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@dorvak
Created August 22, 2013 16:49
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Twitter \"Diversity\" Dataset and Python's Pandas Time Series Introduction\n",
"=========================================================================\n",
"\n",
"This is just a short introduction/how-to to time-series analysis with open-data. The *twitter-diversity* dataset is available [here](https://github.com/trifle/twitter-diversity). Clone it into your folder, `cd` into it and start this IPython notebook. Pytho's Pandas-Module, Matplotlib and NumPy are necessary imports. \n",
"\n",
"_Thanks to @pascal and @ajungherr making the data available. Read and replicate the corresponding [paper](http://andreasjungherr.net/2013/08/22/new-publication-forecasting-the-pulse-how-deviations-from-regular-patterns-in-online-data-can-identify-offline-phenomena/)_."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports\n",
"First of all, import pandas and activate the `pylab` mode in IPython. Graphics are displayed inside the IPython-Notebook itself .For an introduction to IPython in general, visit the [website](http://ipython.org/). (R-Users: IPython is like a boosted, fast version of RStudio/knittr ;)) \n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Datetime parsing\n",
"To parse the datestrings in the csv-file, we need to write a little parser, using the standardlib's `datetime` module. To inspect the documentation within the Notebook, use IPythons *?*oOperator:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" datetime?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is the parser-function. It takes a string representation of a datetime and applies the conversion specified via the conversion string ` '%Y%m%d%H'."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def dateparser(datestring):\n",
" return datetime.datetime.strptime(datestring,'%Y%m%d%H')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read the data\n",
"Using pandas excellent `read_`-functions in combination with our parser, we can load the dataset within a single line of code. Furthermore, weshould rename the columns (the original colum-names include whitespace, and whitespace is sort of evil, when working with attributes in pandas)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"total= pd.read_csv('total-volume.csv',parse_dates=[0],date_parser=dateparser)\n",
"total.columns=[\"date\",\"tweets\"]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's have a look at the dataset:"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"total.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>tweets</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2012-01-31 22:00:00</td>\n",
" <td> 33835</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2012-01-31 23:00:00</td>\n",
" <td> 1090096</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2012-02-01 00:00:00</td>\n",
" <td> 1096715</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2012-02-01 01:00:00</td>\n",
" <td> 1145446</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2012-02-01 02:00:00</td>\n",
" <td> 1114102</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
" date tweets\n",
"0 2012-01-31 22:00:00 33835\n",
"1 2012-01-31 23:00:00 1090096\n",
"2 2012-02-01 00:00:00 1096715\n",
"3 2012-02-01 01:00:00 1145446\n",
"4 2012-02-01 02:00:00 1114102"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To work with the time-series, it's usefull to set the *index* (an index is, roughly spoken, the row-number in an Excel-Sheet) to the date-variable (One could have done this in the read_csv section):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"total.index = total.date"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot the data\n",
"Finally, plot the whole stuff with matplotlib. Adjust the size with the *rcParams* or delete the *inline* in the import section to plot outside of the IPython Notebook."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pylab.rcParams['figure.figsize'] = (16.0, 8.0)\n",
"total.plot(marker=\"o\",markerfacecolor=\"red\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.axes.AxesSubplot at 0x104151550>"
]
},
{
"metadata": {},
"output_type": "display_data",
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s2+Y3ntC3b8D1Wwq3FZEbmpTRo5nw+eec5HJ5Jz62R0Rw3jnnAOFFCWgJ5hmO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OAAAg\nAElEQVRVjyzZT0NzcmRFW207mZ1mKx6PS3Xf0oA+gsC2pUsxtuuOObKnSqRM3j+woUcP/vHpp/x8\nvJp3fynEte0j3fO0Go3BbX6A5KZNKRYEDBhUTr+AgCBA9jsruMijLzOktrkEOWtXnjicB2uKeTX/\nqPxsH27XgfFzXiTRbufwz4UIftvEqKCyjn/pVcwOJ7VmKz3GjpeXGxDtrx5jJ/L1j1vAG2iR+B6i\nMrFeAEEKoCjv98lsGZfNhjdrKzEZ69nW3ILPYqW8RRuS8g/xHvrv93KPi9EaJ1eyMYv2Z5M6YgSx\n/fuTufZj2h7P4QOFMFPKkSOUjXoIX9ebiexzOd0m38s7byxibH09XyG2D7rBYMBgsYDC7lSKjukF\nia4B/mMLI8XjoanXTZTBgMtkxhjbjpJWHSH/kLyv1gQCLZJdnK05jhL/zj0idua4Ycgpk2DaTK60\nvp4dazKb+dTjgeoqqK7i8eefpfWYW1X+RxIwx2IRO3lo4LbZaNIAUVoxeNNYk3vaULZgaW320s7f\nSDx98WL9DK8msin5RebmLZleXckY4N+ID0MrZlWvEI5QviwvEZrLDoHJHeD4nOfYqJF1V16H9rrG\nv/QqJ0qrg1QTJYeuXW01H7r9mdj6Ot7OP85HXo/Yv8a//wEvvMCj763hurGP8eLGN/lUc352QeAr\nYL1m+Uq3k5u+XgvPTAJ+W08+KdMe5ERXVjIKM+OaNGd19Ql5/akJCYRfd6t4PJ+AReG8OkNEvZ1W\nsa7l2NbvSP3Xf2SBjQ4j76Q8cTj3VhXyul/yHWCPLQwUdTih+pZJA7kEZQ+1yqgo7k5NlVUcS9eu\nZUNdlVy/G+o+RZUV0ITgd2QWMKxIHa2Wesjp1XJNsor90ySinU8Q35ll7c+Bw8E08zMVN2lEI842\nGunK/7s4ZUD0DKF0oiUjMSwnR6T1vf66qiZV26HA0P1i1b4uGDeJZdkHmVyWL/exTQdW1dbSF5Em\nKdXNmYDainIs6xYTbwyTtT6U7fhWFBfLNZkH/cfQM4iHABtCtMlpKKQ5OZQ6qs2fnVL285xiNLLE\n59M1eHNtNlw6zy4daO1xs1IKGB8SbYvsnTuJ/vAbIvy6J1f6Hd/N06bxbE4Oq4E9B2Dvpk2sstmI\n6d4db99bMfQf0KDr+3j2bLr69EWUpDnNrJMWlgLPb82fzxIFU22ULYz6ZvGc2/sccg1tabJ5Dbhc\nupmzR178P2pHPqgSKdM7viSSe9HEu5i47yArSgLz+KTYtrRr3gT2B8/JLaKiKPZvr67JFf+zulwh\n9V4CzozBv74YYDD1upSYni0Y895qYgQ3xT4ziZMny++n0b9/nyIgkWi3kxd3PpUOD9VOL11bBaj4\nUgau14CBfBgVrWoh1AoxKKSnrrzLYGCmIKAsUAhlyySHh2PtfQHnrn9NlbG/Kao5D8a2YkxJcUjt\nmSZxcUy2RLCs+Lj6GVZVkr5pE+9s3kxfj0e3Pc6oDe8jjL4JARjxyD8ouOISPl+yhMKiSoxR4bS+\ndjRtm9pIWZgqO3vSdyY9F209+wZghLM+YOsKAul1tczd+CZVEU2ZYLHJrIAoIA9USad0xD7QrRV/\na9mVRoNBNwn2SPsOXKvIwHt9ghzQ064vteCsMlv43KFmOr50NFdmSYx9cT5NvG4KvEZ6Jl1Gyhcf\nqY45uVU7zr1tAgUfvKn7fNR2p+B/T3VXVaHRydVAysz2SWjK1GvOkZeHyoRKUUalellY8zgG5/4q\nqwzqOSGX+XxMtlpZ5nLJysBXAy0U62mL1pWZy/LZs1mscHDh5NHtRLud3FZ9WLG9IEg10SeILQBG\n5x+TM87ZwBqNgqO0//OvGkTLY9lE69y/fOB8gj8oOxCmiH7pfVgPx8dj999TFrxEvMOpmviTkpMZ\ntTMTY2VZkHDT2soyrmjTlSFtu3B+MxO/VHh5cOZjbDJ1hZwKPD4fJmOArtziprGMO3JENRBOTUig\n+U23cSRrC55PFvKvgmPyb48dOgyDpuCZ/CT3frOOvIIKOraNodN5FzDurTdl59oOvEpAARHFvfAC\ntyDWVCkH2ttNJj6ePZuM+fPZk5nJR36KWqiBfLItjOFTprB/yzZCEd2sGhpYUnIyqzd/z/P+aK7S\nQCpu1RZTr0vl6OfL6614w2wY+ycxrrKKyWX5qibyF4eovTlT/Fl6Zf5eCNXGqxH/+8++ESfHyZ7/\nbwmIng6UooZa5yRl2jSyd+5k7xdfYDtwgEVOdQan5SPTgU5y6dCFA6/htRvzmPX+v5juF+2R1GPt\niLWEFxLQ6thQWcmsSn/blhx1oFpi36xGpGbWA1MQHQIICCtJ/3rDws5ojJHmZLNOv9Q04H2PJ0g0\nq6R9ex7t2IlDx04QYfMy3O3F47NSZ7GRYHFw2d7dQU6L2AJHUNkIpTk5lL7yChv9TmJaDqzJyKDa\nYuHRmhpW+be9ADWNelxOHnnhZsQir5OjLjdX1xm/y2DgFr9BbwzBfS756SfZwQW/Q+J0MKhpLFPX\nrWPjsp8hbwfsz9JNTrySl8uwjet0e9Xf1apt4Pj+rNmFV1/LypEFDNq4jkiPk4Q2MRT1vYEev3ym\ncnKle3hs716c8x5jl/kBeicNkn/3Ib4fbqtV99olW0JeX1Bn7TpffjX0uJRusRFsya2kd8+W8roG\ng3//gpoyHqCTqmsmpf6me9M30rquRq7HNAHbCPRRVlKxdwGOPhcxLi9fVU5nRk2jllgTBsC59k3W\nV1ao7k/fmhNs8UUyu303fAU5KqqvBLPVStHtjzLoszWE5+3j07qAiJZUfz4zaCsRYW4nXiFwL6T2\nnK9lHKNNtI2cEw66tYqgafumpCxZQnlZNfk5B6CqUh4X9MSabiVAq5bGp8eAeXWVHAVuQAyY1TWP\nxVBexpeCmvXnBX70b6tlXY4vO07J9s0kPnEnANf/38t0sPo4UAfDH743EMwwBAcyAEbMnkecycv+\nWoG6K28hYfP7sO/noHsjsSQyo3vRMsLCdzkVDLusHSeSLiVlyRLyjxfjjYrGdfVIel85kK6xEUG+\nwYNt2zPE/54aVMJTjTW5ZwVSJG/IgkVEej2YImxcPFpscK2lOY0ry8dpv4nPKwpIzcnRrYFMB6K8\nLqq8gQ/UAFyuWc+jWF81+VZWMm5/sFQ9/LbotiCAUFGiOsbMEOuaHA5RTtzt0m3sbkaMKOm1YipV\nRHmkD+XG516Gunq6dWhBuyTRyPnq4Yf5QlJdzoFHsrJg3jwS7XYWx7Skb2WZ7rnF2MKpv+/f3Dey\nJxPXZpFo78PGjeKzcXv9mVz/um0vvpLNN1YyZOtHdI6AA7UCj/zzcfY07c2BRycxpuCYimI+7Fgu\nv2R8SNyLS0gccSPPfnWYqTd25edvvma/8KZqoK0zGqn2h1C1z+4+zX1JBxIqK5mVmUk6gZYC0r3U\n6w1X105s/V3r88lROi28ce1Ufyfa7bzkp7hoaWUjmsfhzdrKuZ+oo5/3xB/kh7bdWV5VFqgjcjhI\nWbuWjL59Gx2008B/o67w74zGTO7/Lk5VbnO60DqCef4WgXrOydCcHN559VXa1tcHZXCG5uTw8jP/\nIL55B1I/b4E34Rp2xeQRkbYCoa5KpR4r7b81gdKSkzG1Eu128qurWYWofCoFRdMR59JC1IHSZLOZ\nsJiYMxpjpHVWzXyO4Qf20dvf+tADHDKbweOR5w3JObVWVND32Ul8X9qW5wefQ0ZuJZ/vE+fnQbH5\nfPXEVPqX5nO9f30TYDCZSPd6g9Rhn9dmQZ1OZjqd8n0Dgp7B6uoTDP3uP6BqYqIPF/rzaUF4uMyi\nMugE1zPS0sjfGaz3Aeo+9eff+yiPvfQ80cdyddcNdztVverbmL1Ex0Rx4pKbApReg8Q2E4g6/3Ly\nO/Wj1gDPDOvOi9/mcvFFrZmw9wArS/ODO1xUbmN8yuNsio0jvt5IvcXKruj7EcJ70vv2iazNzWXU\n8aMBB9Jio8vEQBBEOYRKDo2BQHbZp8mcGf3n6tNui7iu1vk1+p2Tfe+spLPbpbJD7gOao36+Ugud\nXTmH+KX/jfzz2D7C6soYfKIUo8cFLoe8vcSaoL6emX6tmyC7ua6WSZG1HI6JZXpJvhxoSgOOApWH\nD8NAqJqcSss3/gH7Aw6bNuuqhdNq8ytZCyrHy2Q0iM4volKV5Pyu31PM9o1fk7wolcVFIjNwNXAT\nBqxhYWKUwFmvSpZIpY+vIAa6HibwHf5yogSMRhCQA2MWkGuQpd7KEtKB9l4P++amkLr1Q5KSkwl7\nZC6JvWPZ/sMxzruqi7yuwSBeg/LZJ9rtbKALl3aI5qfvj2ExGnBsVR4hACVTwEfgPZLuxZyPtxLZ\nqh1HTgTaWQFMenkBvpp66ixWzr9zUtB72khXPkMo+ypLFNIv66rEBc46Utau5eMvv2Sxf0JZiKgM\nF16WT/X7S6kfNozrw2PxHMwEt9rxXI34QUsRmhkEFO8GEojoKPtiaSfDDiEoXL8luu0TBCw15apj\nnIzaIghQ66wjguDI4C4gWud8ZwHXaZYl2u2sqm5PTrmDf43uRetoGylXXcViRVshgFeKikj2t65p\nEh550jZLEoVB2SoIwO2TanLFvwVEYYL68xMZktSRnzcdAYr5ZXoy/Jqp66QLFcX4hICatSDAtgUv\n8XHNCXlAXQzg85EOTDaaiPd5VftphRpKQ0dSAJSgR2MBuNViYfO0acxw1rEUMbKnjNDdER5F/B33\nB92fCvtExmkc2akJCVgGjybmo7eDBDkWFeYxuKpKJZQBZ7ceTon/5Uze711X+FdHY5/cvzdO9vyV\nZUQXNDNhiYpQlducDvSCTddZLExHNAq1SAMW1dcHBX2l8X59ZQVUVkAO3BT1C1994OXKqkqyUavH\nwsn1G5SspxK/0+2qrqYTasM/CbHNyvOabVt7PGz/6COe9HhUbVYiT7PtW6LdTnZxDZnTn+R5RenP\nSKNRdd3KgPsT/3wGV5cBfLD+CI6qOqLdBsoTh3PR/93FkpH55H2xnHbHc1jhEZ3Y17zeIAdfuhfa\n5R5CG6nStUcc3kvqiBGnzFpHdOjA9N27g3qtxnXpIr8Xn0vvRU6AQl26di0dpWy7BsrWjt0HDCQr\n7WP2hHBynVbRNrP0FnvY9kloxs29WvLmzkAtqJFANlVpzEsOQv9B17LglodIOZRGzo4drFGcVzrQ\nrqSEWSUl8rLHZ8+kfMSD9Ll7NCW1bv65bBkRbiet45tiShzG0Ikj5XXFDKzoqEnOqcFgkDOwkiCV\ncn2fn96sXm4I9DFV3gBDgDqtzSq3QkwQSNeheseqKhi3ayN7bryfCwdeQ2ZhDd6srTzy9WJeyTsa\n9M5IcqYLgPc1z2B5yXFGRDRhMKJIkoWAVgo1NUx+52WODb2PerOaVq7UzdHTU4m8bozMElQ6XiaD\nAa8v2OEHaNN/APscHqak/wd3dR1HXUYuv+suzL0uI+vpe0jftQVlOkfqnQtitnsVgeBPb2CX3+7c\ngBgYk8aIJER2oQR1IKle1vqpveFevD1v9q+lzsCLzrsaRgMc+H4T0cuWEuF2UeNz8EhcnKot6OMd\nOjJQwVKQ6PPKDH/nc85h+8avKfngTT61wddNRDGvq+cu51BZHfVuH93aqXmj0n4aIjrX6OSGgJLs\nGcpAHeeXxpZqRGUKrdfLPR99RKX9Dqg4wfT8QyoBokJASfhURom0kcYi4ITBCIIv4EgDucBEUIlY\n/NbotgBYmjQHyYkn8DEPhiCqqk8QqHXU0NJ/LbLyG1ALhGqIEBUW/EtV5g9Eb3if5evMmCLDqTp0\nSGdLqM8VJw6HRZ92I9WVNvEJcvPqjLQ0js5+hfjqOurCwzg6fhJCmNiKyadxfl17t7D5tWW8k5PD\nLeg76YNryhEEAY9/NMvc9DXCr+L56tXg4vMyV+lxow4e6GVu9YIcWrVrC8hZjT3Ap8DNiM8golMn\nsq6czMhLlG6xCGUUOcLtxBQVwd3TH+EzX2dq160IWh8gyqsfUvi9xKf+V/F71xX+3dEoPPXH4b9B\nw5fKiG6/pQedmoefeoMQ+Hj2bDkwLeESt1vu06lFqAyONN4rHdTwmhN0RjQulVJSdsTsi4BojErw\noN994Z7cXN5ITcWbl6droEmqslptimSPJyjzC3B3draq5+WpcODdVSptC4CHXC7uCQ/HWF/PQs36\nN+YeoSS/gMWKYOi4snx2JHUg4rzLsH7/gdy2TirB0dZFSvdXq5hrRwzgasnIalHO2iBRTj2MnD6d\npXffx9PVJwJZ3NhYRj71VEgbb/TSpbxfXi5n0JXP6Y6WsQg15cy54QaiS12s2RiPO+1zogiuK73b\naMTVtTferK00y1hPmNvF0SYR7E6egiE68FaIDqKgylJJxrzPJ2ZNI867jKmpU5hzww0qVVw9ZsBL\nR3O5+at1GO4eTbcrruYzulAF3HNtJz7YXRKUgZUFfZTLJadVUC8Xa3LV7XRA6cyoM7/S/p3+lpWg\nVohWXodWrHVyWT5Ppa2kbPvHxNeK2T3fdTcz6LutNMvdK3e9kPqv2lGX/klIB+ocdST5j6NlBiwr\nPs6gjA8xDL2Vx6oKmesPWNgR2RKL/S2zngZyrDYie3Tnpqee4ntbd3yCoKJ6gz+T6wvOdktZ7ZZ9\nr2DQ6JvYVVDNnqxSul7enkNldXi6n8fqzG1c5/PK71Ix4jtrQUyUKR1Z+H/2zjs+ijr//8/Z3eym\nkYQUEkILTSUoCqJihKCCyyGiFAXLSZdgA8udBNT7ckXFU1BA1FAEsRfUsxPFEjCiKCq9h/ReSN0+\nvz9mZ3Zmdpam91NP3o/HHWZ2ZvfT5vN5l9f79ZZy/Zcj2SEL9H3Wja8RgmT0Z+vxXne1/0pAZxX8\ncGW9QVmzbTPeFxazsSyQNjm1QwfGdD+L1LgYCp0C1919uwal4BPFoPVV8PUXiDmP8nZFQBvOPnKE\niNuyEc+4SGmDuj0yHP5E5LSRqxMl0qcav1AKqnz1SwjKEX3W4+HKL9/GFN1eyT2QYckJBLxNYOwl\nkjeBuWlp1JjCefrwXsWQljd4dU7D7ogILpww4ZSUC58o0habCKpaXXKe8HMIrJUXkx+q+m16PxJa\nm3nd35ZPkJjufMBFx/idNos2tyo/N5fUV5fwXHWgNtk1OvyBrES0NTezcPx4HL3OZlVpETNqywJ9\nDw+neeRNUl6pv6nOXV+zaelK1qsOrtlLK2i78lagnzK/bq+IxSQQ99XbLPSXTzDy6IPkCPCKKEbu\nrpfWkObPMw75IuneQ7Xz4B1QioZDaCfHFbZIwlN70RomGfKDd7yrjM33wAACh0FpSwvHEnO65EVu\nBM7tGE2GvTfvf3wwJCFGs9m4Z/8N8qn/5bzM/3Ze4e9dfu7cn4Yr/zryS8Hw/3+8+/m5ubQZpPmo\n9129IfODnwXUjZZRV2YyNUrxySOY6TgNKS/3C7ROTFkpVcuzbW0MX7qUBI/HELVU7v8Nvd5hVEYE\nYKXbfVKIEasqR1kdYT4cGUmCw6FVjgguowewrraMu9euRrj+H4SrGIXlFJxX0YpcRsaoLIwP2A+0\nIzB2x4N6G0mG3c4jN9xH/hfriXQ7SU6O5dq7JCU8f+lSw2fCPQEGYFDlkEZG0sXl4rOagwrL7aj9\nUr613B9NRN3no/aTt+nX1qwZq7sXlnN0wmwY1Rswjo4qkVz/ddlC0J8poZAB7voqBEHgUP4XxKxa\nQaTbxfPPeWhp8/CfpPZ87I+cYZMqX/hUvy0IauNXG7HFH10WdQaQDLnW50ya/MZJ74mTmXm4gBWV\nJcq4jmsXj6ulgft9PmoIrkyxEDij7ADPqcBmd7VWUT88SxohP4mZXH91FBJbs3osSpDyfkf7DUfj\nehwSBL19/8H0OiOeUU89S3o7M+aoCHoPHMhNGzcT5XFT4TUx8vZZXD9Rinzmf1kYmB9Vny0mAa8/\n7Kg31HyitLbVFp/kzADzvh1KneSnkcru1CAFuCKR1pXeUZQNyKtYX5+3jdCljGSJcDsV3Vb9ipsE\nAa++oYDz41dZpjJwAdZUVTGxf0+GPrOOV3+qpP+wAK+RTFSmj8AeeGEFr1YUa75nYUEB0998kY7z\nLpScJfrGyhHh0zm5Jy8y5MCnjr6FUFAju3Uju6mJCAOiBgCfy0FYbZkCN5VhybehLQOgj9g9CBwK\ns9LQMY3bF/6Dmh1VvP/QHD70W0z62qkAtLWR/Z22vM2JiihiyBz8mS2cN50OzUZhKSjgg8ceRTaJ\n1H2ToRPqaKQsUy1WnJeN0/xuXk6OxsAFSBJF5VmNEuH1wuefMzP5AF93OpOH2pqJ9npoMVsYfscs\nDp13LdUlTYrHKWbTW0q0U25/fGkRsS89Qv6w7ojt0pXftJgFIvwH8atIioKRtMUmIYqitGkhFTVX\nQ8r1kgvcg6gZi0xgkdnCVsFErh++ZbQO1E6ObZfegjl9ECAdsK79HwOSgtQLXfmgqioO5K6F60aH\n6EWw+PzzP6n8sMaDPz0ugbKu/ZiyJ19zMP+cfLg/qvzSeYWnRSunjdxfR9S1VdVnxMlAZE9Gfs48\n5+XkGKb52IGs8HBy/KgKKUpjxdmxI9ENDYw7epQOwGQCRs5WJEXSKMUnF6l0znSkM/Eg0rmSB2xD\nSum5Bkl5NFutEomSup1AhMPBULRGsSxHkfb+Prp+yGVEjORkECMuqzUoSpwH/FBbS3vV3/J8H9K1\nXb5+5Ltvaev7NWYV9FMeo+t1/coEHjWbmev1BhHw9ENi3X0fCcE2GslYOZV+Rpx9MQ29LqARuHFI\nVzLOlOJ9oXS8oyo9UNZ18oAtbW3kiFom2SR/v2XYbTLaXOryxlrW6r7/ieJCxn7yBtw/FQiQ/ARF\nTVURXpP/E/2ZEgoZMLWqlFX33o5lYy4b/fqcco8fWZ195AjVN96NOHqkH04qXRcIGKc6+00yVAyM\nDZk8S0QPJ5WM3zOGXMZP5U1kb30Ps8NBWYuDpsETSd64jhF7d/EY/rQvVX8GIOk56vUVXVJEZO5a\n6u1TuNdRzaKiQmX9RyOtmZcJrOHbgAn+77uR0JUrWsNsJArQd+hwPqQ3U0f1omM7aX2sHlZGZJiJ\n/MKjnHdxgPdEzk/W99lkEnB7ff75FILuR4R9mz9j95rVpDS08Nn6GMThEzSOodv8/1uA9K5dDHxm\n0O5MYKHJBDq2cwuSg0hGXR4weBbAYbXh8YpB12W4sj6SG25QDguk8pzyetEiAqBgyxe0vLSWV1aY\nsERFkJmVhS3k9zgNSwVJy04Muh5KThu5OpGn2Kve3EIoqNfOnw/AshtvAgNqesHr4V6fN8iDIhdD\nVkdiK5FgPBW2SEx9ziVlzE34ugwgw34WX9kKaQizgvvYUcNThT7Khn1hRDSjIqIJE4GkBGw11Yab\nZtbB/ZRExUu1e/0iew3BmNzhQIduJJyjpdYyipBPAp6yWHjQ4+EAwR7fP1eWUFVTwdlej/Kbu9au\npfySWmJ2/USkx8UT7yVgO1oDGJEPNJI9bx6Nk+6BKMnQtZgChc9bkObnZiQPrOyJrQFqupyFT4S9\nmz4jZtVKSir2K31dh0R9sVLV1gMmM//yrwv1WDQldCK2qRY8rqCx+kYQmNKnL7VtJjp0iGXMnNv4\nrESbyZt+41SmHtyHo6rKEFZ9ZX35CQE55A2ibtsmInPX0NRyVNPOUpeT/gU/caHbyUQkL2KtINDj\n/PODFNhfArL4vxrFBW1eYVerj+QOsaecV/i/KKc69zK7/WGryMKkmNOM1f+fpbWiwvCMmHmSENnj\nzb+MsPo5vgyL02mYAvKSzUa32+7gorUvEd9QRZQo4g4LI1oQeOnoUcYhKcp5BPQD2XiFgOJdDdQj\nGWCDgB8IcG3IY6SOvkw1h9GWnAJF2hzOXKSoRylwB9LZcgPSWVcFtLeE0dHjDoryRnNsLo0TFevZ\n/cndslkhqpHbfgFSNGw6UhRMHsOJuvsCZ20rY196lHpbOFMtVtZ4JKewmkPiQeCwxYKrUyfal5WR\n6dWel8VI4ykCH6raOBFjOV4/1UqxeAI6nlUUub+5WRNVfBlIFoNP2Dak8S8nONKci1R1wkgiVFUn\n5DI++raaBPD60Big8rs1YsEi+re3sKW4hj2VR1ivqz861e1k8YfvKvMZKgo+8cNX8F01UmOo+eO5\nCizZpHpGMn6kaKRJb4SIRkRVAWO5w8BM5s6dDEDJUQcPbjhM/zMTefGh/6NnZSDQoq4lq19fecCO\nsoNY336SHe4WxkZE4nI4yBN9NCEhEdWQ8RaDvgcxbSd1oj5jDGlKn0VNSSY5Gun16fOQUdiVtTm5\n4PQFG7/4x67q+02YXnmSV0r8e0ABzDpyhIqo4HJgJUjBsduQnF9G4ktIYEJtLWf4I+IT/f3uiqTX\nrgOakFAG6r1obloaDL9OY/eo+6aHpAM4w4wdQ06rFZ8v2Agt+eZLHE8v5P1yLSzZGWacfuKy2Sj7\nbhPN779Mm9nHN7FRUtm2LgP868ggwmsgp41cncgRXJ9qruXNZOSCxVicDtJ1dWbnX3YjMz5/WYEX\nAMy0WLC2S4D6SqUmquz3k+E6ekIhgGHd+tJv/jI6x4ZTVSyRCohAsxDYXn6Jg0wtuzdt1DDr5gEv\nlTlI8noMN8Qcp5OLomCqJYw1fip2uUzQ8wRHI2d36ECrfQrtdS+Qkfc0E1iTns4Pnghsh3YouRay\nrAP6erW1yqZXVZHy3jrWyrTwh+Eav/f4VQjKIVpYUMCoF5YTY4km0u3itf/EUdOlD9nuWpwFBexE\nOrC6ot0Ibs5/m/3tw0n7egMbS4s0UdidSBuPxpiVPa5o53lYXAecTQFKAfXnE2Njuf2dj7ntnX0M\nFA6St2IFKYW1Snkqc/ogzh46jG8iI4kLGj1JrCeWqgBIRkLcC4tJqioNGqcHWpuxIx0sCixOFJn1\n4YcaBfY0c/CJiZxX2DM9idszOh//gdNyTJHX3cbT6+5Xk8qKCsMzYsVJQmSPJxL+qmoAACAASURB\nVPJ5fBJbW5B4bDYlDUd22rUBrpQUugHp9ZWskUtwtLRwgz/1IwZjBfvhY1wvI+Dw9GBsWKzxuPhT\nTU2Qoi0DAIPQWsAok4l7PG6Woy0vJ3N91BGsuM9JTsZ+EogR584fOE/1t9z225Bq9Fbpvj8OY4LM\nPCC9sU5p34PANpOZCAEe9HqVuuzm9u2Jj40lqbAwCGobBdQSiOzJcjsw3WRitS9Q4+FkkTHqtaSv\n9tDXr+NZli5lRGGhJnf0NSSDQS9DgY2AG2kO1X0pJpCapO9jjZ8NGAJRUDly5g+WKpFcveGYYbez\nqDKFW69L54e39pC8LCuoju6roJnPUEp/uMsFor/+qGw+CELAONWVBFKiy6KuVJAg4EMKwamjlwrs\nOchYlr7nzMGX8f3kRhpW/gPq6zVt1b9D8nt3LyIbjlZrrj+BFEWv1/XPqeu7OsCwNyKKnhdfRHW/\nKzGn9teURwqCGRMcpTYLAaNY7nN+bi7fLFpGU1UlrtpqqpOT+bZrJzKzsjB1HQCA6+PXeFI2cP3y\nbGUJV/Y4i0kJqRoy0Aqzhfu8HqYj7Un6oMqM9gm0i4ykc3W1Rj++Gag0m1np9So6rfw+FoSFEdWn\nD1fPn0+FIy0AV1Y9L/jJs/TQ4KhR13N7dQnLywJG69y0NGJG3eCvvKI1QqveeYkXyoNhyePOSGdW\nSmeeVaFI56alYe17Lr5V/2aNyumRfeQI4bdmI555kfJeHE9OG7k6ke0wr097nGbY7Syp7khNm4c1\n087DrFrh1hFT+Ka6hJE784gSfbSaTPS+5hoav93OhvpKDWRFTiI/Gy05QR7wuMVKxNFqiv55B6YJ\nN+NLOU9pVI3Vxi2uNlYSmuHtVKGP+195XvMy5QI5XqkmnlHh7KeB9LoKpiIqm/8mk5kq0cdkUVQ8\nz27AGZ/IpMef4OuKFH0qD5lZWUzduU9T8FyOkK9t6kLdY3OUXAtZGgza1BGU+q/yAZLicTEOybut\nlzygY/FhVskwiQKYlJBKwtSb+Hb5cj5qa+VcgnObXmhr5qqPX2dZs+R8kDfJGUiRXj2Bep7Pw9Qw\nG2tUUN+/dO1GfcYYInPrub/toGYO5yMxQIqAd/cWaj/JYWlpkdLmRYe3401IJee5SMJKS4ky6BtA\nU3zHoLE2EgEJwndzVanhPDdjrJw929amUWB/Kebg/+Wc3NNybDmVuT/NWP3rS7vkZIrq9eqkJCeD\nLDre/KsZ7U9VMrOymLprF6lVVZpc1rscDr56+ik+0NWY7On/twFjBXs+wTm18pnwtGKeSOe10f4K\nEOvzaRBdXiRlPBS1VpzNRmZbGx8ALyDlgF6JBM2Uldd1SJDe6MhIYnr14ur580/qfbA6XRpHupx/\n7EQy8vQw6ST/73+uu65Pq8oEHvB5g5ihe1RXs7O2ljh/n9SK+7X4mVh1E58JPJOayrDIjsTjpmfn\n+BNCxqhVYv1SUld7WDdDyq7Ny8nROKEX+P+NJlgHKwFqE5Kw1dXiFH1BJZLkvOMU3XPTj1YrTmOB\nQD4rCAgCeHZtIefmf2ArayDnlTjazr4Srg9QcclEm6II4ckpQUZuC9rAyDHL4KCtkyv4/89nkEup\n5JWKwVFn0SDCiyDDTLWG+vfff4dPjMMnQofzh9CZW5jyxBLWup0Kd43+HVI7XtTO+UzgLYz1vmi0\nBFfy/ZnANT3PYe6bbzL7P/sor27190HEh6jAw6W++Y1Zn3GOrRy9lB2w0wsKAuug+Sgc2i+RKt0+\nD1+vC0JCfhMjotiZeTN3HszlSGk9CYkxRFWUQ/EhYpGQELKhegAQzkin3cRZmJY+qKm0AdI7daXN\nhsdk4qHmZk2/cbvJTkwkw27nzff2B9k9oGJX1tmTHS/IxBlhYdgLa4l0OwlrF8X0+XPYGnmW4sxQ\nv3GhYMkxggnPjPu45p2X6REhYmsXRebMmbz9xFOsUhm4IJ3v09a/QOf5FwXB50PJaSNXJ0aRXFnk\nfdYniphVo+vdvYX+pftYJ0dyvV6yt23D0uYMZtwFLrVY6Q5M9bgUQioP8K7HJZE/VR7h9tpSGsfd\nCeOlI6WDy0F/JA9iOBI0ajLQJJhIvWQII++49ZQVO6sONiwvCiOCiADhhajpk8fnxY5EQtUZ6bC+\nAngysQNfr15JSlEdnnAb+fH3Ku3MsNtZdO0crvryLbpHgMvn4uq5c8mw21n31l7qM8aS7a7V5NYa\niZpwQV+TNt7g/lchYOD6ZV1tGfdt+56e9y6k4V+zQ74YNpdWcZNZ+ozicpnAPxI6cn3HVIS2NtrH\nt+OiaTP4sq4TrcCBdxbzYEOtotzsjI4na/58RKB9/tsaA3cD8B//+njAz9Cuh34BTLdaqbdPAYIh\nxN5uw5XcXpA2ZIu/DqG6dJEsh4DzQ4yDWoE9zRx8cnI6f/SXkdPr7teXxI4dadq71/CzX5JUzauc\ny6du5WbY7bybksKIqioNc+u4ykqWGNwvGyU2AtFV0Bpvbxk8lwk8FGZTSgcanaOytHjcQUifUOcW\ngDs8HNraCEMycLcj5SvaCbDRpiCl/bx74UXc/9b6EN8UWpxWbQUDOYq2Gsmg+ETfJiRo9pm660Zn\naKiz+gGfjwMEk3C9CYxUGbnqKKi3pYX64WOIv+RS5o7Xm94hRANXPv7tRnmvII3v82idEwXxiVz1\nf4/wxZdbOLp+lUb3kxFRNoKdxqsbahXHnD5S6PHXr39CDkIchKl7D5A/tJtG35ONioumzSC7uFAD\nu65DYLqKGyRUkKTdqOv9EVtVnVzBH3WViaQ0xmzAINcTT/nE4AivDMWWjGKjCK9IzbbNhL/xBtPc\nTmYgQWvltqrfIdnxYkRUFk1wpQqQ5uwhgpmvZ8YnIlwhlVKSl4SgEH0ZMPsqBry2b+rawLID9gGC\n53thQQEz3nyB5LkX4Agzpjl1Wq2Y0wcx7cEpzFy/l3EXd+aD2yeTW3xI0ffU+8a09vF0umAobYbf\nBolhYXTp21fDxi2LfF6a/BFb9ThI14OZteXrnS4aSp7tLBqBC7vEkGHvyXdfFRsyTbusxuSmTquN\n1POH4Ox5Addd3Jk+HaTwzYeP6s11SWz+c1+PCAglp41cnRgRT8kSyNfVMvDG5a4JqjG6sKCAcRFG\n/iSI8HlZ4zeI1YRUalleVsyoz9bDP2ZQ8d0mIl0OJQFdLWNskVy/8gX6Jhv/1omIfvGpPX16gohc\ngj25EGBNVB/WeUDCkUMs3r9buZY9bx4QgAdFnHMx7QYOwd4/hcFpAQCu/HJURkczKqIdYaKIYIGO\nfk+U+rCTvXP6qGMHgje6PIJhLEofHA5SBmZSEh6Jx9Ea9Hke4DXwRqnzkYMkJok+/3iG0qNOxvbr\nQIcoK6zfgzl9EO27/B97332FDmYvzeYwSvpeSYbdzv6aViJVv6On1C9GUr42AGMIHLQ/IjD4rrvY\nnjiIsq15NK9bpES68oC9lq/wJqTSFptIfcZYfCnD8dhsRBiM09NIHmC951MWtQL7SzEHn47i/vbl\nv1Uu5lTm/jRj9a8vmVlZvLlrF/fr+AFOFiJ7vPlX4Mo/B68MeFwuwxroRm6RTOAfgkC0LYoEHf8E\n+MmEDJ7LAxyCoOShgnSOzjCZNSlNNyek4hUdzKqr0yjd9QSfuwAzrDYuvOUWZj7/MqmVJZQhKetZ\nBKotyGficsB1MBTFzLElbcIkVh08rFQwqEYiuwJJ/ygkwDSdBxwhUPVB7XQ1OhPla/o0IjuhCXHC\nbDYmRbZnRm2Zdu7q65n03nKq24UpwYDjykmunwy7Ha9PZNiCxSSbPBQ1NnOn+yjLqqUY4zokPhVz\nWDgRiR0o2vkTEZ++jX5nkvWiZWazRKKpk4ChgSoKBu2/ejtIt1xTXaZBq5gE+PbTTzA/vYRtcRaq\noqPJ6tePRpeZuPh2NO0/yIaaMg1i4AfgijAb55zXH2s7qe70t6oInJp4SvCzKKtZl2WRodVBLMqi\nsWEk5+SqjZ8LL7iA1z7Yj1eUGHtlAz0XLbTWS8BAlR0vRs75VCRHzAKCUxMaYuJxpnVmYlERNlGk\nNi6Z9Jl34e4yQPMdmj7oDHivzxfUB4Vsyz8WsgM2lIFldTrxAZYRE7m7oYInVLWVb0nuTNSVNwBg\ns0hmXJhZwPqniRzesw0MdFCr04kgSGS4bN8e9HlEt27HPS8FATy+4M8FQWKI1s+9SRDwqaKB8qdm\nQRUkVD3Scdyfua20mKfLtfDmvlOyaBGDSwu5bMZGsctm8zsagqPLRnLayNWJTEZgaOTKn6kmNj83\nl6SqwqB7AZwG5XA2ABfpSKqORekN0PLBqySHuKcpvqNh1PlkpMfEyUw6cFjZTO1AltlCjr9GaiUS\n/CkyIhKTAD1bgw1AowMtF1jp0kZb9HBCnyi9wHqYRNP2fM5+bzlrVBv8JJtNIYXqitZwnSGY6KyD\nm8mlIdQbXS0BAgh9bkxZUzOdEXHZr2fPu2u4H1GjZDxuMvEXny/IaN6CBF3TKyWTw2zUZYzBLAiY\nTX7WRNUp2+WiocSeN5gLOsdQ1exi9/d+lUlEU9KnGoKgT/Kh+QkBT7K7x5lMz87mtVU/UP/uyzyt\nMnDVkWAqjzCptoy69jb6XHABmz//ggWIyjjJM9YFqSSU3vM5XRAYp1JgTzMHn5z8XgO5v7Xc69Pr\n7teXDLsdli4l58G/c2VJMQlWM5Hdup00RPZYkp+by2fPPEtKUR3P/yeOkXfedsrf3VRZqZQBkkXm\nj9CjYu4G2nftSq07jHvKDmoim/Keqs6LxX99ncnMl642RTnfbwkjLr0PezoPYFb9YUorGpRycN3f\neZwb0UYE2xM4t65EcqhbkaJaYwcMYBsd+eHZv9O/UeLxbQBuIpj8a3pp2UmRf8nS+5LLeGt0NfNz\n1xJTV44V8OABh8TMa0FC+ExEcg70Vz17FG3tUz3BzW4EJkZGYGttDTp/Q+EvwiMi2Dn6dh56/VE2\ntDZqPltXW8boz9bD32ecUN/U5LEnigoYOGw4jSUd6N4xGmd5M/3bl5D13GoOHCqka30F77mdUtR+\n/27GFx6mj9O4J5nAUzExSr6ppl3h4eTn5pK7/BmEiqO88HwMTQOvJtJjDPFUo1Wcu77m+4+e5ePC\nI8q17O7daRh/J2NvHseRVa9T/OpjfFJdHVhjCUk03HQfN9xxA70SIwHYurlIySvVE0khQ3FVbVAM\ncoKJp+RotCGMOSiHN2As68tNyeMms1qvA64STDgtVmLdDmYTrHflIumwE5AqZajRAdMEgfGqvekv\n7x+gc8doasu1MWE5T1hv2JtQGfaaSC4Ku7IgBBywoYIfLpsNRJG48waTlhZH9lsvUl1WRl15BWFh\nNvjgFbznXcWOz8uJWfUk+a+YcHhMuBM6gCp3VRan1YZJgKvnz+euOXN4srIy0Oe4BMb7SXKPdV6q\nI7nasZDKGunFJGjfJ+V+hWlam5Pb4+LL2OXyMer1daS3M2GOkpwrrd0H8l1JY9BY95o4mayCI+So\nIMtz09Loeu3NuOWc79M5uaElVERCnmOvwaTK86neHPNycugtEx7ppC0hhUkR7RTjUY40PqC7L9SL\n0OY3dGxuJ9cTfAhPs1iot08xXJgnI2cMvozXR1cx5vv3sDgc1AthDByWwXWff0L0wYOKN5q2ViaE\nhxvCXfZYwpiTEM8S1ct1OMwKblfQYVZdFjBcRRHCTCY8PlGTl+V7e0WQB7Or06lAv/Qw8J2ij/d0\n/VLnwMie5tWEzo2ZU1VJ2dZNdBk/kx9a3DTkr2e004FNEBBTOoHXTGaFtEHIMPN6oBPBdYt3hIVx\nMHMC1vRBWEyBOnc/fPYpMauWEel2sbt9NOEjr8fXaSTq5SYiUp8xljtbqlhWWkQDWuINo1JDd3bq\nQsoNgTi/pySwkRnl1a6rLWP4WyupMbmwI2oOBDliXIXkuZeVNfmAbOzaVaM4qZmDE/DQo3N7JT/q\nZCJ/p3Nyf9vy38yBPZW5V6+7blYfHU4zVv8qkmG3czDhHF78oYLlN51NXESoSuOhJdT8y46VRfK6\nK4BsP9HJqcxzckpKkJGRB0QKAsWiqNnnSoDUgQNxbvhcs79XI53Dag4G+bnvLBbe93g0Z15vj5tS\nIHbUNMYO7sIDGw6D//7E/A5kNtQHIaCuM5uJ8Xrpj2rvdjm5a84cxMnZ9J2/kB8emA0eFx0x3uNX\ni77jvptG+/O+kkYic9fQu6pIOfvzkBzfSV4PIwiQES5AWzpJ7UCQ81DVY3oXIotMJtoRbJSPI9go\nnmmxcOGMGRQkDsKanAYFwVGqcLdx2oKRHM+wNdKZZTIetzcQABFFH+GNtax1O7VlbZwOQ6gswPQw\nKxfecgvZb7yhMTRmJnfmjIED2TRvHkvk6wdgxoFDFIRgnlWjVSK/WM9jKgMX/EjC3DcQbx5LdL9L\nuLRfMvtfeZ7S6kYKnQIjbpvJ99HputIsgirSGoArSxDqYNIrIQQZliBAxdY8Gt9/hQ1hIptipDq8\nif0H0/DjZnJz/oO7uY2FHSQ2/IawKBBjEUUtY69aL9awk4s+cDsYiXElDx+S3rKT4HfiuaO1mndC\nMrADRr2a2dooD9lkQmGaNgdBtAORX9kBe2VBgSE0vPt1k2gUJV3v7KGX0ysxkk3z5rH6aAMcbYCS\nQ1x9cB/5H4axsSqgU09sn8is+CSeratWrk1KSKXL+D9jEgSpX0uWcOdTz1BZdZT2CTE4h4zV7AEj\nFiwiPdrEgVa49W93K58d/XEzjZ++QcrRFt54J5a22bcHIPQGJYSEUEaxAAfzv8D3/GrWPG9BiAyX\nWJFTzqXTRUM5knwuU0b2IjVGmutnPvgaMbJjEDT8rMzL2VHRwviPXiM1zEdUrJSre7Tb+eyubDZE\nChjJH9LIPVZEom/m5YDxZihjzNXei9aKCq4jeEO7JSwM4aoZ7GzzMCz/HdKjBcr37oHWpiAj0Q5k\nWSzkqA7HAqsVT1M9+bm5OMJshi9zTVpvzOmDflaektwvc/ogYi8dRovbS2O9gytH9ealH75nhc6T\neIfDwYvh4fzZ4VDa8pPVRsqfb2HIpRcz7F9P+pPQIxGaG8g7vDfoMJtVWKh4mEVRxKKL5Obn5hJb\ndgTQRlsrgLGCiRhdxDYPqdzCPIxq71lY7SfR2oAUnTQylAGWVFYy8YNXiDrzIqwjpnDlfXPZVdnC\npAEpfLUhl80P3qt8rwwzT0KCmj+NBBGTYTGO5I5YR0wBpBJFJgF25W2k/PF/slEuGVEAs8qK2Btn\no33/gIIn+ucjrk8Cf/noNVxf5Svlo+TfBxhli8CU2hun1caQW26htecFALg2rKWtOgCkU7/k6vG0\nFh9koR9VoD4QZGeE7FgZQ8DBs0MQGDwxuICDzBycnBjB3DFnAb+9yN9vRn6nodzfYg6svO7OPKcD\nMy/q9Ku1448u8hn0c+HEevmlHSuRKSmwR5uEkQsMFMWglCGACZ99xrvN9eQRQM10AGptNnA6gxy4\nNsFkWFJp1r59tO74GtMQLcDS1iEF9u/TXMsEFkVE0LG5OahNT1ZWMv7j1+m9fC0fDJ3ILZvfINlv\nWBnJsd5No/156q5dWNocXNrUGFSXtMbroRqJwVmGGstVFe5Hm8IFxilMAKsEASvB5+9bwEXR7RmF\nD4+jDZPoJTUlheqtW/F2i9Wgm9Ti0JUykcuKVVp8LFweqzhW83Nz8fz7AZJqK7ACH3bpSuI//6ZZ\nR00/fUXMhtd5/B0rZU1NWAWBuMgoYurc1I68Hu9RJ3s+W8GKokLuwiC3mACCDLT6WkWXHjyenU3+\ngAHc9fSzlJQ3EJ/Yjrah46n+5j9B63xVVSlDOvUOYtmdltiJ8Sq0SkSIaG+E26nAj8+7fDhjx4/m\n2S0l7NhZTe9L0vj2xwotBFU29FQROAHBH5mTYczBsGT5PlkObP4C6+rHWK9jxRWuvIaU199gdXWp\ndHGXtN7aoqIJN7djQ0I73GeeQ3ZjBQsLCjR6spETx0qws38+Uo44SO+pkcjvRH5uLrX/foKdeKnD\nTH7Y3Yh+ALScJxwcyRUMI7lmvyNALmsjr6nnn1hOTXkZV9XVkJycTFK3zmTOnElbj4F8W9yojKl+\nn8sDIprrWKJLOn6tvoYxvdPJPu8czA4Hbls4e3sMZ8igS6lpkdZBht1OyvlDePSLI1w5IIUvDjUo\nz8ts3GOGd2dZfgkZ9j7KWMS+sJgV8pwVQHa59N+msDPw6vor99mo5ND2F54m+q21fKRCNGQfOYIp\nay7t+mUEGaeyER1UGxqBxAGDcZ6bwVV9k7iwSywAH++rVa2748sf0sg91sHZZ8hlQGi4slmHQ6+s\nqDDc0EpsNqL6ZdDY5KKl7yBGDu/B6sk3wPYtQfd/HRnDFbdnYX/9XTqVFkjeU5cLig+QPW8e7vOv\nYFJJIetqy5Rn56al0X3SHZRjTJJ1opKfm8vHTzxFSlUj9ZEReC6/FroMQBRFwlzBm2cmsKpLN/4u\nxBDncyNERZAw+gZS4sL5atUKIt1OWsOsJI2YSFJUGEsevpf1Osiymp3XJ0KYSTJyZU9+Xk4O7T0u\nw/IMz4k+InVt0m+A8rjujo8nIiIOSg8r98hlf0JtgFaXk6M/bSbmvVfYEw51PjPvDxmE6923mdfa\nqDGi1blZpQRgMXnAP0uKSHxgFDaThS2dumAbPxNn3lusKNKWSUisKOGnlUsYulxl5Pr/7X7xpVz2\n57HMGnYV7N0aNA//7tmPiikPE2Mzc9agznxXIkG5Ur7+DyloiUPkdqnHc4EKNq9WH2TFZQPQC21B\ndUSR7DfeIH/AAEMlU/3anKyCejqK+9uW/2YO7Om5/32LwmVxis+Hmv9f2rGSOXMmk7bv0xgNhTYb\nPUP8TrhH2j31xtoYs1nZT+Vc2GrA43YZM9I7nYz8cj3mO7TFZ86dNI3p+w4GFH/8kLyICCx7jBkR\nbC4nZkGq6tBv7GW89vAjJJYdxCjhVIbBGqFpjPbniKoqnia4LmkekvFQiZbsRz4nRiA5edUSCqHm\nsFjoEeKzlOSuiKNvJuGFxdIclZRASQnlCfv4odOZjDFbONvrUZwK26Pj8Q27Vnk+qKzYbknB3rNt\nG7vWrmVIVVUgd/nAbtZMmsSeu+5ienY2+bm5dHx1CaurS8nbbwD/ri+nNSyCRWWSk9qoHm6oMoqz\nEhLpfJOEtMqw2+l20VDu33CQkeensvlIA5a814PGIg9oV1dOSbsErmvfHoctlh690yg790rN+dl2\nDON/V95ntD2bw8urTNS2tXC0xU2KaOXDtyQ4tOnyNOX+AAGUDmaMCpas+n4ZlqzPWz3y+vOsNGDF\nHf/S86xvCKAo8oDUqioekjmUD8KswiMkTrqRYe98TqTbSb2zjeuiLFhKi6FVa/FFIK27GUhr0oZU\ncspDoKSVkcjvxKZ583hb7YCfN4/Gq2+DTgMC5ZEINsj0ecX5ubn8+NhSItwuLC6B79vfxbCrRpJh\nt9OUdj47yptpdHoYeWYiF3eTDLXPD9UppF0C2n1Ofu9CZZknR0Yx9803AXB5fWx6fjuizhi3mAXc\nvmBSMJBhydp+5eXkBAxcv8i6Grc/js8XPJ6CIOBRQV5lVmnX+jWsMkhTnPLWi5xxToZyryx9zjqL\nTQUNgAFjNXJwUQtvFwkuaRVK/pBG7rEOTgWubGA4ioDZJGiMynbJydxfX68hZioCbD4fTdvzoftA\nLCaJCj5sxESymypZWFCgHJpzOnelengWU+bO4quP81hTqDUsFxYUcF3sDnaOvp0puz7C09JKrWjh\njv+7h12xfWFH1SnDleUXfVJBgWJ0/bj/R1yZE/Bd+S9cITbPuJSO7Bn9IJYIC+ekRNPw01fUPvEv\nhQ0YYOa6CoRbs4lK7QpHgiklZCVFBMLMJgUSBFBTXk49Ur2zt1XPvApMQ3uIQHDtM8Wrd9ZZ7Drq\nhdLDmvwOCD6Qld9ua6Xzi09ovJDXHviJN/1eKXV+byVSbpK+vMTzwIXACJdDGtdDe/hx8X2QmGTo\n5b/lyCEKt3wBtrOC2iOK0Jo5nqtLDtGvuU453EuTknBeNg6QNgCTEHDMRHs9dEaCTMnwullAIgGF\nJRc4qGqzmkBFr7joGS9PNJLyW4z8/RbkdxrI/U3nwP5ex/R/RQKR3F82lPtLO1YG2e08OPp2huW/\nQ6cwH6nJsUTW1OAxIGsBySDTSx5g9XiUWrXyfn4bcC+hywWFu50aiCPAuZcN443r5zDr+/epqjrK\nGV0TyJw5k7ycHDwhjFyH1aqUMDz38uGsa+2G6bvXmPb28zynQvz8tVsayX4YrBGaxmh/bvH/q69L\nqi7ZkqK6X80NURcWzhRE1vrbYEdLtpUHLLJY8ZhM/OB/Th8Jr6ivIu7Zv7FOR/w4o7aMxQ1V9PB6\ntDVAvS7qVH+HcqxOWLmSM+rrNWdbLnC2y8VXjz8OQPXWrUyuLuUBpLPxVV37OlaXUhMWWHdxSKRb\napHH4/+s4YyzWfG5fTTFd+SSOfdiTr9YuU9fcka/zmU94cO2ZmiTjLvJCRGcO2kqZfTS3Ou89Fr+\n2lqtgSzPTUvD2bsvxf/+Ox+UFCnft0a+oQCmHSrgx/NS6DbuKgClHq7aqBAEpBJC+EmVNDm2Mruy\nFspqDVEqJsKjdXsYOoMqSsj+7jsaZyxEzr4e3D+F77Jvge+1zMDRSLpWCtp3bgzS/K4DbgWeUX02\no0MnxvrfL6N1MvrTN2HygJDlkWTmaDnCK+vQL6q+676/3U+E1ewvCRVcbzc/N5ePnnwKR2MrTaYw\ndt+apZn/UGmNsrhU95qV9mjPwDCTgNsrBrUfwLnza15/9QGoaWLhy+3JzMpS9gKj1MIkwbiEkEnQ\npnUKSBHpfi5jvc/mdBoSlanHWs9Yrc8Rz8/N5dMnnsLV3EYDFnbcOYv0CdeEGClJ/pBG7rEOzq2f\n5BKzagmIHmUByMq8KErQU3WIPrFjR0bs3csMJLiO8kK1tjL1zSX8NOp2prCLmgAAIABJREFUzOdm\nIADx/Qcz5PyOjPz7YiwOB+boSAbPmEGYqztAyJpZ4S4n5vRBXDxlHAdqWqmtaCHDfjY7tkiG2KlG\ncvNychilquOVB3jcTsI3vsiaa7fR7pLLmXTwsMbrPTctjX5/nsLXR8HlFTGbBJrff4VVKgMXYEVl\nCX9+72VMiUmGRq6spPhEkTCzoMnJLSsuZgCBA1eWFgJ5P+o80R9D9M9jC6e5ZxrTDvxIqurFkw8i\nPcT8r93SsCIGeSHP9hu4RhHbZYJAhGo95CLV7ZUPU+X7PW7GVpYbbuwrXU5u/s/LMOEfmus+MVBr\nLk7QMnDfZTIht9IkBHJ+83NzaXE7FciU3Fc5H1nvnZc9nmoCFfmZxYKA2WLVQKVlCWWoqpfiySqo\nf5Sc3N+rQSbvgxMfXUJrQwt9uyf+YjmwP3fuT5dl+nVFYT8+xedDzf8v7VjJ35BL+/y3iXS7cERE\nMWTmTPZs28Y3e/Zwv9sdxBDdcfBgprz7vmK45QGPCgIfuFzcglZRb+HY5YLaLDZDdtrocy5h3IwJ\nPLG5iLk3BOqf5mz9ifub6zSOyYKwMFxH6zmU/wXQE4tf+0u/8VZ2pJ7BsA9f86OpbMycP4dtz68O\niaYRDfZneafX1yWVFUWjigWZwBqLldqbHqQWmLbnI47WNdMpJZZDsd3Jbi2iuqwMy5FC7nW0saG2\nlk4EiIHUDuI9deWG9d9zgbN1Bi5ItetHb3wTFkyX2nmMiLyFQKUCzdns8zFr2TKOJiQo1xdAUKTe\nArjdgXOvQTVeaskETGnn0O+WGWxauZJIt4viN1/ANtINl9wESPtVy/Z8Plr7Ho6mVixmN3clJyuE\nQUZ6wvO1Zcxe9xymyQ9rrkf3y6DfBR254tFlDIwPQ4wIJ3PmTA4+/CRPlhSF/L7nqku5a91zXOM3\nciFAGKSuk2vy180xiqgFDMHAdXeIUjFtOofRiULsRSB57E1k15Vr9oHm+EQaG+pYrWNFugd43mpj\ntcup6InbTGZM4eHYrDbycnJoragw/G2Z7FVNkqU1vLSsy0bG8r+PHNGUhBLFQDkd2SheqXrmnoUV\npN4wUdnn5HGR4drq9feT1UZCej/lWUHdTv+k5efm8unTz2Ata+DDhHZ4Lr8OLu+ufNbzraU8W+PX\n6fdLTq/6du2M0ywKC6n8fjPJ5w82MHKFILiyxek8JtmWT0XOJcu+vXsRLckhyzXJOeLy2K1Sjd29\nD1eQHxdBeGJiiF/9gxq5SRdcwKxNm3hW5VnKslgIb9+ebQseZKPsETugzSEURRGzyaSZ2MysLFZt\n30fX2rKgDXhNdRnD8t9B7H+JP8QukmG3s6wmlYpWN32To+jTrwN8WoAItFmOk3Pin2z51wMkWaem\nWsg1UuVDNLDARdi7i9lNTfx03jCG7ttCVE05sWEmYmJiFEiay+vDYhJCGuc2l4uE66fxl+oyHtd5\nGWUlRVTBlWWJJOA1VosTY8a97RgxAJuIiIul+1cbmORyBnn1MoHF0fEMi0mgazsz5cVl9AwPx1pS\nil7UxBpBdY9FkYcEk0SGoGqf0aFytyjyjPzmovWaNe3dgXf3FqC/AvmVYDEitg9Ws66pTvNdT1ZW\nMurzt2DKQARBwGSCyu/y2PT6Uq72efmCYEVkkclMrs+ruYZ/TIwg943xHbC2tWmMXLnNxbt2sXD8\n+CAiKfWe91uO/J2WU5MMu51vIs7io321rJvR//gP/H+S0zburyv/rZxceW+Z8/SzHC6uo2tqHFee\nIrtyfm4um+fPY6P/TAeYOvsQsYLAnW4364AbADcCYqcuXHzT9dS88Qbj3U6FaNAN9BZF8oBGJNJB\nWeRd0qj8z31paTRnjlMisLLICqrZpB27DLudB6+9l7rctVxeW0Ka08FziOB2Q+E+Zj/xL7xXZBE2\nJlCdNu68wZSl9lciYOcPP5vtK57GSMwOBxmzZwftz0fDwhRjX22s+wGlIfNND3ToptRgH541gVd/\nrODmYd15PK+IuePOYuH48Ty6d6+mbqjMA6FGFoWCaBrVQ5XFU1/FwvHjsTidHAgV/bZY8IBi6AZF\nENvauKqiQrkuR7Jlg1g2NLogocmmIM33PUgklh0JRL92mczUdDmL2icfYqPs/C+AW4uLyE9PIsNu\n54eNn9LtjSWsrAkEEKZ26MD0s8+h3mEivKoAGrVM0gAWhzMIoikIAv0vG05OfWdm39yPcH/ZmVf+\n/u/AcyHGLkzlFJBhoGqjVRD8sGQDGLMEbxaD6pX2ut6YFbfP6LFMe/V1nvND80MZQ3onuE8U6Xbx\nZfTolUD2ihXsKqih3tlG5+gwrI1N4NO6GjKBJzt2IbtnV8wOB2XNzSQdKWVtYy20HoaSw0wI4Whv\nC7Ph3b2F4pfeI9fsI7LZxzcp95A58k9Kn+VSQSZBOC5aTcCfz4yoRDr1RvHi4kKyv/uOIY88wu3L\nnqHoh23Q2qQwrGvSxVxO7vzkffJzM5VIsRJ9J2BEPyH/xkHIOnKE/HOTlRSFtao1B5LTa2q/fjxh\ntfG2QWrhxA9fwTdgsCb6Ko+FxvbwIxJGEbz/ZUVE0GX8n1VGq/Z7lBJVulJUPhF/+SJjh8KiokKy\nV6zgCj97tJH8IY3c6q1budHj0WzSN3k8PPXZZ7yuY15UQzOdu7fQ7qu3WfOSBZOfMSzDD39qfPUR\nUNXSkzfuuMJdtDzzV/aYb0VsL3lpZUiXxyctfHmzEK64jknlxUGR04iREtGPiJTsLT8vG9unSjwl\n10gF441/aWkRg8UtdGuqZZ2jWeL4376dOx64D++oObjSB2ExCzhCeO5cNhtdBl1Ku+Rorlz0FBan\ng/Q0bfRHjuR6xUBeVqTFQh7SIaJ+WaIJrtuaC6QTzOI4WfSx7IsveMM/n7JB/CBwJDYWR1o6jRlj\naGjzcP4XK1nT2gj7Gg0hInZghi2czgalATKBf3dKIztMZGFBgbJxh3qxGvxGbpDXrLmRSe8tJ/9P\nPYk9V8pbQBTZ+sknxFccMfwu2esoCFKSfttHr2kUljeRSlBEAq7wcCrOvoSYHZtBtzHLRA36yG9p\nUwNTXE5lDjRtPnoUPv/cgEgqsBbV7LftvC7O6pZwzMjf/0oU93iM0ieSR/JblfzcXL6fv4CkshJm\nP/TLlYv52XP/Ox7T/wVRcnJP8Sw61vxn2O2kXjCEmev3cveVveif2u6UfiMvJ4dHVQYuQKeqKsU5\nHci5FZnRpRvVW7cqSlUmktM1ByldJRcJ/aJOe4lGe149iFRTtsIWye0PPcx3NalB+XFyZMPsh+ap\nxZw+CGf6IJJemM9zO77RfLa0tIhh+e8QZp4CBEqeqEUUxWOiadT7c+9IiItvx7CBA/l+1RoerKum\nmkA9XBeBqJIe8XN3l660DpuC2f+3YggQeC2N6oZ2QHumLPBfN6ptvwuIN+hHHpBSXcajZQXK37Ms\nFk0AY25aGhdOmMCutWtpraoKaUhHh4WB/zk5km0U+c0DHgYG+f+ORYuymiYIJOz5mmVlWnTbMxXF\nii753dpVrNEZG2uqqri3T19Krl1A8isPQP6moDa6bbYgh55sDPjQOvvUelkog1K9PuScXDRGq6CJ\nFmrzU6WAi0+XG9lnyDB+Kmtm7Eev0dUmEhEjseJ2HDiE+WJHpn77LrS2gcnNXZWVmnI3s1K6MHrm\nTDaqh87fngy7nQy7nWH3PMPZ7y1nXVkZDxAoLaTOy3VbLEre6sLx43lUl45wh8PBrIgInm1rU67N\nTUujpUe69N0qHTz7/vuxmE1k2O1+xJyI19+m46HVZAi47CA4llGcYbcT2y+Dx1a8TtYrT5KjqoWt\nlmWlRapIseCHDYshI8s5lSXK/aF+PzU6mtbkzlB8KOizcJcLn88ArmwKjuRmZmXx2t6DTCwvDnDj\nhIdz4Z13kjz4cg7Wtiq1hGXpm55O0b6aoAgvSM4BOZJ7qulvf0gj1+IvRRPE+qfLGZAN1bKtW7ln\n6FD6HCnVRNRkBd+cPoimrmfB/u+U52TvH85WLHu3svneHTRfeROMfEzBz3t8kodC3ixizh3MjtFO\nRmx5hzOiBPa3iMxecC8bzb2hoEFJtJaXVck3edhWL2H5/5Wy2uUiymYjplevE1Y6M7OyeP7rr8ER\nmp0xqrqYdSqITh4QV11F15f+SVP3s6m6YTLtr76ROytLWVZWpIzZoTArnoY6Cr/+nD/fMIZ3PD0o\n/uZL+hz5lPylS8nLySEzKwuR5KCc3Mhu3cjdvj0IlgxQh8AsROXF10d21aKfT/meeel9cdy9DFdd\nK8Liu/m3SvExKo+0vnNXzMNHs/XNF6H5aNAYhSckM2TeHLJXrGDfoUJMpUVYdGWl5DUxz19nVyDY\nqbCuViryftVTkpHrA75ds4peoUpU+SP8Zn8kV46o5wHbgDNRwecdDqYe2UNbcgp5RYWBHGwkb7S+\nz4sFgXdUXr0HgQMEQ/GOl58rs99iMzP35n6G9/wvyf8yo3R+bi5vzp7NeVVV0lrxO73umjMHliz5\nVft32sT9dUWJ5P6Xvl+OGPhOEbUExgpmqHPP6nRiMQWI+fIIRBPjkHg3MoEPCBiCk5ByBNXnlTs+\nkYax93DhFXbEl3di1mlxchRGz/Whlgi38f4f6XYqkWFBgIYfvyLmw1eJdLtoDbOyNWnOCaJpRERR\nMrL7DBhAw9wefL5kEWdUFTLZ4+JBJCNpBFLubQ1StDoFKGoXw2XZC9jc0k3XLy1pj1HdUH3er/yZ\nPlK8BwnWbBQhXwT8R195wONhRGQM1uQ0TUpF/oABPHznPTirtcalLL7wcPAbPTLsPFTkt4Oq/Yt1\nnz3n9TCmzhgOKyvkRqSeABanA68I6TdN5ZaDh1lZFUCW3ZyQyuA/T+FL3WanNk7Vyyty5PXMqS1j\nSUmRoV4zNTGVYVOmab5INlp3fbmRmFVPs/FVE42ChcRrbkJMPteQXTkoMidAwvlDiDgng2v6pyhO\nqcL6NqL6XcIl111NVYuLWwd1Jj83l788m8PB4jriEtoRNfJ66RxZ9YPyfT60/Wqf/7ZihLqBpUi6\njhpeP7W0SKngYQRNzgSe79aNa23tifS4aDFbmTZ/Drv/uTiodOXCIwU6+LE/kmsSNO+XrPsW2mxE\n1tSQn5uL0PMCTc7s8YxiQRCIPe8SWmwWZuatx7HzR2hqCrpfbdjJEVWz6fiG4LF+3xffwdDIrWlr\noeWft2N1OVm4Kk5x2pvQ5+RKOs7nt9ey9I0XEdra6Nk5nsn+9+/DvTUKgVkQwZSSkxu4LqfgyfnA\np8rP8Ic0ckMN1lGVVyIPqQ7eYoCmJh7YsSMIjqywj/3pfuozxjKrsYJnK0qM8z6cDqZ98CL5uVcg\n0hGLWcDjFRU4yJbcXOofW0Kn1jZcVhtpk7PYJfYkw96PTz+VDih5M5FzLxuWLaB7Qy1W/HCZ1lY8\n27fzclYW5OQEKZ16J3uG3c6e2bOZsWQpKSEKmIfroKpKPqfbQe7+7zj88HYcXXoQb7+K67/9koj9\nByR2aLcLDu7h9uUL2ZYcTdvOSvq+uYhHVU6Cu3bvpqXfCHa9cJBIj4vtZi/XzJ3L1fPns+aGGxUI\nsNzsFGB/dAyNXTszsawUqyhS7XAz0KklqZBFnwMii8dmU5iyI3VQa/mAvTIimu590qnwmLl4+nSS\nzh/C+4k9mbr2cY0Hdk7nrthGTFC8jM9uKaHpp6/4YfkjTC0pZo2/9fqDUl1PUC1mhyOgKIrSYWh0\nQGXZbDgvlYinWnfk8+4L71N3eI8yRykQDJ+vKWNYUhJrgef81yZjDD8zo4VTi2gJR/RtVpocQlE7\nkejl/0JO7n+zluyvLXk5OZrIlyxPVlb+7P797JzcU37ytPwSIqfFnSpc+XjzLxNBGn39idbiNjr3\nQ0W4nFYbHlvg/MgF5OI/SUhldGTG4ckE9s4ioCC+Ixef1Z0tNW6GzryFElNvfD7RD0uWVqp39xba\n57/NG2+YcTf72MVtiCE4hx06Akh5XzaXH2bVpBvw9rRT3tiODi8/wSqVUfTXBQ9y6aMLGfLIIwz7\n2yLOizMTFh2pqWGuYSImUOrDFh3Lc2XS2SiXy5PPCZl3wgOIKZ3pmzkMPjqIWmRIp7ztG9UN1ef9\nyszEevivaDbTwes1PKcEiw08wXDVx5LTqLj1CU1KRYbdTtwNd9P6xhKmlpcqZzPA1KQkxMhIpje3\nsNqvE1yPpP+dp5sPeS3o268WYxM2oJB7rKEVdlEUSc+8nLyb6xn23qtEup307Z7I7m7DmDV0OJu2\naDlDBEFQ6tiq80eTBw4hPjmKkStWck6Mmeq2FrIAhzcMc3QEBQNGc8FwFcIIQBRp2/E1hz58ho3F\nhcpnt5UV0zz2Dkz2HqrfNYYxBwipdMzECP4aw6ISKc6w22mzRbL1SDtG9U+htjXYoaNnDlbrbEeA\nszDQdRytkm4OVOrOY1mSUlOJmfUYYWYBp8dHxhU9WPu3hYb3yjqOyT/WsgNH3meuefDvdCg8zEqX\nU0LKbd9O9rx5tJ89H7HzAEDqg5HT6Z4u3RjmdzrJY5o4YDDDJlzN5r9Mh88/D2qP2rAzCRKnTZhZ\nOK4hmJmVxdQd+zQ6rOz0qtxeyYzyIs0eMjUpidT6GlYe3itd2Btw2psSztFEcuUZSrv4Mpy9LqSy\nycXc8QHcRIC0S7su9uzejY8k/34haL5Pzn8+kbELJX9II9dosKYmJRHtcikb8CokCIQsoWqNFnz/\nPd6uW6R6tV3aMey1F0gs2QOtzcGJ/i6nRPhwzd+wmCSKb5Mg4N6zhfynVvCuKqJ492NVtP1pFtBP\ngTHJYXtRFHn34YdJaKjFBSSjfcnvP3qUNx9++ISUzunZ2TyR0IPPlixialWhUvwd4M5OXXCVlYAo\n9Vlm2tXAVt0uOLyXOx2tuGLbaZ4HWF5eLJElHCkPyisdV1lJw2cvs9YbUDWy581jyCOP0GINJ8/Z\nGpQIP7WlkcF33ce4a0fj8PgYM28Fpe89yf1ydMkvk9rF03/qNMateo70xgAr8Y7oeCZNn8GXSCRi\nRw0YpDOBv3fpw8hVr/LpgTrO7BVPTaubjgMz+XrHT4zY9DbRXg9em5WuI6+hw8AhyrMCkHbxpWSM\nGME/lr/KsE1vk+hpwHPkMPhZJjOR1o+RqDcvEXBZrYaHu+vMM4nql0HdljzSPlhOTnUZM1RztED3\nvTKkJ7y6WjFwQYKE6xn17MBXgsAGUdSMaXB1XOM2/5HlRCA1v1eDzOJ0nlI9zv+mKBDP3+ug/o+I\nVzmj/js7gBzB1cOhTwY5kZmVxX0FBRrkTmlSEneZTBrIZFZKZ7pe+2fqtuRyC7ASaW+UYbQjkIyx\nxUiOcNCiiIaFR/OX99/HvuoHzhzclY1flyiw5J8+/xTbk/+kd1WR5qy89+EF/vP+nKC+h42YwKSy\nItbVlmnPXkczbPqSSbsPUBMbw9sq5RTgsUKJAGfum2+yoCiJ68ecSa/EQAG+UA65KetfVAwJ+Wyo\nJpgoCmBWXTUfLF+M7d0PiKmT6s++27UrrZdPRhzWXYElynPxj78toqupiT8VldGzayrlh4vA1aqM\n4U7gB7T6zLVmMx5vIKouqv5tMZkxktawYGV/9cKFdHhmCWvcAUKiA5YwvJ1S6eRwsKawULm+3xKG\nr1MqtSVl/OTVGl7yWtiABFE3ksb4jtyJUwNZvrVjF67yK+QXTZvBlN37NfmRc9PSGDRtBtvqJcW+\nff8hHEk+j1aTwNxp5/HF6h8M65Iq0UX05W4EzrjkMvLCzmTGNWeQFCXpOks3F9M9PpyyHyuDImci\nEPnleharDFyAp8uLGfXFeoS/Tgrcj5r9VktIJYpSRNiktXKBYKIq+ZrR9cD9gb/V9ZIjkObDSIcx\nOxzk5eRwh8NhmCN69cyZfCZIe4vcTr1DSRYN/FiUIqfyMxl2O68/voyVLm0y3cKCAma+vo6ouwdI\nKA0h8B7MWvI0TQ3NNJnDGHXHLOW6wpbsHy8jW+XOTl34k8qwMwkodWyN7p+V0pnR/vsz7HYWXzeH\nqd+/h7Oxha6p7RWn12ZbIbtb3Vz/5Vv0jJD6bK2pIUcH9Zad9h3nLZNgzGj1Ppl1WT+XmrrKQbnd\nwfMsl3GS2ZX1Y9doCuOaObeSYbezbds2w3mDP6iRq85Fifa46JOWgLWmhjXbt5OHVHdLHxtU1xpV\nIrwAR48yaf0idnIvpq4xgIhDMB1TGRTxszT7D+64TW8F5Qo9UVyIPe8t8nO7U/zwk6Q0tbIlIZrI\nkdfjqGyhbd8+BCQjRe9NfAiYWFTEiUr3jMtwCr35afcWpuz+CHdTK+3iokkZexN775/DdLeDFAKk\nEEbwnWVlRdzYHGv4/RaHk0gdBET+HrWBC4EXyBefzPLygqDyNWtEkTkvrGHctaMRkKDi116xlEV/\n/RvXNVYSAUR068ahQTdw9XldOYCgOTAnyy+aHyJWnzGWbHetsinkAf80W7Ae2cHLQ8+jOaEjqXf9\nhcQBQ2j4cTN9vvuEda1+QghnK3M++g/V8T1huOThlOHkogiR52RQ7xU5+5Mc2qlq0oIxLPrmhFSu\nnzlTdYiLDJgynWl7D/JcdamiSM3u1JVr589n8Zf5JL3+KM/529MZifExD23usjq6q/eTutERGyCR\neFnNZh7SsRbejqRwnOX1akoZXavacH+Oivt7j+LCiUFqfq/pox6bjfoQn9U0H4sa5vhyqnP/R3eq\n/FakbGseMa+vY+2bFsxRESGjqaHkePPvVTl61XIyyIkMu502l5dh/3qSSLeTsHZRTJ8/B4A7n3qG\nyqqj9Ogcj3jJGEQRyj/4gDuQ9IFKAo7DT5BIp0K9xjF1gYJsJkFQoMjOnV+z69MVXFp2JCjytKio\nkBF5bwFZQd/Xvv9gvq1pY1j+O8RV7GO9jpBoXW0ZExzBkEaQ9I383FxiVj3OK29YCIsOzE0oh5zV\n5aTF2RrEG3Ebwef+jbXVLF31NEM97gCJ1P7d+A7O59m8dTTap4KfHCvDbuehkg48Mqkf41/YzgM3\n92PUfTlMUuVAliE5FdQy2+VisdnCdK+HFF0brjabmBqbwJqjtcq1uWlp1GeMQW3+5ufm8u3Spbzu\nR6Yp6U0eNxMaG3lSxd2hvj7U6yYVLbGlmnxrCQG4uiwT4hKxIlJhtTE+rj1NpjAiPC6i/cy+ABcM\nv4Jl42Yz/af38TS30TE5lsyZM+k39HKeem03EIBuKtH/vd/wytsLcNc2s3CdFjYqw4a1RoKcq6sl\n9AlEYIPrjIoiRISq8uF2BcGSfQQb1/LvojNaFWZiRE0prYyMi3myYCdeUbour1cZdl98wxTiLxum\n3F+fMZZJtWWsqy2jDSghmBX4fqCsuZlUjJFqnm7dJGjtZwX+fFb/GF9+LZMqSoJ4cTKVSKugOKzU\nhr0txJhZnc4gcq4Mux3zWRfx3p4afK1uzhvcVblfUOmnasNu9vJnKa9swBQVwdk3TQ3i+JCNbvn6\n3BUr2F1QQ1KHGCz2CZr7o8+9hIsnXs3OihbmqiLzZgGi+11C78uHM8ffpsevugojMTscFH/7JWWv\nPk9ySxutFis1Y2+CK3pI0GKfzsGBjmBKNXbnnN2XPdur/ORcqvsFNJFceewsfS7inV3VuFrc9L80\nzbB9avlDGrkBEf2JzSJWf96LHGXTq2yyUVIP6PkK1zXVMfjdpxCsFjZWFCtRTyOR4CgoZXNMAkT6\ncy713qjWiiNsmjfv/7F33vFR1Pn/f87W9JAGJLSIoIiKgIgYIaLIAnZEUVF6iaKH/QDbeXeW6CmC\nChKKFCtNsJwl6CkBgoqCdCmSRhLSe9nN7s7vj9mZnZmdAfX8/u6r33vf4x6R2dnZmc/MfD7v17u8\nXmyQF/E8uOtEERHWMLq63RxDarQ3MqdJxM9wFAL7WnsP4rKpN7GruJ5RZydS0eRhW/vOOIuPaXS7\nzB4aj4nL2eZ04jZwCU4VCLC2SyS51LjMxBYorRYCIaQ0l4tldZ15fHh3urSTwMRNb+xlx/InWVFf\npfnuqoZqHnp9Gf6M5yUHpPcghow8k1F/nUcHXz31Px1joM/L0z4veFqhoZ6Zf3+E2of/Tusna1ir\nA+sLThRy86drYLYU4VSiUojYLAJxuRtZUFyoyPWomY0XxycxNiGR6LBIWhwOfjz/atJcLvaWSk+f\nKELfy6/kzbGlDNu8nhSbD4/DyXl3TAag6/oFdGsOOjxepOf2M7SSQHJQ4klCJQ86EPo8LwZus9sl\nJk+dxVksPKWKqt9nsWh3MCtXNt78h7M/MqN0ekYGr27bFiK18gjm5Xn/06ZMc/9Fu/8xy83Oxrbs\neb44GSyj/K370IPEVtrtv5SMZMCVw6k/2ZF64MJO0aS5JM3RxH6DWbC9kNk39OLl7UXk/30mvQPH\n6IDUb/sAweC2HwjtXpPMo5rsrBaZiEkkZut7vFCQz30m31OrFKgd/bKocLjwOuqnZXLGkrsMWXeN\n1leQHH2jkmQwD8i5HU48hGqktzfYNxvo5W3jKXQVXn4fHDzAtMqXyB3UWXkOFAZfJKff2nsQe4p+\nZMSO90myiDQ3NSltSrKlA08mdKKptoLlHm364YOWRoa1T2HS2edQVVGv9OD+qzBJs19OVpZyP/UW\n5jUuWpdlh2ai5QY5CdxosRDv99MeiZFb/myHzU5nr4e1JVL5dg6wWtYKrq+FgmPMyc+n6cm/E3be\nJQydeCPHqpq5LwAqmjw+JTsq+2sy8Ou96VVek/2Pw8H7KAhdQ3qgCfy3iIjfH5ohk8tGLbr9j+/4\nihYTv6vF5jAsS9aDFuTfNTi+TCSkBb/ycaD42xwqV7ygeV5nLikjL9wGfcZK49F7EPuBSQc+4cSR\nw7SrqzBM9GQQfMb1nC1zUlKU3/b4RRyBiEhUn0vZ39DGLXs+Ik708lMz3Pe3B5XnVwHqOiImjwn5\napszTApCENqHWvn9Vpo/eZc1iy1K8KnDhYNDtGTTXC46XjiEzK9JAP85AAAgAElEQVTy6Z4Qztmd\ntMR7lgColI8vt86NXL6b0Rd3oqjOHbK/2ydi04l2y5JA6ntjNkeUNDYSsfBZ3ispUrZlrDxJbr9k\nLB0vMNHVDZaxh2xXEUypzzPIZB3c3xoA9foxNbP/kyA3pBflOBpKcRuhTInpwEqkTJmRxdaU8Vpg\ncpbLbkJkbdp34sYZM9hRKkkRtfmkB6rFbjfUqLq+rpLMugoN+E04WUSJIwwXErmQ2T32xxtxERrb\nsdyvcL78AjHVJ/nMZqEpMZmD9z9MXauXptYmRWxdBvpmv2nr1IUJ9hpNFOyu5C70vWMSBwtLebSw\nQaP59b3JcXxhYdSdcRZ5h77DyHv1OgNN+gTL1/RN68Ip2NhsgWy6elJYVJ1C3DuP0/nIjyFR9kVV\nFUza8CbWmnL9oQBwqvqWZakoUZSy9fa2YF8TBBfDb8OjGPL4M8T1HUyD20ubT+TogYrAXsGshSiK\nxFwwmMJuA7ioRxwWQaBnchQ5c2ewoqJEwwbtQnLCliEtrmVIC7DsMngJfa6NHBcAv90esi0bWKoD\nvvp+zH8Ha/wRenKNGEv1jNK/V8Cf5nLxaY8ejDh0SBMVHwl8FmVWuPfz7Nfe+/9pwqP/2uktJyuL\nxSdPaNYpW17ez26ZgZ/Rk+uX77P2Tv9SMhL5efEd/JqyNz7ghYVWvE4n3W+ZgMXZC5BAhcPt0RAj\n5QB1aAn4phFajfMIUB+XrPxbQFAIVMK9HnKAUoxNlhBU+yfymDoO7eJETALVDVWG3/V2SGFaY7Sm\nn+6hrt1wgCbgBsFMt1lAruPocVQvXUwyWjOCgmoH8l1CA6bLyos164OSCQtkHX0Hv+aCH75QqqOM\n1A0AhHbtCYuMhTxt6WQOEFFRirNdLM12B0MCwcSYZbOJaPOQ+UkC6RkZp9TvbDXh7pBlhyBUeeB1\nQdDwXsifPeZt46nG4BqZDRLAVVlmXh4PrViOf/RfAv2poY49QPWu7cR88BbRvjZWVReaKn9Ybn9K\n6VnX9DQKsnyNntAnwPiLFiSc+HYL/qzneKS5PuS5viu5Cy1Dx4TIyBhnkIOyOeh8MlGU+uvV++/I\nzUUUoxBFkYr33+JN3fO6qLSIye+9CTPGKtusvQdx8cTRHNhZCs/cBrWhvlliVBRppwk6CxAC7Ky9\nB9HzhqvokRDBvm+LSXMFu7KVbCRoSOQ63zSemUWFLDoZBH2zU1M567aJ5Af6kNW/cSjnS2LemMea\nMm1gsOfcJxGFHiH3TAkOiYTcA4sg4PMTEmiwCoJhRtUiCHi8fkVjW/0b+v3TMzK469AxXtNdlwNY\nqAK4EGRxPvOJhVJ2XC85JINW3bXt378PUUwy0MmVQLFPB35tFoHKXdtwf7qGt5ZasEWG43r0Uczs\nDw1yzQgpjEqc1JTiXiABqeRT7cxVW214bXZwB2nH5UUoXBd9nIk04Y8SLEQ5w/GHOagbNII0lwvP\nnxcTuX0jkR4P69+Nobpbb14p2M86XaSxH5LUzCrQLDheT6sCpNdivNC6daWmYEwKkpudzfHnH+Oy\n6kqNnM0tjz2AKMIVjfVKiaI8kes1ZwHuTulC56FX8vX7/+Sq8CiirQIkd6H97TM5f+iVfPRjFVsW\nPkZJWysrVGM3DYFlKsdldmoqSQMGcNbrb3IRYkigYHJiJ4ZOlBgB1ZrB+knEIkCbCblDW1iYUucv\nm4CAzeMxfSGaKsrwqTIVanOr+n/kidwvSplcuX9En6Wvj0umd/oVnKz3KP0ossn3SZnUBPmaBCWS\nKAN4ddlzOvAewYi6HN2UHQeZ2OMkWuZKI4vo1o2ppVUsrwg6TT/ZHOANzdlpiaf+CzdkRum0tM5c\n2zvp9F/4HVlEx46kHzoUwmT+8WkYDv+nTP2u/Nf+M2Zzuw2DtHcePqwwnP67pg5mqs2MX6Pxp5+4\n84wzcIBG5koUJWCllwl58Kfj1N/4J7j+bCyCgNvh0BALZRMsSX0y8FfPpuwDChKTcI+arBzXYpH+\nL4rQbHMo0kP6NXtGWBh1g0cDwRJszZh623is+qRhm8tEu5POd9xNcZ2bYZ+sIaLNTbPdycTZf+Lw\ncr0AiWSyZIkoigz7yzy6h4kkJMaQPmMGBe378N3K10P6TY1+e6/DSW+PW8M+bfRbyngoJYhS9i9e\nxZRr9hty+TG5GzXHlcfnw+YG2LMTgMmzZuFxu7mkrk5aa/Ng/YEDODp25HaDY0+yO0m+4grufP99\nFnu9Gs3eZpuNA+FRPNrSqNHz/R74xOcz5L0o0m0z8yds7lYTplnJsd+/5V/EvvGiAoL0vyWbtbVV\nChYYghmUrKC+Z1YmQlNvr3r/bd5SARf5ud4d046uGbMJS+oTUg5duWsbTR+/w5osCWykZ2Tg7D1I\nIaTS/C7BzJxVdz6yrxNmVvYbUHpQVzjsWBuF77yraYmIgdryEB/rSHExD8nEUE/NJ542GqwOJs+9\nV5OZ9arKleXpRSA0qyntryLVUn10ZtrlVDW3Meyd1QxKtOMLCyN9xgwsvS4m75Akj6POav/4zgqW\nlmn9ycy8PO59YwX+CU8bZkIb92zn+NaNNFp8fNcuUsEzggBeFZmX+v54DcBm077tfL94E3a3m8z2\nMcGy90CGVL1/msvFPzMquWHDm0T5PHRObkf6jBnkvvyy4X2Snkd57ELPx28A+GXwqy+rt4DqOQoe\n52DOF8S/OU8T0Pvi/yLIPRUhhVGGT6YUn5XYgR07d9LX3cx9SP03IAHKY/GdSI5w8mjBkRDdUH0E\nMgcoBj4R/dDaBK1NTPv6M5ZnJtL+3WWc3xggQ/oJOkUdICoxEU5oH3ovEqDUM+VOBaY5HCzzeNiC\nRIShz6ycqDXLOevOMyuLHtWVIdnLng1SZFUuQ1IDqXTguqh4hsUk0COpHU02B/Zz++D4aBPbSgqU\nY9zT1BiM9AExPo8CcEEGzSLXRkRiSeyIs6GaDuHhfLt0qRK1XIREeBQOVNps1A4czgPDrgRU/QuE\nNq0LwMDJ05hy6KgiPg4wKSGFUZOmsmHXNtyfrKFjcwuZnyTQ3GskbQ6HabTXU13BgyrNWNmmOcMI\nvypIyaSUKwcyuTVpo7mjuoBulRVaYqyGKo5u+5KYCy6VJk0DN10uBZKrSsq/30rDR+9QhZeqgmOq\nMQze/4OCgEcUNRF1veOwGtgjCFjtTmzJHZhY08Cq+mplkThqs9MOOHLxcGbV5RPt81Aj2Kg/cRIK\njoSc529FPPV7z+LqTb9Aygv0ISdkJkb/4r7F/w2WnpHBPYeP8WqJNrL775Zj/9p7r4Ty/htc+Y+Z\n1+k05GlY7HYz+Zlnfhbz8Wl7ck3Ym9WVE7F+D7ERIp6CAs6qUM23Kpmrsy+9XCNBItuLhQVc//l6\neGIKFgGSb7yDjytLIOA/qB0lvdSNrNHpFixEJrZHIPiub37XgqVZ5NuIWdRcOpqCgn2kB/wPDZFg\n11SsvSXlVdk/0Y+pDeP+wqK4jgy9KJ3GimbKOvVDLmbud8U5HHhTveKqxjMwZ1905XDqi9rT58Jk\n7ugn8efn7T5JTdpoDpflcWNdFXak9bcFKLXaGdYhlf5dEjnpsxDVqw95n6xnYVUFPQ1/ScdHQFA3\nFCBCFzSVg/dXIBAuCIRbBKUlS92LaTQ+ANbyclLREXGWl3MwPJyPzziDq/LylLHbZXNSPPQWrqwu\nYozXyzTAjip4X1GBKzyKbVYHV/g8pCKpEkwMfKz2FWRfsIvufMz1acMUYKfJsga2HXlnJUtUIMjs\nOL6wMIW1WG252dkczVxAFV5sLbAz7j6GXTOK3Oxs9j3/MlG+Nmytwe2gBZjqzPWMM3rSaWA6R4/X\nas710NZ/Eb36Rd7VZSM7Pfg4YrtzQ8qn1cRT6uMMvvRSnj3yAz5RxB0o+10EbCH43NWUnwytwMyD\nCXn5/CT6mQoh/drTSkuVINt6dyrdE8KpbfGSNuyM4Hir+llBBXIFLSEV6u0GgQOLAO0vHMKuqN48\nNDXI6P1NYZ0C1NSD4TSRkLK7WxWSPTXY3PPl56SsWaDxZWU84zmQz7HX36caL8fio5Q51moRQoIf\nudnZdHp3QTB5cUA6zqFdu/hx81YsjS0cjIogd/YsZW7tNDCdxjMupH2kg9mBsZN7y/XmCwtTiKes\nOtQdzPBrn4sL+vRh184Sw0xuzQ/b8GWv5c1lFoXr4eBbKzUA93T2hwW5pyKkEE1KnJJSUhi9eDVH\ne3VTyA/UGYtRVSeImvgPClY+y+OVFRrdUD2QMJqAl5UXM2rhQvo3NWkn4cZq9uu62nKQMm5lhBJL\nLQeustkYmdIde/6PhhqxC09RrK7OcJccOMCZBvuoHwz9wrovJpYTNz6ItfcgLrmkM9XNbfzw6Axe\n0jHyvVpSyLgP30a85TqEzetIMsgupwPPiX46ud0srqmBmholarkI2IuqL8jrZcrObHb/6wo6j75G\nw+omhpArCFx45ZUsu3kW9+3/hEivB19YGHlnSdH82NXzWFoemJzzYMr+w8TedisH9u7j0bpqbUYi\nIZGY6HZQX6uUADuQSn8bO3Why4UqdmUhuIjbrFLPr/B1e56urEBtqxuquXPNai7sO1iz6KO5Jml7\n495cnOuzoKKQNSrWy2mBXh/5/t8YE4+7oSakpF6+f1eHR3N+3/NIDA9nxKSpLK7pxPrxfbh+7hIm\nbHuLiGNHWOx2g7cN9u5lamkVfZ95hg7RTv758kLweskICyNLFZmXAY7s1FlFL5nvxoU4s79XsqV/\nxwTd4mLWG/d7ArppLhdrhm1hxIa3iPJ5sUSGcfHYsf+xa5ArBwq/2ULmcxtOC6b+a7+9pWdk8Oa2\n7RLTvspyAOfhwzynCir/2md+35YviFn2GtnvWtgeG6m5v3LlhCPCTs8Nf8G+d6+pzFXPS4eGyMbJ\nFh5oO7EIAt0GDaWxJo8fXnyRO30+ElX76df6DgTWaNEPPx7g+hMvsPkjO1+oGJsf/uvjiJdPx9nz\nLNi/L2TNfiC5o7IGyCXY8hqszi5CaH/hsHbtA+WnWqDjF0/NEZCbnc1XixfTsaCab+Oj6P6w5Njm\n7/iSuNyNlPq99ELrf0z3+/j2nEFMWv48/zpWjdcv4rvoQrY+fA8uTyiL7RS7gzGqAJiWuCdYoi1b\nDlKm9BJEnhZFCcXn50vknmMeZP+1dzN6+1u0FRcR0doMfp+iHNAINGFCxFlXx5DFi3nub/PoHW2h\nRrBTEJlK+4KDlJYeBiT9302q7+UAFwWyuHJlHgR5LdTPgbqsXT0GLoLrtHr8L5k6jZ2VYmD+UoEl\ni4DnwA7q9+/RXINZhjt9xgzeadGS88hrzRrVPf/zE4+Sv38PlevW8bZue7jDSprLpQBMvXmcToq+\nyYE1q1j2pg3Cw0jPyODwOysNs5Ez31mJeOc/QoEgQbZcm47LQ06GpNx4B6OPHqBDXZ2mH3z6yWLe\nnjOHt3QEraurSrghLAonBv62x6OUyitZSgPQKmdsc7OzaX1pHh1bWjnSLhL3zRMQwntp9tf0M+uS\nKj5/aG+y3L6mHwuzHl5vWDD4oT7U7lWvawAuSGM9+Zln6FFSqWHpViR+hI606a45JytLU50HcFVe\nHm+/8grvtAQrVOfMlZoq5EyxT9fXLQW7f+JVFXv4jA6duX7GDCoCmVybLrccDBAEj5Wbnc3HLy+i\nuaoBi2Dju5h7cV17FQD7tnweIos2Jz+fNpvx2JnZHxbknoqQIm3WLNOJXxRFogzAGECk6Cep/xB6\ndovlo1cWk1B0EFqaAC0QPBIeidNhg7q6kGM4WltDXsangVF+P6Nj4jm3vpoKpJdmGTDO5PoS7Xaa\nY9rRDuNy5YiuXQ2/5zv4NZtffFmRTHgM4yihfpt6Yb0lpTPxuRsJ37KGnPXRxF4zDodJZMrpceNH\n6kcyviOAx8NiXdQyBymSp2dXfr2ihPtXvc61o68JlpgEJh19Y79flBiOp/95AikxkuMw7u39fLPi\n8SDAVR33vh92IU57lH3vL+Oq4iLi7VYaE5PpP/MBvls8j01oF9AHAK/dbqDtJU1q9sAsmKDrV5Sd\nloa9u9n+0FRae5wPP+6hY20TmZ8k0Pmm8UA3RBF2f/k5Hd+ZT7+KYo3jlg7g9zEiIobYzt1p3z6W\n1sJSkuurDdUW04Gnuvbino0fEOmwUt/q5bV1Eouj49xLSPzxU+Yd0N6h5RXF3P7SP+jS0sQiFfv0\n9TYn1vYpnNXrDCWDpwFwR3+dM/tH6MlVm3q5+6Po5y7PzKTp7aVc5JNIWbzuZg6sXElu//7/EZ1c\nf6D81PvZYp4rDWaXf48BhN+z1VptISA3GymbqzazZ/5U9z83O5ui5//KFyeCDpXZ/VXLXOnLFytK\npGxBs4lMSGugvcVikRzZip07GeDz4ULboiOvg9fbnNicNjY0NWmOc35jNU81as8hsiCfpLXP0f3O\nGUwordJkkicmpHDV5Glsr5BAqgxMbbqSZT2AygFeCQsjvK6CQ0/cScOQG6Fz/+CJiGhKkmW9VfWc\n/Q9VVmzO3FIO7dpFyxvv8EVpEbcQXO/k6+gk+kn+8m12/Ws4lm4D8IsiZw+5gs+7n0/6j1LJsCbL\nnHKG5h5pZUQE6obcGJKdTUYCdY+p7t20hmr+mruJmrQb6NzUyM3NDSwMnNeqwLF7AKF1RpI5RZE0\nl4usmk70ceaxKTOT/t99wwqvh2mBY8ToviP3GOcAavFDPa+F3KcNoQmBA7GxlFw6mvHlR3F63CQG\nSsL7XT6M+W/tD+lP/Do7m94fLKRrg5ZcTD7u6Ng4wpJT6aaSflnzweFAmalkRmvN8/n5jFVVyKm3\ny+9j0vW3c3dpkabX8t7OXbH27oOY9RyfntTOr15rKG8HSIzCrbrsZW52Np8veg1nSS27YiPpNOYO\n6Her9Nn27XgP7mPXu/8kwufB3dCAvsh+qd/PzUX6YnDJPJhzi8il8sF+09DyY78fyr/byta3X+Ij\n1bjdXXaCtqtnAheo9g9Wlej7n/W9xvLxjbKXvW+fzPRjx1mqAnCzU1PpP3EK+7/fDlvf4yMnfB4d\nQXpGhlKurbfmggLW6HCG0qt9/RN4fdprNsJF2cBiFcBVH0Nm7/bpQHqay8WOe2u5dvUKrK2tNFgd\ndLrxdtJcLj44WCEBfh26lCWnRFVQYevcuSxUB13+8hhRThtpLhf731gRkrHNzMtjTLs4w7Ewsz8s\nyD0VIYU86Y58ch52d6sy8ae5XKxZ+z6NJkWXTYKFgg1ZlH6+nnatHhratA+MDARvOqsPyfFhLPry\nS03JxWVIGUAjswOxAbmbxwiW27Qz2T+8Wzd8bR7DvqCjNhsXjxzJA5ddRnNhodKX5L7gUhLWrGS+\nJ/hAy32aeqB8NCoGEXi0sV6z/dboGBIqy1kjZybz4O6iQuoijYlnWh1ORFGkobWJZIPfeQSIcDig\nRXtOCwlKFulN/aIG+zwMyBXE0IgYAtjdHkNdNVtrK7EXDGbgNVexfGcJL992Hqu+L0U8+g3uwryg\nbFTA5gE36qRTFAkhUBr71b3Bmj6rxgZydm7nzV1fs0RmLM6D+48dxzdsBmK/G9i7+nWWVxQb9uTI\novf2Oa8xLq0zC66/DifGUd+pgkD9kNHKRCsHAUAC5Q6ToJDnRBGZ9cFJNB1I97q5Nq49s9evByBz\nzJjfPYAz69//d0w4zeIC/zl92V9judnZfPHSS/T3eUPKAX8JydBvaaIoEpe7kUWlWgfo9/b8/R7M\n6B0BCSzNbW0OmXMKnE4weO5/6TOfk5XFfBXABfP763U6EdDNswG7s6CAbz/PDil7Bbi/S1csw28G\ngiWjMmCW13U1w+6BmFjKx87mioMfkZObq1lL5BUh5Bya6/nze+vZ03cYrhM/kij48OGmusHD7sUL\nia5uI7fLQ8o1vfjnJzhQdJSNAVSoBlC7wyPojMi6lhZozYeyfKaeKKT06plK2bOc2R003EV9UXvq\ngdXTpFJKszlbDYTCza7D7+Phvz6BJWM2if0HI4rQctkYJlQUs7qqRDnP+7t0JXqMto0hmPEK/vu4\nM4KrwqOIsVpwezy097QaSsKIteXE5W7k5pJCRUFgIRCNlE1/CinjamTh3boBUlXU3o9fo0NBvpKZ\ndQBqmk45MyzzOK9G24aj97kAWlRqBOqEwP0X9KPlmqn06xGHw2rh9kBJeEubzzBjt3XpEkUPWf8+\nvZ6YQv85T1LUsS+zr+qhGlNB08NpttaYsUjL72PXQZdRbIHhb6zkglgru2t9jLw7gwNvrtAQKoH0\nrNwYa+ydtjnDAi1Y0rskg5mXVM/bPaVF5HaPJ83l4vB3Oznvw+XK+zjJ8KjmDP718ckcrC4Cg3lF\nrW/rE0NJH+VMbus/32G57n1YWFLEiK1aWS95f6P+Z58/tC9W7Z+q73OfocP48qcarv50LedEC9gi\nI0ifMYPqZg9d1i1gRYU2M1sVEWl47WbqKtbWVqwWAa8q2QLGuOhUKie52dnsff5lfI3N5IWHk9sW\n7GfukXY5h+LOp6aljQa3j35ntAuMhaDpc1bGQghKTlkwD8bI87pR4iwHaHK7mWJz8LoBP4yR/WFB\n7umkPNJcLl6tSuFkU5sy8QPse2MFfUARgZdtGlCU2JlLNq5gvN9HNnAYmAyaPtN7O3fFPmIsrT9t\nYzfaTOR0wB0VZZjhtVgsrAzI3ahvyq1opQsAxkfHc+sjj/D6M/OVyXSz6nNvp04cWLmSlPJyZZJc\ntHcv3+3dS4p+nAJ/n0TgqvBIYm0WmhNTGDTrQWpb2vg6az5XlZcQY7PQmJBMXLiNRYcOaI6xsLSI\n63qcw32duzH/hFSynAMscDpxVJazaMwonBUliARJj8qRmKprIWRykgmU9FOyDExLDx0kc8wY0jMy\nEASJ2CekmR0Bf4BYX/2qWQQoaag3XERLGxtxiCKOQBOszSpw8rscwla8QEeTSJqzvjaUtj8Arhv3\nbifmn+9SJzYw1eFkuccdUsaeDUGAG7CXigoYlrsJcdz12AMvullPTrPdSawQLP1KINjXJPcytwB1\niYnYel+iIbGSSz1FJJknw+sz+d0wVYDn5wC4n1Ot/J/K4p6qf/+XgiQZCHTMr+KLDTHE3n8PaS7X\nL2aB/d9oOVlZxOrkg+CX63Ib2a/uyRUxLT/9PQUQ/reb2TtSEx1Nlmqbwg0QH09c586wd2/IsXxh\nYaaA2chON78sz8wk/tXFRPp97LVCTEQEPzY3s163/+KWFu548Xni2sI4YbUzIiIGe3Q8553bne43\n3kFju3OBYCZXBsyyqcHLn/r0pfK8NEq+eSdkLZEZGtQlrDIIduTnE+2x0/LQEvylP5D8znzWFBdA\nsZQLnDN3LiDNOysaupDwjylw5LDmGCISA/TiZm32ZXlFMcNyN1EfALlyEFPfr3mqMbWo3hn56Eat\nV/8oyGfSxreI6ytxSkT0SWO/28dD+Z9jd7vZVlhBapQD58dvkrn7IxVJToCUBumZ6rXpVVapgg3X\n2x3UAvqOv6eBEY01OCJjNefzHpJPIWecZX+pB8GezgpBoEdPqWPY+dV6ri3I11RkyVnAK0Dp7exI\nMHvbiASopyJlmW1I69kuQOiQSufuXenVtx/TNqzXZJ5mp6YyYNJUjrSKBkH4YFZLnSGzu4M6vqAi\niGzXjrKb78WVNpTiPG1DkpxdlP0fs7XGjEVaXoMEQaDroKFsDzuH8Tf2Ysv6Q/QacgbHVhj3X4Yn\ntWe6MzIkG3nu7RP5RpR9MmMw82pJkQJmKrdt0wSctE910Dzh4cxJSuKqvDzlXdhlc9BwziAGXjia\nO195RZOR1Ovb+vyiojksmwVpuxnhlX5tObL1S04sX0aHpmYyP07QPtcGwE6Wx/GHkC0JxF5wKVU9\nBzJpZA86xUr37K/Xj9YAXJACCrefex5TkjppSpZnp6YSHhNjOsdaBAGvT8Shao5Nz8hg2oEjmuf0\nYFiYYYBAlh9Tl7fPmXsSCJYxa7LjgvROfznvFSw1TVQ7neQ67leRfKkkhITTz+ttupJuOdj2aUuz\nEnDMdzqJOPtsxuoPorI/LMiVB/bmZxfQWt+kydbKpqfQBmmSeQ6YDVwLRCL1ebQmJNC5sYbxfh+f\nIZE9iWhJn/Y6nHS76gbi+w2mdOnfWKs79lJglM/HhOh4VjcEC2AmRMeTktIeDv8IaAGNerI7GBFN\nRO8+HDz/KtJcLt74vpSppUUsryhW9pudmkr7mBiSCgqUbIu69PdWk/EKs1iwduxOdIdYnJffhChC\n6XtvkhQWSUWXXpyfkUF+hz5EzJ9l+P32EZF0mfUQgzMzsVcU0d3rZoPbDYXHlMz0IuAjoADohrRw\nfAaUiWJI1LIULQulJppcXwdffsmc/Hx8Q6fhFy8I1WQTgn0eFh34dQiCoaM+OZDdtAcmBbtFoOGf\n77C0uNB03NwIhmXSW5bMJ+6tZWwMgGO5zNcmAGqAaHLciDY3IlLvhtyffQvQk2DG4JvwKMTGGtoy\nZ/JmYjSN3XvTUn6c8RUVdEUbYLnPYmHHgR0IwvmBcQhGp/0iXDJ1OnMKC7QspYmdcHSIgwOhQZlW\nFaP07x3A/ValxCFAIA/mzJUWkz+Cfq7N7f5Futz/P0zEvPz09/L8/R7M7B2ZEBur/FsNAh/t1Yu4\nwYPJOHIkpIc/acCAXxRU8jqdhpU3vrAwlmdmcmzePD5TZalGIa3bIdcARB47yl/cbuVYuz2tJA4Y\nyznpV7BvryRDIrPSpmdksG7/fh6t0JIGTopJYOC4iRxsw3AtuRuY7nDQyeMJKTdeDcSVHMU2ZxT1\nFgvvtmp1X+V5B6DlpXlUnzxpmJW+rcUYCkS0uVEXuuZmZ7P2qaeJOnyUCK+HmU+GEdOjB40GWrs5\ngFt1ry5DkkHsqNsnG6gAKr7fgeeuG/kpuSPuftdi7T2I+zNnsPOLzZTMeohVAeDOj+o+wWRF7iQn\nK0sDcAEebPPwiuGVgT06nma7Q7NmeiAkEPFPYDfSfVgAWOm1lNMAACAASURBVESRkg0buOODD7BH\nxZMNqJu51ERi7xLUlPcg+R/ynBeOltBqErB31HRm3juOKKeVl8K6MH7rRk1Zco+0obz54REF8Mmm\n9k/U569eS9Xv05z+/Wk8/xKNHmrwYLKuauB7BmvNn1NTGTh2LHPWrQvZfplKTkcUtbqkAub9o+06\ndKT0uuu5+tO19I4WsEZGkDRgAAfeWklrZQNNVjt7/HefFszoP5efO3XJ8nSrlWEzpTz922ow6/Uw\n4YcvOGf6PM5ZsYKr//YSsf42HDER3PzAPRoWZZ9fm9UEFGZqt8ka0qLyc3Kzsyl+4W+8J1eVHFc9\n16kXGsr1qMlR1f6pXC2i7+01a/tLjorih8vGM2bbJlLsfiJjIxXfYfI9D7BC1ZMr+xV7qwIgVHWc\nNJeLrHH3M+ZfG2gntpGUFMPAAQNCngtZJshMfgxgy7xXsFU3YbPZ8Q26gfKaSLa+u4DXNaA4GLQL\nPvMSMD6d33jBxClMPfKT0kOsDm4p74bbzZzERIOjBO0PC3JBGtjPLT3Zll+rydbK1ro/l5jN63hh\nk0OJJnsCpaXP6fZ96Pw+5H39rTLQj6EdcAA8bu7a/wPiZXeYloYkCQL7xzzIqG/ex9baSmqnOI73\nHsXAw58qIFdfbpoOLE9IoWncfQy9/mqO7JaiKfH9BlPo8TLsk7WcFQFHmuGBvz1I7ssva25sNsHS\nX30/SQ7wNvCx3ydp0OXBzYcOcsJmYXVVkCzp3pfKqb3lPmwG0ZVsoOH4Eb5e9CLdG6ro2taqWQxs\nBNmmPyZYji2P4ZNIUVQ5WCB3y64WBCaIokabUG2ZeXkMt29CJCOEit+iXkR02xOiojGy+MgoKghm\ncu1WQYnw6ccNpFJrIaVTSCa3YMdXVL69nA2q7K9c5jsiIkYDck+VoRVFiOrTjzd2bGeC38cm0AQu\nTrY2sywgOs9hmJr0E2dPnMjnLy/iDY/WeZpfVsbwbRsRkCOb2kj/IJeLcIeV2UuWcDC/knNTEyk8\newSTLkpmzt//opnsxiek4LtiTPDafg6A+xmp3P9UT+5vVUp8KrAsl3YPe+JFUp0iSUkxIUG3X2q/\nVYm12XH022sbGzXgQQ08Gny+f0su5t/Rya1JG83MhjJuLS1SzudgWBgDBwz4VefyXws1s3fEjGeh\npLGRkpUrsba2KkR9dXY7g8eOpWLnzl8UVGqNj+cNtJVVGTYbPQcMkJj4dWvthSbn9C5wu9utBYxe\nD3e+8gq2rr2wxJ0HBMrtfH7SXC6aXniJhY/+lVsaK3CKIuHdulGafgfnpA9D+Fc+iQb60OnAqu7d\nOVhWhremRgG4q5AA4zIAT6upLExFSQlb587ln3l5LAJeAjbq9jnTJKjUHHDKfQe/5h8rZ+E7cpho\nr5c0+Zqbm2HvXkZarSHr2ULgflXAWSZb+jDwuQy2RwT+Zvl9UHAMCo4x5afj/HD13VgtF7B96dIQ\n8CrfX2H0XxR5ETOVi+dUZe7qOaatppzK84awL38/eKS5uYpQ6aJ8JIA7HylLq4CltjZuqCnDhuRv\nyNepbtmSs7peoHNgv3kYawCvBIZlr0S4bxwWIOaCwfQdNRKb1aIwVVc0eUAGMxo93ACBEaG6pBP2\nHtZkNuW19EBNoO9Tr5OKoAFL8js07vmXifa18VML3PvkAwweOYLc/v2Z8MIr2N1uCtwC9z75gErD\nWK1jGvyNLmPGc1dhYYhWau9xk2iO7i1lI0f1IP/rLSE9lg89VUZDu2AgTG0ymKnQBWzk5+5amw2H\n1YHHYafzzeOZOmcOmWPGhPSPrq4qUdbY1+u7EB1pZ2CXGNLOC3bqmhFPWQK9tHHX3sacupMaH0bS\nBr5R+fcHzzxDlknbRP9nswyJp4IyTqFtc2Lgf+rvtDlNCKmcYUT2SSN5yBVcdU4ig7oGx/Slsfdy\nw9aNJNv8xMZFKX7F4jUHDIMicX0HEzEwnZ6JEUweINV25vbvz/gXXqGuuoHY+GhufehPpjJB8vyk\nBrMTKoqpi4lm9SlA8YcLFlJf00SU38LXnR40DsZ0CwZd+l0+nA23ljNy83ouaGel9NBBwyrY0/lp\nf2iQC+a6nbnZ2XRZ+7KU/g+wFczJzydy5HVMP/aTpgTjruQuDJsyjf3ffq8MmNnAOTxuWkTRXGDc\nbpd6ZgYM4WRzG3OvO4tD2ce5OK0zkw4cYWVlsKflepuTLj3OoMjWjqq06+nY59IAO2Hg2hCJ7zeY\nQ536c8Vl3fhuSwGDhvclJytLMw3K0W8I7Sc5RCi509l1VSHslAtOFHLj5rWcPWMG9xYWMOZEIatR\nUe431vPYjwd5ilBNNy/aKIx+DMvR9j3JGq85oshmIN/hxIOgLGxqC/e6Nbp7sgkyk58B67JZZLLN\n6aTmh+18vngTHcvqeeGTBOqbm5Rxm4+2BLgxKppB0++jWVeGUvH+W5zvNn7x2qLimBIZrZSduJCi\nlEtVJcv3delKTdoNiEDDnt0s9ft4DG3JejawTKfNvLyimD9/v4uwzj3geGgJS3ibW5nwZD0+CEYT\n01wuBg0fzqjlP7B6Wj/Gv3uAAcN6EB/hYMJTT1P1Ux4JDivFzgjCdFpqIAG4OLGNHl3iQwCcfmH+\nn7ZfAgArG40VHs22m9lpwbIod2v/+3rCv1WJtdlxDu3aReW6dZrtk9u3xxMbywN1ddyALrvU2KiJ\n2p7uN0NKVSMifvY5q00exh/9IisQWCHXJ7S2Mmfdun+bEOu/JplZ1D2iWzfmNDRoHJUJSUmUHjnC\nQB3J4qNtbRz49FNSDIAhGDsrudnZlP7zn6xFC3iSvF4OfPopdoPvyCBGbvORM6i1GJfeLm5p4a63\nVyLc8wIQ1HMEGDBsOI66Liy+43xl/+kbDuH1S9Ju6nHRBH3Kyhg4fTp7FyyAQOY4GW0mUC9BI3+3\n7NgxlgeAewlS1ZPeXMCdTqeG2GtKUidq0m7A99lK+uWspbMqmKpfzwf5fJrAsi9wfkYSRfbkTkz1\nQnJFcUiAX7bXK0oYlrsJi5CB3aS1R9bQlEs3zZ4pv83Go263AqaV3/I0M+GHL2gacgVTtn7BJI9U\nWdKENvMXjjSWdgghMJKfiSd11ykAOTYHUX4vOX4/J5HKleX9zLLL0dWlCMhcHIGyZNXnFqVtKlTi\nUEQOwmvX0ievv4dpBz/BXd9Ep47tlLV0ydoDhnq4cjZSbWkuF3tiepMU6WDXN8VcOqKvsj0/qQ9u\nr5+9e8qU7co5GZB49hx8BWWNHlxr3+DCeDtieBhJAwZw8K2VtFQ10Gaxscv5J/a/sSIkePVCYQGT\n2/VhzhlnaOaIe1K6MCoAZnpecw0TC8s0gZGC1FTuzMzk2ZIODOgUTVqqBOpOt8ZKPbBiiLchEEqe\nBMEMb8rAyxhwbnvmLFmCtbWVfDfEXjOOiKQ+gDQPtRw+bPrbQV1d3e8qfpZWf1YmpNKP9cDJ05h0\n8KiGLVkmpDruCc38AkT1uZTYgZdxWa8ERpyVoGxv2ZfL0cWbKBfbyEyIVpVWByR+dM/dsYTzeXP3\nSYb160jahcmmMkENZWUs1xGYra4q4eZW4+SRDIoXq32MRx9hyLPPMuTZZ5n07PM0tfipFezMfPw+\nTdAlss+l1Pa8mIwxvci641b48suQ45+uYusPD3KNeZKlrIsRJffMPbspvHQkIz5bR7TfR5vDTvjQ\nqxk4fDjPDRnND5+tAowzcDlA0dHDOP5+J20xMUyrrdMAkakWKwOnTiWPYKmozIo34MrhvHjhcEZs\n3UiUzwvhTooGXMuSd+bx0EdHaW7waPo65MlI7jGwWwUle5mekcH6AweYWl5OMpL0wEy0mcjNwCEE\nLBHhUnRXZWYPRZjHzTlDLufYD7tZsWoJndrcIRlbo7FJAbaq/u1V/c1BygbIi49hSYLHzajIGEOQ\n22J3qhaL4HYlKmmQye0/cSrTDh/T9CVMSepExz79aP/2S8EARx7c0i6ROxOSGFdVQSpaoJkRyPrr\nM7lOj8c0Qyu0a8/JEWMZ9tlaLoi1Umux0ZDam1uO7KO5ViqrT73xDrY3dwNRVFj19PfkVGQBLYHS\nG32JX3VrizLJW1BJFakm/+Diq40yJjc2srqlMdDgW8fUd+eTe2mXEBmPmFgns2/ubXJ2p7bfKov7\nSwGgx6Bc/hHMiS7M7FTlN7nZ2Wx95JHfTELotyqxNjuOERPnivJyJvfpw7eVLewrOcZmHUHfz/l9\ns3sz5Nlnf/Y5q23n5s2c9+FCulaVhDjy/yWf+u3MrFrjpkceAeD6p17C39RCjbuFfm11eExUBG4p\nLKTShPnfKKiUk5VF79ZWw5LdsQcP0qzjM4Dg+lIHivYpSGDGbN60u934AnOdNZDdAcl/0DuuViEo\nFyKPy1V5edrzq6lhzrp1+JKTIT/f8Hflii09mHtSlZm2IVUR6S0dWHH22cxJTKS+ppEqrDQMvhEa\nPKRuWcNKr8c0UwzSGKkDy6uR5ApBWyYLMOvMHvzU/xqaVvwdGupP2WJjtZy6DFEQgsRT6RkZTNp3\nWOPQT0pMoUdSLCMOHWIhoQH41VUlTG7oTt2fnmH+sr/Tu64WN5IKhQxYq5AIO424f9OBhwWBaaLI\nMtX1vwTERLWj0mJhdU05y0Q/iwiCZ6OcVg7g9jTz8dRb8YU5qbnoOvwdR4Rm7AJBeG1PpooYU3dc\nx7mDGDrtJvaVNjL78lRlu3k2MjTID3JJrKiAcPVvy0EcQec0yWRlgmpfgA4D0jkYdz5/uv08dn/5\nRUjG9uG/PkFrRDhGlhIVRdojj/Dg4iyOF1UTFhtJj1smKPPytPvvZ0RJOGO//5B4vLSLj1aAvXXV\nHikbGTij05W4CgL4/brrQk2GpP2emkgqzeVSzmnpN8W0ev3kF0qZw5ysLLqaAGy1NqzxPQgFs7Kf\n5deRWA0c7uK1McVct30jZ4YLOKMlQqrUQZex7pNjAY4Zg5JrHbDPzc6m67qXDXV1BSHV9DmSjwfm\nc36H8HDQ+QZgXtVjBIrVFW7JA4bwzJf5NNe7ucTVR3M+8rtjVc216vN5uFsqQ0/T8vWHB7lmGROz\niFBd2UmiDxygV7M0mXtbYdf7b/G3fdsJO3FSiRqOI7Ts902rlffqaqFuNwDDwqIYbYNoQaDZZqP8\nkut5fs4c1i7/geZ9ucR8uZ71a61YG/28fTydc77fzKrmQK+Mu5mJuz9nR3Y2ImcEbnhwApKBiE0D\ncqVoUprLRfaQIdS/9x5PiaKmzEheCPbYnBRcNpaR/hOa6EgOUnbXyNyOMEQR3Pt3s6LNbZixhdBy\n611oyQTUi/tCpB6MrwLnphX2CZo/JoE57RNCXrj6waMVyR5tJtc4KgnQ9/IrWT+unD999yEx/jZ8\nYWGUnTeKyO8/ZLkK+OYAPWsr2R0WTqbVxsc+LXTNqq5k6ro36DjnouDvCtDqcBgyHE+0O6lJu4Fe\n/S7laJf+3HrD2RypbOZIRTNtPj+fH6th9bR+7Cyqh89+wi+iaNfpQbO5yLyThiHXMLmmUEM8BjCh\noYqvs7MZPHKEpldEHQgQBEE1ARMkjsjXAqHlFcWGAOL/b77W2H4pAEyJjta8Gz5gJPCZScbJzNQO\nr75s9reWEPqtSqxPxcRp1AeZEhXFrqQL6FJy1PB7p/v933ocvlmxlGlVJSw3+fz3TD71P8H4/WtN\nXa0R5fNwTrcETbXGW81dOVrZQsyy2bxy5CgTTY7jFMVfFFRqPnkSO8blooleL+cR2r93CNhvsbIp\nUAHzFBIXhczGa2Qeh1NxhtSZXAzWD0HlMMvX/+pdd4UEhTLz8pjcpw9T23ciWSeFAUEg+azFyicq\nHVX13C6/d/rxmh4Wxk2PPEKay8Xmo1XsKm4gr7qF1icm0s97arJCAse8MzyccS0tLEXqUZ1g8Duz\nU1PpM2EyZZaehJ9zPny73TQD7SnL5+vNm0mfMcO05HZfdYAkCWnsnr3xTwz76j0i2tzEJURTeNF1\nXPzjp6QfOsS/TM7d6XGT0G8w4T3PxvXdNxxDC8xnI/kcRvmdHCBZFJlAkACzCjgXsNWWc4ggidVM\ngozatYLAo6IY0ub1id8P338DwLSjP1HYLoxzLxum/J4FNTdI8DwUHw5j2RmjjK3s34WCHPMsolmJ\nrr5/NDc7m50vvIzd7SHWDd8nzgI6BfaX9pHJPY3m8H8U5DM2zljaRVY0OTf9CqasO0jfM+JIjdfe\nHce5l9Bt1Aj6pUQzqlewx1K+ZsspgNf4hBRuDQAdiwq0asdC7k8NBb8+f+iYFn+7hbJNbxHe0ELm\n+jiaT57kZkLfjwynk+tmzMCtHEf/u8EMf2gSRgzJ5AuCNBZRF6dzy6VdODtJahAqrZfWaSN/1qrc\nz+AHZkm8OUuWYJ38LG0+I/ZjQfNXntvGv/AKDTWNRMRGcvufZ0kZ3kOhKKGtfSfm4P7ZoFhem81a\nC+WqD/ma5fN5aHEWx4qqabE7mP6IlPndtWtXyPFl+z8Aco23m0WEKkpPcFFzM08RjHCmNDcwYf8+\nJbKYg5QJrURaPFvsYbTaHXzWrCVz+KK1kTlXXMHs9esprG3lyc3HEUVofespzt3zVbC0Drg5fx/r\ndA7ZqqoSHl62DP/4pwIsbdLNVkcB7XL/qMWiPCxKiZdOemAzsC8siq4XDeDEmcNx9B5EetcKZv54\njEWlRQoYVhM+yXZ/F4k12i+Cw228iOoX48eBY3YHjT4vD/v9ymfy+cxDkmXaIvq5B2mxNHNJre2S\nGPKXBxjx5Iv0a2eDiHDSZ8xgR2kHwwZ+ebz07IUy2110nzTuuOtWzkqSyiTv3vQj9h0blP00mYPW\nFtOouMPjDpm8Eq8bx9rSE4wtKVSA0z6Hk2NDxuLoPSiYTRW0bMyyydFUEThnnKSnNr68OERkfgwC\n5yAqIORgdDy3T53Gt5UpOL59l6fLyzXnurqhmtnLljJ45AilJwgMSr1Vk44F4RcBKv3EqWw33Kq1\n36on95cCQK/TGZK9APj4FxIXpblcHNq1i7defjlIthMom202OdavBWG/FdmXWbnliaYmNqGtXHgA\nyCsuJrnoG840Od5pS4dM7k1jWZnh9tNZzckyPgO6/Mrz+d9qvyXj929lcrWG125h9sQLNJ/V7t5G\nzGdraVcgaW8bC15IUi6JUVGmQSU9sD9RVMQ5wHHdcXKQejHl/r1bkUBNKyB27kysPZycvKPIXYRO\ngqzzelA8OzWVHrdNoFCely3BliB9uwtI87baqUxzucg95xzIzQ253pSoKPaOm0DjpytoO/Ijj/p9\nmnX1nYQkrLZIKMtXtqnXURehAeof7E76ZswMlvUhlT7W79lOUnmBJti8KvDf+vV8Q4cO9Jg4kede\nXUi35ibNZ/Lv7IppR0ZmJh0vHEL2V/l0DvRm3nayiKlIc7rSrgTQXM+cuXMZ8swz7L/2bu468hl1\n1Q10VWm6vvbuAaVsNDc7m6ic97C3uWm2O+h5/TiqEs4n/bJuik4whFYklTc3kSQIFJ8sVcii1GZH\nImg0CoDMA/oSBMW3IAF8uQrkSd2x5P2mnn02JdXVPF5ebtrmtay8mNs/fBthaBDkSr2XoRlbeZ30\nm/RxGjH1Csp2DPYPXWNl2RyrwfG9qv3luUbdT/nwX5/Ad/l0GH6GUgLsly7HdA6P7tCBOe3aaUDO\nQ127cbmK2AoC75TqnLZt24ZAdEBn1vhd0wOvUX+dR4LgpdRrpSbtBtWcaAw2ZX8nJBBAKCjOzc6m\nbfFzvCvL0h2DsWFhhqX8nrPPJs3lYsvxGuk4Og0hpaIQQtrmRDO/NQDs9M+FnhRMPtfW+fMI93rI\njosiIqDmcCofSM78Wk0yuXqiqmMJ57PxQAUX9Ywn7ZLOAIaBhg633sWQCzowY8FCysrqsUVFMOWR\ne01Bsbw27961i/o9B4nYvI4F7znwBQK6XS9OD2lFTHO5OC/9CiatldaZgcNPXzX4hwe5ulYFxdIz\nMpi6/4jC3AXSYhdRVq5h8+1IkCRJJm/SO8TXdjkLh4hE3KQzfbTi9cxn6b7nS43sEMC5Js6urbVV\niXBITHzBTJuomsDsVkGJfMglXprrDfz9PnBOcbkbqQHSpt3FpxmV3PL+WzQc2sfHrcGSMTnSWWCx\n0iUsnLbP1nCwS7SSXTQiyPprWBQjRB9JdhuNVivC8LFEffYu6QFxc/UE4YuIwIaNds31poL3AA91\n60bz0DGkuVy8WNaRu27uTUyY9OgKq/YABhJCMlBDv7iYlTFre3X1vVtmUXF9f6+AQKeBl1HrsJK1\n/g1SndAWFkb3YTdRaD8bCN4zASEY6TM49olvttCWvYYSh5NX4+OxRkQwuqEJe3Q8kfGRRB49zlMt\nwfs1KTBxCoJgSIgC0vMkmypZoZNZEgJRRmlRMANCRw8dUsiGcrOziVn2AoLoJfOduP9o1umXAsDf\nkvm4YudODZssBMp/TxHl/jWWnpHB7Lw8ngsAHwgy12aOGWOa/dODiKSLLmJ2Xh5X5+drSiYn+P0h\nutA3AKuLi/H6fbgIlTabDNx0mjEzuzdtDsevylw2lpcxAikYeRcqh5vfH3u12n7rjPf/pOVmZ9Px\n3QW8XlHMY4FtspTLDQTni30OB5eMHMnRTz81DCqtCEhWqK/7OpuNLUigRW3ZBMt4Z6LVR82Ij6e8\npU0T/IhU7avWu93hjGBWZib+ngMpOiYpHqgDgKJ+csQ4E3aqOSe+72BumzSGvy58l9hv3uGWwkKc\nokhdfDKXzHqQI69laUCuPC6jImM5/7zeVLQ08Rbg9tsRIsKpv/Baxj4wQXU+AVmhL9bT09sWsi4v\nQAoSXIPEBh2Rmsptzz5LmsvFly+/oiFuUt+Xqd16kOZykVfdgh8445KhVDV7WbFxCbZDh+jQ1mbc\nIrB0KbaRj3LtveP46FAls0cGQ2IygPMc3MHWBUv4VHWvZy4qo+WGe0h7ejoA6595htH7D9BbFxi4\nq6qC6t3bqCkv41GkZ019vTYkAinDAIjVhtcXrFKpRwtWtWHhoCWlpDDkySf54rXF5BfXYCs9Dk0N\nIfs53G6NH6LIpmACZlXVeLIJgXJ5fTbSGgCtBqIgIeXQ8nH8hiW6gexo4EBmmdlhuZsQ7h0XPG7A\nZzJ71pNSUhgyYwazFi6mtKyWZpuDWx8KMhxrgucGAMuIndjoXUtzuVhYlUJiYgSHC+oUrWKQZBut\nX6wn1+7nQFyUsoYoOrZmAQLV9pysrBDd9XtaW7kzPJzFLS0aJRO5XUMOQOgDYgqw1wFsuV1Mn4QR\nNNtDD+RXBQLk4MRH6kBoQM3BjE/EFxYm9Q8bPBeKX2o4RsHzke/n9AULOVlWhz8snNKB1zF8wBDS\nLk/F2+MinvuqgP6doklzSe/+qfyr47t20mXtcg0/0uQDBxCS2mP12HBabOxMup+hV42SztMSnJ/1\n75SR/eFBrjF8kG7UotvuY/D6JdgriojxtxFRXq6AUhnkPBnY34b5BNhqc+I3+R2lVyBAhLRz+XL6\nGuxnWn4a5lSiOrLmq5qZr2b3NmI2vcUHa61ENPjYkXS/5CTqjiOD9o9bG2Hn1+QALx7fyxPfvElV\neBztrhlHc+1SBajLUe8K4FO/D45KTff3PV9CQ6/zmW6xsjRQYvU4Ut9vdXwSndp8kjxSIJCUsfVj\nKmNjoaE+xLGZ1v1MKiobqW2uV3Tx1NGyH61WzrzsMi4cP5l9TVIfV0hvgzIWOsIHQV0OotoOhhE0\ngPPGT1Yoy/UvhlHJ2MzkLnS9aTxeQiepbpcMJbbvYGZcLJX8vL37JHxfKp2DRT73YCZXX1bvO/g1\nvs8Ws1g12c6JjSXp7y9Q0P4CwrMe5jmdPtrK+ioeen0ZltF/URYifRS8JDD5yY6RPKYhpVSqPpJT\n9p3NnauQFCn9pkd/Xdbpt+rJ/aWgVT7Hu15exInSWs5JTeSyjF/HfHyqKPfs2NgQUPprQViay4XH\n62PY3+YzIN6GEBFOa1wcR9VZZLT3YXlmpuHncTfdxNOLlmgqUYyWjmxgmdfLLUhzwwm0QatiJAbK\n3JdfNgWpZvem5/DhbJ07l6sDpd7hwKodOzg0axZT58wxHQdLRASf1dZIRHWB8ykAapxO7szM/F8H\nCH+uNZ88abi9qbT0Nzn+v1MKrXem5dI4WepMDjbsRyrpVDJpHg+TV67E43aHzKX3duhgKFnRx+ul\nEYnXQZ2VsyH1kBrp2VfV1UGbXxM0NQLdu6w2Tg6Wgqc5eTXBTIYQDI6bOeR6JtX0jAymHzzK0rJg\nw438fq93S2Am/LxLmPdcUA/46X/l0bNrLGv3lDOnrUpz7f9MTaVl1F1MnTuR9lFSIHVh7glSYhyU\n7y8PyQr5RZFwryck81sOxAIbAmORLYoUlpTwwTPPSF9u82jkdCC4ZjTmHSFzzBh6jZuEKPbAL0Ln\ni9Opy9nAc21tptVNcrbIMHMWAHbROe+F3OtFpUVcvWUDMF3pj7z5/IE8XXxMs99rVRW41i0h0eNh\nBNqquo5IfnL/wL76AMhIZwQpzfXKcylrBMhVew2EBu+mR8dwQyAT3fPSodz7/hFils2GH3aEXLvb\n4TQsSzYqMxWQMrmCVZv+swjSdr3J5cf62VlmCA7JXqLNgsqW//VX/PTOKpLqm8j8KMF0rokIEJfJ\niQE5o3aq3sg0l0vpsRTa/Fx4RQ/t9YqhmrGDBw/mxeN7jdmJLWbZawmoq00Kts3XtJwpfai2noGS\nboOx0/2uGev3qm7dmJnQnrLyepptDu75S5CZ2mJCPBVMGISWKyvtdJr9pbH26TK50nOkJTYzC4RO\nfuYZOHnScI51zZjBh77AvTTo7ZXPWf+BnrQrzeWircdFPP2vfLrEOrHWuVW7a/eXx+juV16jsrKe\natHGfX97UNlev22LprQ6B6RWO1Ul4uzHHsVhs0rEWahI2zi9/WFB7gvXXIPX6aTywmvxVbaQOeap\nkAW9Je8giWV5nOvzKvT68oSoJ1E6gTSw+gdnqsNBPbNcwQAAIABJREFU7ZDR+HwiMxvKNBGgCQkp\n3DJjBrnZ2Wxe+Bq2k3VY6usNAa0LmGR3slLFiDgxIYXrp0yj0C0GF14BZeas3rWNju/M5wvVwjrp\ngfuoa2nhft25qjOTi4C9wPtej1JGMLO0iCZBm7HbQmhJzvwThdxQX894v09xcEFybJ5rbWZ1gI1Y\ntqyyE9zc61ymtUtgWW2Vsn16XCJXPjSblZkLOOOk9kWVwfCfzjqL2evXU93cxoqNkrxSaPmxeT2/\nvtRB2R7ohtGy3cH5l13JplsruPeHjzm5d7eGrlwG32Pj4+nZqxcn2izEXnMrZ156OUcqmlXHJ3Ce\naMpB1OcmR8wsQhBsqqdrUYS43I0h0cTMvDzufGcVtlkvmoIpOVObnpHB5AMHQvpy7ysr00i9GBFQ\nCKpzsgiCsu8zU2bwqa4k34yk6D+ZdZLLhm/IWoK11YM1MoyBY8ee8lzSXC4svS7miezjLJl0AWE2\ni+m+p7JTRbkvnjKVYX+bT1eHnw7tY/9tCSGfHwgsfOUVFTRs28b6gDan7Mjb8vJYNns2659+mtr9\n+9mocwyuysvjleXLJbI7lRk9XfKcmIrkWKplTXKQSHqeVgVejAId8n/PfHkRRaW1in55TlYWV+uD\nKK2t3PnKK6YMybnZ2TSVl4US1QFjIyN/twAXoMzE8Sz7lWXdavs5pdC/BATb3G4tKz4SwPqBoPyM\nbJ3Ky5VWIBmE1QJCQ4MhU7ILeEkQiBJFDbnQIaTMnB9toEUEaktLSSEI1iqRenGbgBWB/wPg8zLh\nhy/Izc5G7HGRqo1E1cphQPRiEQTaDLJLq8c/wJSt71FX3UhPFcP8ho+OBshzCDmOXwT7uYMYMvJM\nXH95UWGvTZ8xgz2VKbpSRmPAJAclG1uaNa1J1sDYyi1Wq5AYlLu73Xj37mX9rFk4EDQBXE2bTmM9\nfPklD/2UR/21dyGedR0WgiDALDAvZYuMSZWEgNxNeJsxrV+YantudjYx1cbvQVhlMSAaVgSMiopi\nrw8ebWkMcfKr+o7kyy1rlNYwD9qqPb36hA+oUUnWWBBo3p+LUFfDdIeTpSom6SlJnWh37W0hrT/+\nwGJqdP99KtCifAdzJmBDLVaMs5QI4PNpy1Jzs7OpX/AM75YEtV7HmlQTyXJUCqgg2EsNMOvV1zhZ\nXke9xcGUubM0mrTyMqP3yUAaD32prNk1KJlcI7IlHatsTlaWBuBC0A+x3P3CKYmn1JtPtYaPemUF\nz31VgFUQSHOdqzuf0HumrShUg1ZBFThQ7x8ExdpgScCfJQjUzXzA5oIC1tTVaSpWfEB9hw6kuVx8\n9OkxqVzdYKzlc9Zsx/je6EFx8N+hc1Say0VsnzQW7jhBU20raa5gqk+vDWzEgP9cfr7iTwqqIJAl\n5KEPtT8syH060B9z0649nOeH5xqqlc9kiYyYT9/mPJ9XU3IjR3xlQQt5AXAggcNFaGVk6mJjcfYe\nhNsn4uzejj9lr6WsvI5uneI43H04AFvnzmV+wKG4BeOs4EpBYHf6WGa2FFBUWssZneI43GsEA4e7\neOfDI8HSEwKMbQCb15GlArg5QKeKCqYQ2sdzOPC2mYHXRaVFDE7pyYNdu/FiYYFGW1dvET5vyOKS\nA8ToWJpl6xARSd2djzPsvbeIp42odlGEjbqFC4ddyWtfF1Ocvw8MHJzI5GRAtVAQWlorbzMinvIb\n7C8IsPtfn9O0YBFvL7FgiwwnPSMDgVT2fLkZ6xfrsUdZiOjalfvKy5mvcirXpnRh4rx/kOZysXZv\nGbUt3pCeb7Nopb40Wtom/RUDk5r6eiJMnACHx035rm2UG/Q4gFQaLQPTDzp2DOnLnV9WpkwWZiU8\n3oNf8+LYvxFVVMMrG+K44q47SXO5WJp8Bvy0J+Q3zTShra2tShlzuL+NzA3xp3SWf6ue3NzsbCrX\nrWNTXa20wd38s+RkgiWKJj0OP8PSMzJ4+Hge/yjIV7bJGZ2+Q4dRX9KRM3sncneaWRfpz7Pc7Gy+\nffxRvgj8zmME9ajVQDEHKCsooANSRkdt8r7ramqUMlPZ1LrQMljYF/jMDlyg2z8bab6Rz8OLBKA/\nNgh0pLlchJ97CbM/Oabol3/y/7g77/CoyrT/f85MMpOEFFoSekJXbAuCqxGCCIwdC4gFQRAIVsCy\nSxTXtewqdimiAQTFtYJldUUdxRIxYhdEkB4CBFIgFTKZ+vvjzHPqcxJ13/f37npfF9eQM2fOec5z\nnnKX7/2977vPsbyLzFkiDLW+DmMvOztbevy/RdKys5kbr7Eq5A4gLSvL6Se/WFqDQjtF/FXJtF0v\n7PVKWfFnW+8LWo6s2DveBxXFc/SoaQwaHTU1Hg87mlUm/3zD9w+BRjgmzu8OlAeDJGNnY74MbGlC\nosbmKQ8OMStpcQXa6jxVv7dHfwDaDxrKkDHn8s/NVcwZf5zhfHmOJegKdp7Px0MHsrnhiuNp41Fd\nxwte+NH8G8W5YkDlt5+RXFetETqKFUzMjpXoqVdCplZWEsSMnpLVo3+krJTzPn6d6KVjMJb+MRJI\nWon2HHMg430hKgBYJRA3rMT8HtAkh116YiphpTG6X4wagU32eonW1lEBWo3malcCI66+mpTO55C1\n50v4WXWap4DGtXJ3/Dmujn+C2o8zwyFtHft27Qf0XL2AZ6vLdeSI14u7T18OnDmJvMH58hxLJO9f\nGFi2PopHZh2il8bjJX4/Bx54gs9dEVwBKMm81WBsKkRiUdN9i4uKWCgM3LgYobhCbsvJoSbvIrZ8\n9hFbXlhBsOEoqWEXX3a7lbyzziLP5yP75KE8/OkegkdC/NGQG6kTBkl0spg9wr9u3ToUJV1q2LsV\nZ0bpqu8+I/2tF0kJBZn3rnNE2h0IqH0dtTsU9n35Kd7nV7DVC/M6qmV28mfM4Iafd/CkIcgg9nAR\nTU9IsDu+5IajmLPmZ7AGEqznS9m4MSNLnIxxcdSqo8+Np7A5rV+ynFxxbyNMWjsfxfQ78a2Rc8Z8\nHUVa3umQRfdvqXIIqGNC+Dd+SSjid2vkCjmm7rA0b2T80qX8ISSHJQD81ZPE1FiUZ+LGxlOoi+h+\nzAZiQW0tGzavh/5/pMepwxl2xYU8/GkZs87vy1cvbaK46F6TQjEcFcJl9Er/AGSffyGeYZO59Nw+\n/HnNDu66qD8b3lEZTMXADqPTwcdiMRJqq0xtNyoa76Au2m1QldLmhAQIhVo0Xtt5kzm2cC5XFC1B\n2bqRXkfkG8xRt33Y+IHeDpDtoNcbH9ji+xjRqDpxUk44jROvvYHJTy4yRbFFFBzig1ojSbIbjMJI\ntC4iogi78XjDhs/5+c1F/Ktsj3assLSU8hNHsOO7tbyzVz8+JSuLcX2OpV1KGxoTPPSN096X+P18\n8ehCXE0BtqYkkXDWZTDsKu3GMm+70RMp0ElqJFeRRnKPOigBFUcayVj5KFfV1NgcJZM7duGcyVPZ\nGA+2OuXlisUivHk9D1/6N7LLDjFvTQe1XilwzJuLeFgwY+6EwnhfBZwUE4ea0OXxHDsNxrzj/w95\nzm/NZzRCFH+r5Pl8NDSFGfnAfHK9MTIz07WIzpFgxHQfIb8FOlpcVMRDe0o15X4f0A27F9QPTAQe\nxc42ajzX6nibBCx0uRgbjdIW1ZiYA0xFNSSspuVukBJV1ZWX80sk6PG0urkZ+2n7li28WlNjgiIa\nRTjI/lslweORkjOt6dLl3792C6QkJX4/Xy1YwKuSvPLCJUvg7Lm232UOGcJ6S/3CYuCA5W8rQZh1\nrDqV1KG5mfPdCWBBGwhlzurYuRs1B9Xo6BEQeCzHEoDd335Lxmcf4co5GbDn5P7S/EERnZFFftXy\nIvbryIiHhEQtUT5XvEExSe33pjUv83r9YRZjhogLx0EjOmuwkM6oBp2A5+ZjJ14SkhRq1vrCCFe1\nQdLjRHvhM9sSHd7DoS9iNJ0xjsLmahMT/QaPl4ZcVTsRa7iMo+PGrt1pTkzh+tKtLAbOQ0We5KCu\nQXceOqShBcS1u0fVusrRyeeQnN1JM3KNjNth1PQsIz+IP95v9evXU+L38+WKZVrJI82IaG5mVvuO\n1J9wuhRCaTVOtL4Aac6s5nyWEJ4ZjRPhCHjNlJOp1ypXo6Pm+7YExZ2c3pHYkSYOhF1MnjOTj4rL\n2PvQvSzbZ9CV7rgD4k50gUSw7pfO6DodiWA3sOIRW5f9WtacWYCjG0vIWr2AVYZyj04RabV0lWKD\nK5f4/QQWz+MDY0pYvJxd8o23M/aV53EFmujdTUdl/HSwkVA0RrLEQJRGctGJpKyOKWNKmLEftPKg\nkoFkdBA4pf4kp6fDRjs/kChlePD+J3AHAqxr24bOt96k6bSfPbqQTtUNfL4qjS7x42CO0JqeWeix\ntpxy8Wk/HpGUd+px7gVM3l+hzauWECLiOiKS67B0muR3b+TKzTQ1+tQSxb4nwcPB9h25uOEwnvQO\nHDmwB384bIs0LAmFyH9vBYmfvc5PSbArvQ31A88jel4fXIqdmVaQITyckEC75GQCiYlUnTqGvy98\ngCmvbtaWNUXRjVnhEVNJMBQUBdb7/UQs0AzxMhejKp2nYdjoQyGmKwpdYzHH5z6a6GXgmaM50HUg\nu+65Ht/Xn9s2mGneJLIvmcB1773FUwf1xWFXoodrQ0Hb+Ze43QTLSun06J9Za4hOXle2h296tsWl\n5DDxz3O4pLY9V/24hmDDEXK7tmdLz1GmSaYbIHaPqIxgykieZFx43GtX86jBwAVVgTuv6jCPNdaZ\njq+orGRij76c+OBSDh0J0rtDiraxPGtYWK4r20PJcVladFTk2JoWPMN/jcRToHv6hGz57COaG2uZ\nluhhmaHP5uTmkggsMUTvhRL8U7t2VI2bxcmjRrM8Du1urW7rcW89qRuzu9QFviYtzVSUXfRP4ZIl\nHB0+lj81VdmilKeMH0/hqlW2xVaWY9eSsfk/lZP7W8vrGIm4/h0ZNGoU9VWd6XdClpaTDZgUZyG/\nlUXXCBHtCmwArgGWWM4TSpsbVaGbiqrcJqBH1cAczdnsTSG9fx8aDhzAW1XFM6hrSh2qUvwkZgb2\nYuAw8ILl3o8BF+1zKApm2ZwunDOH5yZPliI6tDrDhn66G73GtjXivMOdQEZ1tQmW/98kJX4/wYMH\nbZFIkVP170pL64KMtFCIbP4I1ITwrGvvAPMYEQZtMfoYtI4Mp5I6AH+OhJnuTWJps9qGlwERq7ei\nCL4CRBESowF8p+QYAHV1zHr0Puon3QojcjU+B8BWl7LE7+fQQ4/zpStKU1ihJO0W0z5ljdiAkSHW\nfFwWsTPuA/Ht3nR+FInxAHjj+0Q5ZjZh4TiQvfEEzPNewMBlEkj0aNEl8bw3L36abV9/wzuWaOu8\n3bsZve4NIgXjHeGhKSecRsf0Q7y4cCFPNzVRDISDzezwv0jhGd/hCYVA0r6vklM5Zdad1FQfZdaL\njzN2Xxn7430gghkC0WJ1uk3fsoXgT19w+vTpFJbtYd7u3SZ2Zh/wMCqywDZGjh6l8PbbCXjkcyex\nOUA0FrMZUsZanzJiKBWuLHcEOCEIhLTmzN375Sfse+0fpNcfZd6bKoqqJShuv7sXs+NQE6WltZw8\n6ljazTufJ/bZdSUjbFToXjZoLfHoteV50XQy/fjQoUOZX/ojUVmd2bjxa3WWeD55jaUW/ffGQIBr\nEr0sNwRLRAS2BDtqrbioyBStNT5fz7mLaOo1hOojIeZccozeHpe8vJMY13YSMQxRR7NjShrtdhgv\nMgeBmIcX/u0JlKYmOmVlcMEs1e1bePvtNn0sc/BgiVOkXONUWSGO71aPi3voEVu7Aa9+GhqJc0TY\nrSg2JmuAK6+/nimHkhn96euc0iGR8sZGZldUmFCURv4SERiStUkmv2sj1+pNNkogIUGj2LfWu31e\ncakkLPH8wxlJqcSysikrt9e6Kwb6VOxheVg3Rq7ZuoOvhnRFUbpKF5XrgbL8fOasXg3A2LlLWTLx\ncjrtr+HVNzOI9DsbLu6vwTtiqF4d4SVUgJJlS7klZCbwEMbrp0A/zNCkfGBTLMbbwO1Icou9SdTk\nXYTLpV6/67iJvLRXLReg1db1eOly1XROmXIjX/Q4hsJ1b+AOBDgQcdFUVU3+LtW4EufvA9IVF932\n79XaIpSg7IP7eOOWmdTmXciiV0rpWnYYpX0q9Wddya1/uYZ1z+ueKOHdAkHFjuE7PffHtCgAGz75\nkJSiJ1mw2kMkSY2QJRvek1HaROSmv6e5GQyeONnG8tTBffrCj8FDZ2yn8f8ufTEQE17sXSV+P3sf\nupd15Xs0ONSORA/pxx7DmDvuwP/w49p1TLUB+x9D/fGnqv3UiqdP5ECulBizkzKsoFZV3IEAySec\nxsmndmPkA/PpqITp2VUvDVEyaBAj73qU9oQ0z2fJggWO1/rflNbYlZ0ip9oY+3dCuehGbNRyHe04\nv1xRcZLqxkb8qAbuRuBPqGuZtRpdLTAB2Br/OwN9XbBClMV4+mObDP6wbRu9AgEEOPZTdASLiN4I\nNMp2QM4dDckC99mK5Pl8bJk5kxkLFjAhEGi1znAYdR15BnVNGQtaxJlIGDZuNEU1/pukuKiIFZWV\njjlV/660tC6ULFjQqifd2tYHd+9mHKrx2gmdsNFooBgNWjEGreOP+G8e9yZDU6OdNK9tOyZ060mb\ncIiaTd9xUyTCLai5tkaDZhJoZEoytIKC2SmSAKTtL2P7y0/BnyZquZJgjrQIR8sbLUTOZHmoToq6\nGmnTlVnFoLyp97bDPWXoJEXRUTYyha4ClRDMKiKRxbiPFANTPV6eMeSa3tYjh6bhY02kN3k+H33y\nzuD2M8+CHfYUlpRwUApNNEYXq77+WjNwNYMyHISNG01ROWP7RnY/lt6nj6Bufz3ts9pw/1238d7R\nelMEOoy8rvLSUIhR763gtAe+wJPgpnDJEsor6jgSbmLygQqerT/E8/FzZakT83bv5lIHlvxwvL12\nLg4daSYzjFqCdEsNKUNktjVERtPiebxcHjfidqrO08xLL2Xmtp0s2K9DlsXcr9SMa/UGTilTWsUQ\njFUYzIa9lodsGb/Nm9dTuvItjrqjfJnRxsx+LDGAXAoEI/bjspzufODBrK6cm96R3CRIb5eq6Sdf\nFO+xGY6tltlxyH9WI85yx0Si7biKHnStXcXy5xJQUpLInzGD7qfkS6PdRqIqO4GZ/Xiez8fq5lx2\nHm7i2hG5/LGHrr9dcv8TcLSJdh3SuOTmGx11jdY4VZwiuToi0d4XYI+ybvzkQ5qfeJJ2wSDz3tJT\n11wouI89lcAxp3LbZDURqsTv59aniti57zCNbg8332uE4ev68i9Iyf19G7kvI6/5OiM5mVOmT+eJ\np5eh1B9mN3ABKqw3kJDImnDIdJ2iin2Ma9sOGfjTDyYDF2B51X5uXb4M1yV3SxWKqzt0YXzcK1Hi\n95Ozej7zq/SI2qStO/khryuKkgvo7LcxYPf6T/Auf4bK8p9tXs6DwLTERJJDIduLFVDrC1AV1BNR\nc5Sa4/+S3Qm0L3mDjR93R+n8B3qddoZK+PTuK3RJiBJKSqLtHy/kjIvO40gwQrdT8rlh9gQA/rWl\nmrcWPMK0/aUsaw5o7RrrTeK15oC2AdnyBWtrWPne84yJRlRlYzc0bPyWFd5KXJ3P1dou6r2BHAIj\ny2up2/A5215byAcG+HFhaSkNkURkckQCwQYVaq3BjWg9SqgoYjmywE2M0WRFPyQ2OqHcFBcVad5T\nbXMPBSns2FElDVjwJDIJe5N0rypmT985dz/G8RlufqgNM/sedbFwMkDlT6cquC4ULUrZLasNc8b0\n074XNTQ7tk/WPJ/FRUWO15LJ/1RObotKfAuR02jvIernvwknFsatlRhDFsn9LVFnEekrQzUwhfH5\nMmqEzLjedUbNx3OjrlXGyIaMG+DC1PZ0qquiKBLmanTHmRHqWY5q4ApyGwXdW22VqKXElpOsW7eO\nqYWFLApGWG5MXXCoM+zDDL9MQM/PFPKfWnKnNRFjwimn6t8V0R+X33Mf9bv30NHrViFuqA6i85Dv\nmWMKClhbZjbiBKKgGTVaaHW4Cpb+H+J/G8egrAzVrOxsGhPTWbxvOxsxRyWn19aQdN1cjh8+ko8u\nOpX8ODHgA8C78XOKDdeei7qnCxF9KRwj1kj5tH27KPH7cfcerDuoDEbrL3FIOREGyYwZcdya0ybE\nxvegqA4yWe13z9mXcc2BvXSJs5QKtuBEdDKwW4A+qA6r5vj9rO/55Q6Z1I66mKmlW+jkjhBJSmLg\nVVPYEshR66SaFHJoSpDP76YEj0Neabwv0FFuMoNSlic6JzeXmryL4n2h0Pv0EXwT54kwOmZ8wML4\n/0U/NKKOz4T9O/jyAz/555ytliQs3sOA7FSWP/86sze9S/0GlXDSSTFOzc7mancyz1XrDuI5ubkM\nuvoadofikX+LYReN/5Mb/DLGX6RMwG5FIWw43hoi48lySZTym2/oePOdXLJyBbEjR+mf00EzBN/a\nXGUaj04pU9r+rRiji4bnUgwVLAy/+/IDPwPeXGRCihWWlrL5p59QskeZak9rfeFSiISitnHklDqV\n2D6L5msfYsTgLozq216/joBDG85tqf9k+c/G6zgTZ+lflPj9vHjvfXTdtt1kIxSWljLgznuI0Yto\nLGaqY6xqj/Z1RIl3tgwRoJdZ0o/n+Xy8E+3NtuqjjD+lC3n9OjjqfC1xqog2gQR+7JCTKzu/xO/n\n57//lTUCRblT17vqPW0IR9uYHAR5Ph/HDh3BNau3EAxHTURV5gh361bu79bIPSvBQ7twUFrAOZyT\nw7GDBvF5KMixmBfYKx3AiimZWRyMKsytP2w6f3dCAkgGSUIgYGKiu/WpInbtP0zvbu3Z0c+nHS8u\nKmJFlTmitvJQOTOfXwHj7kHELxXFRdOPJdS/vRh/eZnmBbcqQlf160/15s10i5nVTrGR3Ilq4G5E\ndQBo+SdHG/Fv+4YPb5jOka49OaZgNp0G55Mz2seYASrZyEOflKowFMtE2/n5x3T8dA1XNAe0ft6c\nnExyRjs4WK5tQLJ8wUnRiFnZCDUzY9EiQhPaQ7zYkjGSa4NxIE+iVz5YxWMGAxfURX5UTn9u6Z5j\n+m5Obi6RgSO5+ZsPedxyPOvCK+PGY8xEumEVvVSUThyQaEgwMW4COruyoi1e4vlaM3oGTJjC9B27\nTFCdObm5nHLNVDbU2Z0AeT4fC6u7cNW5fVj/5lbyfKqnzOk5UnJymFxereVHiOvnFxSw8VDr+arG\ne/9P1p/9NSLm1qRHFlJzqEFj8M3z+Zg3dqyjonrKg4MBM1y5JRIeJ+NJ9JG1xIEswvtra/qCHum7\nHrMSIaKuZ6KWUmlEJcdLRp3rQtk1Rse6Aucmp+Lu1Iu+PdpzdMd+Tm9USfqagRBqmZYmw30EzDE/\nfr0fUBVIq8J8B5DSw1qgRBWnrenwd9+YcvNBXmfYCDNsiWfgfxs18L8hv2VMCPk1DpmuRxp5OdCo\n0hTHI9+Zl17Kmni5MG0tT0rilJviOVrLvre11Y9a4scIWhVGphFpYDU6AUrRiRwrAaW6msPU4EeN\nzhplaXOAq95+kUj+maT06MHcH3/k75gNYT9qFFfsiQ9arpEfP0dGlDYpFGTNkiWc+tAQzdH1S9hM\ndQenvFSMTvRiPq7VqzQcMy4ZNhhoPGXJmpqjKNBh4FC2HQmy7Y1lXHxwF+2jERox84f8hFoi5xX0\ntCkrWqA6M4tjLr+OEzqncla/DgBUNgb5x9vb7DU9FYUjw8dyU32FicxoTm4ujfmXtADRVftCjHOZ\nEiryRM93Z9A7GbY2xhg15gzavfkGJT+8SXXMTfqEKZqRbXTY5QML0BmlO2F0iMWYfcvNJLhdhrzS\nGCkn5DH9z5MoXf8phbffToJljxDSoVNnPh86iXFfv00nd4TUtmq0MPfU4ax+d4fU4BP7uyziJat7\nq44LTPmpAibfHAkR9HgpKZzVKiJDJu5AgP5DR7C/8x8oPdzEnAknGO6LqRRRTd7FzD5aZYIsm2Gj\nemqWtTawcNwbH3nd0qXSVKgZ//oXrqmj5XVykTuOIiPHMbVqP89UmfUg1+hLbYzFoq3W3N78GTO4\ncesOFpXbCab2KUiNbjHHW3uXwpnec/duKSfQzc8tJ3bFfVISOaE/WuvkxoPjUmIoJ3KuUCSq6ZtO\n+4oTp4qeA6v+3mrY6yXXFNFE6d+g6iyyNMHCJUv4w42ziURjtooWiiJP8/i18rs1cocYPCdWQ7Cw\nSxeKi4o4rqnRNACLgYiDV6Ndp84c9F1D+WcvcFlZGYnRGFUZ2XTP8MKmH23nh71J2iDI8/k4dtgI\nCl77mRvHHcv3qzZr5zltnInNzXHoq15LK/nT17TNRBaFmdKxC31G+Tiws5RtgUZbgXTxKfJ27kRS\nNqC5GXb9zI0L7ufQ1D+Re5auIOllecwTs2z1SpYfVAFpWj83NXGxx8zCaFVwEpB7cYsCAXzr3kDl\nTrTm5No3eJmX3AmW3DEphT6z5nDuwqc5Lt2Nu00y+QUF1IR7kTPydM558mlOSHfjih/f2fEEYjG9\nCLtsY7m2U3cuiC/8IndCljcV2byediVvUJEQJT3s4tvMWaSckKflWUHrCu4Jw0fyycQaxq9dTVPd\nEfrndGDEtTM4Lv9MlqzabIO4GfvIuGjmz5jB1Ru3mjYdUdz8gY9KuXXb+2wvO8QxOXrN2Kde/slQ\nckjaTJMI5XrkXY/SNhqib4/2LZbNaSmK+2ujqXk+H7syT2Tltwc0Bl9oWVE15n2Le7ZEwuN0f3Ed\nY/4U6NFOoyL7WxwB4hkuR80hE2JcuWKoUZsq4BDqvHwSe/RqLlDfrjPN1z3OI5cfx5wRZ1GJuibU\nA5tRDZT56DVJjffxoyrIMVQkiVFh3uJyMe2OOxyfwyji3Sc2B22GuA+VbbiwbVtTPzVlZnIjCh2r\nKh1rmP8Sw/A/TX6rc+jX5Hc7Kh3ffMOwBx5/VzfRAAAgAElEQVTgjcVPs2PvYWLJyVx3182OYz1/\nxgxeKSmhR3Mzh43H458PYy4jJKK2xcB9wCmY96CukQgfELGxdwvxBoNEYzBu7lxWz5zJXyorMRat\nS0B18ggDuw32aPFPiR7C0QixSMQ2F6rKy1UlPaqjLsRa17qDU3FUsKVwZcVcD9O6ptqMBxwIfVDX\nnDYnnk5NzmAq501gwOGD2n4r+rYt6vwtRndIWHWjm1La2KKOuqFmUcgBz3GnkdazLRNWrSTXq/ZF\nfkEBX1d00qpBmJ4ZnXwmc8gQrv3sMzo66FyZXbrQcMV9nP/Hrnz/5MtUryrSSQyBm6rLqT1+BIXB\nam2u/AXYmeihKgZPhoP0BZuRYa0wEI3q6UhinP/j3vuYun27RjwK6hzMmzqNr6q70GW0D1/f9pye\n2xaAAw3NUuZg9d3YiYdEv1r7qMTvJ7rwUXa4o6ox++eZABKY/EGGPfAAwx54gPHz5pMeDXEg7OL6\nu9Qc8ZZQVHrOr8QBET+uKOAecCo9BnWi4KVnaaw5QlXMrSHB1GcTubd2w0uWV5oYlO+9HZOTKVPk\nxE0ulyItv5V+0lD2A9O+fptsV0Qbd4dCPamvCTg+mzXaue6mGkauWE6vpBgdOuokkas3VsRzhM33\ntRp2+vXNUXmB+rhb+sTqHi5SEc1zTf0rYslPVm0B55x/q3MFwO0ylzpz2lecOFWMzgzxjOb7Kqbv\nje2xHm9J7zrt1FN5dMePUsdBNBrD/UswyS3I79bINW52JtiV18uYuKfL+PBiI5DBm6dndyNv0hT2\nx/rw2H3TAag6EmTmP7cxOrWMybf92RT5ujitPe2rq2gzfybzXlex5wOGjdBIpIwT0GnjDHmTtByd\nWEwdsMY8BBlRzIGaJhpXPMPaQCOLURmWL0SNsjTEMSRhzAYvyA3NReVlXP6vl1DOPks7ZqRDNy5q\n3qDcoEzumMX0pFSWxomSrEBbY1uskmIwUo3syjbvNnJqeEcmYI+X44aP4h36MPW8fmSnqee9/e4O\njss/k/fpw7QL+5HZRj2+67sDRLS8E30TvObxRUQam3C1SSb5nMsMCz8arMQ4aXd/8QnHv/2kKQ/2\nT3f/hcyb5xLrMkgzjPJnzGD29p08sU/3jBdkd+NCzYhWyDhpKJl5I/hoZw2LJ55AqjeB+kBYGytW\nkZWwyPP5+NvFN3LzNj+799dwjAG2lFL1I9ffNYUrX9rE8il/0BYZAUP6NSJgzMmpHuZcflzrP5DI\nbyVnki2NLSmqGkIx/mkk4bHC3uribJuy+wvwuT0nN37ccMzoCDgpw40nLcXmCLAa+LWNeswsiG58\n+oAngC9RjQfBMCqiWR2w5yIqAIFGrb1HEzxUAM8DhaiwP7HWPIFqWAdQ8y+fiV8jETWqWowKYRbS\nnJTk+H6ctq3yhnqpIR71eBh2992MvOtRuiVG6ZydwbiCAvbVNvHizOvpE2ziknhbRHm3GkVh1v8y\nauB/Q0Sd57MWPU1qJEw0ycPprdR5hl+X392S0pHn89H7tDOY+MpPdMvwkucbID1XtPWt/v3xbdzI\nc5gNynx02Kj4eyXq2AG1fIu1jvtlqOWpnPKCg14vkWhMfZ4FC3h23nyatv7A3KYm/h7/ndHAFrnq\nRueLEgqiJCXx94hKbiXmQyJQsWMH29Z9RLSTiiIy5qG26nzQ1ke5ov5LczKF2BRXJQ59lZHVGPAn\nGUcbNdRWMTpR3I749yLaLZNmbxJtLG1yoRCNI7gSjOgkl4qwyj11OOkn5jHj1G7ad489v9ExP1lE\ntau+/porw2FWAtehVrAQIvp1d6N6fptPX7ORGC7cX8ZZaZsZ9sADFC5ZgjsQYH11iGOvuJqd++pR\nnruLxlagmG6XyhAcMcBG83w+Og4ayr2LXuLij1+jhzdGcnob8gsKGDhiJNEXNtlYsV3C4LNE+bTq\nCRLnh4IZliz2uTUmY/YANWlpFDnM6zmrV1Oc2I/O6V6qd9Zoc7WlKGVTC5E/K7JgQP6Z9Dl9BO/8\nXM3eiiMaEkycH5U5PxQdDWW8VsvwYEn00tAmWQpAyvF5nDPxEs7so8OS31yz3fk6krnWK28EH7r7\n8YeTO3PlwE7acYE4cFt+YIXoWq9vzZd2WsfCXq9WPkwKV4/anSU6NNxuDIo2W4+HI3rfiT1g/Lz5\nBOqPkJWVwcWzb9A4Vcb+9V6a9pSRnugiI56+IruPsZ3m+2Nqxy+xc1Tma/P1tGdWVOdgoo1m+tfJ\n79bINW52ArrnBWoTVf9mWCtro4rV0BOb4sa27fBMupWTRoxizcel2vcCknHyqNEsHjuTwu1+3IEA\ne+rqydh7gGd+2qSeGC+b0nTP3wj8VMai1+4mbX8N895or9XkumbTNpYbYBcTO3ThjIlT2BxAx+GD\nrbac8MIO7dCVvg0NrNi7W6tNeD1wPLoy+1VyMtO9KUysqTZR5oPzIPAGmy0GpcK2dR+x69WVuAPN\nWl2xoMMAzsjuxKGLL2LqZ68TbmwixR0ysab5MHvYjWJ8VhHJFUaCFRojy19x+cZzc91BG/zYNfpS\nx5JD0ZjKCGhiO1Tsm1eez0dtj0F8suY9Qu+/QtNrzzKv+HW13m73Qez/+lMa33mZ1EiI3e1TyZ8x\ng32rn7cRPT28p5SCV54nZfZATUnJ8/nYfFsjIxcX0TUxiicthciZ42wMnlbRNhxkC7AKf7IuFUnH\n5zF17mRmvbWNORNPNPWFnBRBj1I6LTv/znLklJP7W8mZZNKSotpoMUITmpsJ4wB7O3qU2bNmwfz5\ntjY4RnItkWJNYioQSfZuZXDpKVlZTMjIILeujvdRYYeXx9tdjxqxMRoP56Eawl2R5yJOqT/Ehs3r\nicUG0DDsYtxbv+a1+LlHDdd53fAbAXP8TnHRMZ4aYY0KTUqU57/LRLx7j6JIDfHGujrNYeKp/4nY\n529QsmABtUoC7tS2dDzchAvV2BcyPRZjy3ff/dfl5ArG4vfjxIfGOs+AI6Lh1+R3txaVFOtR2Jqg\nLpExd9zBshtu4dRD5XyE2aC0VjfohgpLbo9ZARR7UDJ69F7K7H/RlZrzKM/n42N3Xzru+44t99/B\nX6qqqEKvnbocnZzMKpfHjTXbfAiHmf3wfVReMRtG94qnqaDdD2DcA/NJjQSpVRKZPne2ycHpRJ6j\n5qdaFWa7Am/sbRkMFAEDNV1f4dB36wiueZlOTQESAmpsuwsq/0bb+DMKcQoATEnwcMz4iRyO6co8\nmPcDozNZKN4qLNXybMIx7WTYo45XY9qDxvDcti2T5s0jz+fjH2/8TCQWc0RmpYSC5Pl8WhmU9Xc9\nwtHXnyU9CI3t2nGgqkr6OzHOhf4Qs8KMgbSTTid1SD4XDezEH7qkAdAcjqr6A3ZYshYAsBzX9lJb\nJF8xOTKc9rmWyCDFPaxGUZ7Px+c31TD2pZUoTU306a6jqD7eWePgdJGz38qQYMZnsztd9DI4JvRY\nQQGTNm416UFzcnPpePrpKNjzSsFA2ia5t3xO2VMATMcdDDUngz8xwfrO9HaZj5sZsa21pI3zbE5u\nLkMmT2XzEXOfCmd29p5DBBI9fNf+Zkaef454AMCukxnbZLUF3a64PmiYtHk+H8WJ/fhkVw0ThvUg\nL56SANDtSCPzLekrAK6uKhLODpM2G7dCfvr0Q9KXLWZ/Yox5WemanXPbzt08UlZq6of8ggK+XL8e\naCN99zHsff1r5Xdr5Bpr7mVjUE4bG7Xco5JvN2g5tsaOMCprM3v3IzTwdNskdxsWteQT8pjzgOrN\nvefCi3lCGLhxmbd7N5Memkffg4d4TER8d+o1ufaOn8mNG9aw70AtXTu15ae+Pm4+cxQvr9lhqLGm\n0JB/CTc1VLAwzoxXDMz3ekmr3su8YMDEJi2jwB/vSebh3P4cbaxlSnUlU4hpbJMyCXg8pkXh4DfF\nJK94hOcMzHyFpaV4RpzHtXtKefqgzqE5JzeXY66czE9tjyf/kvPZVnWUm4f1oMTvp2D+Yo7WNtKh\nYzoVTW6u/anERDDxp5xcjuRfov0tBrnMM3z0xxJWvDiX9gfqmPe2ztjWfuBQcnq1Y9SCp/hjx0QT\nnEXAg2209w5QMCSb146ST3Ave4ilhmcuLC2lZvi5uN/7Jy9ajkcdppqnOWDLAu8/7ExeDfZkcO92\nDOqaxoYDuqroQjdmwew1i8XsTIdq/zkVnZfXLXMR3/gx97eAJ+kd8/9HfmtJINFEY58YI6fHp7s0\nD32ez8f72w7Ff6B+CBKex1AdRi3B3owiDNWI5cXqObn6sRK/n+Lb72BtqT1KDfDVggXcGAiYcgen\nVFbyaGqqNrevj/8rBhaj4DWMKJGeMBE1ohPGjtpYEQ4y1P8sRTv9ZJXX4o4fFwbytagGvlHE+rgu\nwUN1SP4eknNypMfBGe7eITVNaohfe/AgJX4/kc07cb/3FA8a5te5LjebMcNiQTV4xy9bxtTCQsd2\n/CeKk7I75f77yW5ocEQ0tFYyzGgcZw4Zwi07dtm4CTIHD2be2LFEjwZIrwlRf+alcFnLCIw8n4+/\nXHADdasf4NY46zeo0+hEVCfzJPTSQqIgRxvDNYTBW49unFlryfecXEDP00YQCOtYCAGVjGZl821j\nE0mAO6sD4z1tqN/xM20t3BRCQvEBKEMxPbFvD5e8/yrcfnV8P9AHa57Px0fuvrTxuEmobybP11f7\nTuFX5uQqimlPs04JKwxUXN96j83FH5Gx8jFerdxHMbrjWKQlXYZaFmcx6lzuiL00TwTYnpXDBUNH\nsL6sXmrAyYinRCTPybC3lx3RDXvjeDXqXIWDBpmcupGo3cEvpClRvYaIghrhzBcmJkqRedM8Hi6O\nkxD+9NAC9kRC0Azfps7irDHnau0XqVlyUiVLpM3BmBWOgCjyPjLClZ32uZbIIAEqvl3H3ndfxt1w\nlHkvt9N0oF55IzjU42QOHQkxZ5zOWqBHHc0Nckv0AUWJjzvJNDIyAZsj/7pubJ07d11wA5d89zbd\nEmOkZKh7bzQlheL9EI7Yx0vDhs9JXvMy/3zJzXtpKQY2ZvmcEmPSptO4sBFPGWvDftkhjZzbjLVh\n5UaxxqdireeLOYfX6kz/C1Dq9ZLSvz9j7riDvqefwfI3tmrny9Bqf75rLsket0m/iMZk9ZN1HVB2\nXE6EZz5eXFTEfAN6EPRAwrH3PhV/ZrmDwGqo73jgHtaKfeUn3c454a/3MvqhhaRFgvTroSMH1366\nznYdMKyL/6au+bs1co3EE+9YvhO5R1VDx1D38aucHwgQc9oMvV6D8aMPyI+eeprUfTUsXt2WwHHn\noqrB4HGA7gb2lvFqnbkOqxhE6Zffx2U3XMFfP9jFraN78dW/tgM67COKOpk9A06jXe92nPPscjpF\n62HXbl5rbtZw/350uLWChLGw9hAPhcN06t6bHZ40Hva6aaNEqTywn2mhEMsMrNI3dOlO6rlXmAZe\nwzsvsXS/fSJMy95A5Jo/MfnDVShHm8jOyiC/oICk405l04YK0yKY5/MR63cK/m2HmXhyJw5+uocL\nUvdSuGQJHG3i+9ow19w+i+/rupvuI4NwCGbqhVVmx4F6fk+OHTaCVwK53HaNzsz2zzXbVS8jVi+5\nDgeRwUSsm1fZqpU8Y1C0RV9cdOgF3qyvtR9Pb4tMQt4kXDGz4WOEu9o3WfmM1wkLZIuF4pwfJfHQ\noujeduuGp0dy5e2wNq/E7yd92SN4o2HmrWrXYi6tU07ubyXiETM6GtO9nCV+P58WFZESaibkaYvP\nAA2ORmNENq/nyQn3khIOUdnQQFFGBqktsG3KDG3RR1HjS0UvHWSM1hYXFfGgwcAFfV2IxWK0CwSk\n8N3kiLmOKKjzvw8xU26kSAkQ66GRkXgxOtNqZvl20sq3MxD4Nv59AjpBzbuYRRiiH4cCLEaNFE9E\nj77+6PFw2tln29roJOLdBz0eqeFxZXMzi667jk5NIZ4OmOODSdEIdnBV/LtQyOGb/1xxUnaP7tnD\nPIc9JM/n03IcnzZANGckJJDUrp0U7u86/yJGri3h5HYJuNokkzl4MNWrVvHg7t0UoyKfduzaQGHJ\nC4y5444WiNZiuAecSiwa5X1Ux7IYB9+hGq5PAANQywdtAI5D3TFnoBpgPlQYcyPwPepYEukBYeBI\nSho9jj+Jsi8/Yd/qf3A4SV0XtnfoTXS9n+n7yvSyUxVh2oyfQl1DPTsta7TWl4rCpA5d6GVB1whJ\nCqrzWsaK6wShVOJGi0yptKI6zNcx96X+fzvaKCYxHn5+cQVLK9Xn9KNCxm8BbU50jn8eD6wFtqGn\nG4h1YUxqezzE+LDgSqqiLtpNnsqZfcaq9423S0Y8JUvBMvaF/Zn12sAyVM3UzK5cYkgxEJG85jPG\nURioNp17Q5fuNJ2hOsNljqGBoZDUmI/16gWoea4vGo2Kv95JWlKCYZzbn00YdkYjocTvZ+3ip0ku\nr6E0JZmsKVM5o/dYrY8gbszKDH7D9VsigyxsaHCsFuB95iFWiHG+3aADdfkDkWhMK/Wi3Vcy7sRx\nYbwbvxLPLIuoyfNKDRF+03EF94BT6ThqNBecmMXgbula/0UW3kdyc5BXX8ygceb1WmQ+88XH+aeB\nZFM8m0KOFHKtKHKHfvmXxSS/9Cw/JENZ+zQyhwyhetUqnhV9uttSG1bBMcUAsMGYXS5zVF6MoYn3\n/Y1Du0rxAll9ezEmzlHx1ITLSN1fi+JOpKTbbdLx+1BpqaU0pZ3MCwzGpvmwpvPYINea8asfaymQ\nsOvzj0l/ZhlfvaCwLY5MFI4G4/UUFIqLiqSEr4VLljBx+QssPtwVbxtz6lpe3mmwfaN0PVXb+e9Z\nub9bI/du1AWti8P3VeXl9D20leVNKiCvGJjhTqDIUC9Vi0bG9M1OeFweFQNyJ0zZvJ2S4Tnk+XyE\nvHKPo3z5itfkwp6/B+oNYzF1FRH5uX1OH8FXbQbgeup6ngmZcf9GZdYK0RJK6b8a62DLd4Ca69lz\nzl853GMQ7fd+R+HbL6mQ62aFrmMnkH7saaZFKsmhbpqnuZn0wcPo5fNR0xSm4I9dAfi+vEHblI3e\nJ6MHEBQNbnQkGGHCS5sYPHIAz7zxs+keMpp0GTO1mFDK1Hk2Nj3QvedWJJVRgbDnO9k9sU55yClO\n9XY7ZDIpMcWck5uTS78rrma31hdxMUT8RLkFY3uMY0X3dun1+KziCO2JvwfZoukUkWithqyxrTbv\n+o5flktrld9KxKNHVGO4UbT2PGTc2OLF4PN8PrZ9/jHHv/0kjxve0YWJiZyAc26NzNAWXWRkVy7x\n+/ngyafotK+G0vQUSsIqzPHoQVkFS914rkU1Aozyd+D8UMhG0NQIXAKm3Egfei68kZF4MTrD+jxg\nIHqkehqYEB4i9cEYETEaokJ5fg7DuhMMahDbX/OuB109lbc+XwdR3YgXa9eNNTWmvD3xHG7M7M/G\nfjnc1OSYO/2fKk7Kbkt7CMD2995jQjhsUugnhMMs+ugjaR3E6zd8T/20eVxz2XFkp3k05nFz3dKQ\nCboGKtO+MTIc8nqJ5Iwi1tzMWZij8HeiEpJlo4+vxajMyW2Am9ENkEOYc8lNCKyjDVx1TyGpUXjh\nsA5BvdhTwiXBZrMjKBBg2isryOzUjRhy1u8u3brxTdchVH78ommsCRERQhnRixLfi6zGA3HiKbtR\n7FABALOR80vq5AqEjfHWRse6UQcQ8z4VfQ69Fj9WDFykKISzclBSk2hXWclb5TvU8C8w69FySjqn\nacqszAFsiuRanzmOBrL5TxUd+irmZOGSJVRV1VOjJBIbOdY0VxVUgyztpDyGDc/Rcm93NMXoPvYq\nUtqq7MAyJd1KxCc+ox6P3KjYYzQqdD3BCmNW+0J9BrGnPGa41mxD32nP4DCOjHVvnfa5cXHDaNwD\n80lsDkBKMlf9eaZWLeBpibO9cMkS+t/zFKGIHAKspi9Zx6M8OopD+0UerdUZbnQE2J7Z0HcgyUPe\nqe/JxUVFLDMYuMZnqz/xXGLvvcIHyxVKDPV2ZQ79Er+f6JIH+fCAnp88/osvWiWUlJXA+uHjD0lf\ntoAjrgjzlrc13FfvQ6N0amzk+aa4U3bjRqbMnEmGomgpe6DW2raWyBNiLE0p5qAMEWL81H7rshuz\nxr9/Sc5seWMjqQvuZ60FvQnQ7g+n267fWu1hWfudCazUA/9mSu7v28gVpAsyaaio4NWaGpNCFImE\nOT+lDR17HUOneDQy+bjT2LThoGb8yBbHFdXl2uQYMmUaUzZvZ4WlBEtSWhr8aGdhjiQlxSNn6gJg\nMrxQ+PrDD1CeXEATYTwxN7umTiewu5bgju3aeQKaLX4ryiQYRRYdWVKxj2mvrqTtrYM4ZuiZnHG1\n6n1c8U05HreLfXUB0wLZ7AAZCnq92oZgFI0NEvNi4XYZNmvD8S/Xf0EklibNO5BBbluaUJqX3PKd\ngg5DMnvJDbT3xvMV3YttXBSCDvU/jzrU203NyuaH4ecwsuRNeniilAVdXP+X2aSckMfuLdUm4hDx\nP81jbHgII6mDaB/EIUKoUWA5vb0zrb4V/uJYlknRo5S/hPDu1+bSOuXkinPPveNuKN9nquvZkmgR\n1dgva0/ZqpW2vOmeoRBdgE+wK8vXt23LeRJD+/uPPyB92SIq3VHmPZWheY2fMEbSbr+dLd99R4Wl\nPUJUIqyYFoWxSiwjgxdq60xOufPRFdyVwBWAB9jndjNFcbEiHOLy+HPsQC8hlm55rkmoBquCTggj\nrnuxx0vbbjlEDlVAXZ2mPB+LHc5t7FsrXLbHuIlAjjavxLvfseEHwhajQ5R7WYqZtKsYNRLdH9WZ\neS0qxNWaYykMtP8WQ9dJ2U1OT4eNG23nCzhy09attrxogGUO5DuJ8fVTOM1aqlsq3iVnzyW4+Qs+\nm7/ENJcmddhKU0ICfgtjcQKqo8aIIDgedfw1YIap3m04R9aG3Ooq2xg7KdisnWvcyzs1B/iu8gC5\nqGPHaPifDazweDjph7VMi0Zs83p29x64fJcCeqqQUaq+/YzGd14isTnIvKUZuqKr2CG9oK6VYQcj\nR2YICLFHctV0EePxEr+fvdu3aucY6xODnrL1JOZyQvlAfizGyIxM2kUbWdlgxH/A/H1lusFndABb\n2q+ioiTP4KDQiiii2GWFg/ue178kIbkDIUuOhzCYFIMzHODxz8pol5zA5u1qu2VKug8Y7/HQNxg0\nv9+KCo46IDyMea66MWt1MuvjQranPGHoO+NvrLBO5clHqYmF+SijDW1vvlE7/4L7HicjGkJpk8zl\nBgjtR+6+HD4aoleHZPLyVKRbqzpQzM5O65S+pB23wWHlhEdO41dRILDpC9p8+hqLVnmIJHlNc0TG\nQmwUsdY4PVtVeTmZmx43GcA6gq+3FIq7+IC5ZvAAh1QndyCgor0eW0hCzRGqk7yUJNys7WE/3nsX\na/eo9+Jn/b4dBw7V+sp434fFuXHpWlkp3SetJfKEGEtTgh3FAbqDydFItHwhI8+SEZ7Oyc3FA1p6\npLG9hUuW0Gt8gPRli6h3R0mPuDg4fhLtWyIX0+5rDoS8Oe9BOtVFiCQnUdLuFtO8UT/N7RfowJRQ\nkHnvdiB/xgySOnaU3hd+x0YumOG71sL22Z06UVxTY4MCTg+HSRg7mTmzJgDwQzwaKSZza/mBp4zy\nUTRuP7N+eo/9B2u1hP9gJMrVM2+zlWzJLyhgZ4O8yHNg0xd8/+5TvGeYKDfNr8Tr8pJjaIdRsZ2q\nKFwdi3EQVUG9It4PctCWGoW1RilVQ9DuiWs3ZgI3Vey31cTrPX4SNeiwau06imBltHqADdFUw/Ht\n33xN8qvvsuTVRFy1YUo6GujqFTuhQGswVhkhlbp5SaBXOOTgIC+b1Puyq5lRWkpRhTkPufOZ53Pt\nmjdt+ck54ybyY6wP9QNO5ZgTstj0YyWnjj6RHw82yh0E2mZqjoKLMhXWiKpQRJw2HTkZQyubnfU4\nDogDB/mtubRO0uNoowpVtRAjOJfyUdsqYHOttUeWanAANRJyI2bDMRVo6tHDdu8Sv58tf/sra0V5\nli3OXuPxS5dyYyCgKaJCQd/gcnH64MEcO2gQz33xBUj6q000ajJwQY2MWaOtZaglGip9l3PRjyUE\n95YRioRJDwU04+Bqy7U3xZ/bjdrVZyV4SezQGW92ZzLOu5zzLj6Pr+dMh48/1q5xt71bKQZ2f/st\nt+XlkVBaaiLPumXHLiIjC4jG/mCCkm98eiG3Wp6jETUCnYOZyEPUxz0T1bA9EXvJGtHXv4Wk7P9K\nRDsnPLyAA3v3k95cR/fkZIKxGLOzs01RALGHFBcV0cNhfNc5zFlBGCjmiVhPrWRRQo4cUBkfUotf\ntzHdrjxUzoWpqaY5Vgx8hTn3FtT3dhFytn0hsjZUSI4JOL4sj/vsQBNVkuNTU9MJ1tfzgmEv1moC\nt2/P8MK7qUtTWWqtTs8Svx/v8od1eGhc0d3y3Xfsfb+YmkiIulgCJUm6Yrxj3nySwkECUTclabeY\nI3zWyFn8VWnQRMNXep6ouneJKNjsulptTljrxQI8luglkShI0B+BilI8R80QeCFiXdQic1gidsQd\nqxIoq4jyWTcRNcIrN36dyI2cYam6wixzDL2Tm0si8HcDxwGoXArjHZBYem1Q4qSf1sBD/Lx4W3/J\nHqeV7In/Wry3d01OT9Vgy/P5WNnYg/apHnp3SCbvZN3NqUiM0BZZa4FQRFJ/FBWJ4LFAEYxGqxU9\nJtMfXMhh+19/+AF9X19o0nV1mHFmnLVYPS76zzouq8rL6dhZ7uIVASqjaAi+ggdtQZXWovxGKW9s\n5LPbb2e5xSENcqNVcCUEQhEyd++hwaVQ+GhPxtxxh/S+TgaXrETen3NzGW5wojvpdyJX1pn92Hz+\nwW+KSX91JR++7OILQxT85z8fYeSipzk2VdHqPzvVW64qLyd0v0HPAa5bdpDMSVdy685dpvJ0Yo9S\nLO0R82CppK+NcGirc8iEDtytjq3RSxYeCHIAACAASURBVI2Uk2b5XRu5RuiO0ZNb1aEDCQcPagqa\nyE1LBpqCzVQ9/SDEjVw911GlE2+1Vp4C3uNOY/KfJvL3taVawn8wHOX+i27k5u1+ysprTTVDn3tt\ni76Yat4LSP50tW1SLdxfxiXJqTbWtnzg2UQPsdFns/yD93k21MxiVAIPURNXJkGvF68k7ySGnWyp\n2yn5HElJYOKq5/EGm+kYryvW3HsIJXtqbSQdYlOOWSG3CCNaXyBL/H5q//EPPiiVD3i3Yofcypip\nxYRaE7NDcUv8fioeeIJ3PDESjkT5pt1sjb1OREitnrL4XmeDLfUfdiZbqo4w+cPVuAIBsjLVvmjM\nPZn3OvfjijUvkxEL0bZ9GvkFBdTlnAyflWn3gvhmEje6jelLsZgobWDPwRDGrFWMEHBZboY8b8op\nYqtIo+BqyQj7vc2/1f//a3NpW6qTW1xU5AjLcs4VVD+tSrxTe2qOHLF91xbVUBTriElBlChKsvqj\nTl7jpHCYfFSjUsxTtcFRCletgkGDOGXmTCY/Pp9nQ/qGOSc3l+zkZDAgUapQ17ezUOHGDUBfoBcQ\nbmzks3/9gz7RCM/E8+4vQF/8jUaIgDGvEc8DPBZuJtR8lFgsGkcK6EplUnyzsSoNwuh4pa6OO+vq\nbN7rx/buYWTJm8TitbCHDh3KLcOHkyHJo9sJpAFZmNfzfahsveLYB6jOB5n8VsfK/5Xk+Xy893M1\n7oX3s7KuFurUPP8pWVlc2D2HUNUhOnjdpMQRDQnNzVImz0sTEkh1u23HZ2Vn0++Kq/mmSUc6iHd6\nwAFdUBE3rpMd0lY6duvGpl27IBjU3n+u5DxRH93qgO4CfISem2uUYlTYs1UEQ7+MUG1wLKpBn437\nf1laBp0PHNDOM0aT5x5zDCeOGMVXX6kKunUPka1D5+7ezYsLF7LKQJ4okBrVq1bxsoMSpxsP6g3E\nXoPh07pmGysDWKNgf0Flrv4ZhbFtUohEFBradybtshlkfvkWxSXFNoP/wrpqetmoD1UxRpFke6Ci\nqA5EeaaVYjMQjb+xKurdu3dn08Ej9vxRkLPuYmazFXvAlQ8tIDkUZH/IxU1336Iq6RYjF1o3KhQE\nkipmItxRFPVtReN1TH/JHiecya2xKJtq90qRV/ZSVPkzZnDdlu08ZXGq5xcUcFhyPqhIunA0htei\n/ctyxMXYdHRASJzhXyxbajJwjc+nnHuniRgq7PXKiQb37CFzzBimb96ulaAUzyb2PquoqX92w6i6\n0e4y8wHXJiebCE9F5NLqwGspslwMHNm8mb7hsN7+jRuZPWsWTdnZtvOdjOvMLl0YVlBA4ZIl/Lzn\nEA1uD7PvNkc1Y8SRetZIe/zT+h4qvv2M9Jee461X3fjjpF0ACcseYq2FGBXg+OFn8nIgl7NH9dTq\nPzvVW26oqOAZyzt46uA+prz3HoHUVM5NTiXVpdCud08tD/npqy6j094agslJlGTc0uo8EI9jjcrL\nfrNW2kpVfrdG7t3Alvj/jZtYMVB16BBXNjWxDF2pM0J5plfs45l585haWGjKdVQUucdwSseujNPq\nmMaNYms+qAIJx57KtL9MofDdHcwxMFYKw8U6SJ2UiWZFkRrve7rkckxdLU/GFWLBrghyKvOC7G50\nHxcvGWC5d0xEWi0evdxTz6DDwKF43C4mxOuKfbKzRl5iQBi5mBcdkaRv9FS3RMAD4H36UZa8nEBK\nbYiSLrdp0KWFl83iuu/+xcHKOvobGNvefX+nqWyO8AC9btzUDOx1TrT34gLW3FiXApmDhtHPdxa1\nAT0P2b/tEJ1OHkriKfn0y0zhvGNUGIXG3IuZ9U5jdbbAld1xr6q1PZoxrvWxopEpZZUe4tl/tqVx\n4PkwVmdTFLk/MoVD6iXHueSF0RhvTX5rLq1MfktUWIvkWpR4p/Y0NDbY5kgtai6k00ZszfdMaG62\neaWNQEBrviiY56kQMfaHFRTwZmZ3zq05aNo0iouKKN6yRWvTnajZkqIWaR/UOS8M4HbBgClPPwmV\nAAhU+KggjnoXPRIqnvlNgNpKqK1kRuV+tmW1YUY8tWH5tddRXFtjQ47sQM//dYoMpoSa1Sh7fIAf\nLStDcNUa1+xLUY12Uc5JEBI1AddgXte2OdyrNZKy/0Q59NaLXHuo3MSsPaSykh+SklgSCFAcAP/G\njbxy9dU0JCZqfWDcE4JJSayKw8qNx+uzsxmQfya8v0ubJ2Icb5pyDXObjtryWNOysgBnptvMLl04\ndswYrl24kI7xurV3o0bab0GN3hoZlq172BZgJqrRegt2VEIX7HvYe0B92/bsqquxef+EcmOFcF/c\nUOcY9VZrdup12bHsgbJ1yA8mZRl0pIZTxElEKoIGo8K43FoNSjA4n1HX4gQJmut94FNiFB85gh/Y\nXllKw2tLSDvvHBZ8+xWrm83rZU9iGtTfuAZNA44ZPFhrl0AVSZ3h2PPmBHOw9Rlqf1jH5/NfI9LQ\nxLznzTmN0ViMRMUeXXSK/FpTcPJ8PjakD8DjUtiz7TB5vhMclXRhVFz4l3tQDuxHiUTJTEvTr4/+\nbPbSKWhlbWR7yuzuPRht2ONUw15/vy1FL4VIyyIq2HhG8nw+3iqYw2Vvv0jsSIBe3dppOtA7P1fH\nc8et+7iat2p9Z1ani+m4FVaAIdfc0j+JDlFykZdpNKTzZ8xgkQTp9HRTE4XffEPDpFsZ+c8XTTXk\ni4uKYMsW2/WNNVeFlPj9BA8etK0br2Vn0+fqq5lW/AUVFXVkZqUz9uYbHSOX7kBA6tDwA/3CYWnl\nhSnZ2fw5N5eHDE6W/ZmZzHa5pGgcodNe+o8fqQ+EyTtLJ0zVA0NypB6Y58gz8+YRfGI+a4P6GlFY\nWqrWXHYIFox84lT1WQ0Xyp8xg5nbdrLAAFl2cjQUA96tW1lhWJcKGxo0Z9/jFmdf63nI9udy0gNb\nkt+tkfttzxPpkAZT9uxnRZ1uYCxKSuLV+Ib0MmoE9xXLb42lJwQduhhcQhGYs2QJm3dX06t7e/ad\ncI52XJDzWHMjteOSBRv0qKPRq+tIm9+hE3/K7MDDe0q1zW1Obi6pFxXgWbdKO89aFglUheLnpDbU\n9hhAt3FX0TvvDA5ZSga44ouaEcZc4vfz40MLSI2EOJqQSNexV8HAy7XzY9jzkQS0NmpZIN3xDcoY\nyW0p/+Kz22/HL/GGAyR8tJrEZIVAgodhBqZcKyNga+x1Rtp7o4jFxWqoaxu/+dEMUXCzB8p4jlhE\n9EiuVT+L6ZFcW2RZ0cjIAL78wM/6O+eayJSmbt1Jyek9zLC4FmDJstxbOT2/YiJTkkn9hs+Zt/IO\nvVTJpZcy8s2PSY8GTU4ImTjl5MJvY1guW/8p6S8+y+LXEyE5ifwZMxj2wAPc8tTTbC87TNdObblg\nls7k2K66wpa/l4saSbTmtEF8I7ZEkssbGuzwSNSyFZOCQdN3xeEw1yYkkOSQMynG/rpyw9hvaADU\nzWdByRea0mqsfdmImldrNICtwK/+QAiVqOpY1LqlzwEdDOfI8iKLKvZR8OpKuFoliPly0hRWLprP\nsmhEQ45cCYgMKGNZM6scTfRqObbr1q3Dg7n0m1AAG1Fr/G4Gfo63fRm6ES7e2Xac01PG/AbHyv+1\nNB2qsI2ly4BXAgGz06W5mcXNzTbG3Dm5ufRITtYUQmOU0BUM2nLWQd3f3h00mLM+LzbNg27AjooK\nOj11M/WhJhtselKHLlwWn9slgwbx7NTpcKRBq1dvRCsYuTKsObn5qNFcWTS/N6qhexlx1BUwHOg/\n4HiijbW2fGWnqIkXWjTsBHoL7ISDsnXISYlymtdGx5zVmDG+I5tTEgO7vSSKaMxNNhGHlW1j0uoa\nWwUJMTdTMZdriqCuH2u++Ua7l8wBbES5Jbhkxql5ryjx+2n3/OMaEzRb9SjSviMZRN1tpbwR8qim\nKL9j/sJtiV625tjsfqSRRY3xetQ//qjpFt1PUUegLOpsJMEUa/9tTxexfe9h3G2SbXuc2H/FPttS\n9LLE78el5JgIqYz3lZF5dTsln7YnnU55fTNzLuyvn48zC3g4KjGi0ZmvTefH+8HG3RHXExIs4ffW\nINTGNuX5fLyWlQVlZbbz3YEAWScPY2fmiVx+UX/6dkzRvpv+0zaWGnJyxTv9UDOMdL1vRWWl1Mk3\ntbCQD8Ye4uFPy7g0rxt5AzIdnSKiBOWfdu02oSv3eL30dtBdu6SmMvC2OYz82xO0J0Tvbu21YNjV\nf/s7VTt2k6RApgO/iJXJHJydX6DbDiV+P18tWMCrQXO7Wqu5LIM35/l8fHdzPSOXLKV/G4X0dqmO\njgY/8HSz/Z5Ozr7W8pDX+/2kL3uUxFiYea+qlTmcxlZL8rs1cg9e9zhLJ5/E9PufZeSaV0gJNZPa\nLpXsphrt5VyOMzGVKD2hkz3okzzP5+O00aM565kfuHfsMfxtban2OwW9FI2MlS+Gc2K/9XjzGeP4\n09Eq06S6qWt3XBdM44STO3P2w4s4qa0bJUVdWCubczn0/grt3ErLMwmF4tzsrhwpeJAuvdvpNd+M\n91YUotGoZmCJKKiRbv/GA3sp6dVeXcwVpxID8U3bQljhUhSiUXP02mnwymARxpqR/3KAgqGYo5St\nRgKVeK4u9sUlih225kJnGrZuCmLjtxrF+vPr/aAZ0Va4ctxra910hHEt5POlS3nYYrw/U7XfZHyp\n/S1j91QcN1OnshCiFMbh79cxb3mhZszmz5hBZPNOstYs5kELIUTN8Gm4Bg1lzlUn8Fslf8YMxn+3\nkX51hzTP9/7MTG3TsEqJ30+k6EHWGggnRL226StfYtIrmykY1ZO8OCznrfvvp2coaIv63AmsBmY7\ntMsaSfYois0wfAa4tHNn5tfV81qtPpbzgU3hsI0kTojT2C9csoQ5q1fzWrcesFONXQpjAmAhZgNV\n9JcQAf1MRK1/aySmucxwnlME1mOYS3Xff8uyaEQjgRJkVqIAmBMvwjRvEjV5F5mcSik5OeRv3GiD\nb89GNcbvBwajE1wZYcp7MjLwANTVUYE5dzqck/Nfk49rlGDlAdtYEvgM4/stBvaj5lYLRe77BC/D\nxo+n6uuvTRF/Idfu2cPm4o+AXFue/QkTp7Ds5x0aCVsx8EJCgqqoxMfjlKwsRnbpS8+OGbTrkMbW\nXqO1Ps7z+Xiuz/Gw4QvNaVGD/j6F0SuMTBHR2hiH/oSxR7maUQ1TK+pqGpB+4kC6pHu5dvNmU/mk\nnxWF6zMyWFyrl3S7tlN3YmlplG/f7GjYuabpkdxYzIy5VeGhO3jqoL6ubE5KkubNBxLk6pVQ4qwG\nnAIGZn0H52PM2YATd7M6p4qB7lVVNuNIzM1l2KPdAO+LnFyMZfSM7VHibZXtIXadprioSDdw46Kh\ntSb8Sc74q+3j1uMK4YjccRs0oJbEmJz0yELcgQD7Qy5m3XOrxky8qNxMSCTaM+GP+apuhIxwKU7o\nZDDU/nDGSC5/cRPHZqVw/InZlvPNrNstRi+XLEGZ+HfHqgfSvsCedlTi97P28UUkHmqgOjlJI0/S\nruMEJRftVPRjIpIrNX4l737o9OlM+nGricRRGKHryhXbvRM6dJAaueWNjTTcfyOdGo7y/FttOfvG\n67Vo57OTbmXkWy9xfJqL5Ay91v2HH+7W2ga63mcd33NTU7W+U59T/WzJKZLn89EYCDPy/vl0SYjQ\ntVNbUqqrCUvIAEGd538cPZoHD3Yis0Mycy5WK4SX+P10amzguYDOumzUXQObviD9k9U88qZH061O\nOmOkNJ2uxO9nY+HdZB7cx2N/c5OamwM4p0i1VHNZXNdacuiYYWfyVrQ3I4bnMKpve+34bTt380hZ\nqfb3rkQPSNCnTs4+WcqAsTTWZ3fcoefexktjZV56KbM3bzY5WGdlZzPG4bngd2zkgrE2XXzDisYI\nJiZq3+cDjzr8NhA/T4MfYzU2FM0rZTVgojGzAWe6jmSxAHukTUGhzYl5nDikM74HF5LpilARcZNf\nMJ29qQMYeGYvVh7J4dqxx9A2WW3r6//azoGqSk2hDCIvnxDQvMFoeZ8mD228y0RbZVHQReV7DVFQ\nxVBL2NwXMa3vFMNxO8W80+LilH/RWs1IF2ZiitYigWqkXfLe4n1hi8wqOpuxUUQ/WusrGjdvsYgo\n4r6W68TAFMl1goCDzpBqFaPxJTZlq4jjss1Obvyq4z2yeT3tJcZs22a3lPL/68Q3iQ1yzrcV0lJO\nLkC6ophgQbOtFdkNImNUFOOj56nDAR3OLJhpZZD+nfEOl+V6FgPbt2zhkfPP1zajjqnyrNB+XbsS\nyO4MX603HS/HDs0EnRzPKfcIoNmgRBvb/jLmhT2MXodUQTVuRST0GXQCJ1AjY4Kl2CkCG/Lq0XOP\nIf/yWMzRpLnAEXSjxhiBO9JO3SwfG38p3lCQsNdLUt++FGzaRFY0aoqwCbh3G+wbllBe5h53nBpF\n//FHE5PvXKDcgQn9P1lK/H5SJLA/Y7k4IcY+F7P8hHAzP733HuPuuMNRoZ7x0nNw8V9tKQgnjRhF\n0QXljCx5kyxXmEhFqc0Tv6KykpH9chj4+HNceFwmX760yfR96vlXMLN6Pwv2l7EJMO8ealmqYmCE\nJ4ncaJQV4SDFsRhzUaP2phx14Dx01JWJRRnY/smHJHbO4kpL+aSZsRgrevSgcNAgrQZ778sm0S8l\nkT13zSK/uVlq2AlUD4gUHH0hzPP5eGdGNWNee56MaIiundpyyuDBFK5aZdu7Thk/XnpcRBFlZIpC\nZOlLCpjKowij5aZFT1FZVU/93p1wtN42R4zcI8boteAseRm5GHlG1H3cCUJrN8jArtO0VC6ta04P\nyvfU2WHJOJQiQo5CUqOsUVM783w+9mSdSFVjiN27asjznag+f0vlThAElYp9H8T+zMKhH41hyuEt\n8ftJLnqEQCzCax1TaZ55g5pv37OnFHIr7h2RRE71UlSW9licHyIo8YxDAMCppJU4Lieksp//1Ycf\nkLbscVIjIea91V6Dnp/m83HPBTcwquRN/tgxUYuC5vl8KM9uUO9teIgL58xh2sxbTbrDlMxMMioq\nWCGMmd1QuF8v99dx0FBKs07iwnP6MLCrDjO3Qv9b1/vMvxNzasb8xZQfrMWb3oYpt8/Sjg8ZPZpH\nKjtzat/23DY8hxK/n9UzZzK3stLGeeArKNDGobHn1NS8UlN7jKl5fV5fwLPV5VruTWFpKc33/o3m\nTXtI+fwNlr6QAMlJZA4Zwk/PPssgce84IedViYmOKJaUnByur6ox6UZiTRLwdZdlgCmWPhL9VH0k\nyMgHF9ItMcq+kIv0cAPsMpf+BGdnn0gZmHL//VRs20WSomhRbafc2ynvvQexmDkq3wq68Hdr5KYv\nm8OdyxvpuHM3KwykLVOysjSoVTFqR9lgS4qLU6ZNA8zkSfLFxZqHqkb4rAuw+F/MwagQXlKrgTVw\nxGiKarqR2S2dHWV19Bvag+83VBiihfoP9r2xhPbVVRp8L4y8fMKOpBT2IoxNe5RSM+DiXrrWoqD/\nj7z3Do+qXPf+P2tmMpNMOiSkQOhNUBAES4yxoIO9Am4bgiJBbKDuTUDdm322SrBRlBKKFBULiNi3\nUSwhBuwK0pEUID2kTzKZ9v6xZtVZK7DP77zvPuf8nuviCrNmzSrPetbz3Pf9/d7fW9pfT1uSy/Lo\nIndGysHSJHLF317krDgrh9qC3P/X2ab5F6eqGWkUPdU70eFCE8YlA6TFS3sPqlxt1XYpcGAxcIrl\na5TV8Aih4OG5rmoFag3tHVW+GOA9DRqvlMtjTgXTLXaYOL+INK2EgnWGzuyNkcYOntProe0UE9Gp\nWmF+Pmsa6zTbFldXmwpPdTVmpf7zB5Rj91YZvOr3xR0dDa2tmhI1Up6rF0Tjv7gYEBejYyb36Y+M\npNMTvvSYieP5+vShVZfnJzVJSMNDuJLqrUC9NYIyv1Iiw4VIRY4HnGiRUMkhlq5sJqIx/DzwZ8Kd\n73vsDobdNln+7LXbZSNayh2Vjv07IsoqIY1qBO7KmmpGvPY3XlApRE+KjOTBQECTO1wI1CEizT7M\nKaj+yEjsra1hyOczQI7Jb/47t8L8fIb4fWGIZjpwnyOSFFVupZm68IyDYmmZFBODOiJ0DCPFdOuw\n82kedj59UmNIWzlbHuPq5vR65HlNP1ekj70IS5ydK9auJaJ8P6M7wnkB2YDdZmedu1n+DMapAaMQ\nmQVG9zm95AhuIWCMRsbE8PiWLTR3+Ji6eR+p/RPpnRDJ0bQ0Q0EifU6uUXmcXudm09B7NOkJkcy5\ntC8AxaNHc+vCJdg9HlptdqbNmyVTt+94fimCu4MWawTTn1QQNdFRU83vghLsNBUK1K0HmS4XSaOy\nWPJtOa27Cpn87lJ660R/pPFxAoWWXIMoqAfIZcX0ZZSkvFKNqKGB4+0PGjtk6jzU4oKCLsulIQiG\nzrJFAF/ABE012d9QCVgIF2HqklYrSFUVwp+DdK1a6rYqHQ3lnjWpVocgt1JEsp2pqaZ5pTIt2cSZ\nDYsnCFKurvjN6QhbmStWh2/f+812fK+swOnzkrc5URYw+v6pJ9guvUN/KNTz8y6/Auuw83GfdQGP\nTz1bcyzZPlJty3S5WHvno4z76C3OSbRhiY7CXlfHYh1CqhUlEuTj6Y8v/hX/cyq6ulGN2UyXC+vQ\n83iq4CgX9Usgc1w/QHyeX65YSWr5Sf6Ij6Y4N+T8Ll3Kpn88zdVHS3EKAt0HiroZmS4X7V6xHJ46\nz7Ur26QwP190cHX3ffdzeQytqNcIek3auZPBHR1h+cB9vV7DgH1OVBQT5s3j0/11jHtzA2fFWYiM\nU1Dw36vEOVqP5Eqf9AjyL+vX4vR68ERH0zD2WgZmxJH7+kv/crAvpaWFdTpU2yxf111Wxts6cIua\nmv9/Ck9tP/QjT6IUlpcMhZ41Nezt04fxQ8diLd3PJx2tLEec6CMRgyG1Kek8n5sLKM6SiDoaR770\narwykqvaV1blMziOlGdp/MKK0v2Ssq2AMqHqqSK2zzczAAXdeBJjGtLzoUL3VvXErHfsQjmzAqen\nKK2f4EFFc9KVFrJY1CUJlO0Bp5OOnOeYcPVAXiosJ9Ml4kv/mZqRxxcsxo0fqweKeyiliCYuWEIP\nq59DrUEe/JuWwiPRlTXPDQk5NXB+g6oP6l8YIPbS/fv37WLn5k9IrWth4afdyZhwF8HY4ahbMCgq\nIIp9FE57DqIgNhfddx+5Zdr+uTe5JzeraLxmi6ZEVw4fd+HjWrqHPd9sJ7nK2FgxlpsI5V6eho/b\nVU5uVyiAUetqzCq5iOJ/JGXaRxFFb6T3ZVpEBBfNnMnsN98m+lgZI9CqlesXl6tLSnjFbjdUsnVN\nn86Jxg4mq2igoFAd9e/pVLudk3/8YcjEkPo5xRlDT8JzFD/tfQaCt5EnjpfLDvBboXubr7vm+tA/\nNaV4JqIRbOR81/ToyYSLxsm/P3fqND7YWQw+cWFdqDp2BTCbcKelEIgP+Fmvu5ZhoX5Q07cLgHMR\nBcAOI6LL+j65G5jURbkDM3T9v3OzeTykE45o3gd0XHoFX+8+QE59OfkeDz6M86dXejzkrlplalAr\nJYTMryMQDJq+S+4Ih2K0GqyNfS+4hC9sg+n+yixcJbvl5yatx78ATneL/Btpe5TBuVzAcyb3ucrj\nYZLJ/KBGbPwBcX4/WvwVdrc7XIixWxI3TJ+OxaJGcs0cLy0alely8V3UUJo7fMT4A2S6Bsrbf48f\nzolmD9Z2H5muwfJvBEGb86lm+xjn3oXYaQZ2QjAIjjMv4PdOP/z4FjMOH5Lz44zGx2fAHWjfpaeA\nwzY7bb36Me7xOfLauOvzAmJXv0hZRJATMVGamq5SKozRNamDzIX5+XK5NKN8+a/LyggE4wxTZIwE\nrGTNDYy3Gz4znYOYnZPDQ4f+0NQBlcudoAS3jUS1wkAMIRztlpxNtf1pKylhy7PPMmHePNPKEJs9\nWqdVOYdguF0KSkt91JUTVVxQwMdLl9O9spEWZxTFUToac4jqLZ1hb+GXlC/8O58eKxM3HFYJGJmg\nkcFgkLg1LxLj6yTvo+4ywgtKUER9C0VFRXQblcWx1LOZdttwkqPtvHDttab3IF2r+q/cR6o+AQU8\nufvFVzhZ10yPHnHcrBm/xsexSUBE6LMUsHhRg45Xyefoe/7FTHlnHxf0jufvrv7K9YRu9HSDKzYT\ne6a9vJx3dM6dGSXZBWxyOLjd41FKo0VGcu5DD4XmoxN8F30GE64bxPAUZW2Unkm4IJmg2S71xWJV\nX0wuL4MH5nLRggU8tiKfQ+X1dE+OY+KjD8rBvr/kr2J/aR3WGCf3PTFLThkwCsiY5ev+6xm5/4ud\nXOgiwl1Vxe9330+iZxOU7GYmomEntWk9UuX/S46amYS6XphAdkJMcmqMJmAxgqZd5KTECPFYiriT\n9JV0DvWEF+33ayI4RtGcB9Iz8F92i+p6DFBKiX6MeF6jaNiD6RlcJaOggoqWrOsLCe1UfSGVtDFF\nx1V9Kk1GV//9JYbEWNjfEuCh+Y8CIgVH7/wmjxnDjrlz2WxC1fnaNojze8fz0zdlsnpdcUEBf+Qt\noUnwE9MW4Ltej5E5frzqqhR1bfV1GgUzLKbPX8C/bxdnfrhMicaViPVCT058COeZF2r6wapGwdVI\nrtq5Bi4YPx6r1ULuqlX8uPcocR2NCHaHLKCQ6XLR9FsRny97j4iGNvLeTgwrzG44roNG6osCPy17\nie4BP0at3hnLTd4Ohvt9mrzZuoyhpKx4nBfeUXJM/pUcyVOiAAbNKHdOMiIUJFf8Ky06TejEKQSB\nM0aPxpYxlKI5j3DS3aKh+ulbAfBOiL6rF7nIdLk4UNPGyuseYFzxNlkt8twxY3jsrbd5sbxMNobK\nHA5ajx7lPK+XywhnYnwWctqq2lpJQOtAPgE0eNoZk57G+OPl8m+l4kj6PP1IRMrna4homeQwSxkv\neuf7lm4pmvEy5oorWJ/aF44fydWpDwAAIABJREFUJhvR8b8XUejqeOi3Ww36yagCooTSqgMO0jiK\nCf0mGLo2Kee2CWhI7kWmy9WlaMj/tOZzOAxVt1cDM5qb8MxaSVbSCcblvUyqv4ng0cPyxKA2qkt+\n+omxOTk8cvgPlhzXGvMDJ03mF284kqteh/yBoCka0pB5o7xW6Nc0WQAIcEfYlcARIl3+NiRxJeWa\ntyE+c6Nyd9nAfIeDchMDPjYlhVl2uyZXK6d7kiw4pi6Ld/zd1wzFaKq6J5PpclHeKLI9igsK+Gjp\nMlpPtpK3VlECllBBM+dH3wSMHTXJ4FdvD6r+6nYHwlEw+fghZpR12Pk8mzed377ezmMr8jl64iRN\nnnbSKo9CKDdO7/DKhnBCIp6755E+NpuzRop5pcUFBRTNm8cXmvVUqekq2S5hziZarQ+bCVNGypf/\nZtt3IURYdxzBpMwdxnmiFosxImy1CPj84TTmHx5p4tZN62lvbmNY3yQZ1aps8cjBbaMqA3pmlJyC\npdouKe2bMSwq/vQI12x/l36RQbkuaabLxZaPDhmuy1ZBUXXWXI8OWTZzoqQasMtNbKP9hV/BshUE\nA16WvZaAv/8VHDj0T1ZKDm6odSVgVFtRQZE6l/KogvBKVSz8Bsi8hHRKKOLpACvSvev7Qr890+Xi\neOpI1nxfwe0X9SZzSHfV/qG/uvNITq70/SnL3cjXoz2OXN5HdYau0GWzNcyoN8xYTdnAuiFDeNUR\nR31dM4N6d+Pu+2eEOfY23QCTq36EbZfuTRu8UbeN9RXc9tGbZM76iOHZlzHx9T3cfEEvMocnA1od\no5FpMWS6xDoKZgEZs3xdM3Crq/a/2sntKsJ9VeFW3CbqxR67MqQ0jlqYKEJ4voiMsmJC7QmELwhg\nHDEWkKisyiQvCKqooS7a22a1hS0k1cCVFgvpw0bRaIlg8J/uJiZ5BA1NHpmuqkcpQ2Ck7JBLL8dd\nL7yMo9OD22ZnwK2Tw2t46Rw7hQ4dTvVt+u1bNr/6IS0qAyLL5eKlo7vDaEWZLhcrG3py88V9eHp7\nCZkuRcDo+qcX0SsiSJlHYGaI3tw1VUdbvkiKSr2jnvjnzQNBkPeXIrpaITEhDPktLijgk8Wv4G5y\n47HbSZpyL5cOuCV0z5BY/J4GxQOxXuiNBVsIDM+UtwVldWWjHG5JCE3bPwCVDzzKBqmm5omj5JaW\nsv/nn0l6/Q1FifCwujB7L8NSBdI4NUJyG8qO4iA8eHITkNLeQj+/Vk7/1rY2Rn7/MRtblEI66kVP\n3cxQ3FOhAEYt0+Xi/ftqGPf2a4xKsGKLccpGRMlJkQYsoTVmQiB0dpK7ahWXLlrLB9FxGtTJaIEx\nK1kiiVwojywoB3nOGD2a+AHDyPr7MwyqKWOdrxM8HuaHEDojJsYnoYXeruuPQsRnF1VdyuHqEs1v\nnwx970FxQm2ICGkGooOrFvUpREQN1SXW703uic01URvsQcBz7b08+MEyXqk4hhORFv00irOiR/hr\nQ+fVNxcwPTKSOzs6aEJ0iKoRadMbVPuloRjJh2LiyLjnceC/tmTVv7tl5+TwRtG3hkIeUh7+6Muu\nYGldT3KvHMCWO6+ncPduNiI6kSuknZuayN28Ge/4Gxi3YxdnxAiyQd05YCx8VXoKJFd5Tx9fmc/B\nsno67A5m/f0xvixPlud+vZFosYQcPkGgIfMmJtdXsLG+ggKUsaHO3W5ApMmDcXD23uSeDIiPxnPE\nuEhUc3s7gbBcLeWqpIBuEDGPHMLfrfuixIrRVgFafvuWHZ+uZIU0lg4o85YlYbhJqRVjA16mmRox\nwVRBTGm9B3N03JAJJoBeHSLT5eKMiy5l+rsHiHdYsS+dAXvFvGl91QWpDx4dNITKERdqznFq496Y\n9SOErtUWMnYkp0Xf57np6QD07duHg4fqjdciE2Q2YMQ2IuQI6p5N6c6vKdm0ntjWdvLeU/JHB2dd\nSmv/Mewqb2bOlJGa84r16wWDcwth6sQC4N23i8bvP2CrU+CjmCgaW1u7ZFjE3fYPOoZdwPjzepIV\nEkAUj2Wcq135ww6sb29gb0SQvKRYVdAFTakgs3mwqxqwAGXP/Z1/Sg7tIZi89xC+RGMWjJmAUVdi\niQCOFS8S5e9k/VsJjH/wfjJdLrKysvjkn0cATnkPeppxeFCE0Pe67brvlf0FzV+p7SvcTtya5VTZ\nAuQtiz8lk0yi6xsBBiDOh1KT5tNxf32RhICXQb27aRS5p+w5qKEsz+nbl8jYWNizR3NsF4jMsc7O\nMObYhHnzqEo/m5W7TvDynWcRH6m89WYCU1aD7ZJNm1rdzEfvxWN95AFTx9QRUnO2yQELfV+Eh+3M\nghnJ6ekkjRnD+FdWEhfwIzgdnDtpEtmjRxuCW11BJv+rnVwXaERI1C3K56E6axJ/9tRp1ItnpmWQ\ncuPt8me1o2aMOhpRfcNRVulYxrRRxREUVNskAwLNdkFeDMPO4ZrI9PfXs8rvkxeS6TYb6XdMJ6rv\nMBq2vsbJt1/F7RXwnncDljOuMxaMQkU/Dn2R6XJxNOks/EFo7vDRJ1Gb8yk53fp7kxBh9fbfvvqC\n9LeWsFKi6qgNCCHVhCobvphmuly82d6Hi4YmUb2nhkzXGV3WOZOvFYXqfToRuoBBX6uNJgTFWV6l\nOtYjL1ZQnBYr1wF0mtQ9dng9GgMlGBQnGn8gXLFaQpDl6wj9LczPNyzA3lWtRsuf/qGhlCnnMBmn\nAtDZyVoIQ0HcwNj21jAK7yC3m6dxG57/dNHcU6EAZk3sp6AcgJHaL19+QdyalyncJPBrYgzZOTmm\neYvWjg5+/+ZLnCer6a3ablSCxExlVYo+//rV55z54TJNoCO3tJT+uX/DERPPugplfEhiUV059gnR\nigGiLqcT9HsZr/utC1iESB/ehkK1noaSm6e+F6m/J3XrxqChQ2m2RFB9zrX0GpUVNt85hl+AMyOO\nO7e+geenb3lJ10c+3bU0Yqy4vN5iIWlqDgtfW8+c1iY2ACnAm4iU5I2IdOUawGqNoCWlL64//4Wa\nXqMBxXi4/bml2DweTngtPPofj532OPvv1DJdLtZk9DcU8ugMBWHVga5BV17JG/v2kWpQszGvpIRp\ne3+leVoeF6sUMr/6Qww8BbrwciVkMtPl4szsy7hp3mq6Fb9H8dKlxNV1Uuq/l8Cgm8PmaxHJFecr\n67Dz+e3YAS7esYXunWKASR0QAlERHN22p4D9goWGQecQc/Wt9Pr+A04eORT23uUA7upqNuvfvZO1\nmuCmtKZ1mgiRdToUEcKIr7aYOgQ95izFGwii172TkDa7zrpTnF9027VCUuqJ2AgdN2PeqG0U9WHU\naU2XPvoXcp/+G3klJXKATp/vXdXWEqahcSo9DqvpNYnbI6yn57RYTPpIcSj1fREOMBQXFPDdC0sJ\ntHUQwEpxt8fk8nCNS59li0RLVuWPWvqeY9qnEpKrdwY69+0kpnArr79hxeKMEnNUg0GGf6Cd26f2\n6EFpRAR4veibWDNW6FKZWq+WHFy1kM901QIAhMQz8QeDRKhsNVDEk5zx0UzOfaRL26gwP59FOsR2\nY30FN/sSDH/j7NOH3OYW8kq1z9NMKFQqh/eZ9PyPQG7oeWS6XCoHC8093LpwCe7GNgZkdOOKmSo0\nMnRcfZ7o0bwlpDa18fa2BFoenqnsr0NmpWbkFIvMvr+zvTzUH/tEvQijpkeWjQJT4vVqt2e6XMwv\nTyYqxs6cPw3XbH/25ocY9/VWzleJdnn9Ae5++HGNjfdxXzHftfDdD7m64hjd7VacffrI+cAf7KsF\nDBDb0N+w+smCtF3pB41NWwK5VcdpUNWTVjcJHPzhiwLi1ixi5yaBvSH7Sr0Gq5cbs3khecwY6jZv\n5rOQXgMdbeRu3gyjR3PRggWM++uLRPs8Mvuiq/a/2snVKweqJ/X2SrFTR83/B7mvraO5oZW6oJWe\nN99JvwsulX8jO616tBNjZ0CirZgVMDcSMjAr2QLI+Z3avEwRzQugjWQNmDQDISmKq9/YSJTPiz/S\nTlbOdBq796d+0TO8p6JuTq4+TkXveBIvuSx8ohWksjnaCL0gSKWFdNtRl1lS35cxwvvrxlc1uSgg\nGhA5CxfiGXsrW956ikB9C3mvJ4ZFKw0juqpncGqai6AYA4Jw6tJCoDwD/b2FIgQCxs7ykuPlmoi3\nGXOgI8JBpMpiPVT0FR2vrkHwdfJ9rJMeN94B59wWumatcSs1s/voqgZrx+LZfOWAtk6B4miVIIpg\nRq8TcEbYwd8uR+SldyoO48nErAyNUS6tWU7uqVAAqRUXFFCYn4/N46GipQXb8Uq2NyhiVRKyXfnW\n28oCFtreaTJx+yMjOfTmesb4fXId2vGIIi4jUOi9dRYL8aNHk1tZqZmw/9ynL5eEJuG9r60PQ/Lz\nSkp46LV1YQEQF9oasFbgN7uDC0N5NYBGKV4t/mRERfw+Op6k+BgKKk7ITiiIZVMkWrC+ZQOfDR3K\n4x99xOE6N4t2lBvMCeK7kXHexXj9QTp+3QV+v0boZm3oPqYhjodOjBWXG5xOJj/wKOVfFrLs4C8M\nREH7Pg/9LiImhvvWrGF+uUiDGpTVl9oyBRfOdLn4NXYYrR4f+480cMEVWuGT/0kt6faZTF6Rx7QQ\nAmpDDKSknikiTj99+Tlxa5by4dtWqo4e4h2fT865Vq91x4HqX38itXo2/3w3DmcoJ02aBwMYN6ug\ndYC/+7xACdKEANUHX67hh7RYBLlolNgkJ8e7dyeOT16lV1UJwwJ+eeyoZ6VsFBRXvS0buDrSSfO0\nPNKTnZw5pDvHd+7gdh1iewfwsoEjATpxxFBAt8/EyeTWVmje0xmpGaTdfEfo2gWiTAKSonNirn4r\nIrB6dVpjcS8BY4VgMEbHxWC4sZ0gBb2l80n7S4ysc8ZdQfdoO7mrVrFv/0FuqTzBUHQ02uPHKf3t\nW6LHXnxK6qt6PTVCqUFbYUCasyYsWILT10mb1c498xTV2tLSUvzBaBPH3kAMR9ACDJJBvtGAiluY\nn6/JuwUlYHHOglV4/ebPgGC4AzRo68sapE3KUdXP7etqarghJsbQyRXFrTBhBISj111VC0ieszRE\nk9YCAMKQ8/jb50cZP7gbmdl9ZCqsPrhRERJWNGpRST14NC6el1QO8Jy+fZkwbx6BQJBx818iPtDJ\n4N7dTeunQtcIb8DpxGoRr0DteEl57p8erGfhpGGkxakZliHnMbR7GCOvBHIrFTVm6ahhfW2AwBbm\n5/Oiyj4AeLCjgxlRUaxUiUFqgzTSdWnv2wjJPVVzDL+A5oHn8vi0UfK2Tl+AZ254kMuL3uPcpAgC\nKsVqu+tuXvu5ig33nC07tMUFBXzz0suk1raw5JPuXDIjR2PfgRFdWforyP1gqHA8YgS5/fpp5s+7\nuqeTcN1tFBcUsOtJlSAZSjAGIG7NC7gFP3nrlPSPz957j/HV9cQG/FhCiG3tDz+Ygk9ztmxhfnky\n7VaBOSFhs59//tm0P//XOrnSItiJmN91I0puRCHga2vm8Ovz2f7DEG5+6kk6+o9hV3kTKbGOMDqe\nvtyN/J1BFFNaWIzyTWXhAIPrlZFc1csiIAoZSL+Vt6sWbPU1CQJcnjObfRG98Hy+mUFOgdoffqD0\n+Ee8XaWdIDfWV3DHR5sIZF8WhlJaQjehd+xlxBZjVDMgfVDdrxQZVjd7p7FD1lRfz8CtS1kpLSCH\n1Ahvhqnir2hwiO3UEWOtA3fKRRyo+OEbGre+wbtOgQ9jxMht1JkXKLTnUzjLxQUFfLR4GcHGWqZE\nOFivUvuendGH4OUT5D4qLiigdtHTfKRalB+oPEbxoO4q+nQQ0Bo0ZvdhJN9eCESUlfGRasLWlhiQ\nVBzDJ0Fb735waJ98HOmdepJwCm8h5mVo/pU8ydOhoUqLnDQxGglDdYVsTx0xgplpGSyvPEYhImpY\nIwhE79qFPwjJaNVfpXqwcj5sIMCMX34h6aGHuL9oF00nW6jHxn0hlVWACJNxb/N4aPNo0W7pXEsT\nE/EkZBAZH03sVbdy758VZeOMCZO5v7yM26qOI73dZlTEiT37kdAjHluFNrgkOZufGV6ZvqZnOI1S\njRbVvf8GQ/1ivra6rI0UzohDZNbcirHi8r1uN3u+2U59RxtOFANcfR+32mxkulz4H11BYvF7bH/T\nQk3ASrFPMZhF50Hc38hZ+J/SUsdk88HZP/Bq4TvKnNHRwR1b38Ie3ExxWwPbQ/PO/NBvpBqzUoBE\noi9/2OGGkt2i8RfKqQz2GwOYI7lWiyD3I8CutWvCDPlXKsp5bN1aLBPma7ZbBIGSnV8zeNsrZITm\nc0kEUgoUqZH8GIzL3TUnitnbQcTSRoVRUWS73WEUfrNSgNL4lTUOCDI46zLiMuLJXbUKa0cHP9R7\n6TPxLgZccIl47RZotxkHJCX1W58Bkis5LfoBJwXDI8KQE63wn4CWrqx3HI8Wf03pG+tIaG0n7/1u\nmgCwVApQfz2SnWARFEfz8IwZpGBAo21u4trt7xIcky2f+3TWU1N02YB5td06iAiLQFunn0zXAOVa\nQykc5lRv4z6VtnfFyOpqbbYIiKi8gXMiBQ7UwYwPnn3WUP3WLEc1qVcvptQ1h9FPs6dPp6wtPCdb\n7IvwPOQuyx0JxsfROy3ZOTlM3buXdF25m1nV1WjrFigtLiWVwZOncsWi5SQEvQzopVBrg8Eg/3G8\nB/boCObcdqb8m3+lFKTCsBM0f+Xv1S9HF/d2Omlq6t/pj6M+gVFfZwMb+vRhqt1O9aGjxNgEEkPl\nbkDtdOudaOnv6a9CRiAGAtiGnU/T0PN47N6zdWwq8f96YahX1Q5/iK2q7gs9krv76+3ErXmZTVts\nWKOjTCna6TExZM6bx2Mr8zlUVk9i91j2nnk1N4/NpvDFWYblkaY++ywpLS1KrvZBBXSwfPNNGGJr\npq5sJjTaVftf6+T+Q/X/QiDPaiPX75OFL1YA+Lyw93dy584l4eF5BHqNDkMdBUFyWk1ybHXOgGIM\nGuTOYC48ZawIKGiEDKRjSI60kcG5f8d2Mt5ZqkFK7zChZ0V2dsqIraYMEsZONCg0ZqvumoIhv0sr\nxqDQldX7e+3GDlmgpYX1JtG+tuFXsnXdh0TVtpC3RSuepO5rNc0lxuelym9l5l/VZRtC9KfQ8U+1\niB8t/hrL6ud4v0opYp9bWkqvx58iEDtcRrVPJfYgUT4KgVsckaT370d0WhpDJt1FrWMoHT4RTynM\nz2epLuq8TFWTGIzVULNzcgxzOc6dNIn7NmxidbVy/a9ERvKOrjyNXp7fjF4Xl3UZ0w4fYE0woMk3\nksrUqA3VAoxpqRLlVo28SoJURk1Wxs5bQkdTGzEJMdw552ENBUa/yEkTmz5qbTGZJNNjYnBPyCFr\n5WKSq44yLOBnTTAIbjdPoqUOf4lJrn97O7k//sgNyzfw4f46amrdjB43VP7ejCZZ2dZCTPPJsH56\nNyWF6599npfre3Jx/4Sw594/8xL2/vQTmz54jYzQ8zTC7QuB1hNHaQymcUxFBVD3TY3Vzn1WWK2q\nzTo7ow+Xq8TlFCE05djSXOQPBnF4O2WKciqKmNADiGjxttBvEjAuE7M2EGDmG+txhPYxao6QIFAY\n7VuldCkIIusDQreqG8dG4+6/I6U5SJCkY/s1QbFCoG99Lf3QBnHUol3LEFW2NyE+B6NgT+6qVYx6\n9hwgfD6R3CWpVrfU1EEa9dgp//VnOs7YCShaCRaLQO22N9hUV6FR9Jac088RweCrgDhHJLWChSYh\nyFPt7dQgUtp9Fit2grj37YKLLwMgbuBAQ+ERe69e5Fosmnn8oZ4ZXCnn8GlTajJdLvmZ37RxNz36\nxGsMVffFt5DrqTNcF45azOuMSmJb6iaAWE5HT2NGK2ipPpze3iguKODkkmfYbEC57XVutqwbIR5H\nuQ91OUPJ+D2r0SgjXmyRXo/GHlCX9uth8ROdEM0NjzwQFlAKCz7LgVJtkwSp9OI2/fv144fdNQbH\nEYzRTrTOdVdOYFeBbNOasSF2mprlJtVTN2pmOarJ6ensvGQKV329lTNiLdhjFW2ITdsOGoInDb8W\n4f34TYod8HuI7nmqe9DnCAMcKPqKuDXLKY8IktcjjuycHOypqTxTo5UfXFxdzU2RkUx3RLJKVZrs\nru7pjL19CiMvuZwNrX3oluBgzs1nyN8b1YBV55vG+Do5o2/XCK8/MpKsrCy++VJ8z/SOlxRI0rMm\nBN07czplLtXXrD/O6agfB+x2w3I3AGdkXSoeT/cbNThl1MJDU8ZN9h0Ip7F///xSUk+2svBTUcn6\ndEWy1Eju2rw8Di1dynaVfdQVRVtKX5nw+h6uGpPG/h9FOMPsObjLysjTqUN3BTqYqSv/Z0Qku3Ry\n9+/fz8aNGxk2bBh33XUXALt372bLli0ATJo0iTPPPPPfuv102uru6VgtAT6rrTJd9Ke/s5Ho2aMM\nS78EgsY5toIQXntN2sdIjVmKuOoHacPzi9hhC9DZKbA7OBMk6peg5ETJESFBWbzCcmkFOPzWhjAq\ncL9OY+pVp91BIBAMUxCU6dBhTqu6rq4+EBAMpzLKC4W2fu7YqdOYuv8w63QOWVf5HD33LCFfuq8j\navGkvmFRzEyXi52RQ4iPtFFf2kSma5hyDxY0Yh/SpHzbc0uJ9Xsp6YBZf1fy+Mq3bORVlYML4nh5\nYNMGgtOVgilGzvIjvXqHiT1kA9meDnLT0rho+nQ+fXk5nbUttNsi8J97wyknazlwIBk0qnvOu/lh\npu3+GHdjK73TE+XF9P5gGnd9tQVPs5v+vRJJqaw0zT8FNV1KO06rFywmWLqP2cEATyHSINX39Tvw\nEXAt4LBYsUXYeNrjkWmpHkR6ocPvZ8szzxBfU6NRQzUTpJK2fW0bxNdHG7l2aBKZWVp6pLuqSmN4\n/4qxsvpNJv3rj4yk53kX89vKRQwP+DVzhJ46/Dsw0uggSHV4CS1GWgfCOXI0N363kzN16tP2ILzV\netJQlfmsS8bh/8d6yt74EHtnJ3nL42WnLAhYD+1hZXu7KUJWCGy0WPm0rRkON7McUXjqbl3fzPd3\nMrV7D+7u3oOOQAQdEQ7Gz1TEMCwWhcWhDwJKQb0ad6tMUV6GmDu7PPRPPS8kY1wmBsRFMjYqmmiT\n76P6iLQ7I9q3OmovObmBYBAr2nGsRvyh63H372zBoJjHXwgsQRHw+pDwUlDqIMxS4BvEIIJ+P6mp\nI+J6Q0sas+p6saAEacLeq6Ympm5ZSvElfeU+tAqKEIk+8CI5ugHpGCHD+o7uyRRGJ9K/sY63fZ0U\nBvwUVBzh8Ovzqf9yA3vmzeX6efOY9cgjmnnjwaRkpiwU5+LZy1dSVtGALcbJyLvu0ThjEsMqzPES\ntEiYBYgYfgEXXdqX6UuW425spVdagjyflv5SZZg6YzWYN0GZT/X2QPl3X1O7aQOR3k7yNiTQPvRK\ngteIqqP6td0o+CmN+TvOyw4FmXW2Amr2hRIINFKvllp7hB0n4QjsghM9SEiPxTWoG5n9RQO0uKCA\niBUvUi34+To2iu6PPiTnwLa8sAiCXioiIyn+ixKQFANQhItvCoKhzaQPBEjn/fH5pfja2nFb7RRH\nzu7SCUweM4b7ineyWuXASQELn4UQXVl/PYTYbMpzkOqpGzVnnz5MPlGnmZekc/xWl4532AX86coB\nDEpyqm85zIEvLigg4bWX2FytDaonT5zIzANHNJRl6fhHQMNmk45TtvDvbJdoxnvF49gNnIRCIKWq\nKqzkzMGzxzHl4stU84CJp6ZrUr5pp82iEfPKLS3l6pISTerFuWNENok50mrsJOr3PxUj7185fvLY\nsUzfuZNVHdrx0pVw17CLLjU8vtROr+fMm5RmZ9W9B58/8givSXNhCczatw9/t26Gx5Dm/GPffUPc\nhld5dWsEREWSPHYs3y9dGia8eSqK9g9ffE7cmkX8+oZAXHuQitumEGvyHMxK/0T6wmvBuzBXV84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ERDQ5jzGNujhyYP/r+6FRcU8O0T88LQS7fJu5ZosTDe79estVcCfzQ2cobB+3CqcoUS6+J0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\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tY8jPyaFzeXlA8mHliaNKglN+H+sTw+/PX0RyaTW7YiNxqeRulISq6ng1ZWW8KbjMkeXl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\nsgrz5ZdfU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IYNGxgcHBzB0gghhBCjmz7UBRBCCCHExU6ePMkbb7zBmDFjyM/PJ/C2P5fL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\nhBBCCCGEEEIx/j9KHPlOhkzi9AAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x104151210>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Resample the data\n",
"\n",
"To resample the time-series data, f.e. summing up weekly each monday, use the pandas excellent resampling methods. Plot the results to inspect the data. Change titles, axis labels etc. via pylab-methods"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"perday = total.resample(\"W-Mon\",how=\"sum\").plot(kind=\"bar\")\n",
"title(\"Tweets per Week\")\n",
"xlabel(\"Sum of Tweets per Week\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x104205350>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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jdu/eHd///vcjIqK/vz/+6I/+KK699tq47bbbYuHChbF06dIhb+/SSy8d/Ld/+Zd/iWee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\n2G9Unxv1uVGfG+t9YL9RfW4s9iXEEJqVldXifl5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"text": [
"<matplotlib.figure.Figure at 0x104142d90>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Regress the data\n",
"\n",
"A simple (and a bit useless, but it's just for the sake of example) OLS-Regression with the shifted tweets (lag: 1 Day) can be done quite easy. Users familiar with R will note the differences (*writing* models in Python like *y~x+whatever* is [possible](http://mpastell.com/2013/04/19/python_regression/) as well). Specifiy the model and print a short summary:\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model = pd.ols(y=log(total.tweets[:400]), x=total.tweets[:400].shift(-1), intercept=True)\n",
"\n",
"print model.summary\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"-------------------------Summary of Regression Analysis-------------------------\n",
"\n",
"Formula: Y ~ <x> + <intercept>\n",
"\n",
"Number of Observations: 399\n",
"Number of Degrees of Freedom: 2\n",
"\n",
"R-squared: 0.3118\n",
"Adj R-squared: 0.3101\n",
"\n",
"Rmse: 0.4055\n",
"\n",
"F-stat (1, 397): 179.8771, p-value: 0.0000\n",
"\n",
"Degrees of Freedom: model 1, resid 397\n",
"\n",
"-----------------------Summary of Estimated Coefficients------------------------\n",
" Variable Coef Std Err t-stat p-value CI 2.5% CI 97.5%\n",
"--------------------------------------------------------------------------------\n",
" x 0.0000 0.0000 13.41 0.0000 0.0000 0.0000\n",
" intercept 12.6846 0.0876 144.72 0.0000 12.5128 12.8564\n",
"---------------------------------End of Summary---------------------------------\n",
"\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And plot the fitted values (*blue*) for the first 400 cases afterwards against the empirical obversations from the dataset (*red*)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig=figure()\n",
"sub=fig.add_subplot(111)\n",
"plot(model.sm_ols.model.fit().fittedvalues,linewidth=0,marker=\"o\")\n",
"plot(log(total.tweets[:400]),color=\"red\",marker=\"o\",linewidth=0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"[<matplotlib.lines.Line2D at 0x105ebea10>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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aei75IYZNmIirxqYLlNTHZK4nGIeLmlQUOXkyqaVW0KmUbwzZr7ga0dNnwQ5w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\n/wdL5E+bSWWmaAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x105e22190>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t=total.tweets.tolist()\n",
"t1=total.tweets.shift(-1).tolist()\n"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Push the data to R\n",
"\n",
"While IPython becomes more and more language-independent, the rmagic and cell-magic functions are absolutely terrific! Using the rpy2 interface (I hope seamless conversion from numpy to R will improve further), it's almost too easy to pass data to R an use R's huge statistical library . Of course, *ggplot* excels *matplotlib* in many, many ways. Let' plot the Tweets vs \"lagged\" Tweets and fit a simple OLS-Regression (see example above): "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext rmagic\n",
"tweettoday = total.tweets.tolist()\n",
"tweetyesterday = total.tweets.shift(1).tolist()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"The rmagic extension is already loaded. To reload it, use:\n",
" %reload_ext rmagic\n"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R -i tweettoday,tweetyesterday\n",
"require(ggplot2) \n",
"print(qplot(x=tweettoday,y=tweetyesterday,alpha=.5))\n",
"print(summary(lm(tweettoday~tweetyesterday)))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"\n",
"Call:\n",
"lm(formula = tweettoday ~ tweetyesterday)\n",
"\n",
"Residuals:\n",
" Min 1Q Median 3Q Max \n",
"-1314088 -68943 -131 61755 1018282 \n",
"\n",
"Coefficients:\n",
" Estimate Std. Error t value Pr(>|t|) \n",
"(Intercept) 8.663e+04 7.490e+03 11.57 <2e-16 ***\n",
"tweetyesterday 9.211e-01 6.566e-03 140.28 <2e-16 ***\n",
"---\n",
"Signif. codes: 0 \u2018***\u2019 0.001 \u2018**\u2019 0.01 \u2018*\u2019 0.05 \u2018.\u2019 0.1 \u2018 \u2019 1\n",
"\n",
"Residual standard error: 127600 on 3466 degrees of freedom\n",
" (1 observation deleted due to missingness)\n",
"Multiple R-squared: 0.8503,\tAdjusted R-squared: 0.8502 \n",
"F-statistic: 1.968e+04 on 1 and 3466 DF, p-value: < 2.2e-16\n",
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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CtsAx49dAPNlykwnf0NjwbxPAw/8bZQtTA6mBDjQAauFSZiWygO1jabJERVdb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CpDYk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\nISAE0ovA/wNxAeRM+KZUggAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This ist just....wait a minute....\n",
"#AWESOME!"
]
}
],
"metadata": {}
}
]
}
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