3ZufOnSxfvpy+ffuy\nePFiypcvT4cOHQBISUlh4cKFHDlyhMzMTCpXrsyQIUOoUKECBw8e5JNPPqF79+4sX76ca9euUb9+\nfcLCwrC3t37Z9O3bt5kwYQJms5nRo0djZ2dHXFwcS5Ys4dy5cxiNRnr37k3t2rUtZVasWMHGjRvJ\nyMggMDCQAQMG4OPjk6sNaWlpDB8+nOnTp+Pt7X3Xa5Sf+Ph4PvroI7p3725p/73Un5CQwNy5czl5\n8iR+fn5Ur16d+Ph4xowZk+d5Y2NjqVChAg0bNmTOnDls2bKFTp06WV3Phg0bsmXLFkqXLs2NGzcA\nGDduHN27d7eMvK5YsYJ169aRlZVFy5Yt6du3L3BnenbOewnu3A/vvvsu1atXz1V/v379ePLJJwE4\nf/48s2fP5siRI5QqVYp69eoxYMAAHB0dc7UjOjqaKlWqEBQUZLXd1taWN954AxcXF6tjv/32W86d\nO0eFChXo27cv1apVs7S3W7dutGrVCrgz7Xns2LEsXryY8+fPM3z4cHr27MmaNWvw8/Pj4MGDwP++\nO9n1iIiIiMjjq9BDRVu3bqV27doYDAbq1atHbGwsWVlZuY5LTEzE398/zzp8fHwsicqBAweYOnUq\nzZs3JyIiguDgYD7++GN+/fVXy/ErV66kSZMmTJs2DT8/P2bNmmU1irJ8+XJCQ0OZNGkSV69etYye\n3rp1iwkTJlC1alUiIiIYMGAAa9euZf369QD88ssvfPrpp7Rv356IiAieeeYZJk2ahKurK2+++SYA\ns2bNIjAwEBsbG2xsbAosl5GRUWDfNWrUiM6dOxMQEMDs2bPzPKZ06dL89a9/ZcOGDezZs4eYmBiG\nDBmCjY0NZrOZyZMn4+XlxZQpUxg3bhwmk4kvvvjCUv7y5cts376d0aNH89Zbb7Fr1y6rKbrZbfj0\n00+5ceMGI0eOxM7OjsTERCIjI+natStTp04lODiYiIgIywj2unXriImJYfjw4UyYMAEfHx/ef/99\nbt26VWCb73aN8nPq1CnCw8OpVKkS3bp1u+f6r1+/zvjx4/Hz82Py5Mk0btyYlStXFljX1q1bqVu3\nLra2ttSuXTvPabXZz0W+9tprhIeHA/D666/TpUsXAC5evEhSUhIffPABgwcPZu3atezduxfA6l7K\nT876a9WqZXkmdN68edja2hIeHs4777zDsWPH8h2pPHnyJJUrV85zX6VKlSwj5tHR0cydO5euXbsS\nERFBzZo1mThxIufPny8wxpzi4+MJDw9n8ODBlu/OzJkzCQwMLHQdIiIiIvLoKlTCefHiRQ4fPsxz\nzz0HQIMGDbhy5Qo///xzrmNv3LiBs7PzXetcv349zz33HB07dsTHx4dOnTrRoEEDVq1aZTmmTp06\nNG/eHC8vL7p168alS5e4ePGiZX/Hjh2pXr06FStWpG3bthw/fhy4M1Ll4uJCr1698PHxoXbt2oSE\nhLB27VoANm7cSOPGjWnbti3e3t68/PLLtG7dmmvXrlG6dGkA3NzcsLW1tUpw8yt39erVAttqb2+P\ng4MDpUqVKnCKZIsWLQgICCAiIoIOHTrg6+sL3Emgg4OD6dOnD15eXvj5+dG8eXOSk5MtZU0mE6Gh\noVSsWJFatWpRq1YtEhISLPvNZjMLFizg5MmT/Pvf/7ZME169ejUtW7akadOmeHl50aZNGxo1amRJ\nzletWkWfPn145plnMBqN9O/fH1tbW3bs2FFgm+92jfIzceJEfH19+fXXX/O8vwpb/7Zt23B0dGTA\ngAEYjUbat29vGT3Py9GjRzl37hz169cH7tzjJ0+e5OTJk1bHNW3alEqVKvHUU0/h5uYGgIuLi2Wk\n0WAwEBYWRvny5WnUqBG+vr6WOsxm812nneasP6dz587h7OyMp6cn/v7+vPnmmzRv3jzPOq5fv16o\n7+C6devo0KEDzZo1w8fHh5dffpmnnnrKcu0Lo0OHDnh5eVG+fHnLd8fd3R1b20JPnhARERGRR1ih\nfivctm0bBoPBMs0yICCAMmXKEB0dTb169ayOdXV1vWsCBnemiAYHB1ttCwwMZNOmTZbPOadeZv9C\nn3NUNee0TicnJzIzMwFITk4mOTnZMpUR7vyyn5mZSWZmJikpKbRu3dqyz8bGhr/+9a8ABa7iWVC5\n++XFF19k0qRJdO/e3bLNwcGBNm3aEBMTw/Hjx0lNTeXEiRO4urpalc3ZXzn7A+D48eMcOXIEPz8/\nqymVKSkpJCUlWS1olJWVRUBAABkZGVy8eJHp06dbjczdvn2bM2fOFKo9+V2j/DzzzDMMHz6cjz76\niFmzZjFt2rQCk6f86j958iS+vr5Wz3sGBgYSFxeXZz2xsbGUKVOGKlWqAHf+2GFra8tPP/1kdR/d\nbcEiNzc3q2muzs7O3L59u8AyOeVX/4svvsiMGTPYtWsXtWrVokGDBjRq1CjfGAr7Hfz9KHJgYCAp\nKSmFjtfLy6vQx4qIiIjI46dQCefWrVvJyspi4MCBlm0mk4mff/6Zq1evWiUwlStXznfq4u7du4mJ\nieG1117L9Wxhdp05R4DyGiW52/7seqpVq5brmVGz2UypUqXuefSloHJ5TZX8/Ss+CiO7X3L2T0ZG\nBm+//Taurq7Ur1+fpk2bkpyczLffflvo+BwdHRkxYgTh4eF8//33tG/f3hJjly5daNmypeVYs9mM\nnZ2dJbn/5z//SYUKFaz2Z49m3U1R+3ro0KHY2NgwYMAAXn/9dRYsWMDQoUOLXH+pUqVyjSbmN7po\nMpnYvn076enp9O7d22r7li1b6NOnjyVxtbOzKzD+vBY0yj7v7++RvKak51d/48aNqVGjBrt27eLn\nn39mxowZ/Pe//82zbypXrsyRI0fyrOeHH34gMTGRQYMG5fkdzMrKsty3fyReERG5w97BHqPRWNJh\nyCNO95j8md01Gzh9+jQJCQn069ePmjVrWrafO3eOSZMmERsba0leABo2bMjixYuJiYmhWbNmlu0m\nk4k1a9ZgZ2dHqVKlePLJJzl27JjVuY4ePWr5wtztWbeCGI1G4uLiKFeunCUBiIuLY+/evYSFheHj\n45Nruukbb7xBaGhogb9A51euX79+2NnZWRaRgTtJYs7XZfyR9hw8eJALFy4wdepUS3v27dtX4PTM\n7Gc/s1WoUIGgoCB69uxJVFQUDRs2xN3dHaPRyNmzZ61GR5ctW4aLiwsdOnTAzc2NS5cuUbduXeDO\ndZw+fTrBwcFUr179ntuUn+z2ubu787e//Y2ZM2fy/PPP8+yzzxapnooVK7Jr1y5MJpOlzpzXLqcD\nBw6Qnp7O66+/bpVYHzlyhNmzZ7Nv374inz8vtra2ViOPhX0nptls5osvvqBZs2a0bt2a1q1bExMT\nw+zZs/NMOJs2bcq6des4dOiQ1cI9t27dYs2aNZZt2d/B7KnyAMeOHaNq1aqWeHPe02lpaQXG+Ufu\ncRGRR9Wtm7dITU0t6TDkEWY0GnWPyQNV1D9w3PUZzq1bt1K6dGnatm1LhQoVLP/q1KlDYGBgroVV\nPDw86NmzJ7NmzWLNmjWcPn2a48eP89FHH5GYmEi/fv0A6Ny5Mzt37uS7777j9OnTrF27ll27dtGu\nXTugcM+75adZs2bcvn2bmTNnkpKSwv79+5kzZ47lmbuOHTuyfft2Nm/ezJkzZyyvIwkMDLRMh0xI\nSLAsjJMdR37lqlatir+/P0lJSWzfvp3Tp08ze/Zsq9EuJycnLl26dNdf2vPi6urKzZs32bFjB2lp\naWzatIlNmzYVOFXz9/2X/XO7du3w8PCwLDjUqVMnduzYwdq1azlz5gwbN27k66+/pnz58sCd6xQV\nFcWuXbs4c+YMc+bMYf/+/VaJWXFp2bIl1atXZ/bs2ZbXxRRW48aNycjIYMGCBaSmprJp0ya2bduW\nZ1IUGxuL0Wjk+eeft7rHW7ZsSdmyZXO9HzUnR0dHTp06lW98Oa9BQEAABw8e5MCBAyQlJTF//vxC\njQDb2Nhw6tQp5s6dS2JiIqmpqezcuTPfhYEqV65Mu3btiIiIsNyr8fHxTJw4kZs3b9KzZ0/gzrXd\nsGEDMTExpKamsmjRIk6dOmWZNl65cmWio6NJSkri0KFDrFmzpsA4c353ijKNWEREREQeXXf9bXfr\n1q00adIkz1+M27Zty6effkpycrJVAvLCCy9QtmxZvvvuO5YvX46trS1Vq1Zl3LhxluP8/f157bXX\niIqK4quvvsJoNPL6669To0YNoHAreubH0dGR0aNHs3DhQkaOHEnp0qVp0aIFvXr1AqBq1aoMGTKE\n5cuXM2/ePPz9/Rk1ahROTk5UqlSJWrVqMWbMGF577TWrOAoqV7NmTTp37szs2bMpVaoUHTt2tHqP\nY4MGDdi4cSNvvvkmkZGRluS3MAIDA+nRowfz58/n5s2b1KlTh7fffpt3332XCxcu5FkmZ9w5fzYY\nDPTv359x48YRHBxMUFAQw4cPZ/ny5SxatAgvLy+GDh1qeV63S5cu3Lx5k7lz53Lt2jX8/PwYPXo0\nZcqUKfqFuQdDhgzhrbfeYv78+ZZEqTAcHR0ZOXIkc+fOZdOmTQQEBNC0aVOrRafgzvOou3bt4qWX\nXspVh8FgIDg4mBUrVuT7TGSnTp1YtGgR58+fp1KlSrn257yHmzVrRnx8PJMnT6Z06dL06NGj0H+A\nGDp0KPPmzeP9998nKyuLGjVq8I9//CPf47MXS1q3bh0LFizAycmJGjVqMGzYMMu1a9CgAZcuXSIq\nKorffvvNcm2zv6O9evVixowZjBo1CqPRSK9evfjwww/zPefvvzs5R05FRERE5PFkY9bb2uURlJaW\nxsWLF63eRTlnzhxu3bpV4DOh8uDUn7L57geJiDzkwtv7E1Q29zPzIveLptTKg3bfp9SKPIyuX7/O\nBx98wI4dOzh37hw7d+5ky5YtNGzYsKRDExERERF5bOhlefJI8vX1ZeDAgSxevJjz589Trlw5+vXr\nR506dUo6NBERERGRx4YSTnlktWrVilatWpV0GCIiIiIijy1NqRUREREREZFioYRTREREREREioUS\nThERERERESkWSjhFRERERESkWCjhFBERERERkWKhVWpFpESEt/cv6RDkMWHvYM+tm7dKOgx5jOS8\n57xc7Eo4GhGRkqWEU0RKRFBZ+5IOQR4TRqOR1NTUkg5DHiO650RE/kdTakVERERERKRYKOEUERER\nERGRYqGEU0RERERERIqFEk4REREREREpFlo0SERKRPwFrRoqD0bC1VStUisPVIbhEo4lHYSIyJ+E\nEk4RKREj1yeUdAgiIsXiw78E4e9S0lGIiPw5aEqtiIiIiIiIFAslnCIiIiIiIlIslHCKiIiIiIhI\nsVDCKSIiIiIiIsVCiwblcPnyZZYtW8aePXtIT0/H09OTpk2b8sILL2Bvb1/S4RUoOjqar7/+munT\np+e5PzIyEpPJxPDhw4tc93vvvUdQUBC9evX6o2EC8MEHHxAUFESPHj3uS32S28yZMzGZTAwdOrSk\nQxERERGRx5gSzv/v4sWLvPvuu3h7ezN8+HC8vLxITExkyZIl7N27l/fee+9Pn3QWZMCAAfdc1sbG\nBhsbm/sYDfe9PhERERER+fPRlNr/b+7cuXh6evLOO+9QrVo1PD09qVevHmPHjuXixYssX768pEP8\nQ5ycnHBycirpMERERERE5DGiEU7uTKXds2cPI0eOxGCwzsGdnZ3p2LEjq1evpnfv3tjY2BAVFcWP\nP/7IlStX8PPzo2/fvgQGBgKwZ88eli5dSnJyMnZ2dtSuXZtXXnkFJycnli5dyunTp3F1dSU6Oho3\nNzfCwsJISkri66+/BqB79+60a9cOgJSUFBYuXMiRI0fIzMykcuXKDBkyhAoVKuTZDrPZzJdffsnG\njRtxcnLixRdfpH379oD1lNqlS5eSmpqKq6srW7ZswdbWls6dO/Piiy/eU/8dPXqUL7/8khMnTgDw\n9NNPExYWhoeHBwC7du3iq6++4sKFCzRv3hyTyYTZbLaU/+GHH1i5ciXp6en4+vrSr18/KleuDMCw\nYcPo0qULsbGxnDhxAqPRSFhYmGX/7504cYIFCxaQkJBAmTJleOmll2jZsiUAycnJLFy4kKNHj+Lo\n6EhwcDDdu3fHxsaGpUuXcuLECTIyMkhMTOS1117jP//5Dw0bNmTLli2ULl2aiIgIUlJSmDdvHseO\nHcPDw4O2bdvSuXNnAK5fv86sWbP45ZdfyMrKokaNGgwaNIgyZcpY+tze3p7t27fj4eFBnz59qF+/\nvuXarV69mo0bN3Lp0iUCAgLo378/Tz31FAAhISEMGzaMVatWcfr0afz9/Xn11Vfx9vYGID4+nvnz\n55OSkkKdOnWwtbXFzs7O0i9xcXEsWbKEc+fOYTQa6d27N7Vr1wbuTJmuUaMG8fHxHD58GA8PD/r3\n70+dOnUAuHLlCvPnz2fv3r3Y2dnRuHFj+vbti8Fg4Pr168ybN4/du3djb29PvXr16Nu3L46OeuW5\niIiIiGiEE4CEhATMZjMBAQF57g8KCiI9PZ2zZ88SFxfHhg0b+Mc//sFHH32En58f06ZNAyAtLY1p\n06bRtm1bPv74Y9544w0OHDjAxo0bLXXFxcXh7OxMREQE/v7+TJ06lQMHDvD+++8THBzMwoULuXbt\nGmazmcmTJ+Pl5cWUKVMYN24cJpOJL774It92pKWlcebMGcaPH0+vXr344osvOHDgAJB7WmxcXBy2\ntraEh4fzwgsvsHjxYpKTk4vcdzdu3GDixInUrFmTadOm8c4773D27FlLAp2cnMy0adMIDg4mPDwc\ng8HAoUOHLLHs3r2bqKgoQkNDmTx5MrVr12bs2LH89ttvlnMsX76cF198kYiICEqXLs28efPyjCU9\nPZ2xY8dSsWJFJk+eTK9evZgzZw5HjhwhPT2dMWPGULZsWSZOnMjgwYPZsGEDq1evtpTfu3cvzz//\nPO+//z5BQUEAbNmyhdGjR/Paa6+RmZnJhAkTqFq1KhEREQwYMIC1a9eyfv16AKKiojh//jzvv/8+\n48ePJz09nc8//9yqzw0GA+Hh4bRq1Ypp06Zx6tQpAJYtW8bq1ast/eDl5cWECRPIyMiw6ofQ0FAm\nTZrE1atXWbx4saXdEydOpHr16kyZMgV/f3+2bdtmKZeYmEhkZCRdu3Zl6tSpBAcHExERQWJiouWY\nlStX0qRJE6ZNm4afnx+zZs2y/FEgIiKC8+fPM2bMGEaMGMGuXbtYuXIlADNmzODq1auMHTuWUaNG\nkZqaSmRkZFFuIRERERF5hCnhBK5evQpA6dKl89zv4uIC3BnpSUtLo1SpUnh6elKuXDn++te/Mnz4\ncEwmEyaTif79+9O6dWs8PT2pWbMm1atXt0rkXFxc6NWrF15eXjRr1ozr168TGhqK0WikU6dOZGVl\ncfbsWW7dukVwcDB9+vTBy8sLPz8/mjdvXmBS6ODgwLBhw6hQoQItWrSgcePGfP/99wBWI4rZbe3b\nty/e3t688MILuLi4kJCQUOS+u3nzJt26daN79+6UK1eOqlWr0qBBA0ucP/74I0FBQXTu3Bmj0Uho\naCienp6W8qtWreLFF1+kXr16+Pj48NJLL+Hv78+mTZssxzRv3px69epRvnx5OnfuzPHjx/OMZdu2\nbTg7OzNw4EDKly9vGYnLysoiNjYWBwcHhgwZgtFopF69eoSEhLBq1SpLeVdXV9q1a0elSpUsI3RN\nmzalUqVKPPXUU8TGxlqun4+PD7Vr1yYkJIS1a9cCcO7cORwdHSlXrhwVKlTg1Vdf5YUXXrDU7+7u\nzuDBgzEajfzlL3+hatWqbN68GYD169fTs2dP6tati9Fo5JVXXqFUqVLExMRYynfs2JHq1atTsWJF\n2rZta+mHbdu24ebmxt/+9jfKly9P165dqVq1qqXc6tWradmyJU2bNsXLy4s2bdrQqFEjS6IMUKdO\nHZo3b46XlxfdunXj0qVLXLx4kaSkJOLj4xk2bBh+fn4EBgYyePBgPDw8OHPmDLt27eLVV1+lUqVK\n+Pv7M2zYMOLi4rh48WIR7yQREREReRRpSi3/Syh/++03yzTQnLJ/eXZ1daVJkyZs3LiR4cOHExAQ\nQN26dWnVqhUGgwEfHx9sbW35+uuvSUpKIjk5maSkJJo0aWKpK2eylb0IUbly5aw+3759GwcHB9q0\naUNMTAzHjx8nNTWVEydO4Orqmm87jEaj1XOafn5+/PDDD3keW65cOasRT0dHR7KysgruqDyUKVOG\nZs2asWbNGhITE0lJSSExMdEyxTg5OdkyLRTAYDDg6+tr+ZySksLixYuJioqybMvMzKRs2bKWz9nT\nRuHOs6hmsxmz2Zxr4aHk5GR8fX2ttmdPT966dSu+vr5WU6YDAwO5cuUKV65csfTJ7+XclpycTHJy\nMn379rVsM5vNZGZmkpWVRefOnQkPD2fQoEE888wzPPfcczRv3txybOXKlSlVqpTls7+/P0lJSVy+\nfJlr165RpUoVy75SpUrh7+9v9QcGHx8fq37IzMy0xFWpUiWruP39/bl+/Tpwp4+TkpIsyS1AVlaW\n1Yh+zj7OTrazsrJITk7GycnJan/2VNw9e/YA5LkSbmpqap7fJRERERF5vCjh5E4iYDAYOH78eJ6/\nJB8/fhw3Nze8vLwwGAx8+OGH/PLLL+zdu5cffviBDRs2MGnSJC5fvsy7775L/fr1efrpp+nSpQtr\n1qyxqitnwlGQjIwM3n77bVxdXalfvz5NmzYlOTmZb7/9Nt8yv3/+1GQyYWub9yXOa/vvR0EL4+LF\ni4waNQp/f39q1apFcHAwe/fu5ciRI8Cdqby/rzdnH5hMJvr27UutWrWs4sj5DGB+sf4+4bSzs8u3\nDQ4ODrm2mUwmS13Z5X8v5zaTyUS1atUYMmRIrlgMBgPVqlVj5syZ7Nmzh7179/L5558TGxvLmDFj\ngLyvT6lSpfJd/Th71DxbftcyZxuy/b6Pu3TpYnmWNfv47LbZ2Njk28cFnTMrKwtHR0cmT56cq9wT\nTzyRbzkRkceB0Wgs6RDkMaL7Tf7MlHACbm5uPP/88yxfvpy6detaJQbXr19nzZo1tGzZEoPBwPbt\n27l8+TLt27enVq1a9OnTh0GDBnH48GF+/fVXgoKC+Mc//mEpf/r06Xv6T+DgwYNcuHCBqVOnWuLZ\nt29fgUlhamoqt2/ftiQSx44d48knnyzyuYsi+5nUUaNGWbZ99913ljgrVqzI4cOHLfvMZjMnT560\njMgZjUbOnz9vNYI2Z84cqlWrRqNGjYoUS/ny5YmLi7NKRmfMmIGnpydGo5Ht27eTlZVlScaOHj2K\ni4tLgaPGORmNRuLi4ihXrpzlmsTFxbF3717CwsL4+uuvCQgIoEmTJjRp0oT4+HjGjBnsAZ7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lWsWFEZGRlatGiR7OzslJOTI3d3d8XHx0uS2rdvr8zMTCUmJqpevXoFttWyZUtt375dY8aM0Ysv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\nsGgY99ShK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"output_type": "display_data"}], "execution_count": 83, "cell_type": "code"}, {"metadata": {}, "source": "## 4. Explore vocabulary\n\nAlways bearing in mind that these are translations, let's see OBL's word usage using the ``NLTK`` library.", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "# First let's get a list of stopwords to remove, like 'the', 'and', etc.\nfrom nltk.corpus import stopwords\nstop = stopwords.words('english')\n\n# Now build a frequency distribution of non-stopwords\nfrom nltk import FreqDist\nfreqdist = FreqDist([x for x in all_tokens if x not in stop])\n\n#and determine the 50 most common\n\nwords, freqs = zip(*freqdist.most_common(40))\n# reverse lists so that longest bars will be topmost\nwords = words[::-1]\nfreqs = freqs[::-1]\n\n# and graph them\ny_pos = np.arange(len(words))\nplt.figure(figsize = (10,20))\nplt.barh(y_pos, freqs, align='center')\nplt.yticks(y_pos, words, fontsize=14)\nplt.xlabel('Frequency of use', fontsize=14)\nplt.title('Most common words in Osama Bin Laden correspondence\\n(stopwords like \\'the\\' and \\'and\\' removed', fontsize=17)\n\nplt.show()", "outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0xbd5d3c8>", "image/png": 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SJahWrRouXryIffv2YfHixfjjjz90Lv9ZNWvWxG+//YbffvsNq1evxsKFC9G7d2+sXr0a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\n9PSssN4wjArP3d3dzR9cNVFcVKysrKw72tdqtd7xv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Ro10uXLl2UYhjp16qT3339fx48f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\nAGCS/wU2MxbRRhSHywAAAABJRU5ErkJggg==\n"}, "output_type": "display_data"}], "execution_count": 108, "cell_type": "code"}, {"metadata": {}, "source": "Now let's do the same thing with bigrams (two-word phrases)", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "from nltk import bigrams as nltk_bigrams\nbigrams = [x for x in nltk_bigrams(all_tokens)]", "outputs": [], "execution_count": 86, "cell_type": "code"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "freqdist = FreqDist([' '.join(x) for x in bigrams if (x[0] not in stop and x[1] not in stop)])\n\n#and determine the 50 most common\n\nwords, freqs = zip(*freqdist.most_common(40))\n# reverse lists so that longest bars will be topmost\nwords = words[::-1]\nfreqs = freqs[::-1]\n\n# and graph them\ny_pos = np.arange(len(words))\nplt.figure(figsize = (10,20))\nplt.barh(y_pos, freqs, align='center')\nplt.yticks(y_pos, words, fontsize=14)\nplt.xlabel('Frequency of use', fontsize=14)\nplt.title('Most common bigrams in Osama Bin Laden correspondence\\n(stopwords like \\'the\\' and \\'and\\' removed', fontsize=17)\nplt.show()", "outputs": [{"metadata": {}, "data": {"text/plain": "<matplotlib.figure.Figure at 0x13e85b38>", "image/png": 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VgoKC4O7uXur2qKgoSKVSbNu2rVLac+vWLUilUmzfvl1sX1XH6H31umvHWHXF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DmTRo0aMXPmTAYNGsSXX35pLgIKCwuZNm0aTZs2JTIykueee464uDhWr14NwN69e4mOjiY8PJy/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\nKAAAAAAwEBQAAAAAGAgKAAAAAAw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ggg==\n"}, "output_type": "display_data"}], "execution_count": 110, "cell_type": "code"}, {"metadata": {}, "source": "## 5. Topic modeling\n\nFor those unfamiliar with the concept, topic modeling is the use of automated methods to determine what words best sort the documents into different topics. You can spend hours and hours and hours and hours on this; I'd like to get this done within 24 hours of the publication of these texts, so I'll just do a simple NMF analysis liberally cribbed from http://derekgreene.com/nmf-topic/.\n\nThe number of topics is arbitrary; it's good to choose a low enough number that there will be a non-subtle differentiation between topics. I went with 5.", "cell_type": "markdown"}, {"metadata": {"collapsed": false, "trusted": true}, "source": "from sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn import decomposition\nfrom sklearn.feature_extraction.stop_words import ENGLISH_STOP_WORDS\n\nfrom nltk.stem import WordNetLemmatizer\nlemmatize = WordNetLemmatizer()\n\nbag_of_words = []\nfor doc in documents:\n bag_of_words.append(' '.join([lemmatize.lemmatize(token) for token in doc['tokens']]))\n\ntfidf = TfidfVectorizer(stop_words=ENGLISH_STOP_WORDS, lowercase=True, strip_accents=\"unicode\", use_idf=True, norm=\"l2\", min_df = 5) \nmatrix = tfidf.fit_transform(bag_of_words)\n\nnum_terms = len(tfidf.vocabulary_)\nterms = [\"\"] * num_terms\nfor term in tfidf.vocabulary_.keys():\n terms[ tfidf.vocabulary_[term] ] = term\n\nmodel = decomposition.NMF(init=\"nndsvd\", n_components=5, max_iter=200)\nW = model.fit_transform(matrix)\nH = model.components_\n\nfor topic_index in range( H.shape[0] ):\n top_indices = np.argsort( H[topic_index,:] )[::-1][0:10]\n term_ranking = [terms[i] for i in top_indices]\n print(\"Topic {}: {}\".format(topic_index, \", \".join(term_ranking)))", "outputs": [{"text": "Topic 0: god, peace, dear, praise, sister, blessing, mercy, willing, letter, prayer\nTopic 1: al, shaykh, brother, abu, letter, wa, mahmud, muhammad, god, informed\nTopic 2: allah, brother, mercy, ask, wa, al, praise, father, child, know\nTopic 3: god, said, people, ha, crusader, jihad, nation, war, ye, islam\nTopic 4: revolution, people, muslim, regime, ummah, egypt, opportunity, blood, ruler, wa\n", "name": "stdout", "output_type": "stream"}], "execution_count": 105, "cell_type": "code"}, {"metadata": {"collapsed": true, "trusted": true}, "source": "", "outputs": [], "execution_count": 94, "cell_type": "code"}, {"metadata": {"collapsed": true, "trusted": true}, "source": "", "outputs": [], "execution_count": null, "cell_type": "code"}]}
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