Created
November 14, 2013 21:16
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{ | |
"metadata": { | |
"name": "311 Data" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "import pandas as pd\n\nfont = {'family' : 'normal',\n 'weight' : 'bold',\n 'size' : 22}\n\nmatplotlib.rc('font', **font)\n\nplt.xkcd()\npd.set_option('display.mpl_style', 'default')\nfigsize(15, 6)\npd.set_option('display.line_width', 4000)\npd.set_option('display.max_columns', 100)\norig_data = pd.read_csv('./311-service-requests.csv', nrows=100000, parse_dates=['Created Date'])\norig_data['Street Name'].fillna(\"\", inplace=True) # This is replacing missing street names\n", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 21 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Plotting all complaints by locations gives us a crude map of the city" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "plot(orig_data['Longitude'], orig_data['Latitude'], '.', color='blue')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 22, | |
"text": "[<matplotlib.lines.Line2D at 0x10dcdddd0>]" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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vb0cqldrWzRIEoZ/Slxa/khN+2WwWhmGIq6cgCIIgCCWB1+tFMBjMTcLscxSeqBmGgVAo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rfwmt544H2C99jDDjOELRpFKPCKFVQAtX8b8vPzJV9JLj/5JO7Ll19uPuPmu7a1wbN86612TUOR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\nxu8xItwcPypDLlpkhEWY98UC4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8tV1fuBSM0Fy3Lmw7JQzQ03qI0HKVIi8/2iUShI/t//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\nvCAViaj8Q/7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F1D4dHcq44/3pNQoXLlQTiZYWyvH4zndUP926lYxN/szSpdgVnuactHzw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\n", | |
"text": "<matplotlib.figure.Figure at 0x116f9a610>" | |
} | |
], | |
"prompt_number": 22 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Have a quick look at what people bitch about" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "orig_data['Complaint Type'].value_counts()[:20].plot(kind='bar')\nplt.title('Complaints')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 23, | |
"text": "<matplotlib.text.Text at 0x10c792050>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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AAAAGJW+NOqkkoS6Kor4zX6YFYawZ2z11ibinDgAAAMBApO+p6zXzpVSyUNdP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\n/wPMOsjjCbttaAAAAABJRU5ErkJggg==\n", | |
"text": "<matplotlib.figure.Figure at 0x10f5877d0>" | |
} | |
], | |
"prompt_number": 23 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Complaints by borough" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "orig_data['Borough'].value_counts()[:20].plot(kind='bar')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 24, | |
"text": "<matplotlib.axes.AxesSubplot at 0x10f587550>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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IiIh2267NsauqCt/73vfwne98Z8uYzoceegjf/va39+y4E8exeGIHrC9rT3qc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| |
"text": "<matplotlib.figure.Figure at 0x10bff4f10>" | |
} | |
], | |
"prompt_number": 24 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Complaints by zip" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "orig_data['Incident Zip'].value_counts()[:20].plot(kind='bar')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 25, | |
"text": "<matplotlib.axes.AxesSubplot at 0x110488d90>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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x4GMpvrCiJReCSSchhBBCCCEXA2o+XFe3winzFgQBsiwzHiMgXbCkFZmLlQCy\nkbc6jTpR6KMTyZk3W52EEEIIIYRcDChPVIZT5s02bVKaOKhxw/5mk0rueavTCGw6+zAIEAfbK/O/\nE5h0EkIIIYQQcjGg5sRzlTaZ5/m2zwybFZ0oMEbeiqLAIJGLvNVpBPS0SQ/tUK4bmHQSQgghhBBy\nMaCnTc6FeTOlTSoK4ZIl7SiobFDdvJ0dpLOUNUGdRkAzb2GAnuCeN5NOQgghhBBCLibmJm3S1rx5\nkIvMtUMfcWje81YUBc4MZA7oNmkEJsOyl3SjWUmbwEYnIYQQQgghFwNqTjw35i2OYyRJUmneXJjk\ntyMfYU0FGN28HT83mqW0MSaNOp7nodeSOe6viU5CCCGEEEIWGZWNpjxRGU6ZtyiKas2bwhfcEtcJ\n/fHZZGUo7WmW4WRfJvJm0ghsdg7JyJuNTkIIIYQQQi4GVEBDeaIynJo5h2GINE3NaZOCBU06UYCW\nRcGSYZpjkMjs5TJpBCbTJg8txbOSNoGNTkIIIYQQQi4GxtXgz3uiMubKvI0rsAiat/3dEN04NBYs\n6Y9SrAgVLDFpBCbNm9Q5bzY6CSGEEEIIuRiYO/NmW7BEMtNuXzuq1ac+G6UZ1oSOCjBpBCb3D4a+\nTIPa6CSEEEIIIeRiYO4KlthG3gLBCf9SHMDzPGOqX54XGAkd0m2jsSiK8eftSKYb2LYlIYQQQggh\ni87cRd7iOMZwOIRviAQFghVLljthreFQxjPLC2RCnsSkUbFp3mTSJm11EkIIIYQQsujo1SaHw2Hp\n1zhl3lqtFobDoTnyJmjeDvZiK/M2yuT2cZk0KlQHkdrzZquTEEIIIYSQRUfNiZUnKsMp82a/5022\n2qTr5s2kUTHuIKFMN7DVSQghhBBCyKIzl3ve6szbOA9U0Lyp720yHKlUziTsNarP49BHR2Dfm61O\nQgghhBBCFh19z1uVeQtnKciEElo1mR8fXBcE6EY++gLnqJmifsp45oKGxDYyqdImu3GE/Z0I60l5\neHa3sNHp+z7a7TZ83x/ff1VsRenP83x8Tf9FCCGEEELIPFEUxdgT5Xm+pRaIU+bN8zyEYYgkSeD7\n/pbzv/TqiHtbIfrJaOYa1RlzJnOQCZoHW43q8z3tEPs7IR5ama15s9G5tLSEINjenjzdyOkGT32m\n+leZ8QuCAN1uF0VRYH19vfKUe0IIIYQQQnaKPM8RBMHYE7VarYnPnTJvwEZ1ldFoVJo6uVmwJEAs\ntE/LNmObNIswAAAgAElEQVRTMvBjr/F8aDYIsL8z+65g0hlF0di4PXz6HEZphsDzEIUB4jDAUmuj\nWqXneeNVCb3fqM8AbNsAAkC328XZs2e3/e8JIYQQQgixYbyt6bwnct68qTBh3WQ7Dn20Apl9b6Zi\nKt44mjQLNfUaTKjIk+d5uHK5DWC2BsWkU3XWJE3xZ0cewJ/92yOIAw/dOEA79HGgE2G5E+JgL8ah\nXozlTojQ9xAFPqLARzv0z+/nC9CONgx/6G981ooCdONN86f/0llbW0Ov12NhFUIIIYQQsuuY9r05\nZ96CIECapgjDrdL06oi9lkx5e9uUREmapk36vo8D3XjXdU1j0qmiaUdPrOBPv3EMo6zAIAVWhhsd\n+ejpQaPv1w43DF078tGNAuxvh9jXjdCLAyy3QxxaitGJAoS+h8D34HsebnxMD71ez+n7TQghhBBC\nFgO94mTZQd3OmTd1onhd2qTv+9jfiWYtDQAQOFWfs5ztaGwLVJs06VR9YD3JMNqB6p2DNMcgzYEG\nnu/3/uM1eOElF/ytCSGEEEIIMaJH3srMm3NWROV3TldWATZ/GM/zcLA3+0jRBnLHFNhjp1Fvz7bI\nHkI7nVkuGfWah/tNCCGEEEIWAbWtSXmiaZwzb61Wy1iwxPM8LLdlgoamIhubGmcgpoKmBUsAIBYI\nKdrqlDx2QfBIQUIIIYQQcpEx3iZ23hNN45x5i6KoMvKmF9jY35VJm7Sdy/uC7s32O+vmLRQoAGP6\njsrAS0be6N0IIYQQQsisGJ9rfd4TTeOceavK7wQmI28tqc1nlrN5ycjbdhxHICHY8ltKnplH90YI\nIYQQQmbF3O15C4IAeZ4by8hHjlYOGRdVEXVvzbE9XmCWuHDsAiGEEEIIIbNCrzapsg51nHNAvu8j\ny7LaPW8AEAmd8waDkRi7ZcnNUpZmZyJtUkKvtc7dlVH/zQW/NyGEEEIIuajQq+uXnfPmnHmrOpAO\n2PhhxnmgQpE327m8ZGRwO35DIvJmq7MQdFD0boQQQgghZNZUeSIrh3Hq1Cl897vf3XL9e9/7Hu68\n806sr6+XXu/3+1bXJwTVRN6ATTfaa8lUmzRN5sehTsHI23YMh8OBN1HmQSMhhBBCCFkMLjjy9pu/\n+Zv45V/+ZXzqU5+auP6FL3wBH/jAB/CP//iPePe73z3OydSvv+c97zFe3yLI9yfS+aZR/26PkHnL\nLSsfSpo3W43SzIPOedBICCGEEEIWiypPZDRvt912G9761rduuf6Zz3wGt912G97+9rdjOBziO9/5\nDgDgs5/97Pj6aDQyXp/G87zagiXKvLXCAJGAQcq0ipdlKH2R74voA8way5BQaqvTEyz5uJ22JIQQ\nQgghZDvo1fW3VbDk0KFDpWeuHTt2DIcPH4bneTh8+DCOHTu25frVV19tvD5NEARWaZNx6KMXByb5\nO446c8ykrxX52NOavT7ArLEUAW9i25aSbKstCSGEEEII2QZ6tcmytMlt5x7qbjDPcwRB0Oh6mSEE\nNkKEVSmVwOYP1G1F2NcJcWZQfibcbmE6MHps3sIAvVaAU+uz1QfIHmrdBFudkr7JRqPv+2i32+Pw\ntuoDRVGM+7K6rv9S1xVNzKrneQiCAL1eDwAwGAwwHA6t/z0hhBBCCHGXKk+0bfP22Mc+Ft/85jdx\n/fXX43vf+x5+7ud+DgBw+PDhyut33303brjhhonr03ieVzuJ3TRHPjrR7Cs62kaLuq0Qe+IQwOwn\n1NuJFkkEuWx1umDe6jT2ej2EocweTEWn08FoNHIiWkkIIYQQQi6MKk9knHG+7W1vw0MPPYQ0TfGL\nv/iLuO2223D99dfj1ltvxe///u+j3W7juuuuw+HDhwGg8fVpVPTCnDYZYH8nsvvpd5Aks9zzFgS4\nfG8L3zq+NjNtCpPGMiSm/LY6fcE9bzYaVRT5kTOrGCQpQt9HFPhoRQG6cQjP87b82klWVtewd6mH\nIAiQprOP9BJCCCGEkJ2lqmCJ0by9613vQpIkADYmsCpN66lPfSre//73Y3V1FVddddX465teb4q+\nie/QUrzt/2e7jLKs1lwqPM/Dvo5MNMZWo45EwMakU30mGXlr0pYPn+njV/7yW2iHPtqRj24UYH87\nxL5uhF4cYLkd4tBSjE4UIPQ9BL4H3/Pgexv9xfc8bBwPeP7axh/Hzro4/yvPC2RFgSzf+HX95V3s\n6XW5L48QQgghZMExuot2u412u1362b59+7Bv374Lvt4EFdnyPA+XLbUu6P/aDo+uJVaRQc/z0I1k\nCpaYNJYhkW5nq1Py2AUbjeqzUZZjkG78wmBWCoH/8ozH4H954QGaN0IIIYSQBUd2o8420M2RRGTr\nxNrI2rxJnUVn0qjQP88EzJttW/qCpsSmLcfmLa0utLOb2N5vAIiiaJzmuRtFVJQGPUXU933EcQzf\n95GmKdbWZp9KTAghhBCyCDhr3kyTRs/zEAWzL1hyqm8XeQMgdlSASaNC/zzNZm/ebHWGgpE3k0b9\n+kDIvNm2Y7fbRas1+2i1ThzHSJIEo9Go8muCIEAQBDMxlvqvMAzHZXnX1tZY/IUQQgghzuGceTNN\nQvUJVRTMflJ/Zj3FKM0qo0F6WueSUOTNpFGht3OSzd54mHSOz7kQNG8mjdJtCNjf7yjaKPCTafv4\ndquIikI3X6dW17G30xofH1JGp9OpTNOeFb7vo9VqYTCYYe4rIYQQQohGlSdyzrypM+CqVr3167FA\n5K2fZBimOboVxxTo+tqhTOTNpFExYTwEzoaz1SkZeTNpdMG82baj4tjpVXziaw9gkOa7VkQlywsk\nWYFRluHkWoITayOgKPBrL3pSrc443ihCpC+CzMJYFkWBUZrhTH+IXitCR2i/KiGEEEIubtS8p+pc\nbGfNmw0Se6HWRhmGSYpeXJ1+ppxyKBAZBOw0ApudoygKDJOtJ7jvNiadLkTeTBr1NkyFDke3vd9p\nmiKOY0RhgDvvO41j56pTF3eDQ73IqFO159nVNXzlvlM4M0hnYixP9xOcXk+QZgV+5z9di27c3dW2\nIIQQQgipY27MW5O0SQnzdmY9xfoog7+n2mCqn0Fq9d5Go05RFFgZzt68mXRumjcfUeCNz1ybJSaN\nel89uy5zxlrT+51kOQaJTJqsSedoNEKr1cJSp42/uvs4vvbQuRkqBAIPSLOclTsJIYQQIkqVJ5p9\n3qEBJdSmWIDE/CrJC/STtHZyp1K+2kLmzUYjgImqg2cHySykTWDSOT6QPfCxFLvZlqoN8zzfSA0U\nwPZ+q8/TPBcprmKrEwD6oxSnB7M3w1mxkYZK80YIIYQQCfSsrrkwb2majivNmZCaYCWGlXmlvR35\nkJoCmjQCk53j2MpwFrK2YKMzCn3RPUg2GouiwEkh8wbYaVRGc5TKmDfATicADJMMfYFUXsBeIyGE\nEELITjNebD/viaZxzrzleV5bjU5HaitUktWndqrIWycKsSxwFh1g1qiT5zlOC6X81elUJjgMAsRC\n+weBeo0T0UuhNgTs7rf6fCBkigCzTvWZVGrnxvdudsA9IYQQQshOU+WJnNvzlmVZbbVJFxgY0qqU\n9l4rwv5OiDMCk3qTRmDycOmhUCSmTudm2qSHdii3zlCnUV1fHaY4tT771FNFk/u9LmjeTDqlUzsB\nu7YEMB6ndvq8uekDzsuOdMjzHIPBAMOhTMScEEIIIbuDetcrTzSNc+YtTVNEUeTsnjcAY6Pj+/44\nyqajtHfiAD2hdD+TRmAyyiFl3up0js1bGKAntOcNqNe4aYAzMbMBNLvfI4d1upDaadIYRRG63a51\nVdzdwPd9dDodjEYjpxa6dLNZFAWyTG6hgBBCCJlH9LRJdUavjpPmLQxDpyYk06yPNiYkpohR4PvY\nI3RQt0kjsDlRHqQZVkcyk6w6naodPc/DJd2tnXdW2LRlkmboC7UhYNaoX5c0mbY6JVM7TRo7nc6O\nGrey8+aGaY5BkmIwStFPMiRZjiQrMEgyjLIcV+xp4dofOwTf93fMIO1UVHD6ZxsMBjzwnBBCCLFE\nN29huNVHOGfesiyzLlgi5e+SLK890kA3HVcu15+9tVuYNAJaGt0wxWmhlD9bnT0hEwzUaxyHtosC\nI4GjDBSmdnThMHH1vW10SqZ2mjQq47a2toa19SHuPr6+4+fNrSc51kYZzqynSErOD/z1Fz0OT7nq\nYO1zE4Yhut2u9R7inUQfA1WEsCoiTAghhJBN9LTJudjz1qTapBRriV3kzfM87O/GM9OlY9KofzbK\ncgidL12rU032pCNvdRrHqaeCaX6A+X67Yt5sdUqmdpo09vt99Ho99Ho93PmDR/G//b/3zFIeALvn\neyeMW9Oo4DDJsX4+OpgVBZ5wSRf/3eMuQxiGGI3kqrESQggh84Kp2qST5s02bVLKcJwdpNaRt24k\nsy/GpBHY7BxS+92Aep16Ox5akjHBQL1G3QBLYrrf+rEQqdSDA7u2BGRTO01tqacpZkJt2eT57vf7\n6K8P8O2Tg5lEBXVueeqluOHwIVbvJIQQQiyZu7TJJEnQbrcrzZs+CZCaON1/ZoA8zyv3vejaW0JV\nEk0agc30r2Eql6JWp3Mi9UrwnLc6jZvVEWUjxab7rT83kkca2LQlIBsdbNKWUvfd5vnu9/tYWlpC\nt9vFP913Cr/+19+bocINTvcTo8ncTcr25alrqiBNkiRIU7lnghBCCNEZZ3Wd90TTOGfemlSbzIVS\nKx86O8AoTeFblGYPAxnzZtKoT6ZWh3LmrU6n3gdCwcp+NvdbaiFBYdKoJvl5nuOE4GHidTpdMW+2\nz05RFGJ782z6pG5IpNLQj50bWo2VZexGAZUy2u020jTF6uqq0+n6hBBCLg7UnG1uqk2ORiNEUWQs\ndw7ImbeVYYq1YYrlTnkqnz4BkDpc2qRRb0fJyFudTrXPxvM8tIXSTwFzWwJyfVFhoxHYaNOTguat\nTqcrqZ22z05RFDixKtOWNvd7cqychaqtmHTOqqiKGpOLokCe5xilG7qKosDBvT2EYYh2u4319fVd\n1UEIIYSYGG/JOe+JpnHOvGVZVprfWUYqVN1vdZhhmGRAx/y121lx3glMGvV0K8k9byadm+ZNLm2y\nTuO4IpBw5M32fhdFIZo2adOWgGxqp6ktdfN2diCjs8kYBMgtLph0NjVuF1JApZ9kODtIcf+ZAR46\nO8DKMEVRAK+64XLc/JTLsb83u8rApnROYDPamOc5RqMRkkSmIjAhhJDZolebnIs9b2pzXlVlMhci\nb6NsY0O/qWAJAIS+jHkzadQnoJJnapl0qn09knveTBqBjaMCJLG936vDFKeEjoUA6nW6ktppc7+B\njWdnTehsPxuNLuwPtm3Lfr+P9cEQ3zqxvqsFVMr40D/fj+c+/qC1eZtVOqdOHMfIsgyrq6s8coEQ\nQhacuStYMhqNEMcxhsOh8WvlzFtuNSEB6kt57yYmjS5EDwCzTmWEpQq/APUaN9tx1qomsb3fozQT\nreRo8+xIp3aaNOpRzDN9GSNs044uFFYx6ez3+9izZw+63S6O3H8G/+t//c6MFW4Y27qiKruZ2lmV\nzjlMsrFpBYAfO7gHURii0+lgbW1tx3UQQghxBz1tMo63bjtwyrypF1hdBbWJfTFCaZN5UV8aXo+8\nCQXejBr1djwzkIvE2LZlHProRD7Wk9kbD5NGQN682WgEgCTN0BeKFgH1Ol1J7bR9dvqjFKeFFj5s\n7rcLhVVMOieKqsxCUAkmjTbGbafTOVeHGUZZgVGWI/I9/A/XX4b/fMOVuPLA0k7/+IQQQhxCZWgo\nT+T8OW9qY15dxS99dXRNMN0vsyx/LbXnDajXqE/sjp+TPTy3TqdKEerGEfZ3Iqwn5ojsbmC634XY\n1HMTm/udFQVGQoseiiqdrqR2AnbP9zDJ0Hd4DHKhsApgP1ZKbhu10bi2tobBcIh/PdafSTqnYpgV\n+D+/fgw/fc2luHLb/wshhJB5YLpYSdm7ySnzliSJ8YBufUIiGkGwfBlLHk5bp3GcT5tlOCmU+qWo\n06n6wp52iP2dEA+tyJg32/stic39TtJcNG0SqNbpSmonYNmWWY6BQCRYYeqTrqRG2z87cs9YnUaV\n2tnr9fD1B87i7f/P7M/LA+SOeyCEEDI79DPeqgo4OmXeVG6nrXmTXJ23j7zNQEwFNpGYjdQe2Yly\nnU7VF8IgwP6OXHe1vd+S2Nxvm9TK3cbUltKpnYBdW6a5rBG27ZOShVUAu7YEAMmuWafRlQO8d3MM\nalL9Uteg/z3PcwyHQ6v96tQop5EQ4jam/W6AY+YtSZLaM96ASfP26JqceUsz24IlMxBTQZ1Gfd/O\niuCqPFCvU/UFz/Nw5XIbwNkZKtvEdL89yBs7m/steX6aokqnS6mddW2pJmEj4SimqU+6UFgFsB8r\nJc9KtNUo+ZjbaPQ8D0EQ7Hr1yzKCIEC320W73cba2lql6aXGndFICFlM1LtbeaIynDRvNpG3PM9x\nqi+4j8OBSbCJOo16iprk3kGgXqfqC77v40C3/gDq3aRKY12Vullj0ydd6LdVGlxK7bR5diSP2ADM\n91JfoJEqrALY9znJtEDr50JyX55BY6vVQqfTuaDxyKb6paogmhcbxzmk54+DiAMPT7h8GUvtFrrd\nLlZWVqhxlzRul52IDKq/Z1mG0WiEwWCwY/oIIZNpk3Nh3tRhdDYvcelVb+tVYsGXvY3GPC8wkt5f\nZNmW7UjuuACTRhf8m9X9dmDfTJUGl1I769pJ6ZSq4KiwvZfShVVs2nLj62ahphzbtpR8ekwa2+32\nRGbKblW/rLtPN/34fvyPz74a1zzmADXuokZFEASVEcLdigzq37vT6aDVajFCSMgOMs5CqjigG3DM\nvDWpNplkOYap4Ab3wq4YiezLvlrjuHPkBYQz1Gp1qr7geR7agme9me63G+bN7n5LU6XTpdROm7aU\nX/Qw9UlHCqtYjpWSCwv2GmcgpuZ722hcWV3Duf46Pv3Nk7tS/bKOL/7gNF751MuNOqnxwjW22210\nOp1t/f8XEhnMiwJ5sbGY+sTLlrGns/MRQkIuZvQ9b3MReUvTFJ1Ox8q8DRwoamCDC5GOMlyKctSh\n94U4kDNvJnwH9rzZkDnaH3VcMJhV6JMp6dROE5tmWD4NtQq9PV2+75u4q3FtbQ179uzB3qUe/vHe\nR/HR//aQtKQtUOPO0Wq1AGxsIZl1ZFDx/Mftw//8Hw7jyVdeckE/y06mc+rsZGrnPGgki8H43X3e\nE5XhlHmzSZvU98VIpgLVMTkhERRSwzyatzBwzyCpPW8uRN7q2EwDEhZigasLHsDks504/uy4Ulil\nDr09XYi4ljEP4zmw8f5UBJJljmugxp1nZa2P7zx8Fp/812Mziwwq/r/7zuA/X3957dfEcTyR2rnb\n6Zw6tqmd86CRXDzMXdpkk3PeRmmGvnCJextcPx8slc6ZbEDgsEOah5c84LZ5cym1s4p5Mm+uFFap\nQ99bJL2H0AaXFxb096ar4xE17hwqQrhvzxIe/t5J/NMPZSox11Va7vV6laXOy9iJdE4AKFDAg2eV\n2jkPGsnFhV6wZC7MW57nCIKg1ryNV5MdmDhV6ZyY4NUcezALTBpdmYzYFKmRrupYpnFcDdMRY2lq\nx8KRtK86na6kdpZp1M2GC5Eim4UuF0yRaRwqigInVuWqBysNO/E1u4nt95de6LLRSY1m6jTqRypF\nwlkpVTrVxHM4StAfpTNL59R54eP34X/6D4fxpCvKi7/Mg0ZycaFX1Q+CoPRrtm3eRqMRvvjFL+LM\nmTN4znOeg6uuumr8ze6880488sgjePGLX4xDhw7VXtdJ0xRhGFqd8ya9361uTHdlH4fNe8eFiXKd\nzom0ScFVUFNbSmpTOOIfjVTpdCm106QRAM6uy6a3mO63K4VVbMbKoihwVvA4A9vxXNKvN3m+fYfH\nSgU11tPkfktGCOt05nkO3/exsj7CB++8B1+9f2Um6Zw6X7r3DP77G66Ya43k4kLf81YVedt2BYgP\nf/jD+NrXvoY0TfHOd74TZ86cAQB8+tOfxuc+9zmsr6/j9ttvH+fvfvrTn8bf/d3fbbmuox4imx9K\nOqIV+J5d5E0wQlinUeHCRNlGJyAbeavSqK65kF5j247SmHS68CNUaVTjU57nOLEmGymyHYOk97vZ\njUMF1gQX5GyfHclMhSbPt+RoZD2ez0BLFYug0ZX0zjqdo9HGGHlgqQ14Hk6sJTM1RQrfm2+N5OKk\nzhNt27x9//vfx6te9SrceuutOHDgAB544AEAwN///d/jjW98I97whjdg7969uPvuuwEA//AP/4A3\nvelNeMMb3oDl5eXxdZ0sy2rTJvUJifRqcl06hb6aLDohsdI4KzXV2KamSPojk0YXIm827Vi3P2FW\nmHS6kNpp1FgUOClt3iyeb0B+b16dTvViKooCZ/rJrCRtwbYtJTMpmqTwiZoOS53UWI/NGDT+Wknz\nVqNTZVF5nodDPft9ZTvNvGskFxd6wZIdT5u86aabcPvtt2Pfvn1I0xRPfvKTAQCnTp3CZZddBgC4\n/PLLcerUKQDAo48+WnpdJ89zq3OLAGAoXKzEZo/TxiZ8OZ2u7MMyMQ86qzS6FHmra0dVFdMF5vl+\n62ZDOm2yrh1dMm82OvujFKcF0yZt21Jyn+M8PDfAfOhcNI2SE3/TewfYeIYO9srPq5oF866RXJzU\neaJtR96+8pWv4EUvehFe9apXYTAY4OjRowA2Nn+qMHSSJOMqPlEUja+PRqPS6j5FUdSmTeqfSR8T\n4Pt2BUvWRoITkhqNLmGrU3Joq9K4ad588U3jNu3owvthHvpllUb1bK8OU5xal4sUAXZjkAuFVWzu\n9zDJRMd027aULP7S6LkRfM6tdVJjLU3ut+TevDqdujGKKyIIs2DeNZKLC/2ds+Npk4888ghuuukm\nPOtZz8JVV12F48ePAwCuueYa3HXXXTh37hy+9a1v4QlPeML4+le+8hWcO3cO3/72t8fXdVR0wPWX\nKABEgW+lU3ITfp1Gl7DWKfgirdKorsWBj6VYbuAH7NrRBfNm0ulCameVRv2oEum9ZDZjECBfWMVG\nZ5LlGAhmKdiO55IVMRuN54LDvrVOaqylyf2WHDHrdOrXJRc3510juTipy5jadtrka17zGvzWb/0W\n0jTFtddeixtvvBEA8LrXvQ6333477rjjDrzyla/E5ZdvHOD42te+Frfffjs+8pGPTFzXsU2bLIoC\nx4XLStftcdJ1PnJOTmedRpcOl3Zhv5gJk8Yo9NGJApwWnCjbtKPvgDGq0ulSaqepLZM0E694W6fR\npcIqNmNlmsseJG47nksuxjUZJyWngLY6qbGeJvdbctS01Sm5tWBRNJYdIK7+rsb8soPFy/6uo59d\np1+bPtNuOBxOHGI/rxrnhTpPtG3z9lM/9VN40YtehCRJ0Gq1xtevvvpq/PEf/zHSNJ1Ijay6Po2t\neTstmLLkYeNBM63UplmGNaEIoUmjQjrP2lYnIFdcpU6juhYGAWLBVTtTO7pi1m3ut8saxxuJiwIj\nwQPubZ8b6cIqJp3jcztTOfPWpC2lClA1GScBuSMNmuikxmqa3m8pbN47CiljtAgaAaDVaqHT6ezK\nAqf6P03/d6vVQpIkWFtbK9U6DxrnjR03b8DGi1c3bvr1MoNWdV1hWnnXV5OPnRtuQ/HO0Il8RBZV\nMdeGKc4JrdSaNCqkJ8q2OgG5VdA6jZtpkx7a4bazkC8Y23aULqxio9PlPjlO8xM0G4C5HV0prGI7\nVg4E0+CbtKVURcwm4+QGMqNlM53UWEXj+y00Zpp0umCMFkEjALTb7YkAhvo9z3OM0hRrwxTDJEOW\nF8jyjcPCs7xAXhTIigJpVoz/rhYlChTjbQqet1H4JvA9+J4H399I5Qx9D6HvoRNHuHxfD1EUIY5j\nDIdb5+DzoBEAgiBAEAQziwjqv/I8R5IkVudZ70rapATqh1gfpTgjOCFZagWIQ/MeiWEqF3kzaVSd\nQjryZtKpI7WIUqdxbN7CAD3BPW829xuQj7Ta3G/p1M46jeM9b8IVHG3HIOnCKrY6Jfcw22qUrIhp\n89xMHmkwC1VbsW1LgBrraPJeBCC2stlEp1RFzEXRqAzGt+4/gW8/sop+kuHsIMX9ZwZ46OwAK8MU\nq8MMo2zDFO101PhQL8J/eeaVuPnaK9AOy+c686Cx3W6j0+ns2Pe0jQhOMxwO0e/3t/1958q8KYZp\nLlqCvx0GiC1WagejTGzV26RxnO4nHIkx6dSRCoHXaVTXPM/DJV25MsO27ejy/XYltbNO4+YeLdl0\nDNP9dqWwir1OdzUqJCtiNhknAbnDxJvopMZqmt5vqdGoiU6pipiLpvHhc0P89hfum4GqSU6sJfi/\n/vUYfuqay1EE9Tpd1thutwFsZPDNKiIYBRvmPA4CdOIQ7VY0Tu9Mku0trjpn3mz2vKV5jqHgy74b\n+WhF1askyrz1kwxS22JMGhVRIJfqB5h1TqyCCr1IbdrS8zz0WnKPk0mjui6dNmnTlvOgUfKwZsD+\n+ZYurFKnU3+2JQ2m7RgkWRHT9n4rpBa6muikxmqa3m+p4aiJTqlRfVE0qsXNWHDOZjPPcFljEATj\n8fzrR4/j//7GsZlEBLuRj6VWgHYY4NKlGK+64TK84JrH1B6Nptjxc952C5u0kGGS4dxQLm1yuR2i\nFYVWaZNSmDS6Mpm3bUsASIWccJ1GlbcsHXkztaNCOvJWp9OV1E6btpRakVfYPjfShVXqdLpykLht\nW0pWxLTpk3p7Sk3mm4zn1FiN7Xi+iXvvxmmkRvVF0ag+a0dy2zNs55WuatT3kv3g0T7+4Z5T+M6J\nPh5aGWFluJGlshvPfD/JcXw1wY/ODPDfHljB33730QteiHPOvNWxWcUxF52QHFqKrc6jk0wFMmlU\nSJs327YE5CZ4dRr1tMlDS9XFeHYbUzu6YtZt+qW0wazTODZFwpE32+dGurCKTVsCsubN1JYuVMS0\nHQxahFEAACAASURBVM8VUosLTXRSYzU2Gl3Ym9e0X0qwKBrVZ5Jn0dnOM1zVqF8LBReJl+LAqh3r\ncMq82T5gUulzikM9uwmJZGpnnUZgM2IU+T4iwcmySefEBE9owlynUTdvHcHVJlM7bpo3X3ZgtWhL\ncYNpaEvA7TEIcKewis1YWRSF6B5C27aUrIhp0ycnJ/PujZUANdpic791xExmE51Cw/qiaNw0RnLT\ndtt5hqsa9fmapMZLupFVn6xdVNwNYdvF9uUkvep98Lyzryv1CciuJps0qnZuRT72tORMh0mnPsEb\nCk2e6jROrORY5C/vFrb3Ow58LAlWxbR5dqQjb3UaN/vjrFVNYvvcSBdWsWlLAKLHGdi2pWRFTJvn\nZiLFXOi+27YlQI112M4xFFJRpUY6hYaiRdGoPutGgdiCu0mn6xr1a5KL7bZ9cmHMm0LavMWBX7mJ\n0IWBH6jXCGjmLQzQEzRvJp2KoiiwMpSZPNVpLIrN8zzakdzjZNuOUeiLDlqmtgTkI282bSlt3mzv\nt8tjpX5u5wnBg8RNbelCGrzN/dYXuqSMpm1bUmM9Te43ILc3z3YcAuQqYi6KxvE8Iw6xryNTHM12\nXjkPGltzMF+bG/MG1B9Kp2/ClyQONycd0+jVYyTTJus0ApsduNsKsSeWq5Jo0jlx2PBA5rwq27aU\n3KRrqzEMAsSCaZN1Ol1J7TS1JbBRJlgSG42AfGEVq7YsCpyUNG81GvV3keTeQZt21E3HiVWZ9jTp\npEY7bJ9vhdRz3kSnmMFcEI2b84xQ7ExZ+7nQPGh0f742/Wcdp8ybbdqkVNVBRef84X+mfRySFTHr\nNALanrcgwOV7WzPTNY1Jp96ex1aGM9OlY9uWkhEtk8bNtEkP7VDusa/T6Upqp6ktXcD2uZGOvNXp\nnFiYEUybtBnPAdk0eJs+qY+VZ4UOE28ynlNjNU3uNyD3nDcbK6mxChuNm9lSPjpCUSPbecY8aJRc\nILbtk3MTeZuXtMkoNG92LooCZwQnJHUadTzPEwtvA/Y68zzHaaH2NGnUBywpbDXGYSC2IgbY3W/p\n1E7bPimJrUbpLAWbsXJ1mOLUukxUHbDTCMiatyZ9sigKrAmd7WerkxrrsdHowhYNk04XKmIugkZg\n8h2+vyNzLFGTeYbrGiULljSZn8+FeQuCAHmeG3NBpSck3Si0Srk4IzghqdMITFbd6QpOlE069f0m\nUmmotm0ZC642NbnfkufR1el0JbXT1JYA4ImdCLSB7XMj7UFtxspRmgkf0m03nkvuYbbpk3ok80xf\n5t1j0kmNdliNQQ7szbPRqZBK7VwUjfo7fL/QO7zJPMNVjS4UVbFtR+WJynDOvKVpatzzJj0hqTth\nXh9QH+3L7eOo0whMPmR7WnKRN5NO1Z5JJmfeTBrHg0Ecia02mTQqPM9Dz9H77Upqp41GaWzvt7Rc\nG51JmqEvFOEA7MZzQLYipk07Kq39UYrTQul+tuM5NdbT5H5L7s2zHYcAubFzUTTqc7ZDPZkzZZvM\nK13XKFlUxVaj8kRlOGfesiyzrgwkge8B7TCwetDWhKoj2mjUP5M6KsBGp1oFHaQZVgUmeE3ack87\nxH6BwcBGozKYkpE3k04XUjttn2/JIcpWIyBbWMWkUy9ANRLax2zS6EJFzCb3GwCGSYa+QCSmiU5q\nrMZ+DJLdm2ejU7oi5qJoBCaN0cHe7N/hTeZC86BRqqhKE43KE5X+P7uibpuEYVgbeXOBpThAK/SN\naTZJlotNSEwagcnJ/JJQJMZG5/iMpWGK0wJpqDYa9XQ/CfPWRKPneTi0JLMiZtLpQmqnTVsCsubN\nVqM01mNlmoulTdq2ZVHIVcS075Ob755BMvv2bDKeU2M1TZ9vqb15TXVKpCQukkb9/RgHszcdTecZ\nrmuUKqrSaE553hOVMVfmzYWUpeVOiE4cGleTh2kusmoHmDUCk23ZDmWiHDY6x/tislxkVcxGo26E\nr1xuz0ramCb32/M8sWIgNjoB2dROW42+4J43W43S2I6VI8FCICaNLlTEbPLcAECay5jhJuM5NVZj\nPQYJ781r0paATKG5RdEITM7ZJColNp1Xuq5RqqhKE41zY97qNufpSJ7h2wkDxBapQKM0xbrAqh1g\n1qjYjBjJNKiNTt0MS2CjUX3m+z4OdGcf1WqiEQBCX66Eb51OF1I7TRo3TfAsVU1i+3wDsoVVbMdK\nyUIgtholK2La3m81mR8JRTJtdFKjGdv7Lb03r8n7G5B5zhdF4zSBwCS4qU5XNUoXVWnSjnNVsMRm\nz5svOHM62IusVkmSNBerAGWrUX0uFYmx0alepMPU7bZUtAXC8DYai6LQcr1lHnuTThdSO23vt8SL\nSWF7v6WxbUvJo19MGl2oiGnbjkrrwOH3DjWaafrOkdqb16Qti0KmIuaiaAQmx3SJ90/T947rGqWK\nqjTRODd73nzfrzVvLqx6H+rFtWcv6KvJ60Ive5NGhXL0UifN27YlAKwKFX+xaUt9MJCokmh7vzfN\nm5v324XUTluNkgtItvcbcHusVEiV5wbsNUpWxLTVON4fLGQ6bHRSo5mm91tqb16TtiwKmYqYi6IR\nkDdGTeZCgPsapYqqNNGoPFEZTpk328ibVNoXACy1AivDkWQ5EqmCJQaNCj0SIzHHs21LQC7yZtOW\n+mexwMGPtvdbmXUpY2TS6UJqp21bhoKRN1uNgHBhFcvnWzLyZq2xkKuIaXu/9TMxJbDRSY1mmt5v\nqb15TdqyKGQqYi6KxmkCgYG9qU5XNermTaSoSgONcxN5sy1YIujdcIlt5E3oRQ+YNSo2J/MhlgWq\nJJp0+tqNltrzZtOWE6ZDYP+g7f1Wn7eEzlAz6XQhtdNGIyCbNml7vwHZwiq2OjPByJvteC5ZEdOm\nHfV3pqs6qdEO2+dGem9ek3GoKGQqYi6aRoUv8P5pqtNVjfpnEkVVmrTjAhYskZuQqLQ4Y5qNYBlv\nW43q814rEilxb9Kpr4hJ7T+wbUuFxGpT0/sdC5XItdEpndpp25aSkbcm7SgZebN/vmcmaQu2GiUr\nYtrcb910JEJabdsSoMY6bMcg6b15NjqlK2IuisZpJIb1pjrnQaPEImyT9/dcFSxJ03Qi4qLjwqp3\nK/StVu4k93GYNCrU5504QE9gsmzbllLpDIB9WypMKb+7ga1GNQh040ikRK6NTunUTpPGeRiDdOZB\np6R5sx2DJCti2rSjC6bDti0BaqzD9rmR3pvXpF9KVcRcFI3TSIzqjedCu6ynDBuN0vvymmhUnqgM\np8xbHMdIEvPKh+Sqt+3NFnzXW2vcnIj62CNwrpZJp27ezgxkynTbtOXkXq3Z982m93tPOxSJtDZp\nS6nUTpNG/ZmRSLnY+N727SiZpWDdLyE3WNpqlNyXZ6NRHyuljGaT8Zwaq7Htk9J785pMfKUqYi6a\nRknmQWfT+ZrEz9REY50ncsq8qc15psibpHkLfbu0C8mXvUmjQt+4eeVya9d1TWPblkVR4Pi52VeB\nAuzbUiEReWt6v8MgEDFvNjqlUztNGsf6Ah9LsUx0sEmfdHmsdAFbjZKZFDYa9XFH6jBx2/EcoMY6\nmt5vqb15TXRKVcRcFI1bEBjWG+ucA40S21yazIPmqmBJkiTGgiWh74uUZAcaRN4cX6kFpg8rnP15\nF7aroGmW4aRALjrQfGVGYq5s3yc3D8G+crm9m5JKsdEpndpp25ZR6IuldjZZuZNcLV2ElVoXFuNs\n2lEteOZ5jhNrMgtdJp3UaEeTSCsgl97ZRKdURcxF0bgFgeGosc450ChRVKXJ+1t5ojKcM2821Sbj\nKBBb9bY16pJrzdYaNfPWFYhymHSqfjBMZVbENjSIfNtGNL3fvu/jgIBZt9Epndpp0qhHL2OhtMkm\nfVIy8mar0xOsiGmrUbIiZpP7XRQFTgqZjibjEDVWY6PRBfNmo1O6IuaiaJxGYjRqqnMeNEq8eWw0\nqkXsuak2GcdxpVBgMmVJIqUK2NxDYpuiJsF2NErsMTLp1DcSrwgVLLFtS4XEYNBUIyBTit9Gp3Rq\np0nj5hgkcyA70KwdJaNftm0pie0YJCnV5n7rFfOk0v1MOqnRDpv77cLevCY6pSpiLorGaSRueVOd\n86DR5flaURRjT1T2tU6ZN8/zxieKl0Xf1A/Qa4XY0579xA4wp8VtVpucgZgKms7XPM9DKHC4tG1b\njtIMa2IDa8N/IDAa2GrUI60SxsNGp3Rqp0nj5p68AD2h6L9NO7pQWMW2X0pGt+2fnd3VUYeNRjVW\nrg5TnFqXSTG3Hc+psZ4m9xuQ25vXRKdURcxF0biV2Q9IzXXOg8bZ02S+pnuiLf/PDuu6YFRpzDrz\nFgYB9gpURwRkq7fZYqtRd/MSKWC2OvO8EKuotbj3Wy7yVod0aqdJo26AL+nOfk8e0KwdJQur2PZL\nWfNm+ewIJsLbaNQXuqQKWJh0UqMdNvfbhb15zfqlu205DxqBScMukSnbpC0BdzVOILLY3my+VnVc\ngJPmzRR58zwPly7NfmK3yLhoUvRiAZl8hpUVDmSCVTJxpIFQNKYJEqmdtnieh57QAlITJAur2OIL\n7nlbNJI0Q38kE0GwhRp3Dsm9eSZcqIhpYh40liFZ/daWedAoWpzCgKnipHOzI3Wugcm8HRBa9bad\nZkiu1FprFD6fzPQdxytiQhuygeYLMyKbdLfxbyRK5Np8R+nUTpNGPa1TKvLWpB1FC6sYPt+817uv\npYp5sI02GscLXUWBkdBKl+14To0GDRZf48LePNu2BASLqpg+nwONZUjsF248F5oHjbuiop6m8/Oq\ns96cM291FSf1idPBnszEybblJSuobedbS5xPZtLpgnlr2pYii00Lcr8B+dROk0bdXB6Siv43aEfJ\nwiq2/VL0SIEFGc/HZ1UJVczbEGH4mBrtmJM9jrZtCcgZo0XQOP4yTatITYWGezFd1ajjskb9uICy\ntMkLyvvJsgyf//zncffdd+Oaa67BK17xChRFgc9//vP4xje+gZ/8yZ/E8573vLGQsuvT2Ox58zwP\nbUdTgdQmw3lAnyi7vNEznZecSbhRQa8K6UirDa6ndupjkMvpiC4UVjEx3t/o8Hg5L+O5EwtdBqhx\n53Bhb54JFypimpgHjWXMQ0riPGh0OW9y1/a85XmO97///fjKV76C5zznObj00ksBAHfddRf+9m//\nFs961rPw8Y9/HPfeey8A4Ktf/Wrp9WmiKDKmTQJweuIEuG2GynBxArVZudPdBwyY2qTruFbFPExI\nJVI7TUwaYOcSF8a4UFjFFlcXEnQc7IoTbB407O74Q407j8t781yoiGliHjQqJouBuNk/50+joBAD\n6h2uPNE02468/du//RseeeQR/Mqv/Ar27t2Lffv2AQD+6Z/+Ca985Svx/Oc/H8ePH8eXv/xlPP7x\nj5+4fuLEifH1LYJq0iaLohivhHaFVpNt5+aSk+Pt+AcJvbY6JQ2RzbfW204iSrid5pGYLzfV6WKf\n1McgqYIqTdpRsrCKTVsCsmmT9uP57uqoo8n9lpwwWY/n1FhLk3eO5N48k04XKmIugkbFxDxDoH82\nngs5qlFHIjBg+y1NaZPbnn3ce++9OHnyJN797nfjrW99K44cOQIAOHfu3NjI7d+/H6urqwCAlZWV\n0uvTBEGAPM8rJ25q31svEpqQmD53IBVoO91RZDJv+3WCCzg231o6b97N9a2t2OiUTu1solEqddtG\nowuFVWz7pWTkzVajZEXMJs+3ZJaC7XemxnqavHMk9+bZv7/lKmIukkY9xVPiTLom/dJljRNfL2He\nbL9OS5tU73OdbTugOI6xd+9e/M7v/A6+/e1v41Of+hRuvPFGtFotrK+vAwAGgwHa7Y2DdvXr6+vr\n4+vTBEGA0WhUad7GEyexyJtd00vUWlBsp0NKeE2Tzs2BYBZqyrFpywnzJrLatI37vQs6TDTVKRN5\nM2vM8xy+L1eC30ajC4VVTDrdiLyZNXqeJxx5sx+DZCNGduM5NdbT5H5L7s0z6XShIuYiaFToxujE\n6uyNZpN+OQ8aAZmCJbb3Wzdvo9HWtty2xbj22msxGo3w6KOP4pFHHkEYbvjAG264AZ///Ofx8MMP\n44tf/CKuv/76Lde/9KUvja9PU7fnTf+BIqEXvulmjxtc8G3vaKrxFuZBp41GfcAaCqw2basdBbpn\nU50Sj7iNRvWMt4SqODbRKFlYxXqs9H1EQsVpbPukpMFs8txIppjb6qTGepq8cyT35pm+tQsVMRdB\no0KfZ5wdzN5oNp0Luapx8utn//zYajTtedv27OPxj388br75ZrznPe/BnXfeide97nUAgJe85CXo\n9Xp417vehac97Wl4+tOfPr6+tLSEd73rXbjhhhvG16cJw7DykG6dwPdFDJy612Z98vs4GkUuRFYg\nNn53uXhGE41FUWBlKJAqMAftCMyHThuNm5UcfXQE9r010QjIFVYx6dw8zsDHkvAeZpNG0TR4i/vt\nRpbCpJZpqNGOJuOkC3vzTG0pWRFzETRu/foCawJFaprOhVzVKF1UxbYd9T1vZYd0X9DGsVtuuQW3\n3HLL5H8Yhvi1X/u1rd8oDPGrv/qrxv8zDMPayJvK/YwCD53IRzLjyfIipAKV/ptd0GH8nnNQmdFG\n40TqxWD2q3fbut8OpwsoXE3tVGNQN46wvxNhPRnutqwJbNMm5Qur2N3vKNxIQT0tkLZkq1F0X16D\n58b1FPONr9tlIbXfe3E0AsJ78yy/t2RFzEXSqM8zzvTdnGfMg0b5oirN0iaVJ5rGuVrXpoIl6gfq\ntSLs68x+I77tWOlC5K0JLlbd2Uz9moGYSg3mr9FTBY6tzHYiv/F9t/Fvdl6G+Xs2/aaOVsRU/XJP\nO8T+zuwLJ9m2o3hhFcvnOwwCxEJpk7Ya52U8LwTLF1n3S2qs/94N3jkuRN6qmIeKmPOgUaG09kcp\nTgukJDbpl/OgUayoSsNuVlWwxEnzVhYiVKiXaacVYrk9+0lJqlVxK2M8IRF82Zs0KqTPu7DVKZmy\nZKsR2IjISEQPmmhUSCzYbkfnrLHRqJsOCfNm245qwJfa82Y7VsaBh7bQ/kHbtpyH8VyaedC5aBol\n9+aZdLpQEXMRNE4zTDL0BUxHE50ua5QuqmLbjnrBkjJP5Kx5M6dNBrhyubxi5W6iVmeMBVWCAF2h\ndCWTxjJygRU8W52S71kbjZt58zmGAi+A7dxviZTVpjol5iU2GvUy/C6OQQrpwiq2Y2UcBugJ7Xmz\n1SgZedvO8y3BPOhcFI0u7M0z6XShIuYiaFSMjWaWY5C4Oc+YJ41SRVWavr/nxrz5vl8aIlToVdT2\nC6RN2q4mtyMfe4UOx91O5C2pafPdwrYtXY+86QOWhHnbVqRV4K3fdIVRYl7SJPLm+z4OdGdfhr/p\nyp1UYRXb59vz5M6is9UoWRGzyXPjCZ5HZz0OUWMtTe63pHmzjWpJVsRcBI2KTa0yUcImcyGXNSqk\niqo0nQdVeSInzVtd5E1/4R8QeOH3R9m4EEAZmy/7ALHQirdJo0K66o5tW0qmLNm0pdqkO0gzrAoM\nBtu536lAfr+tToXExKSpRoliILYapwurzJom/bIntNBlOwZJVsS0aUcXij/ZtqUki6BRR3Jvnq1O\nyX15i6RRzTNGQimeTeZC86BRqqiK7f3WF4nnJvJmO4BKpNqc6idWDR+HPlpCK7W2GicibwJpA7Y6\nI8ETz200qs/WhylOC5wVs2j3WyExkbLRqC8gSezVsm1H6cIqJp16+qlU5M16DArlDmVv8txIZgPa\nj0MzElTCImmUxlanZEXMRdKoPh8I7CUDms2F5kGjVFGVps93lSdyzrwBsFoZ8zxPZB/CWpLVTir1\nfSa9lszL3qRRoef+SoSPbdtScr+JTVvqefMSC3hN7zcAJAJCm7QlIJPaaaNR/zwWWFiwvd/ShVVs\nn2/P83Boafbpp4C9RsmKmLb3G5A1Hfbj0AzEVLBIGqUx6VRjuWRUaxE0KsaLxELGqMn722WNCqmi\nKtt5vufCvDVZbRIxb+fPlTPu0/J9kVQlwKxxmo2SqbOPxNjqFDVvFhrVZxL73QD7dtTN+lBi0GrQ\nloBMaqeNRn0gDQUm9Lb3W7qwiu1Y6XmeWFTLVqNkRcwm47kvuFfLVic11tPkfkvuzbPVKVkRc5E0\njheJHZ5nzJNGqaIqTefnVV/nnHkzoU+cAoHlsXPD1DoyeLAns5ps0qjQP18bzT58bNI5rizq+4iE\nDJxNW6oc6mEqs9pke78VRVFgZcaH2wN2OqVTO5u2pYtjkEK6sIrtWAkAoS/zKrLVKFkR0+Z+b753\nZqVqK/bvxlmqmmQRNAJu7M0z6dxcLJylqkkWQSMw+V6UOtLAti0BdzUC8kVVms4xqpg786YjUYXw\n3DBFZnGIuOd5WG7LbMI3aVTokRiJkqm2bdmKfOwRSkE1adSvrwoYIsD+fusbdc8OZr83z0andGqn\nbVsqJPalNNUIyBRWsXm+1TMuoQ9oNp5L7ctrcr8lsxRsdVJjPU3ut7TJtNEpbYwWQaP0oibQbC7k\nqkZAvqjKdt7fZThr3qpWliZXawVSlkY5Bon5HDrP87Bf6GVv0qjQzdsj52Z/WKFJ5+b+wUBu/6BB\no35dKvK2nft9bGU4C2kT2OgUT+200Oj6GKSQLqzSpC3bUmmTDZ4dqYqYTdpR8lgV2/GcGuux7ZOA\n8N4823FIsCLmomh0wRg1mQu5qhGQL6rS5Pmuwznz1ihlSWDiNEjz2nxefcLUEqqSaNKoGIePswxr\nAh3Zti27rRB7YpmJk0mjr6V7Se15s73fijzPcXp99pHWJjqlUjubtqVE5M1Wo3RhFRudarFLas+b\nSaMLFTGb9EnJY1VsdVJjPU3ut+TevKZjpQSLolFf1JQ6k86kcx40AvJFVZr2ySpP5Jx5y/O89rgA\n/bovMMCuJxmSNJuYtFchVeLeVqPqEGvDFOcE0iZNOsd73oIAl+9tzVLaGJNGfcCSWslper9Hqcxh\n4jY6pVM7mzzfACAxx7PVKF1YxUanXp1XApNGFypiNmlHyXQ/27akxnqa3G/JyFvTsVKCRdGoT97P\nCiy8AvZzIcBdjYB8UZWm8zXliaZxrkfnDXJBJVIbzg7S2vQ4fcIUCZWWNmlUqHYepjKRtyY69wmU\nOgfMGqX3DQLN73eSyZg3G53SqZ22bSnJdjRKFFax0blZEMRHR2Dfm+14LlkRs8n9lowY2eqkxnqa\n3G9Jk2n93hGMDi6KRjV5z/McJ9Zmv8UFMOucB40uFFVp+v6u8kTOmbeiKJxe9c6LjUIKdSt36oUv\nFXkzaVSozwejTGSlxKYtgY0Hris0cTJp1M3GGYFIEbCN+51mWBU4189WJyCX2tlEIwCRV35TjYBM\neqeNThVd78aRyNEqtmMQIFcR06YdXYgY2bYlNdbT5H5L7s1r8uxIsQgadYqiwEkhY2Sr02WNLuzL\na/r+rvJEzpk35TKtDi2cgZ4yhpabx6U2uANmjcDmZL6fZBA4UgtAvU7dvO1xtC1183ZcoOiLwuZ+\nj3O9hylOr8sYTZNO6dROwK4txwgNQjYapQurAPZj5Z52KHKQOGAeg6QrYgL27Rj4vljGB2A3nlOj\nGdsxSDJCCNi+d2YkpoJF0DixnUAoJRGo1zkPGl0wb0Cz+drcRN6q8jtLEXrgRll9aqdaTZY0HCaN\nwGTapBR1OvXJp9RRAUC9Rr3oy8m+jCECmt3vUZZDaD+xUad0aidg15bSNNUo9fOYdKpnPAwCMfNm\nq1GqIiZgrzEOfCwJnUcH2I3n1GjG9n5LRggB2/fOjMRUsAga1WerwxSnhBZe/3/2zjzKrqrK/987\nvKlejanM82QSTAiEgMwI2ESbjgNtKw7dQhMHWrtd7eoFiiDh1yi22gqIDaS7VWChIiIgYgjQRBAI\nCWEIIYEMkomEVEJSqfHVG+7w++Pl3Drv1Xv37luS2uc+3netKHlVUJ/a55x9zj5nn30A2looCoyc\nRVWAcPN3ZO68iSNCFY6zq2kg7x81i+AtYRpsj0sHMQL8FzcBf0650lsjYyDsxzgYADvIFtS0o5DM\nyqUgTu7UToBmSyEuNxWGEeBJMQfovlLTNExqSY4UVomojFx33gB6e8dMXXnOOmOwqO3NffJG4eSs\niAnUBuPgWs1mu6sF0NZCUWAE+IqqAOHWa5FKm6Tngh5jmCoSjwcH7t6ZOtJMu3dBjPLnnIt5P045\ngE+afBOpH6P4LJO30MNUsAQIbm9gMDDiPGml9kvO1E6KLYW4tpjCMHKK6it1XceoBp5qjlRGroqY\nAJ3RNAzEGdP9KP68zhgsantzn7xRbMntoqLOWPJ9lo0M06YmQONUmVGFoipAuPk7MidvQU8FqCCR\nKxvkWBsSMbYqiUGMlb6XQ1RbcpQ6F/JjlHebOCp2CgXZUf68j+H9NCEqJ2dqZ5ixw7aBFIIR4Lsf\nHIaT604Z1QdxVcQEQjAaPA+yC/lx1hnporY39908yvhmDzBrgFF8brsu8lwFCkBbC6nMKMRZVAWg\nMcp33iIRvFmWBcMwSMEb3+KOvlPLN9nTT944c3+ptuRMYQliBADHcVnTT8O0N+vJG5GT9TSY0N5C\nXJtMYRiL33gMYXxEHd+axrdYDmLkrogJ0O0YNw22bA/An7POSBe5vZnv5lFsyVkRE4g+o/x5wXJY\nUxL9OKPAqEpRFcr87dVTOBoTlUu54M1xnIqgQvIv6zAtnLIFu+qr50DpBMA12QcxypE850I5iFMs\nnDiLBfgxertNjstWsROonfZWIbUziFH+3FbUB6kiqq8EigtRDlEZOStiUhk1TUN7A8+cA/hz1hnp\noo5v7rt5FE7ue3m1wChnpHCKshaKAiN3UZUw83e1mEjJ4I2aNmkznRj15ooRO2UiHdPIc48jiFG+\nDCm+l0NUWyZjfFeK/RhVcVhh2jvLmN5JsSXAm9pJtSUAWEwRexBjubjSO6njG+BLjaYyclbEB19t\nYAAAIABJREFUpLa3pmmsT9RQOOuMwQrTJznv5vlxqnIvL+qM8uecWVIAbf6OAiN3URWqDwIilDZZ\nKBRgmmbV4K1k15upk/TlaKdFmqZhXGNiJNE8BTHKi/kuxuNjqi1TMRMtTAsnP0ZVgrcw7d3NWFiF\nYkuA9+SNakuA775oEGO5uKbTMJwG0yliGH/OVREzDCPniZEfZ52RrqD2VuVuHmV8c59q1QojwLfm\nFaJwRoGRu6gKhdFLQz0aE5VLueAtqNqkCgunA305cgoLV8GSIMbS4I3v+Jhqy3QixrbrHcQI8J3A\nCIVq76ya7a1KaifVlsBg1aiRFqVPyuI6eQvDyZUCSvVBnBUxw8w5XNkegD9nnZEuantz382j2JL7\nVCvqjLK4rgoJUThVZvSuuTAXVQkzL0bm5M22bXLBEq7j2c5MgWR4TdMQY7rHEcQoL+YPZ/iq7gRx\negVL4gbSTLn9foze0TazwwrT3gd71WxvVVI7w9gyx8RJ9UFCXIVVqOMb4Nv9DmNLroqYVDtqmsZ6\nB8qPs85IV5j25jwhpNiSuyJm1BmB0rv1nKLM31Fg5C6qQplzRMAmYqIhXz9mdMNUoVBALBbz0hfK\nJVeL4dqdz+RtWHb1R/bkBQmXQwhiFHJdF/2M94uotjR0HU1MdxAotuQqXCEUxOjlo9s2DmX4Tt78\nOFVJ7QwzdnqYxg6FsSTFnKl/Um0J8J28UX2QpvGlqIWZc0ziO6nHQn6cdUa6qOOG+24exZbcFTGj\nzihL9XUGoDajKtdcwszfIiYql3LBm2VZvnfehDgXeAOWg7zlkCZSrgpqQYxex7Ad1uNjqi2L9014\n7g8GMQJ8aWlC1PbOWQ6yBT7H5cepSmpnkC1Lyg0zcVL6pPw1rrReCqcQV+ZSLfhz13VLijtxyY+z\nzkhXUHurcjePMr65K2LWAuPg3DiSVENFm79HmqpUFEbuoiph5m8RE5VLyeAtFouRCpYMMKUs9WQt\nZPIWcUHCsyIJYpQX8xnGFLUgTjl4a2O6b+LHqIrDorZ3Jm+hh/FUi2ZL3tROqi1d10VHT24k0TxR\nfFDJ3TymncYwvpJLVB8E8FXEpNhxMOjgW4RSbVln9FeYeZHzbp4fpyoVMaPOKEv1dQYQDUbu1M4w\n87eIicqlXPCWz+dJwRtnul9/3ibv1HIFb0GM3vGxZWGA8SSGaktN09DAtBMaxKiC6O1to58xWPfj\nVCW1k9rejuPgCFOlVgpjSfDGNFmFGTtcoysMI1dFTArjYGVevqAjiLPOSFOYeVFVTlUqYkadUZbL\nVje4KApnFBi5axRQGEWGj4iJhnz9mNENU7lcDolEouqdNzl4O8RUaCNTcJAn3+MYAaAKojIWLIft\nBBMI5pQD4QTXfZMQ7c0lKqPjuMgzXtT141QltTPIloOBsMN375bQ3rKv5CqsEmrsKO4rAcZ7eQRG\n4Su5/CRA9+d1Rn+FmRdZ7+b5cKpSETPqjCopCpyUNQb3yVuY+VvEROVSLngLuvMmnyC83ceXWmXZ\nape/BvwZ5dzfAcbFPECzpaZpMJnumwD09uYUpb1txwXzqwZVOVVJ7QRotizYfMEbQO+TnIVVgOiP\nHRUqYgLBdhxciOpIMd7XotiyzhisIEYV7uYB1TlVqYgJRJtRNUWBM4iRu6gKEMwYqTtvjuPAcZyK\nZTGFSna9GSvGUC88cj4f4scoL0ALzKt5P87SYgGMC6cqjIPOfyRpKovS3txVloDqnKqkdgL+thTp\nDFnLRh/jQ59BPkiFwioA3VdyzqdURtbNuABGka3SEI+hLcW3EPXjrDPSFdTeKtzNA4I5NY23IiZQ\nG4wAoLEllw8q0JYKM6pSowCg9UkREykfvFWLMGXJCzzO1CrLUfsOFODPOHi/iL8XU23JdX8QCGbk\nZBOitLcawVvQ3R3e1E6AZsuBnIUjjA/cB9lRhcIqAH18c3oiug8aAZgqCmIUi/mmpIm2FN9C1I+z\nzkhXsJ/kv5sHVOdUpSImEG1GgO+dzkqqxhkFRiEVUP0YxcariIkqfd9f5Jksy8Jtt92GuXPnYsmS\nJQCAgwcP4mc/+xm6u7vx6U9/GgsXLvT9XJa4mFftvhsg34th3vUmBj2ca3oKY8HH1iMlP06VUpb8\npEDsRmpvJYL1KgyqpXZWkxwIc6bOU9uSs7AKQOdkPXnj7nAEBTHKlfNYgw6CP68zBova3px384Dq\nnKpUxASizSgrCuuMKDByF1UBiGuMKsVKgL/w5G3VqlV49tlnsXv3bu+zn/70p5g5cyY+/vGP45Zb\nbkEul/P9vOSXIbzx5qUsFWz0Mt7jsB318379GMXn3FV3ALotOe1djVH0VRVO3qLe3iqdDlJsyXnf\nDQgeNyoUVgHo45tz55bsg0aApZqCGOVThEktyZHCGiI/zjojXUHtrcrdvKC5UdN4K2IC0WaUpcAy\ngzDvjCBMFdXK+twvG3HYI76rqwv3338/LrjgAu8zy7KwadMmXHTRRTj55JMxfvx4bN++HbZtl3w+\nYcIEbN++fegvY9u+993kXyrDeOoG0BfBnGtlCiNz0Z2jDLSTN86UpWqM3i4tJ9xRUdpbhYu61ThV\nCt78bCk2kHKW2j5IlcIqfpzy5MXZN8mbGgr6ICFvI0nXMYrpTUyA5s/rjMEKam9V7uYFzY0Ab0VM\nINqMsnQF7pMFcUaBUQVR5kW/mGjYvfVXv/oVzjnnHEyZMsX7LJ/PwzRN75gvnU5jYGAAuVyu4ufl\nEqB+O7Cq7Hq74D0JosiPUZWSqQDdlpynW0GMMcZKmEIUO6rg04I4VUhhq8Yof9bHePIPBNtRlcIq\nFD8E8LZ71P15uTgrEFI564z+CmJU5W5eNU6VKmJGmRFQqzCany0BtRmFVCiqQvFBfsHbsEb8kSNH\n8Mc//hFTpkzB+vXrYVkW/vZv/xatra2wLMt7l6C3txeNjY1IJBIln/f09KCxsXHIf1dUmvR7JkD8\nslnmXW/qIpgzNqIwOioEb9RNb87grQqj6KuGAidvfnZUqcpSNQaVUjuDGAH+k7cgM6lSWIXSL4Hi\nCSGXqF2Os2sG/Ww5BYzzwWE/zjojXdT25r6bF2RLTdPYK2JGnVFI9XUGoDajaGsVRJkX/arvD2vE\np9NpfPvb38bbb7+NVatWIZfLIZ1OwzAMLF68GL/4xS8wdepUdHZ2Yvbs2VU/L5dt295usd8vBAB5\nxkqTQSpJBVIgOPKT2nSlUsAnVJUKDqtWpEJqZzXJ/on79D9IqhRW8VNJ8KYqpCSVCUufVeHPBKik\nOuM7p6F387p5gSrIcRzous5+n8xPUWBU6W59NUWBUUh1RDltslpMNCzPFI/HMWfOHLS3t2P8+PGY\nOXMm8vnig9nLli1DX18fXnjhBVxxxRVeqmS1z2XZtk16oBtQ414MRSqcIvhJpfKuQVJxwIkJNKbr\niNUDuHdEKndJufx+lvktuiCpkmLuJ9meOcXtCajdN0vu7zC+iemnOuM7J1Xu5vlJlYqYfooCo5AK\nd+uDFAVGFdeSsuTgrVrBkr/orH3evHmYN29eyWctLS346le/OuR7q30uq1AowDTNqk8FyBP9gAIT\nPSXI5A7eghhV2eyOQhBZidFz/DEdTQkDnYwl2WUe1VWJU6XUTiCI0UV3lretBUc1qVJYBQjul67r\noof7DiGh43GPL+rPN5hXJxTOOmOwqO3Nfl8roCCIqIg5wJgxVQuMqmT4+K2FVGYUUqGoChC8Phcx\nUSUptdXgF2UCpUFRhjl4o/ZPzkv4ioyhQJE5GddN1RgHd+0MpBO8aRd+dlTpMnEU+mU1Rjl468ry\n3SMD/O2oUmEVP04RYBaDYT57Um3JmdIbZtxw3uugctYZ/RXEqMrdPD9OVSpiRp1RSIVTrSAElRmj\nsg6inLwpFbyFOXl7uy8/kmhDpOua8idvfowqicrJ+ZtUYxSfNSRMNMX5Lo0DNDuqkI8ehX5ZjVH2\nQQd7o+GDuE/eKJyu66KjZ+jbnyMlqi1ZN+MCxk1p2XPGoMOHs85IV5j25rybR7Eld0XMWmFU4VQr\naC2kMqOQ6oyRPHnze+dNnug7M7y73tR0Cs7gjcKowkvzUbald+fNMDC+OTGSSENEsaMCsRt7KhJF\n1Ri9xzNtG4cU9kEqFVahtLfjODjCmHLsx6hKRcww44bzxIjKWWf0VxCjKnfz/DhVqYhZK4yGriPG\nfA+zGmeUGFXYxKb4oGPyztuxUNA7b2JBYtk2DvTy7dIC/o0vB5m8aZOExbwCub8UWwIAZ42aIFtq\nmoZWRscP+DOq5LSqMaiV0uAfvOUsB1nmirdUH8RdWIXCmbd4HxKn+iDOiphhxi7nxjKVs84Y9LPp\nP5xzQ8yPc2hFTB5FndG7l2foaIxzX8/wn79VZhRSI7UzeM6JTPBGeecNADI5i3WXFgB0nVawpJ9x\n4eTHqFLamh+nLM436aoxyvcOGphLDVPaWwmnFdDeSgSYVRg9H5S30MNcsITig1QorELhLNjMwRvR\nlpwVMal+kltR4Kw1Rta7eYR5h7siZtQZhWIm/5MGQZwqM6qV2kkoKOjzzptSwZvI7wz6hXKWzV6w\nxG8RLE/2mTwfJ2WhrkAfJtkSAApV7kKOhKoxysFbU4L35I3S3jEF3i0K4lQgdqvKOHhSZLNuzAB0\nH8RdWMWPU2RTZC0bfYr7Su6KmGE2XjiHEJWzzuivIEZV7uZRfzZnRcyoM8qpnXHmlMSgtZDKjNSv\nj4Qo83dk7rz5RZmyLOZdWqB4OkDZqe0c4KygFlwYQoXX5im2BHgfPK/GKH/WxF5tMiIXngNsqcTJ\nW8DYcRwX+Yj4IPbCKgTOgZyFI4r6SnUqYoYo9MOc7kfirDP6Kkx781bFDJ53+Cti1gZj3OBlBILn\n7ygwqrwOkhWZkzfHcaARJnrbdZFnvEsG0O+bHO7nneyrSbWFcjWpUiygGqOcL9/IfPJGaUtVnFYl\nKZXaGXDnzXZcMLsg0rhRobAK6c6b7bC+OUn156wVMRXw1RRFgbPWGFW9m6dMRcwaYYybBtKK3ieL\nEqMKRVUoc46IiSr++8eEapgKOnmTF07cJ28mocyn4zjozPDtevsxCimQRUeypeu66GdOqwo6eUua\nvA7Lz45eVUxdR4w5OArql6qkdvrdectzVs85Ksq4UaGwCpWTUxRfyV0Rk8IoxHmdi8pZZ/RXmPbm\nlB+nKhUxa4VR0zS0N/C9RQcEr4WiwKhCURXqnBOJkzfbtqHreuAvZNm8Be7jhgbTCObMWw6yTIuS\nIEZvB4J5B5JqS9d1McC0CKXaktPxUxkTMZ01vdOPU5WUBj9GVYK3oPZWpbBKEKdISeR8i45qS86K\nmFQ/KcQ1P4bhrDNWV9j25vKYYTi51hq1xKhpGtKMGT4UzigwchdVoc45IiaqJKWCN9d1q4IC6iyc\nEqbuu8AsraDG4/6DGIW4F8pUWwJAf55nERrEKAYgpzOgMiZMA2nG4I3SL1XvkwDvY80AfdxwF1bx\n45THdh9jIZBw/pxn7qH6cyGuA5swnHXG6grb3lzRWxhOrnt5tcAoX8/gPNXy44wCoypFVah90i8m\nUi548xs8ctokp+KGToqas5bNVm0yiFGdUw6aLYvFAniCtyBG4bSSrDs5tPZuSJhoinPuilXnVCW1\n04/RS4lmTmcKam8h7sIqFFsC3Cdv/rZUoSImtb2FuNLtwnDWGasrbHtziTrvAHx3mWuJUdM0jGnk\ne87AjzNKjNxFVcKseyNx540q7oVTY9xAgvAeXcFy2J40CGIU4g7eqLZ0XRcHmKrmBTGKz5MxnS19\nJYjRC4wMA+ObEyOJViI/TlVSOyljx46ID+IurOLHKe8oct55o9qSsyImpU+WVOZl6p9UWwJ1Rj9R\n528hLncUhpPrVKsWGOXAiDPDhzJ/R4GRu6hK2PFdSfXgbRiKGxpiPlG7nLKUYbyn5ceoSmU/qi0t\nmy/9K4hRBEapmImWFM+pVhCjkKZpaGViBPw5VUntpNiSe0Oc7IMUuJtXjVPemMkypnaGsSVX0gel\nT8oLT660XqotgTqjn6j+XIjzbh6Vk2upUQuMpaeDnCdGwfM3oD4jd2pnmPauJqWCN79nAsTXAf60\nyWRMR8wMTrPhXDgFMYrPY4aBBsaHKYM4RZv35yz0MqVNUm2ZTsTQxhQYURk1TUMD466YH6cqqZ1+\njIMBx0hTlYo6briDN5ot+VKiAbotOU8HgxgBNZ5VodoSqDP6idLesrj8UVhODtUCo+u6JRk+XAqa\nv1VnFOIuqkLtk34xkVLBG0CLOJljN4xtTMDUde/EpVyDld74dpODGOVB1szYiam2zDEWXqDaMhU3\nkGYKjKiMmqahSdH2ViW1M8iWKojKyF1YxY9TDt66GB+/DrKlChUxKe1dEnQwTZJUfw7UGf0U1gdx\nBSZhOLlyfGqFcXDNxrf5Sl9XqsmoSlGVMH0yEsGbeCYgKO+YewelPR0jPSZeYFz8BTEOFiwxEGe8\nuBnE6RULyNvoZnpjiW5LnS0wojICYL1PFsQJ8Kd2Uhi5RfVB3Cnmfpxy8HaQ6T4rQGMEeCtiUscN\nULRnjmmji9ov64z+CtPeAN/dvFC+kikyqhXGwesZ6s7fqjOqUlSFul7zezpNqeBN0zTSziL3kmpU\nKlbVqLJD5azy5scoK27qSDCWTA3iFMFbpmCzFV4IYpQdwqQWnhOjIEZ5x6mR8eTNj1OV1E7q2OEU\nlZG7sArFV1q2jUMZvpM3qj/nPHkL0ydd10UPU6BJ5awz+ovCqMLdvFrylZyiMA7eCedbtlPXQqoy\nqlJUhdon/WIipYI3wzDgOA7h5G2EgKqoLRU7yhEw2TMVKwH8GeXPE6bOWhwiiFNOm+QS1ZaapqGt\ngWc3h8oIAElTzfZWJbWTxjiiSEMU1N5CUfCVOctBVlFfqUpFTEp7C9biHUKeYDiIs85IE6W9Vbib\nR/VDxe851jSVVSuM4mtxU0eK6U4ZdZ2hKqP8GWdRFaodRUxUSUoFb0Enb0Iu89lbOmFWZZUne65n\nAgB/RqD0WFZ0JA4FcQ5W7uRbOFFtWTwx4hlSQYyA/EAlX+Thx6lKaifFljpz9EYdN9zBmx/n4N1g\nCz2MBUsojK7LWxGT0idl1o6e3EihlYjeL+uMfgrT3gDf3TwKpxCXK6oVRvG1hniMbc0WxKk6oypF\nVah9MjInb/rRC3xcb21QFTcGd+bKJTv+Adby19UZ5c81TcPoNO+DijKPrNKUJd6HhgHaqRZXukAQ\no/w1znQBP05VUjsptuR2URRGFUQZ33nGYkQA3Z9zVsQM096O4+AI0/1gKmed0V80H8R/Ny9Mv+Ry\nVbXCKL7WlDTZqlpT10JRYOQsqkJlFDFRJSkVvPkdEQJSwMFWE6ioZIz2MvrBPr5L+H6MQGnw1pLk\nLZlKcapcaSEAnVHTNJgGz5CiMIqxxem0/DhVSe2kMHKfvFH7JLdo/dJlPVmn+nPOipgUO8pZClyb\nXUGcdUaawoxvzrt5YTk5VCuMg5kzBuuTRJR1pcqMKhRVofbJyKRN6roO27YDT96Y35VGnPBGjOu6\nODLAN9n7MQKlpxxtnI8VEt/bsRjfhwiypfy1OFNKYhAjUPo8BNcQotqSM7XTj9Hj437cXvF3i4Qo\n49t2XLZiRADdn3NWxKS0t1fl2OYLOoI464w0Udpbhbt5VFsCfMWTaoERKF2zTWpJjgTWEIVZV6rK\nKNd74BKVUcRElaRU8BaLxWBZVmDwxp1WmYz5RMNHHarjOOjo5cmXB/wZgdKTtwTTaRFAsyXA/UCu\nvy1lcZ3IUBgHd5xMtLDtitH6Je+uWLAtY4xjBggzvkeKqLL8ONV5SDyYkbsiJqVPes+qWDb6mN4Y\nDeKsM9JEaW8V7uYFcapQEbMWGIHSBf0opsJo1HknCoycRVWojCImqiSlgjfTNFEoFAjB2wgBVVHc\nCN6pHchb6GLKlwf8GcvFuRCl2NJ1XfTm1LVlaQUjppM3QnuLr6cTMdZ8dMrOHXc+emAVKO6TN+L4\n5k7vpIxv7uCNwshdEZPS3t7ck7PYsj6COOuMNIWZv7nv5lFPtbiuPtQCY7m4im2E4VSVUYWiKtQ1\npYiJKkmp4M0wDN+0SRXumxgabYGesxwMME32FEa548SYUtSCOEvumzBNTtT2FuI4FaYyeqdacQNp\nhuAoTL/kSu2k2pIzeAvTJzljNyon1243QPdBnBUxqXaUg2GOLHMKZ50xWKHbm+luXhhbAjwVMWuF\nESjNlkoypPyFmb+jwMhVVCUMo4iJKkmp4C0Wi5FO3gzGFUkqZsDweVzPS7Nx+PLlgxiB0pKpXCdv\nVFsWgzeeHVCqLYU41vQURkA+NdJZ3lGjcHKndgYxCr6YriPGFMCF6ZOcG13U8e0w3t2jMnJWxKSO\nb/mUkEMUzjpjsMK2N9fdvDC2dF2eipi1wgiU360f+TVb2LWQ6oxcRVXCMIqYqJKUCt6oJ2+cxQIS\npg6TkmZTsNlS/YIYhQbT6HhS6Ki2dF0XhzM8xQKothTiWCyHbe/iZeLESKCViMLJndoZxOhddo7p\nbG/RhbGjyr5SiKtIAEBn5KyISWUUd7VyFk+QSeGsMwYrbHtz3c0LMze6Lk9FzFpiLLmewZAtFWbe\nAdRl5C6qEsaOkTl5E2Uxg4I3zpSlhKn5phkOXnB3kGdKBwpiFBKdmOMUBqBzuq6LfqZSyFRGIY60\nyTB2BESF0ZG/TEzh5E7tDGIcrFRlIM0WvNH7JOd9Vnq/HAGYKqL6c86KmBQ7yn6nT1FfWWekiTpu\nuO/mUTi5K2LWCmO5OLLPwnKqyshdVCUMY2SeCjAMg1RtMs5Y4rMhZiBhGkrvJlMZRadImAZLClgQ\np5wWwhUIU20pxLGvQGWUg7cGhsvEFE7u1M4gRvF5Q8JEU5xn0yOcHfk2uqjjmzN4ozJyFlWhtLc8\nZ3KdGFFtCdQZ/UT159x388L0S9flqYhZK4zl4tgkDssZBUaOoiphGEVMVEnKBW/VjggBaUGiaWxv\nvbUkTaTiZmBpaZvxXbIgRiFhz7ipIx0f+VMEqi1zloMM030Tqi2FOK4YhW1vgOeNEwond2pnEKN3\n580wML555PmAcH2SM3gLO3Y4RPVBnMEbxY4qPKsSxFlnpIk6brjv5oUZ31wVMWuJsSQlkcGvh5m/\nAfUZuYqqhGGsubTJmKmjgamUeHPSJO0ocAZvVMbBU4QYWhnuFwVxDhYLsNgqd1JtyamwjJqmwWRI\np6Nwcqd2Um2paRrLmAFojCoUVqmlscNZEZPCKJ8eZJk2uqj+vM7oL2qf5L6bF6ZfclXErBXGcnH4\n1eGsM0ZaYdYYAE9RlTCMkUmbDHrnjfukCADGNsahaVrwyRtjLlAQo9Dg/R2exwqpnAXLwQDTREpl\n9MTQ7GHbGwDiDJeJKZzcqZ1BjKV8avogQI3CKqHHDoOo/pyzIibFjnLQ0c30pAHVlnVGf4Vpb4Dv\nbl4YTq6KmLXCWC6O/biwnKoychdVCcN4zN55C7oXQv1cyDRNWJZVkrogS35cr5lpQdKYoO3cce7U\nBjEKDQbDBstjhWRbOi4GmFJDqLYU4mj1sIwAT1VMCid3amcQoxy8cRX6CWNHzsIqdFuOFNFQUccO\n52YchbHkWRWGogsA3Z/XGf0Vpr0BvpM3Cid3RcxaYVRBUeAMy8hRVCXM/C1iokoa1urIcRz89Kc/\nxT/8wz/gy1/+MjZs2OB97ZlnnsGyZctw+eWX489//nPg57ISiQRyuVzgL5YwdbYFSTpuQNO04IIl\njGmTVEZ5ITqmceRT1II45R2xAlMwTLWlEMcOfdj2Bnjy0cPYkiu1M4hR/pzrRItiRxUKq1Dbm/Mt\nOvrYGSGgCqIwykHHwV6eZ1Wo/rzO6C9Ke6twNy9Mv+SqiFkrjOXi8JhhOSPByDD3UBi9YoJHY6JK\nGtbqaOPGjdi+fTtuu+02fOUrX8Htt98OABgYGMAdd9yB5cuX43Of+xz+53/+x/fzclELlug63503\nccFR5WqTVEb5vYtxjSNffCGIU4VTTIotZQfAUdeA2t6yOJwWhZM7tTOIUR4zjUwnbxQ7qlBYhdov\nOTdzqT6IM3gL44Ms28ahDM+JEd2f1xn9FKa9Oe/mheHkqohZK4xDxOAzQ3Mqysi9iU21o+u6XkxU\n6XuHFbwtWLAAV199NZqamtDX1wfDKAZSu3btwoQJEzBt2jScfvrp2LdvHzKZDHbv3l3y+VtvvYVM\nJjMURtc92Gqpk0Jcd94SJnXnbiSpShXEKCSfvHEUX6ByFhjvzFAZhRwG7x+2vQGefPSwtuR58Jx+\n8pY01fRBsrjGNkC3JefJW9g+ySEKo5h3cpaDLFNxJ+rcWGf0V5j25rybF7ZfcqhWGFVQFDjDMnJs\nYodZr8kxUbmGFbyZpommpiasWbMGK1aswFe/+lUAQC6XQzxeTL/TNA2JRAL5fH7I5/F4HPl85ZQE\nv9RJOdhoZEoF4ojUwyoso6ZpLI/5BnGqUCyAYku5r3IEmsPpkxwLZgon965YGEaOy85AOEbOwipB\nnJ4dGX1qrfhz4YMyeQs9TIt5qj+vM/orTHtz3s2jcHJXxKwVxnJxLInCckaBkcP9UxmDUieHFQG5\nrov7778fjz32GK655hrMnDkTANDa2opDhw4Vj/KzWeRyOTQ1NaGlpaXi5xV/saPVVcRpXqVfRtM0\njGsa+TtawOC7SSrvPlAZ5a8Hvfh+LETlZLw+SGIsTZscedjh9EmOHaewnKoyuq4LTdOQYgqKqIwA\nb2EVantzbBwJ1Yo/91K/LBv9TGl0QZx1RprCtDfn3TyqLQG+ipi1wFhJHN4qLGcUGDkUdn1ereLk\nsGb1hx56CL/+9a9x1llnYe3atXjyySdx2WWXYdq0aUgmk7jzzjtx6NAhnHHGGTAMo+rnlSSqq5hm\ndbTifRPehVM1iYUdp6gP85beLxr5BVQQp7AjZ/EXii1LTt4YLr0N5yFmjh0nCid3aieVbuYSAAAg\nAElEQVSF0XEc6LqOJHPw5icVCqtQfCXl+46lqP6c06WHsY/juMgzpX9ROeuM/goz53DezaPO3wDf\nqVYtMFYSR2wSljMKjBxuPez6vFrFyWGt2GfMmIFPf/rTmDJlClKpFNra2gAUB8IVV1wBTdMwc+ZM\nXHbZZb6fV5JpmrBtOzBtMsF038QkRs2c2ThURlmcaXTBhVX40yapu6D9DKWGh9PeHIvRsJyq9knx\ntWRMZ3H+FEYVCqtQ25szeKP7c7UZ5Y0urvpOQZx1RprCtDfn3bwgThUqYtYCYyVxnCyF5YwCI8cE\nTmWUg7dKd96GNasvXLgQCxcurPi10aNH45JLLiF/Xq54PI5cLofm5uYhX5MfteM4KQIAnbjQ4Jzs\nqYylpxwjz0vmPMYcfqIyAkV7DjBMpGEYORWWk+MEm8Io/FAqZqIlZaJrYGTvxlAYVSisEsTpVcTU\ndcR0DQWGTRpqn+Q8eaMwyhXzuBTEWWekKUx7c97No9qSsyJmLTAKlVzPYAiMwvRLQF1GboVdn4uY\naMh/5x2legcUj8dRKBR8T94AIBHjQQ8y++Dp4LFnqabh/GgOXuqP5MxfpjDKfbU/P/IT6bCajsGk\nYTk5/DDlR4r+mE7E0MZQyTHsuOEqrEL1lYmYzpbaSWXk3IwL44M4g44gzjojTaHam/FuHtWWnBUx\na4HR+z7JB3E8nxR2LaQqoyyOpSWVUWxuipioXMoFb+JyXrVdd2/CN5mCN6LlzYCnDo6lhrPO4Djl\nCPqRg9UmRwCmKgPle3gngOE0HYdJw3KybCgQfqbwQam4gTTDvTeqXTxOprt5QZyDvtxAmit4IzJy\nVqUMMw4438SkctYZ/RWmvTnv5lHnb86KmLXAOPh9g9/Icbc+zFoIUJdRlsrroKCCJcoFb+JNg6Dg\njSttMqi1vZ1aTssOo0eyrE3ULQg0KAKjPAEc4Kj8NQw7sjy/UCPtPVhoQ+ep5Ei0o9i54yqsQvWV\nDQkTTUxPv1BtyVkRM4wP4nxWJYizzkhUiPbmvJtHtSVnRcxaYBQqfZJIzfk7Cowl384xdog/01tn\nvJPvvB1LxWIxWJZFOHnjWZBQ25ozzSYKa2QgGpwURrnyF0cKC9WOpU8aHBsWP4Vub0V9v1w4aVJL\n4tgCVfr51O9jLqwSxOndeTMMjG8eeTsCwYwqVMQMMww47pkIUX9yndFfYeYczvTOIE4VKmLWAqOQ\nHGjmFF1nRIGx5PsZxnnY+VvEROVSLngjn7wxpU0GbSaoMNkPZ8ODI9akcrqMYR6FUfTV/pyFXoa0\nyeG0N0cFz7A/kqPVKYxy8NbWMPLvTVLtWF5YZaRF5dQ0Da0MfACdMSr+nPPAiOzP64y+CjPncAZv\nQZwqVMSsBcZyua6LHoY36cL5IXUZuYuqhG3vyJy8VXvTQGgwbZJnMnWkhZufOO9IUBm5ReXUWM4N\niqIwDk4APCdvZDuWpDSM/EQVtl9ypC5RGOXgrYGhcBLVjtyFVYI4S+3Ik0kRxFheEZNDYXwQb9Dh\nz1lnpCmMn+S8m0e1JWdFzFpgFBLPGhTv1o/8KSGFMwqM3EVVws7f7+g7b8dSuq7DcZzACd80dKQ4\nFk4BYbMKF9yHc6rCMVlRbckpii2Fw8rmbXSPcNl4gN7epWmTDE6L8DO5UzspjCVVbxkyAKjtzV1Y\nhTq+NU3juTsIOiNnRUzOdy7DKAqctcKowt28IE4VKmLWAqOQnJLY0TO0dPyxVph+GQVGgKeoStj5\nW8RE5Yps8BbTdSQZFk6WQ9tNNpn4gGBGVUTl5Hy6g8IogrdMwWa5PE61I7fTCtsvORZaYRg1TYPJ\nUMiCyshdWIXqKwGwBUZURs6KmLXmzzlVa4ycd/OonJwVMWuJUchxHBxh2CQOw6kyI3dRlbDtHZng\nrVp+Z7lipsFSAjtop8tL64wZaIzzpgKF+3eOAUjgzwx/YjTSojDKaZMcCmtH13XRn+dL7/STKqmd\nfpKDDo70bWp7cxdWCeIUE5KmaWjkOnkj+nPOipislQ9DKAqctcaoQnpnNalQEbMWGIUGTwkd5BgC\nzTDzdxQYuYqqhJ2/I3PnTdd1csESjpMtm7hTG2dK6wSCGYW40+iotuSs3EmxpeywOERtbyHXdTHA\ncDk7jC3l7x9JhbUlR9+kMnIXVqGObwBIMlUPDmJUoSImpb0H23pEkCqK2t51Rn+F8ZOcwVsQpwpF\nVWqBUUh8vWDzBEZh+qXKjEJcRVXCzt8iJiqXksGb310n+eFZjpMtK2BBOVgkwERTkmenNoixkjh2\nJKmcnE8sBTHKA5DDWQF0O8qs/Xm+lAY/qZLa6SfZP3HcbaW2N3dhlTC2NJkKUIUZO1wVMcP4c86N\nLipnndFfw5m/OUSdGzkDo1pgFPLu1ls2+hgyZyicUWLkKqoSdnxXi4mUC940TSMFb7quo60hNlJY\nnizHheu6hIIqBpqZUoGCGIXkr3MFbxRbGswTKcWWAE+wAYRv76LT4gnegji5UzvDtDfAk9JLZeQu\nrELhlDfjOET1QZwVMcP0Sc4TI7ofGiGgCqolRm5ROTkrYtYSo/j6QM7CkQGeoIM6f0eBkauoynDW\nGJEI3gCQJ9NGhgvk3Uc7JIVvbOPIpyoBwYyVxOG8qJycbywFMZaUnWXaMaXaUXZaB3rzx5yrXGH6\nJVdqJ4VRdqQcXTPs+OYqrELhFGmJSabAKIw/56qIGaZPcp4YUW1ZZ/TXcOZvDlHnRs57hrXAKCSf\nEnIsNSicUWAU4iqqMpzxHYngLcw9jlaGtMQjAwVSNUxN0zCK4WQQCGYU4j55o9qSM3gLYhRH8ABf\n2mTY9rZsnrLIFE7u1E6qLYU4FnlURu7CKhROwZiM6SyvOVJ9EMBXETOMHTmfqKHass7orzDtzRnf\nUf0QZ0XMWmIUX1d5nRElRq6iKmHXGFXXnu8k1EhIDo6akyMfHImHHIMuuGuahtFpnuAtiLGSOII3\nKidn8BbEKJ9m9eZ4Hvmk2lF8vT9noZchbZLCyZ3aGXbscOyOD2d8cwSZFE7hL1MxEy0Md8rC+HOu\niphh2jvGeEGYylln9FeY9uY8IaRychZVqSVGsVHMVdWawhkFRu6iKsOZvyspcsGbrIQ58o7rYF+e\nfPLGlQoUxCgkL5Q50iaptuTcBQ1ilG3YxXAED4Rv7xzTg6QUTu7UTqothTi6JpWRu7AKhXOwwFMM\nbQzBG9UHAXwVMcPYkXOji2rLOqO/wvggzpM3+tw4klSlqgVGoHSh38dQIRGg2xJQlxHgL6oSdo1R\nTcoGb35FS4Ri+sjj9+dt5K3gpwwAvkv4QYxCJSlqDIt5qi1jhsFSLQ8IZiwN3kb+gi5Ab2/PaeVt\ndDMEmhRO7tROqi2FOBZPYRkBnhNCCqdXsCRuIM3gL8MwclXEDNPenEEHlbPO6K8wfZLz5G04fmik\nVSuM8te4TrWoayFAXUaAv6jKO9UnlQveqNXJNE1j2U3OWg7ytn9BFe9hV6ZHuoMYheTAI8OwA0Gx\nJVC8D8NVuTOIUbbh4czInxQB9PYWwVumYLM8SErh5E7tpNqSU1RG7sIqFM7Bkw6dpSBIGEauzTgK\no/cena4jxhR4BHHWGWkK0yc5s1JqyVdyisKowt36IM4oMAL8RVXC9slqMZGSwRtVOoPjGig4yFsW\naSJNx3gCDgojUBp4dDLsQARxDi7sDMQZSp0DdFu6rot+plSBsO3NtStG4eRO7aTa0hOD8w/NCJ4d\negqnvBk3qWXkH8EO48+50uDD2DER09kKq1D9eZ3RX2HGN+fdvOH4oZFWrTDKa7Usw7wIBHNGgRHg\nL6oStk9Wi4mUDN50n3TI0t1knpO3oPe8vBMjxpM3yptjJadG/SMfvFE546aOBFPKUhCjfPk1z/RW\nTNj2zjPuigVxcqd2Um0pxNHiYRkBnrTJML5S0zS0NYz80yqh/DlTRcwwjAnTQJop6AjirDPSFKa9\nOdM7qbbkjJtqgRHgL+QF0NdCKjMC/EVVhrM+rxQTKRe8iYt8lBM4jk2nnOXAJqY0cKVdUBgB6Y0T\nx0EnQ8pfEOfgRKqzTaRBjPIuToZpt4nS3qX56DzBG4WTO7WTOnaEOKq0hmUEeNImw/hKTdNY7rVS\nGLkrYoaxY0PCRFOcJ+OD6s/rjP4KM745gzcqJ+e9vFphLLlbn+W5W09dC0WBEeArqhJ6jVGluIly\nwRv1zhsAmAwFS4r5qrRKMQZT3nwYRqB4EpNlWNAHcXqXsnUdbSmeZxeCGAdPsyyWR6WB8O0d9tTm\nnRKFkzu1MwwjAHCYMmx7Azw7yxRO2Z8nGFKjwzByVcSkMHp3tQwD45tHPv0UCOasM9IUqr3Z7+ZR\nqhyPEFAF1QqjHBgdZKjCDNDXQlFgBNReY8iKzJ03x3FgGAbx5I3vZMsvtXNwAtCQYqqSGMQIlL93\nwZPy58cp78qPTo98SpUQxZYFy8EA08kbEMwoD36L45buUVE5uVI7AVp7CzlMtgzDyCkqp6ZpMJnu\n7wQxclfEBMLZsZUhwBSizjt1Rn9R+yTn3TyANn9znmoB0WcESqswH8rwnGoB/pxRYFShqIr42dT1\nuYiJyqXc7O84NKcFAAbTgMvkaZfH04kYWplOjIIYgcHOkbVslmqTgD+nHLy1JPkmUj9Gz2E5LgYY\nnUFQe6vitCi2BNRlBEo5Cw4PJ2V8l4gpXqf6SgCIM91rpTJyVcQE6IzF9FO+xTzVn9cZ/UVtb867\neQDNlpwVMYHoMwKl1zOyTBk+AG3+jgIjZ1EVINz6vFpMpFzwZts2+eSNa+O5QC0tnTDRkuRxrEGM\ngHTyxnhfy49TnGAWixnwBMGAP6N8ellgKlhS/Pn0nPneHM9lYoDWL4vfx+f8qbYEAJvp5I1qRyGu\nnhmGk2v3m+rPNY2nIiYQjpErwAT8OeuMdFHbm/NuHkAb35wVMYHaYBRfy+Qt9DAVAwFoa6EoMHIW\nVQHCzYsiJipXpIM3jaX2V/F9CABVTwjlvPlJLckR45IVxAjIKWo2Mkw7JX6c8kSaYHSufoyDqQJ8\ngRsQ3N4ll4kZqjgKUWwJ8KZ2Um0J8AWZlPEti6OwChDMWXqHWU1/zl0REwhnR840Ooo/B+qMQQqz\nxuC6mwfQbMlZVAWIPiNQulbjeEJHiDJ/R4GRs6gKEG59HpngzbIsevDGNN4yeevozw/eveMqtBHE\nCAx2nDzjKQeFE+DdGaMwcqXPCQUxlgZvfE7Lj1Ol1E6AZst+xnRjmaWSuAurAPTxTf2eY6Ew/pyj\nIiYQzChnKTQynhj5cdYZ6aKOG+67eRRO7sCoVhiB4h1rzvvgFE6VGVUoqgKEm79FTFQu5YK3QqGA\nWCzmOVE/cQ23nOX4VsWUJ/tRTOl+QYyAfMzNW2ijGqccwMeY7sMA/oxeXjLTyYZQUHvLTusww7MQ\nQhRbcqd2UsYOUOTkqjBKZRTiLKxC8ZUAz3MGQDhGjoqYQDjGpMlbwILiz+uM/gqzxuC8m+fHqUJF\nTCD6jIB0CuO4LE/oCFHm7ygwqlBUJWj+FpvZIiYa8vVjRjdMFQoFxONx0skbV/QmdtspC6c000Pd\nFEbvvhbjqZEfp+u6g2/mMZ68UWzJmOUHgN4nXddFP9P7JoA/pyqpnUG2lD/vz/NwhhnfAN8YD+Mr\nue68URk1ja8iJoXRK77AuNEVxFlnpInKyH03L2j+BvgrYkadUf6cM0sKoM3fUWDkLqoSan1+NCYq\nl3LBW7X8zopiWjD3Zi3yrhjXcXwQo/w55xE31ZZpxgnKj1HebeIUtb0LtoM847YYxZbcqZ1UW3Je\neg5iBNQorELhFOJKm6T6IICvIibFjl6hLMaTGKot64z+CtMnOYMOP05VKmJGnRFQJzCizN9RYOQu\nqhJmXozMnTdRFpNy8sa1BN3bnQ180kCIK3gLYpQ7TY5xByKIU6Q1cO4uUtqbKy1NiNreOcbKooA/\npyqpnVRbuq6LA0x585Q+WXLyxjShhvGVXFlL4RjV9OfAoK9MMgYdVH9eZ/QXlZH7bp4fpyoVMaPO\nKIu7MBqFU2VGL8BkLqoSZv6OzFMBhUIBpmmSgjeu9fL+nhws2ybtinG9RRfEKHcGzsV8EKeYpBKm\nwZaTHsQI8G0kCAUxDjoti+2eFkC0JXNqJ9WWls03AVDsKAeZXIVVKJxCTK4ylD/nqohJHTcAkIzp\nbPfBqbasM/orTJ/kvJvnx6lKRcyoMwLq3K3344wCoxB3UZUw87eIicqlZPBGLVhCuhd3DNSbs5HJ\n0RYkXDu1QYzywm6AMXgL4hRtHDd1tvuDlPbm6otC1D5ZsBxl21uZ1E7i2OnPWejlSpsM4YM4C6uE\n4eRSGEa21E4Co5gzUzETLUwVCIM464w0hZlzOO/mUTg1jbciZq0wAoAdgXWGyoyqFFWh2FGpgiXZ\nbBaHDx/2/Z5cLodEIlF1MSz/slwRftZykFd8pzaIUQ7eDvbxpahRbdmQiLE5Vz/Gwd2mkaYqFbW9\nLcfFAOOOE8WW3KmdVFvmGFMvghgBNQqrUDg9MY2hMP6cK7WTYsfB+8ExtCnoK4E6I1Vh2pvzbp4f\npyoVMaPOKIs5LiL2yxEEqiDKGoP7Xl6Y+VvEROUaMc+0ZcsW/PCHP4Rt2zjrrLNw2WWXVfw+cTmP\ncvLGdgk/ZyFvOaQFCVvBkgBGOXg7wlkcIoBz8EKxjhTTG0th2ptL1PYu2A4KrKda1TlVSe0MsqXY\nEcvmbXQzVcWk9EklCquEGDtcvTIMI18mRTCjt5iPG0gzLUSp/rzO6C9Ke4u7MJx38/w4VamIGXVG\nQPblI0k1VJT5OwqM3MFbmPm7WsGSEeut99xzD5YtW4ZFixbhX//1X3HBBRdgypQpQ77Ptm2Ypolc\nLlfxvyP/slzBW85yYDulhtd1HZqmwTTNks9PmNqO/7zoeOztGkA6biIdN9CSiqEhZiCdMDG5NQVN\n06BrpS8fuBhcKDiuC8t2kbMcNMSLD5i7KF4MLdgOcraDl9/sQn/eQm/OQn/ORl+ugFTchGEYSCaT\ncF0XjlN8W8KyLG8B6jgOOnor23okVMmWsgbTJg20pWIY0xhHezoOxwUa4yaakiYaEyYa4gYmNiex\nYGILEmZxQosZGpKmActxcSSTR0PcRCpmIG4Uq4Caho6k9G5TxZx414XjuNB1DRqA1tbWipzzJrZh\n+V8fh0zeRtdAAb3ZAjIFG+OaEujoyeGt7gHs7RrAgWNk6yA7Dt7Too+ZpoSJSa1JNCdimNyWwpTW\nFNobExjI2+jM5NGYKNq/LRVHY8LE2KYE2tNx6JoGraw/l3O5rlvVlmOaG3H7p0/CQMHBQN5GT7aA\nroEC4oaOyW0p9GYL6B6w0Je30Je1cLAvh5f3dqErU/y+v9QxB9lSjJ1MwT5mqRcJU8eM9gZMH5XG\n2KYExjcnMb45geZEDJ1Hi7mMbm6AaZpoamqCpmnen3IZhoHlSxdi+dLi30Wfhla8k+uieAfAdlxY\njou3+3LY/nYfenMWugcKGCjYyBYcpGI60nET+7oHcLg/j/3dWeztziCTr27vIFvKOtaZFM1JEzNG\npTG5LYVJLUlMbE2hLRXHgd4sWtMJGIaBdDrt2VH4dFnvnzcRz82ZAGiAWXaJ3HFcaFrRd7vuoJ0P\n9uWwuzODrOUgW7DRlyv66ca4iXTCQFemgDe7MtjTmcH+nhwO9GRRblGKHYWvNHSdbSFabW7UdR2m\naXp3N+KxGL79keOhazo6erOI6RpSR+fEhKkjZuhIxQzvpLPS7205DgqWi7ztwHJcJGM64kax2Jnt\nAtbR9Otdh/uxqzOD3mwB/XkbectGQ8KErutelo/jOLCs4gaHqnYsl+Ac05zEZ0+eguZkDKMb49hz\nZABtqRgaEyaaUzE0xg3EDB2zxzQiZmief9a14pyWt53ifFjWn8uzn0Sffqsni66BAvpzFjJ5G6Ma\nk97Ykf9d+d9vSfIFRn62pFbtjBs6mpMmmpMxNMQNNCVMvG9a29G1h+nNhXFDx7aDfUgnDCTN4hrE\nNIr9cvbotLfWE20AFLNhNMmftLW1DWETOv0943Hfshb054rz30DexkDBRm/OwpTWFLKWg65MHpmC\njd6shf09Wbz6VjeOZArI5O2/OKUxjD9/J9SaiqHpqG1bU7Hi2jluojVl4uSpbUjGDKRMw1vv2Y6L\nA705jGtNwzQNNDc3e6yl6/IxWH/F+SU/y3aKfdZyimvtxkSx9objFlNBraN+Zt2uTvTmLOSOXkHp\nz1nIFGzMHt2InmwBB3uz2HPEf71HsaMcvFW68zZiI+qNN97ACSecgEQigblz52LHjh1VgzfDMNDS\n0uJ9JgKO8qor41oa8JnFkzFQsNGTLd4/6c8XDXmoL4+C48B2XDhO0em4KOaJ6npxQkkYuufwbRdI\nmjripo6GmIGGuIkxjXEsmtKK5mQMrakY2hpiSMVMAC7SMQOGYaC1tdW3AUY3pfD+plRoe8n/RV3T\nEDc1xL1Ao/jVmAGkUHQ4S44bV/W/lUoN/fnCMeiGgX9+/xx09ObQn7Mwc3QavVkLWctG5ujCuTdr\n4ZV93cgU7KMnN8XTG8suBpMDBQf9eQvZvIO8qIIFeBOEoWuIGzoaEwYmtqTQmoohnTAxqiGOtoYY\nWtJJaJqGZDJZsgjVdd3bcTAMAzd94qRhO43xzclh/Xu6pkEn3Clob0xi6YIJgd9XXFi42NOZQX++\nuJDrzOTRmy3uxEwd1VAMwrMWDvfn0TWQx5H+AnYc7kfWsmE7Lgr20QWLXXQ2DooTa64sHbLSYr61\nMYF/OnsmmpNF+7en48jbxSApHS8Gwa2pYrscyx1d/1xvDZNbG4b9385ZRX9gOy5aUjFYdjENsz9n\nI1OwcLA3h3W7OjFQKPbxgaMLascpBk0DAUGZnDbZGDeh68VHXhviOlIxs7ix4jiIGzoSMQMJQ0c6\nYWD26EZMb08jGSv6mMaEiYRpoCuTh+0CoxvjSMdNNCaK/oeqSo7dT+V9WgOgGxpMA0ig+CzH9PZ0\n1X9fluu6yFoODvRk0ZMrBtMiODF0oD2dwKimlLdQBoobRrZtw3XdEnbHAeK6Dstx4AAwdSBpmoBW\n/DkJU0cqbhb9tKFj9pg0po9Ko7VB+Oei/Q70ZpEt2GiImxiVjmN0Oo6GuIEEobBDpfd0ZGmaVvWO\nkX400tCO/o9R/B9MaWvAlDZ6f3ZdF31HFwQDeRvd2QK6MgWMa22EYRhobGz0vs91Xdi2DcdxPFtq\nmoZ54xtxMGPBcV305yxYR/1G4ajfsI/Oh8JPa5qGxNGAqSFhIB03ivNgwkTvgAUHLtJx09t4jJs6\nTprcijFNCTQmTCRNA6lYcf40dQ2GoaOlpcW3Yuuko2N8QsvwfLOp6zDjg3PgEB31X+3pOBZPbav4\nLQ0NQ9vFC94MA189bw6WHOxDb9ZCayoG09CQydvozRZwqD+P3pyF3YczxcWc7SBXsJG1inOk47qw\n7aJ/1gGYZnGz0HVdb/0RMzTEjKLdZo9OY3RjAqMaYmhKxjC6uQGGYSCVSpVsJpRvLIxracS/nvee\nYdkQQNVxUe6jNQ3QoWFqWwMqmbPa2NE0DR8/eQb+euEU9OaKJdq7MgWMaYxD04pvXnVm8ujKFAPC\njW91oydrHd00KvrnvO2iMW4UU9XztteXHaf4hqXoy7quwdSLAWpzwkAyZqIpacA4+j5jPB6Hc3TR\nLNtQ0zR8cMFknD13YjEQ0LVioKtrRb9k0rN+5o5rIn8vAMSq+JNKc6SuaZg2avhzY9dAAZ39eXRn\nCxjbmEBfzsKRTLEf9+WKa46X3uxC1hq0cfZon44bOnKWjULAtQtD1zA6HcfkthRakjGkYkXf0JiI\nIWHq2H0kg8ZEMeBNx020JE20p+M4fmLLUf+hI25qMKpsRgZpQsvgerfas2MVNzl1DUBxHhxc+0jf\nd/SzD713PJlFPHvUlyv25+6BAg705tCbLWBsSxq6rqOhocE7WBH+XGasdvKmuSNUaeHTn/407rzz\nTsTjcfzkJz/Be9/7Xpx/fmnk67ounnzySZxzzjn0t94UkFiM5HI5WJYFy7Jg2/aQP4VCAbZtw7Is\nFAoF798TDScWNCJlVG4a4bQNw/B2MnVdRywW84IcwzAQi8VK/l98v/hn0zQRj8dhmiapNLZqcl0X\n+Xy+xM75fN6zsfhM2FZ8Vt4m8s6g+Oege5blk6ewrbClsLmwsWiHWCyGeDzu/b/K6ZeyxKaJsF0u\nl/NsL9u1UCiUtIHcn2WnVC554ixfnMg2Nk0TsVjMs7P8d7nfm6aJRKJ4ghIVG1eTsH0+n0ehUPBs\nLOwvPhf9XLSJ8B9+dgdKbS/7B2FvYVvZzsL2iUTCawPR56Ngb9mm8h/Zj1TyH+X29LOt8MvCV8s2\nreanhb8QPkL49FqQ67ooFArIZrMoFAqe/cV8KP4u+5RyvxHUj8tt7tenZZ9R/rnwHZVOXFWU4zhD\nfK/sG2Q7y/1Y2FbeRBGfVVL52kO2n7z+ED5BPmWNx+OevyjPSoqSxHwm+mylNYX4TJziWpY1xB/L\nbSD/ET+jXPJ8KPdNYW/ZL4t1nfgj1iTij/gsSm0gbJnL5Up8tLBzuf3lz+Q+Xt73KWs90a+FPylf\nf8i2l9tCXu+9E778ySefxNlnnz0kJhqxk7exY8di7969mDFjBvbt24dzzz13yPdomobm5mY8++yz\nAFDiJBKJRIkx5IWx7JBlR16+GJQlL9xFo8qNLAamHHDJk734IzqVYJQdWPmknU6nKy6Iyv9UYi7n\nFM6kmgPJZrNVO7hwQPJiTB74cscUv4vceWX7VvrnSnaWB08lXmFnmVG2u7yQKuestLCX+4M8uGQH\nVumP6Ify4C5fRJQHJ+XBjLwgkRfe4u+6rnv2NgzD+2fxe8is5Q5aDmyqOeJqk7NglRf8hUKhYlAm\n/l4+BkUfF3zJZLJkES/3adnxCbvK9pWdaKXFcTmnPDEODAwM2RgRdnYcp8R+sliIjN8AACAASURB\nVEOVbV6+iJP55YUgpW/IfbzSpOG3sSD+X7SD+Ht53xDjNB6Po7GxsaTPV2OvZPdK3JX8iDxZylzC\n5wmbAyjxxfL4LA8CZb8omCvtglcbe+UBldw3yheyMq8IdIVNZXsK3oaGhiF+WYw5uS+Us5b35/L5\nRF5YlM8rwk+LuUX8LnLwV8m25YvoSv243E+U9+NylfOXLzYrbTyW/z6y3xb/r+s6ksmkZ2t5Y6uh\noWGI/6jkoysxV/IXMnu1ea882CkPIjVNK/EXglf0G3lulG1dyfdVYi7nLe8zlexZzij6iuCU+4Dg\nTKfTJeuRSn/KfZzcn8vHXzlj+SK60jwufJroM3JQJ/thwSz37fI+LgcxlH4hc8tztRxcyfOK+D7x\nWXn/KF+7yYGqvJaq1I/L10rla1U/fyLPLXLfln22zCnPjcJHi3YBUBJYiDm90qa/zF2J18/uldbU\nlXxitfWf2Cy2LKskMJXncMGUTCYrHlRUY6+2HqnkAyutW2UfKPpSNpsd0u/l9Z7cV+R1VCWfXj4u\nJ06cWDEAHLGTt1WrVuGxxx7D1KlTsXfvXnz/+9+vCCQPtvKGlAeaWFjIjS53DLkRxH+3XOW7GuWT\ntjwZyp1d3mWK6k6/fKoibCsvgsqdXfmiqXzi8du9q7ZzJ0+A1U5W5GBMtEXUbC1LOF55E0B2sJUc\ncvluUvnEX65Kp4PlJwHybp34IweLwsFH8QRA7PaXLy7lXVP56/JkXh7s+u1IA5VPD6stkmQnLW8q\niH8WgbC8MFBdwo+U70jL/VpehFba8PDz0+WLykp+WvYTclaBsLkI0sS/o7qEPcoXkOX+oTyAKt99\nLvfLlFOsoH4sb6CW27/8j7yIjZJEf5UXYOX9We7TlRZ51Xb4KTaudPItn3TLfjsK/VnIcRzPZvIG\nkByMlvdteQ1SKasgaF1XvvYoz9aoFICLgLLct0R53SEk1h7C3rlczuvnlfx0pY3IINuXB6lyIFi+\n9vPzGaKPR9nu8omtHNjJWXrlG6flJ7KTJ0+ueMVsxII313Wxfv16HDlyBGeffXbFXPO66qqrrrrq\nqquuuuqqq666KmvEgre66qqrrrrqqquuuuqqq666hq/onLnXVVddddVVV1111VVXXXW9i2Vcd911\n13FDHGv94Q9/wIQJE5BIJLBp0yY8/PDDOHDgAGbMmKFMzviLL76IlStXwnVdjBkzBoahZrXNvXv3\n4tFHH4Wu69i9ezd+//vfwzRNjB9PL596rGVZFtatW4dMJoOBgQHcd999OHDgAGbNmqVM/nRU2ruS\nHn74YUyaNCmwrPpIKZvNYtWqVdizZw+SySR+85vfYM+ePZg9e3Z9fIfUjh078MADD6C3txdTp06F\npmm46667MGnSJGVS3fv7+/HAAw9g06ZNmDlzJmKxGNasWYN9+/Zh8uTJ3HgAgIGBAeTzecTjcWzZ\nsgUPPfQQ3njjDUybNk2ZcQMAnZ2deP7559Hc3IyXX34ZjzzyCFKpFMaMGcON5ikK41tcC1m7di1G\njx6NRx99FGvXrsXkyZNL3j/jVhTau5Jee+01HDhwAGPHjuVGAQBs3rwZHR0dGDduHDo7O/HAAw/g\nlVdeweTJkys+zcSh/v5+PProo5g7dy4sy8Ljjz+Op556CvF4XBk7AsWxs27dOjzyyCNYu3Yttm3b\nhubm5qrvwHJIRX/+rgjevvOd7+Bv/uZvsGvXLtx444046aST8OyzzyKfz+M97xn++yjvpNauXYst\nW7Zg69at+MUvfoG33noLpmlizJgxykxQPT09uOqqqzBhwgT85je/wQsvvIBTTjkFd955J84880xl\nFne33norNm7ciCeeeAKPP/44FixYgDVr1sA0TcyYMYMbD0A02ruaVqxYgYULF5a8xcipm266CQcP\nHsS2bdtwzz334LjjjsOrr76KQqFQH98h1NPTg2uuuQYnnHACVq5cid7eXsyfPx933HEHTj75ZGXa\n+8Ybb4RlWejp6cHKlStx5plnYv369ejq6sKCBQu48QAAK1euxObNm9Hc3Iz/+I//wEknnYQ333wT\n69atwxlnnMGNB6C4uLvyyiuRy+Vw9913Y+vWrTjhhBPw05/+FOeeey6SyeG9v/ZOKwrje82aNfjV\nr36FdDqN22+/HQDQ0tKCxx57DOeddx4zXVFRae9Keuqpp9DR0aHM+L7//vuRSCQwdepUfOMb38CE\nCROQz+exatWqIU9gcem1117Dn/70J7z//e/H3XffjU2bNuE973kPfv7zn+P0009XZlNhxYoVeP75\n57FgwQJMmDABhUIBd9xxB6ZMmaLMoYCK/jxaZaCGqSlTpmDjxo04fPgwTj75ZCxduhQNDQ3YsmUL\nN1qJjjvuOHzmM5/B4cOH8dxzz+G+++7Dww8/jG9961vcaACAXbt2YcqUKbj00ku9BefSpUvx6quv\nYteuXRg9ejQzYVEvvvgifvzjH+O5557DSy+9hE984hNoa2vDli1blHGsgPrtvWfPHlxzzTVDPs/l\ncgw01bV582b8+Mc/xv79+3HTTTfh7//+7/Hkk09i06ZN3GglUr29xfj+2Mc+hnPOOQfXXnst2tra\nlAkuhV5//XXccsstSKfTuPXWW/GjH/0Is2fP5sYqkagatnnzZpx66qn48Ic/jP7+fnzlK1/hRvP0\nxhtvYOLEifi3f/s3/Pu//zvOOeccnHvuuXjllVewY8cOnHTSSdyIAKIxvjdv3oylS5diyZIleOWV\nV/CpT30KU6ZMwbJly7jRPEWlvb/+9a9j//79JZ8VCgV89KMfZSIaqsmTJ2PDhg048cQTkclk8NnP\nfhb5fB5f/OIXudE8TZ48Gbt27UJPTw+2bt2Kiy++GAsXLsQrr7yCvXv3KnP69txzz+Hmm28uOWlr\nbm7GM888gxNPPJGRbFAq+vN3RfD2uc99Dt/73vdw6qmn4o9//COSySRefPFFXHTRRdxoJTpy5Ahc\n10V7ezuWLl2KpUuXeuVCVdDkyZPx5ptvYuXKlVi/fj0cx8Hs2bOxY8cOTJw4kRvP06hRo7Bz504s\nWrTIK7GqYpnwKLS3aZq47rrrStJqvvnNbzJSDdXMmTNx7733oqurC4cPH8bKlSuxceNGzJkzhxut\nRKq396RJk7B7925s3rwZ8+fPxze+8Q0sX77ce8tNFU2fPh1/+MMf8Hd/93e4/PLL8Z3vfAerVq3C\nBz/4QW60Em3duhWtra04ePAggOICQKV02VGjRqGjowPZbBYf/ehHMX36dADwSnmroiiM75kzZ2L1\n6tXo7+9HZ2cnHn74YcyYMQOTJk3iRvMUlfaeNWsW3ve+9+HCCy/0PnvwwQcZiYbqggsuwNNPP427\n774bpmniBz/4AUzTxPz587nRPI0ePRpLlizB8uXLMXr0aKxYsQKnn346du7ciZkzZ3LjeTrhhBPw\n3//93zjvvPOQSCS88aPa+lw1f/6uSJtsb2/H4sWLsX37djQ2NkLTNFx44YU488wzudE8HT58GDt2\n7MCpp55a0iFUuaMFAKlUCrNnz8arr76KCy64ADNmzMBzzz2HCy+8EMcffzw3nqexY8fiwIEDWLhw\noRd0PProozj++OMxdepUZrqiotDemqbBsixMmTIF7e3t3rs4nZ2dWLhwIRKJBDcigKLz//Of/4z2\n9nZcfPHFWLNmDcaMGYOPf/zjyrwxFYX2bmhowKRJk/DSSy9h0aJFaG5uxowZM7B+/Xqcf/75aG5u\n5kYEALz3ve/FunXrMGfOHDQ2NuLkk0/G+vXrMX36dBx33HHceADgvdnT2NiIWbNmYe7cuXj66afR\n0NCAk08+mRsPQHF3u7e3F+3t7Zg7dy6SySQcx8E999yDiy++WJm7eVEY39OnT4dlWejo6MCyZcuw\nf/9+7N+/H//4j/+oTLpxVNo7lUohn89j7ty53pyTz+fR2tqqTDBsmibOOussHDx4EI7jwDAMzJ07\nF5/97GeV6ZMAMH/+fLS2tuLAgQNIpVJIp9P4/Oc/r9Qdx8WLF6Onpwfr1q3Dpk2b0NXVhY9+9KPK\npJcDavrz+lMBdb0r5LquUgvluuqq690lx3G8R4NVVt1XvrtUb++66govbn/+rjh5A4Ddu3ejq6vL\ny6vt6OhAd3e3MrvJDz/8MHbt2oVZs2Zh7dq1+MEPfoCVK1di3LhxyqQkOo6DHTt2YNSoUdi3bx/u\nvPNOPPXUU0ilUpgwYQI3nqdK1SYPHjyImTNnKjVJbdq0Cffeey8ef/xxPP/88+ju7sa0adOUSq3q\n6OjAY489hnw+710e/t3vfodx48YpU1Xrpptuwpw5c5BMJvHAAw/gjjvuwObNm7FgwQJldpM7OjrQ\n1dWF5uZmrFy5Ej/72c+wfv16zJgxQxkfBACvvvqqV0H2kUcewS9+8QvYtq1MYYhqeumll7B3715l\nduaB4p3RjRs3YvTo0YjH4+jr68OLL77opXJzy3VddHZ2oqGhAV1dXXjwwQfxwgsvoLW1FW1tbdx4\nnkQ1ulWrVuG5557D9u3blatG57qud8e6paUFd911F5555hlMmzYNTU1N3HieLMvyqmK+9tpr6Onp\nwYQJE5RKm8xkMnjkkUdw6NAh9Pb24mc/+xl27NiB9773vcrMjeIOlK7r2L9/P1avXo39+/djypQp\nStmykjZt2oS2tjZlbBmF9gaAbdu2YevWrRg1ahQefPBBvPzyy5g2bRpboR+1e9k7pPvvvx/f//73\n8d3vfhf33HMPAOCxxx7D008/zUw2qLfeeguu6yKTyWDFihX4yle+gi984Qv43//9X240TwcPHsTN\nN98Mx3Fwww03YNq0aTjzzDPxX//1X+js7OTG83T77bdj1apVuOmmm3DttdeiubkZf/zjH/Hkk09y\no3las2YNbrvtNsyZMwd//dd/jTPPPBOvvPIKfvKTn3Cjeerv78e1116Lnp4e3HbbbXj00UcBAKtX\nr0Zvby8z3aBeeeUVxONxrFu3DmvXrsUXvvAFmKaJ3//+99xontasWYM//elPePXVV/HYY4/hkksu\nwYIFC7BixQpuNE+HDx/GzTffjLFjx+KHP/whdu7ciWXLluG3v/3tkAICnMpms0P+bNu2DW+88QY3\nmqfXXnsN119/PZ555hlcddVV6OzsxMGDB3Hvvfdyo3l6++23cf3118N1XVx//fXo7+9Ha2srvv3t\nbys1vlesWIGHHnoIEydOxHHHHYdEIoEbbrgBGzZs4Ebz9NRTT+H+++/Hjh078LWvfQ3JZBJTpkzB\nbbfdxo3mKZfL4Vvf+hZWrVqFfD6PfD6Pxx9/HFdddZVS91p//OMfY+fOnfjtb3+L733vezjttNOw\na9cuPP7449xonh555BE8+OCD6OjowDXXXIMjR47gmWeeUcqfV9PPf/5zpfx5FNr7hRdewE033YRV\nq1bhy1/+Mnbv3o1MJoNbb72VjUmd5NxjqEceeQTf+c53EI/HsXz5cjQ2NqKhoQGWZXGjeVq8eDHu\nvvtuHH/88XBdF6NGjYLrushms9xoJXJdFz09Pchms/jIRz4CoDhx7d69G6NGjWKmKyoK1SY3btzo\nVScTWrBgAf7pn/6JkapUb7zxBiZNmoRLL70US5YswXXXXYeWlhalcvqBYl7/ypUr0dzcjLFjx2LW\nrFmYPXs2du7cyY02RHv37sX8+fMxb948TJ8+XanF/L59+zBt2jR85CMfwebNm3Heeedh3rx5mDVr\nFvbt26fM6fo3v/lN7N+/v2RX1rZtparRPfvss7joootw4YUX4te//jVuuOEGfOlLX+LGKpHjOLBt\nG93d3ejq6vIqI7766qvYsWMHTjjhBGbCoqJQjW7r1q340Ic+hDPOOAPr1q3DJZdcAsuylCq0sXXr\nVui6juXLl5d8/q1vfQubNm3CokWLmMhKtXXrVtxyyy1Yt24dXn75ZZx77rlwHAevvfYaN5onEfxu\n2LABp556Ki699FJ0d3fja1/7Gjeap7feegt33HHHkM9FwQ1VFIX2fumll/Cxj30Mp59+Oj7/+c/j\nX/7lX2DbNi6//HI2JrVWYcdIyWQSnZ2dmDdvHq6++mpcffXVGDt2rFJFNhYvXoytW7fiuuuug2ma\nuOKKK2AYBj72sY9xo5Wop6cHv/71r9Hb24s9e/Zg6tSpGBgYUOqNmChUmzzttNNw2223IZfLob29\nHblcDk8//TROOeUUbjRP48aNw549e7x2vvLKK3HDDTdAtWuyl112Gf7f//t/aG1txeuvv46rr74a\nHR0duOKKK7jRSrR27Vqk02n09fUBALq6utDY2MhMNahJkyZh586dOHToEJYtW+YtlrPZrDIpskBx\nk+Pss88uqUZ23333KbUZ19LSgh07dsC2bXzyk59EZ2cn6y5tNfX39+OJJ55AX18fDhw4gHHjxnkF\nGFSRqEZ3/vnnI5FI4PDhw8pVo5swYQI2btyID3zgA1i+fDlM00Q2m1WmqBNQrB7c0dGBp556ykuD\n/vOf/4y33npLmY0ZABg/fjw2btyIU045BXPnzgVQ3JxRJQVeaM+ePejr68O+ffsAALFYTKm5cfTo\n0di8eTMuv/zykjfd9u7dy0g1VFFo71GjRmHXrl244IIL8M///M9IJpPIZrOsa8p3xZ239vZ23Hzz\nzTjjjDMwduxYzJ07F7/73e8wd+5cZR59BIDjjz8eixYtwuTJk3HSSSfhk5/8JBYvXsyN5UnXde8+\nxOLFizFnzhxks1k8++yz+PjHP65McBSFapPjx4/H/PnzsX37duzcuRPd3d049dRT8YlPfEKZe3mN\njY1oamrCn/70J5x66qkYNWoUxowZg6effhpLlixRpopaKpXC+eefj3g8jhkzZmDevHm45JJLlGlr\noLiYF9UQzzzzTIwZMwYbN27EtGnTlLlP1tDQgPHjx3vtbBgGHMfBCy+8gKVLlyqzoG9ubobjOCXt\n6zgORo8ejXHjxjGSDWratGlYvXo1BgYGMGfOHCxatAjr169HNpvFhz70IW48AEWbFQoFWJaFefPm\nYc6cOd5pkUpV80466ST09vZi7dq1ylajmzp1Kg4cOID58+d7c862bdtgGIYyJ1qpVArHHXccnnji\nCTzyyCN45pln0NXVhc9//vPeswEqaPr06ejv78fs2bO9+8DPPvssTjrpJGUebRabHZZlYfz48Tjx\nxBPx9NNPw3VdnH766dx4AIpPQOzcuROnnHIK5s+fjwkTJmDChAnYsGEDTjvtNGUe6Y5Ce0+aNMkL\nMKdNmwageHewv7+fzQ+9a6pNWpZVMhnt2bMHiURCmcm+rmOrekWtd06WZSl3kllXXaorm82ip6dH\nmcdxq0kUYqirrrroyufzAKDUiVFdx1ac68p3xckbALz55psl1SYHBgZg27ZSld5kvfzyyzh06BDW\nr1+v1GOksvr6+vDCCy9g586dGDdunDI7tY7jYMOGDdi/fz/Gjx8PTdOwY8cOdHZ2KnMvz3VdPPXU\nU1i9ejXa2trQ2tqKjo4OPPTQQ0ql81aqNvn73/8e48ePVyqVTtbq1atRKBRw5MgRZdq7XKqO78OH\nD+P+++/HypUr8cwzz2Dnzp2YMGGCMru0QDHV78EHH8Srr76KWbNmIRaLYc2aNdi3bx8mT57Mjefp\nzTffLKk2OTAwgC1btihTbbJcovDLwYMHlapGl8/n8cQTT2D79u1eNd4NGzago6NDmZ15ANiwYQPW\nrFmD9vZ2pNNpHD58GKtXr1ZqfPf19eH555+Hpmle5sSaNWvQ2tqqTIqnXF107dq12LZtm3LVRct1\n+PBhuK6LQ4cOKZORAgCFQgFbt25FLBbzrrZs2bIFDQ0NiMVizHRFRWV8l/vz3t5e1urBaqy2j7Hu\nv/9+PPHEE7AsC+effz4uvvhiPPbYY4jH4/jUpz7FjQegyCgqYcqaOHEili5dykA0VAcPHsQ111zj\n/d2yLAwMDMB1XUyfPl2ZNLW77roLr7/+OgqFAtauXYvLL78czz33HEzTxOzZs7nxAABPP/00Hn74\nYZx22mm4/vrr8fWvfx3JZBLPP/88PvOZz3DjARisNnnGGWfgtttuw0UXXYQPfvCDWL16NRYtWqRM\nOfHrr78eb775pvf37u5uxGIxLF26VJn2jsL47u7uxlVXXYVzzz0Xf/VXfwWgeCfm6quvxg9/+ENl\nNrp+8pOfoLGxEfl8Htdffz2uvfZavPnmm3BdF6eddho3HoBitckbb7wRM2fOxH333Yfly5fjyJEj\nuPfee5VJ9zt8+DB+9KMfeX/PZrN4++23vWrCqvjz22+/HZlMBvl8Hi+++CKuvPJKvP7669A0TZmC\nJc8//zzuuusunHjiibj66quxfPlyWJaF//u//1NmfOdyOXzzm9/E5MmT8fOf/xxf+tKX8L73vQ+/\n/OUvceWVVyrzpMGKFSuwZ88enHXWWV69ghtuuAFf/vKXlWnvdevW4dlnn/X+vnv3bgDFqyU33ngj\nF1aJLMvCtddeC9d18fbbb+OKK67AvHnzcPPNN+Oqq66qj+8QUtGfvyuCN7na5LXXXot0Oq1ctckF\nCxZg7NixmDx5Mi699FKsWrUKrutiy5Yt3GieGhoa0N7ejr6+Pnzuc5+DpmleoQBVdmmBYmD0n//5\nn0gkErj++uvxy1/+EslkUqn2fv3117FkyRIsWbIEU6ZMwQ9+8APlqtFFpdrkzJkzsW3bNnz4wx/G\nBz7wAXzjG9/AokWLlOKMwvjeuXMnxo8fX7J5cPLJJ2Pbtm3Yvn27MvdvX3/9ddxyyy1Ip9O49dZb\n8aMf/QizZs3ixiqRXG3ynnvuwXe/+1188Ytf5MYqkWma6OzshGma+NSnPoVMJoNVq1b9//buLqbN\n6o8D+LeFlsHE8qZQAUcFWt4KCGXDbYBQNpLFYYyaeOGdF1uWRS9mNnHZpjG6qLuYRiUu6sQLX7ds\norwspLINxfGywQhjAQYosNJ2dCvvtIWH/wXhcQ9lmH+Cec4Jv0+yi52rXzicH895Xr4HXq+XqVfM\n29ra8NFHHyEoKAgnTpxAeXk5tFot5ufn5S5N1N7ejtLSUuzcuRNxcXF47733mEoOBoDe3l5oNBoc\nPHgQPT09eP/99xEcHMzME7clPKSLTk9P48qVK8jKykJ+fj7cbjfm5uaYOjKpp6cHAHD8+HFcvXoV\nH374IY4dO4agoCCZK5PiYX2z2M/XxWuTdXV1MBqNiImJQXZ2Nj777DNMTEwgMjKSmcCS8PBwFBcX\nY3R0FOXl5XA6nUhPT8eePXuY+f5ArVajqKgIgYGBqKiowMjICBQKBd58801EREQw8wf/0qVLeOyx\nxxAXF4fNmzejoqJCfKWKlfkeHR1FY2MjMjIykJiYCH9/f3z99dfYsGEDM4EGwOITo6UQneTkZJw8\neRIzMzMoLCxk5vWQ9PR0ZGZmora2Fg0NDXC5XNi/fz8yMzOZ2cDxsL41Gg3OnTsHm82GiYkJ/P33\n37BYLOju7sZLL73EzEVeW1sb7t27h+TkZJhMJly8eBGtra1ISEhgZn339fVheHgY2dnZMBqN6Ovr\nQ21tLQAws743bNiAHTt2YHp6Gj/++CMUCgW8Xi9effVVREdHM9PPm5qaoFQqkZiYiJycHFRWVqKr\nqws6nY6Z+b59+zY6OjqQlZUFg8GAyclJ/PDDD1CpVMzMt9vtRk1NDfLz8xEdHY3Y2Fh8/PHH8Hg8\nKCgoYKafDwwMoKWlRUwWvXnzJiorK5Gfnw+dTid3eQAAnU4Ho9GIP//8E/39/VCpVDAajTCbzcx8\n0zoxMYHLly+juLgYsbGx0Gg0+Pzzz+HxeJCXl8fMfPOwvlns5+ti87ZS2uT58+eZS5v08/NDSkoK\ntm/fDofDgYSEBGYebS9RKBTQ6XQwm82wWq1Qq9XIy8tj5g89sBiJ/NVXX8FkMiEsLAzp6emoqqpC\nYmIiM/MdFxcHh8MBr9eLxx9/HAkJCbh79y7Gx8fFV9bkxkvaJACEhoaisLAQAQEBsNlsKCwsZCqG\nH2B/fatUKuTn58Nut+PWrVuw2+149NFHsWfPHmZemQQWz/VramqCXq/HQw89BJPJhJaWFjHNkwU8\npE0Ci0/f0tLSsHXrVrS1tQEAdu/ezVQ/1+v1qK6uRmpqKjQaDbKzs2GxWJi6uNPpdOjq6sLs7Cx0\nOh1SUlLQ19eHsbExZuZbo9FgZmYG1dXVKCgogFarhb+/P5qampjq5zykiwKLUfxmsxmCIKChoUHs\n7awICQnB4OAgfv31VxQVFSEuLg5jY2Noa2tjar55WN8s9vN1nTapVquZ+iCS/HdcLheUSiVTF6G8\n8nq98PPzY+aJESE84CVtkgdLr1Sx9Lr+coIgQBAEZp7+r2RhYQE2mw0RERHMBFjwaOmTDBbn+v5r\n36XDrxMSEpg6m3c5Hta33P2cvd+0/8jyRRUQEMDUgYrA4rkRFy9exPj4OAICApCSkgKz2cxU9OzU\n1BTq6+vFgx6jo6OZfMqxnMvlgiAITG/eJicnUVlZyUxgyYNcuHABhYWFzCQQLqWTdXZ2wuPxQKPR\nYNu2bUydXQTwsb6dTidqamok67ukpIT5Dce1a9cgCAJMJpPcpTyQUqlEb28vUz/Lubk5XL16VTLf\nJpOJyYvQ+3V3d0MQBGbuzK9kdnYWFosFu3fvlruUB1IoFBgYGEBoaCgzmzde+rnH40FHR4fYzw0G\nAyIiIuQuy8f9a1mpVEKhUDC9KQL4WN9y9/N1e+u8oaEBly5dkrsMUWNjI8rLy6HX61FSUoKnnnoK\n169fxyeffCJ3aaKpqSkcOnQIg4ODiI+PR3x8PG7fvo2DBw9iZmZG7vJW1draiubmZrnLEHm9Xrjd\nbsk/h8PBVI0PUl9fD6fTKXcZolOnTuHnn3+GVquFwWBAQEAA3n33XbS3t8tdmoiH9b2UNqlUKmE2\nm2E2m6FSqXD48GGMj4/LXZ5o+bpxu93o6enBrVu35C5tVQ6HAz/99JPc+27sVwAAB0FJREFUZYjc\nbjeOHDmC2tpa8edYV1eHsrIyeL1euctbVVdXFzo7O+UuY1V3796FxWKRu4x/dfbsWTgcDrnLEPHQ\nz4eHh/Haa6+huroaN2/eRFNTE9544w3xOyiWnT59GiMjI3KXsSoe1rfc/Zzt22tr5NNPP/W5+BgZ\nGWHqHeqOjg4888wz2LlzpzhmNBqZSqzq7e1FWFgY9u3bJ47t2LEDb7/9Nrq6uphJozt+/LjP5mJs\nbAxms1mminydO3cOZ8+eldztXFhYwCOPPCJjVVKDg4M4cuSIz/js7KwM1TxYY2Mj8+lkPKzvpTPd\n7n/ym5OTw1zaZFlZGUZGRiR3j+fn5/Hss8/KWJVUVVUV6uvrJWOspTh2d3dDqVTi6NGjYl0LCws4\nevQoOjs78eSTT8pc4aJDhw7BZrNJxrxeL0pLS2WqyNeZM2fwyy+/SMYEQUB4eLhMFfkaHh7GyZMn\nfcaX/2zlxkM/r6mpQXFxMZ5//nlxzGazoaysjJlvHK1WKyoqKnzGWdqoA3ysbxb7+brYvHk8HoSH\nh0teqfn9999lrMhXbm4uysvL4Xa7ER4eDrfbjYaGBuTk5Mhdmig+Ph4jIyM4c+YMEhMTASyeAzU0\nNMTUKw3BwcGIiYlBfn6+OFZXVydjRb7S0tLQ2tqKDz74QBwbHh7GiRMnZKxKKiYmBn5+fnjrrbck\nr4McPnxYxqp8ZWRk4NSpUygqKhITyqqqqpi6mOdhfRsMBjgcDnzxxReS9W21WsX/syAtLQ15eXl4\n7rnnxLGlI0tYERUVBYVCgf3794tjdrsd3377rYxVScXExMBut+Py5cs+883St+Dx8fHIycnBrl27\nxLHz58/LWJEvvV6PqKgoHDt2TByzWq1MPVmPioqCw+HA66+/LgmrYOlvDsBHP4+MjMT169exbds2\nsZ83Nzczc/YpsBio0tnZib1790o+cbj/TFQW8LC+Wezn6yJt0uv1YmZmBiUlJdBqtdBqtXC5XFCr\n1cxclERFRSE1NRU9PT3o7++Hy+VCbm4uXnzxRWbu1gYEBGDz5s24ceMGWlpa0N3dDZVKhb179zL1\nHYdSqcTs7Cxyc3MREhKCkJAQTE5OIigoiJmo4dDQUDidThiNRnHM398fgiAgKSlJxsr+sRQdHhsb\ni/DwcKhUKqhUKjidTmRkZDATHb88nezevXvMpZPxsL6X0iZtNht6e3ths9nEtElWksmAxbvwgiBI\nkjoFQUBERAQiIyNlrOwfISEhaGtrQ2lpqdiDNm7ciMHBQWzZskXu8gAAgYGBMBgMsFgsqK6uRkND\nA8bGxvDKK68w0yeBxTo9Hg+SkpLEHuR2uxESEoLo6Gi5ywOw2M8HBgawdetWsUa1Wo3x8XGkp6fL\nXR6Axb+Lo6OjSE5ORlxcnPh72d/fj+zsbAQGBspdIgA++vkTTzwBm82Gb775Bt999x0uXLgApVKJ\nffv2MfP9v5+fHwYGBpCTk4PU1FTx2re9vR25ubnMfLPOw/pmsZ+vm7RJQgghhBBCCOHZug0ssdvt\nzL3rvdzk5CRTr9k8SFVVFaampuQuY1V//fUX+vv75S5jVTTfa4eHD555me/vv/+eqcCSlVy7dg2t\nra1yl7Eqj8eDP/74Q+4y/lVjYyNz37Uux8P6np6e9vkOjkU032tjbm6O+RoB4MaNG0y9Yr4SHuZb\n7n6+bjdvrKVN8pw++NtvvzGVPrgSSptcOzzMN2vNn4f5np+fXzHJsbm5GS6XS+7yRJQ2+d9iLX1w\nJayt75VQ2uTa4WG+7XY7vvzyS7nL+FenT5+G1WqVu4xV8TDfcvfzdRFYwkPaJKUPrh1Km1wbvMw3\nD2lVPMy31WrFgQMHoFKpJN/heTweGavyRWmTa4OX9EEe1jelTa4dHubbYrH43HibnZ1l6uxgSptc\nOyz283WxeeMhbZLSB9cOpU2uDV7mm4e0Kl7mW6PR4J133pGkDR44cEDGqnxR2uTa4CV9kIf1TWmT\na4eH+d64cSPu3LmDl19+WRwbHR1FdXW1jFVJUdrk2mGxn6+LzVt2djaGhoaQlZUljt25cwfz8/My\nViWl1+uRkZEhGQsLC8PTTz8tT0ErUCqV2LVrF5RKJYKCgsRxk8kkOZNFblu2bMHQ0BA2bdokjun1\neprv/xMv8719+3YMDw9LatTr9RAEQcaqpHiYb4VCgRdeeMFnvKCgAGFhYTJUtLKCggKfQ2aTkpKY\nmu/k5GQ8/PDDkh6k0WiYSnH09/dHXl4egoODJXUaDAZmEvMAPtZ3UlISNm3aJKkxKiqKmbMRAZrv\ntZSamgqFQiG5pnQ6nbhy5YqMVUmp1WpkZmZCq9UiISFBHI+OjmYmWRTgY75Z7OeUNkkIIYQQQggh\nHFi3gSWEEEIIIYQQwhPavBFCCCGEEEIIB2jzRgghhBBCCCEcoM0bIYQQQgghhHCANm+EEEIIIYQQ\nwgHavBFCCCGEEEIIB2jzRgghhBBCCCEc+B+L3fIggdWfzgAAAABJRU5ErkJggg==\n", | |
"text": "<matplotlib.figure.Figure at 0x11048cd50>" | |
} | |
], | |
"prompt_number": 25 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Ok Lets now look at rodent complaints by borough" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "rodent_complaints = orig_data[orig_data['Complaint Type'] == 'Rodent']\nrodent_complaints['Borough'].value_counts().plot(kind='bar')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 26, | |
"text": "<matplotlib.axes.AxesSubplot at 0x116feb650>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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f4lP/+dBE/h3fddDyFFq+i5av0PZdBK6DTsPFSe0AW1o+trQ8bGosFRpqsbhr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\n", | |
"text": "<matplotlib.figure.Figure at 0x116febbd0>" | |
} | |
], | |
"prompt_number": 26 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Lets take a look at complaints at my neighborhood" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "my_zip = orig_data[orig_data['Incident Zip'].str.contains('11220').fillna(False)]\nmy_zip['Complaint Type'].value_counts()[:20].plot(kind='bar')\n", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 27, | |
"text": "<matplotlib.axes.AxesSubplot at 0x116f89510>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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AACvjBoE6191xOp0qSZLZ1EafH9wSw33Sbkwy7U0yRtIAAAAArIwbBHKZaJ5p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\nJCMc0oiIiIiIiGSEQxoREREREZGM/B/4kHiuifA4IgAAAABJRU5ErkJggg==\n", | |
"text": "<matplotlib.figure.Figure at 0x116fdda90>" | |
} | |
], | |
"prompt_number": 27 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Lets compare that to the worlds wealthiest zip code" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "rich_people_zip = orig_data[orig_data['Incident Zip'].str.contains('10065').fillna(False)]\nrich_people_zip['Complaint Type'].value_counts()[:20].plot(kind='bar')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 28, | |
"text": "<matplotlib.axes.AxesSubplot at 0x10f827f50>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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e1HY+AQAAAIBZ+VMWzdaQ1XVZdIxnLGo3pUIGAAAAYL5Wosti3ZRFp+5ry3Bl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\nAAAwhIEMAAAAAAz5G27h1Wd+gOaxAAAAAElFTkSuQmCC\n", | |
"text": "<matplotlib.figure.Figure at 0x10cb95810>" | |
} | |
], | |
"prompt_number": 28 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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