{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyzing schedule lead time for surgery #\n", "\n", "We have a data file containing records corresponding to surgical cases. For each case we know some basic information about the patient's scheduled case including an urgency code, \n", "the date the case was scheduled, insurance status, surgical service, and the number of days prior to surgery in which the case was scheduled. In data model terms, the first 4 variables \n", "are dimensions and the last variable is a measure. Of course, we could certainly use things like SQL or Excel Pivot Tables to do very useful things with this data. \n", "In a [previous tutorial](http://hselab.org/getting-started-R-group-by.html) I showed how R can be used to do the same things as well as to do some things that are much more difficult using SQL or Excel. In this tutorial\n", "I'll do the same things as in the R tutorial but will use Python instead." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preliminaries ##\n", "Python is a major force in the scientific and analytic computing worlds. It's an easy language to learn, is very list-centric, dynamically typed, and has many\n", "contributed modules to facilitate the kinds of computing we do for business analytics. It's great for rapid development, algorithm testing, interactive\n", "data and model exploration, and as a \"glue\" or scripting language (like Perl or Ruby). It also has some similarities to R\n", "and to interactive environments like Matlab or Mathematica. There is a huge community of Python developers creating 3rd party modules for all kinds of computing problems. For\n", "example, [adodbpi](http://adodbapi.sourceforge.net/) is a module for connecting to databases using ADO from Python. I use it in my new Python based Hillmaker (coming soon).\n", "Python is open source, free, and cross-platform. It is [fun to program in Python](http://xkcd.com/353/).\n", "\n", "\n", "\n", "### Install and Setup Analytical Computing Environment ###\n", "Python itself is free as are the gajillion modules out there for doing various computing things. Some folks have created specific \"Python distributions\" which are nothing\n", "more than Python and a collection of packages that have been tested and configured to play nicely together. Downloading such distributions can be a huge time saver compared\n", "to installing Python and then finding, downloading and installing the various modules you want (e.g. numpy, scipy, pandas, matplotlib). A few very good Python distros\n", "for scientific computing are: \n", "\n", "[Enthought Python Distribution for Scientific Computing](http://www.enthought.com/products/epd_free.php) - a really nice commercial distribution of Python for \n", "scientific computing. There is a free version that comes with six core modules for getting started with scientific computing.\n", ">EPD is a lightweight distribution of scientific Python essentials: SciPy, NumPy, IPython, matplotlib, pandas, SymPy, nose, Traits, & Chaco\n", "\n", "[Python(x,y)](http://code.google.com/p/pythonxy/wiki/Welcome) - \"the scientific Python distribution\" \n", ">Python(x,y) is a free scientific and engineering development software for numerical computations, data analysis and data visualization based on Python programming language, Qt graphical user interfaces and Spyder interactive scientific development environment. \n", "\n", "If you want to intall the base Python yourself, you can get it at the [Python Download](http://www.python.org/getit/) page. You will see that there are two\n", "active Python distros, the 2.x and 3.x versions. Version 2.7.3 is the production version that you'll want to download for now. I haven't moved to 3.x yet as it isn't\n", "backwards compatible with 2.x and some of the modules I use weren't quite ready for 3.x yet. That said, it's been about three years since 3.x was released and\n", "at some point the Python world will move to it. A little Googling of \"Python 2 vs 3\" is worth some time. Bottom line, I'm using 2.7.3.\n", "\n", "For this tutorial you also need to make sure you have [numpy](), [scipy](), and [pandas]() installed. You should also get [IPython](http://ipython.org/) (more on\n", "it below.) They all have binary installers for Windows. Again, if you just use the EPD or Python(x,y) distros, you'll get Python along with these (and many other) modules.\n", "\n", "### Interactive computing with IPython ###\n", "I suggest using the [IPython](http://ipython.org/) interactive shell for this kind of learning and exploratory analysis. I copied the following directly from the IPython website:\n", "\n", ">IPython provides a rich architecture for interactive computing with:\n", "\n", ">- Powerful interactive shells (terminal and Qt-based).\n", ">- A browser-based notebook with support for code, text, mathematical expressions, inline plots and other rich media.\n", ">- Support for interactive data visualization and use of GUI toolkits.\n", ">- Flexible, embeddable interpreters to load into your own projects.\n", "\n", "#### IPython Qt Console ####\n", "In the [Linux world](http://www.ubuntu.com/), the regular old [bash](http://en.wikipedia.org/wiki/Bash_%28Unix_shell%29) shell is fine for IPython sessions (which can be started by simply typing \"ipython\" \n", "at a command prompt). However, the Windows command shell is horrible (it's too small, can't resize it, can't handle inline graphics, copying and pasting is clumsy, etc.). \n", "There is a bare bones Python terminal called [IDLE](http://docs.python.org/2/library/idle.html) that comes with every Python installation and runs on all platforms. \n", "However, it's pretty limited compared to IPython. So, what to do in Windows for running IPython? When you install IPython you get an app called [IPythonQt](http://ipython.org/ipython-doc/dev/interactive/qtconsole.html) which is IPython\n", "embedded in a [PyQt](http://en.wikipedia.org/wiki/PyQt) GUI console. To run IPython as a Qt console, just open a command prompt, change \n", "directories into some working directory and type:\n", "\n", " ipython qtconsole --pylab\n", "\n", "By default, plots (graphs) will show up in a separate plot window. It will be dynamic in the sense that you can \"layer\" on additional matplotlib statements to modify the appearance\n", "of the plot. It is possible to have plots show up \"inline\" in the Qt console but I've had trouble then modifying them. So, separate plot windows it is.\n", "\n", "IPython has something called [magic functions](http://ipython.org/ipython-doc/dev/interactive/tutorial.html) which start with the % sign and facilitate common tasks like interacting with the OS, controlling the IPython session, timing\n", "code, profiling code, getting a history of your session and many, many more. Just type %magic at the IPython prompt to get an overview. Hit to get back to the prompt. The '!' will let you \n", "enter a system command (such as dir). While !cd should work, I've had problems getting it to work in the qtconsole in Windows. However, using the magic function %cd seems to work\n", "just fine." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.core.display import Image\n", "Image(filename='images/ipython-qtconsole.png') " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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PQj3z+sTnRhPwyx/J62i26c7sAn69gFmbdmT5n+vm3Y5r0u5TL78uMlmFOKbm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\n", "prompt_number": 74, "text": [ "" ] } ], "prompt_number": 74 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll notice in the screenshot above that version 0.12.1 of IPython is running. This is the version that came with the [Enthought Python Distribution](http://www.enthought.com/products/epd_free.php) that I installed. However, you'll want to install the [latest version](http://ipython.org/install.html) (currently 0.13.1). It's got a bunch of new features and improvements. This is especially true for IPython Notebooks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### IPython Notebooks ####\n", "Finally, you can actually run IPython as a notebook inside your browser. In fact, I'm writing this tutorial as an IPython notebook. It's really terrific for mixing Python use and \n", "supporting text. Just as I used [R markdown](http://www.rstudio.com/ide/docs/authoring/using_markdown) within [R Studio](http://www.rstudio.com/) to create the R based tutorial, I'm using [markdown](http://daringfireball.net/projects/markdown/) within this IPython notebook to create this tutorial. \n", "The sessions itself gets saved as a .ipynb file which is nothing more than JSON. The whole thing is amazing. To run IPython as a browser based notebook, just open a command prompt, change \n", "directories into some working directory and type:\n", "\n", " ipython notebook --pylab=inline\n", "\n", "at the command prompt. Notice here I am telling IPython to display plots inline because I'm using the notebook to create this tutorial and I just want to display the\n", "plots within the flow of the surrounding text." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.core.display import Image\n", "Image(filename='images/ipython-notebook.png') " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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DPp9Nt5KqbJJGoWoZL9t3dq2ETo8hz3PPPWcT0iSmv5JPr76Uvu1upP8TvzD8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mKiZtjQOD81TZE5fPgwkZGRnf8/N+nqdRIutweTyYgWVlHjlO+jTTafVkU0NDQ0NDQ0NDQ0NDQ0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cDg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\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rMJCEh0fZdSOU6BdXOXTtBZMmjmLlxF5cCbHsntfpDWk7CsWo+zTtPY1Bk75DHnqdtQcv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\nsDtlmiUnMvP1x9icZWDUze0AaNS8A4202QwdcivHStwZ/cyz/P7tNIb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162UY\noo9z/qGa9Mjz7Dx5h+p16tC6eX1UNqXHejd3F+5cPc+U4RO4/eQRjx+m4l6pDvMWLcKYeJ50NYA9\nQ6csoF+PDoye9BWf9++BXpOHWnJhxCyLXe25nFjm3CI3I5OcnHz0suXcn6zUu3w2uDevd/oXHcZ+\nzmst63Jn73ru5ej5/bffKBdQnT5jvmT4u6/SZ9gkZgzvi2TSUmBS8t6IL6iieMiW01GEXzrKXZ0f\nixcvoa5LCruOXCLq/jWMgc0Z1v8tDp26WBih/pxMSFRp0IKO7RoSHX6dmSM/YeOOw9y9dYNz585x\n7txZTp+5QHKuifYta3P+xAku795MgnM9Knkr8HbOY/74hSQqPdHrDJSOobdEvOfl5xSLogfIy1eL\nk3IEAoFAIBAIBP8ohMP97yKBpFBh0qRz/fpdzJKEJCmwsZF4HBlOQkaeZdkrUuULBAKB4N8IR/cK\njJs1lzVrNtDAO55TF25j6+ROi5atCG5UHxt0aIzQpF0P7h7dzMTvLzNr1hAy05MIqV2X4ODKNGtY\nD4XZQHR8Ik1av0atJu1YPn8aLnZKZEmidpMm1AutRUi1WrjZS6XGwqT0dF5p057AmjUJqRSA2aAj\nR2egWYuG1GvTgtz0RLLzC3D1rUD1alV5Y+Bkxrz3Gt71enD0p4U4mgtYtHARmbm6UilDJElBcEg1\nalatgJ+XG5kZmWTm5tG0ZRsqhlShSlB5snI1+AZUwsHWFv8KlfD38bKafsSzeht+3byEID8vln81\nlah0DbYOTjg6KlCqbLG3U4IE5fyDqFO3Ci3btyAjIxEjSuo1bEpwcGUa1a9Jbk4mSZnZtH21I5Xq\nhuJkayLfaDn/5ZmuauLl4oCrqwtOrl6U9/PH1cm+9DzCxgdnpwKi4mDgrK9wT79LUp6Mk5MjNoCj\nnS3mwnQlSlcnbJUqrCd2s7Tv4OxGeR9PnF1cLWXsHGnSsBFBlSuhwoxGo8enhK6MBg16lQO16tSm\nzQdjWfp5X8vk0t6Zrm93JzAwCH9vV76fNYaLsbY0ahiKk8lIRkEBOsmGV1o0JaRqDQL93FCq7HF1\ndsLZ1Rsf3/I4OdiisHUkuFoQHm4uqFQABtSyRKOmoTRp15Ks1Dj0sg2htUOpUjkITxdHMtNSCWwz\nkKNb5mLOiuObxWtQa42l+rRyvWbcu3yIVAr4ZeVKnOrUw9fJloCKQXi6uWBrZ5km+1aohKOtHRUC\ng/D38cBsNlEhMIgaVQrtKj2jtEYL+8rR2QkHB3sUkuWai0cIXy9ew8ETvzO+z+tgF8invRvzaZ+B\nPND40KZ5LTx9/HBQ2VLeLxA/H0+QTXh5+1InNJAK5b1JS00nX6umZr2GFruqV4P0jFQcnNxp3rQp\nQRUroM3PL20vkoSjmzeVKwaSnf6EpJQMZCSS42KJjIwkMvIhDyIfkZ2TS3CLd9BF/c7cVUcZ9Fl/\nMBpJzHFk3Jxx+BqycHSwK7GAkHl6LKyNjT12Dg6WvJeFMqhUttjaOz1VDmJKLBAIBAKBQCD4b0c4\n3P8ikiQhKWyoEdqYjh1eJcDFnsAq1XD1KEeLVu1o1bwJvuX9qR7kCyJtiUAgEAj+zbh2bh8btmxm\n1+6dHL8ah2+AP7ayhhULZvDdguW4eAXjYQu+VWrgL2WjaNSLhu5QNSSUc7+s5+ft2/l65SbUqOje\npTvJiUnUql0NBxsjdjYystmMXqdDfi7StmgsLLz05mudWDJxGFvXb+LAicvI9s40qVGVxTOn88XE\nBbzSrguVy/vj4+GNf6Uggv1dsJENRF88zvkoPXVDa2OnUGAymUtH0MpmdDpdYb51PXqDiab1G7Fh\n4VS2/7SNY5ejqBXkD4CHlz37ft3C4XPXrO4GSwi/xqnbqdSuE4qrvQqNVkFocG2Wfvklu/b8Rna+\nHmQFyY9usWnNekaMW0Dbtl1wsYffflrN9u3bWbbxADVrhNKpVSsWjB/C2mVrMNiVx9/RBrOptK7K\nBwbw6PZhdv62n0fxqcXnEbIMKOn/YS++HjOIX3f+QnyBI9WqBnM/7Bg/bd3Ook1nqd+gJerUJ/y8\n+VcePLnLweOX0eqMJWc06HVqzh3by9U7MZzYvZkrNyMwmc2W/OCyjF6vL3LgPtXVoXPXsHfypkHN\nOrh6eFGtoicmvSU1iVGvL5YPPz0nk8Ca9Qjw8SK/oACFqwe1fD1ZMGsWWzat4fC5hwAEBFXk3tV9\n/HrgMIkZeUSHX2b7lp+4dfsuO3YepkB2pI5/Ob6bN5/x4+fRplMPHJUm1IX9bNTrkWxUPDi5j8tx\nEqF1amJjli2H2hezDfBw9yXmXiKDho/mxt6fqV6/FWlPIti1bSPhkU/4dcd+UnLUSJKEk7PM7l1b\nOHrhNgobW0tfFdqV0WS2OkeMvxvGjj1HuHDud86EPUQhSZhNZuztHSwvRQoFemvU5zw58hNB7Xvj\nUbhRw8ffnUP7tnDwzFVkSYVer8NstjyfwWCkauVqHN++lp+3b2f55kM0btQQvV6L3mDCbDah11s5\ni0A2c+PIVoYOn4JrcAs2/3aAAe92oGGz5nTu3JnOnV+na5cOlHezx9HZE3d9Mr8nOdKtniflfEJQ\npkax65cfmbLoRzp36gKAIeUG/Xr3Ja5AQpIkNOkx7N2/l1uXTrNj3wkMksTj+2Gcv3qHayd+5eKN\nCGRJnJ0jEAgEAoFAIPjvx2bmzJkzhRrK5nHMEypW8C91YJll8SJjMsmY1akcPHaFRi1b46w0ozeY\nSI9/yONULbWqBeNgbycc7gKBQPAfjslkQqPR4OLi8n/W/vNIkkR+fj4KhQJbW1u0Oh1Go7FovDGb\nzRgMBnQ6DWZZooJ/ecxmmazsXCoE+OGglLhx9TpJaVl0eX8Y7RqEsHfrCpq8MQi9VsfokcPwdrFH\nr87h92PH6TVoJHUreeHiU5EafnaE3YqiU6+PaFK3Ns3adyWABI6evYV/tXrUCglEpVTh5eVLcKVA\nlCVTekgyMhIVar+CvyKdJ5kyPd5+h9Ca1WjbviOZMbfBrwEzR/fHwcmFBtUDOHvmHAnpBpq2bkvF\nAA9uXThGVEo+fYYMoUaQbyknucJGhVe58gRVrISbmwfVatQitNErVHXVcvNhAj0/GsQrdYIBqFil\nFsmP75OLK01Cq5bSvaOzAw9vXeDm/ce82W8oLesE0qBJU9Kj7xHcoDWvtmlBsI8dx47sp2KVhriF\nNGHayPeIunkG2TkAfVY6jbt8RPe2danW5FW8DQnE5ioZ/tkQ/DxdLbJ6P9OVDDj6VqOis47bEU8I\nDKmBv7fb852PLMsE12+Fh5TBlTsJDJ42i1Z1qlKhnB3Xb9ym9bvDea9jXbLiH3EiLJrGrUMx6iTq\n1KqOXYl85ga9mrMnj+Md0gx3cjA5lqNZ43pUCgrB18MRD09vqlUNwcFWSWChrvJwpWm9WjSsV5s7\nVy8QEZNNs/Yd8HV3xMnVg6rVauLrZompb/VqJ2Ivn0Dr5E+Xzh2oW6MaLVq2IDMugthkI+3feBVP\nRxXOAbUIsM8n/FES1WqFkh9/lysRiYTWaUBunpr6jRrStk1bEiJvYB/SkukjP8JWocCnfAUqlPfB\n1d2D6jVqUSnQg2tnj5CQB598OohK5T2L24ckY2trT/X6oTSq14CgGlVp3LQ1muT7nAm7R73GbdHl\nZVE9tC5eLg5UDKlK7IO7aG09adagDu4eXkV2VaN2KH4ejqVsJunBDcKTdQRXdEflUoG61QNxcnOj\nctUQnBxskSQJWTaTlx7Pb4dPM3n+fHwcLO+iKlStS1ZcJJlGB5o2CMXd3ZOQKjXwcPOges1a1KxZ\nmzr+joTduk+r7v14s0Uozq6eVKsZio+bA+X9AqhSyb9EDndw9q7Ah30+olG96iiRkWUFFatUIzQ0\nlNDQutSrVwd3R1skGxv8KwXzasfXqRPkh9LRhSZ1qxAWdpVm3YfyQccGlnmwSU9Gnp76jRvjoARd\nZjwXbkYTGhxApkZBi2Z1ibp1Ba2dD1XcQW/nRWj1Sv9r6WUeRcVQJSRIDFYCgUAgEAgEgj+NRqPB\nZDKhVCqL+XCf/v9l/LqW8y8ly7pcFrlOykSWZU6cOkfLVxqj1emsfq6ysyfh9mnOxcB7Pdpi0GpR\n2dlx4+R+jN61aFgjEFdXV+FwFwgEgv9wdDodmZmZ+Pn5/Z+MR7rCcejpsK1QKEhOTkapVOLk5Ex2\nTi5ardaSygEwGowUFKjJycnAaFbQrHF9jEYTUTFxvNK0odV2Rr/fhK7zwuhY+Wm7ZjbMHsa2+3Zs\nX/stnk4qZEpHgFuSSfz5Z+IlzhZ5ufO+S0jwfKHn/l+6LrnwmlSmXFYP17YilFmdyqhRnzJx6U4q\nOFrqPrX7e27oQhjzwevP2iulv9Las/Rx8Ujg0nJYK1dCrJdS3sv3XkkZrOnm+WtPbbX0HKiMZ/47\nZ8288Fn/ioX+QclidvUSenmunqefZz++Ru8P+lJ/wLcsHNrFqj1aq+Gv9TMvlO9Fz2ytPblYv5Yh\ntzW5SpX9n+Pw0VN07tRODFYCgUAgEAgEgj+9Ns3IyECv12Nvb1+0pn5+3vxH89en9yoUCrRaLUqh\n1r+OJElIRjVXbkZS+7X3UJgMSAobTAVpRMSm06FxICJRpUAgEAj+A2YYyMCSn8OKTRYkScHAaWsY\n+PzYV2JC8fy1wk9e4DR8vm7ppRyFL+eXk15cgVzo6JaslZNLyPbM+ft0rC/lALfiRFQ4+vDd2p1F\nzw8S7Xp9SrsS7Vk50ry4s9mKs73UBK/IaVlcBql0oTL1X6x9Kxr8Q6dssc+f9bm1aJCX6S9rTvlS\ndlTCXorp7QVOfqtmVsLxW9bzWtGgVfsuasPKvK9k3U9tyr1yI45eulfie/HHNl7qnj/pvP6jxYL0\nR3bw/AupQqsu/ZUow37+zksVgUAgEAgEAoHgPwSRw/3vIEloC/IoX7UB1Xwd0RtNSAoFBTnZhIQ2\nxdNRIQ5LFQgEAsF/xHhmzVFaNIIVOifNJhPJ8QlodQYkScJk0JOUmIzRaMZk0PI4+hF6k/RCh54k\nSWhyM0hMzUT+39r9JUkY9Vru3rrG3YexhQealy2PyWSy5PmWJCh0puoLMrkWdoXI2OQ/cIRSwuEp\n/fH9VmSQZAMJickvlLVkf0Xfv8mNOxGotfqX1qUkSaTHPeLK1WtcuxrGwydpSLKJuOgHXLlymWs3\nIzDy/IuGsnVlNupJTIzH8Ad9/ld46tROf/KQsBt30OiNpRzLlnz7Mjlpidy8eYsstaHI6Z+VEM2V\nazfJ0+jLdvxKErEP75ChNr28/IVy6fLSCLtymaiEtOL9XVjvk4d3uHoznKw8Sx54s8nA/dvXuPPg\nMSZz4YudZ1X+W+2EtKRMNP3hSxcAyWwiJSmRPI0eWTaRmpKMwYzY2SkQCAQCgUAg+EcjHO5/Z0Fi\nNqOwd6d5swbYmE3IMpiNBhy9g2jaoAay0YhwtwsEAoHg33IMK+FMtfqC+OmlwqhUozaf9Uvncj82\nFYDMpMcsWLyaHK0ZG5UdEXevozVSeuyT5WL1J13dy5w1uzG9QLYXvbAu9pksW91MptPmsmPNAvqM\nmo5Ofv5hihUFIGz/Fm5HZ1iuFToKty37hjXbd3Pt/mNrArzcBrYyop2tkXj3Amt++d0Sc/8yfQOc\n3LuJEWPGcO1R/J/q60dhJ/ji81EMHz2J3y9FYlTnsmDiOL5d+j1zxv+Leev2FXZ7aaf787rSZMWx\ncMGXqG3K7jdZlv9QLdbukSSJvOhL9OkziPlzZrF4017M5tJ61+WksmnlEgZ/3JvtVyx60MTfpM9H\nn/DtNwuYv/JHdAZzmf0Vc+8iiTnGsrqr9Bei0D5Wz57F+l37uPPwidU7L/++iynjR/LrmRsAGI0a\n9mxczMcjp5Cjt3xJpBfYCX/NvF7wmZXvVBnfM0mSOLJzK2m5Buv983w5hcT6FYs5H5mIbDZycOcP\n3HiYKH5gBQKBQCAQCAT/aITD/e+7LDAYDJiLFiOWQ7AMBoNwtgsEAoHg3xZJkji6bTnvvPsem/ef\nQ5Ikdm/8ht27dzF02FiepOUUJht5hlKlwt7dmfTUh8yZOpvIlFSULvaQcpP3332fyHQbVDYgmTX8\nvG4hS+bPYeyslUVRv2FHf+a99/qw81wksiShBDYvmsK7fT7hyoNEYi/tYev+i0VRyqd2/MCBi4+J\nvXmKAX0/oP+QqSQWmC2O4GcPgiSZ2bZ6Dt+vWEafYeNJVRtwcvVh8uSJVPC0K3TsS2AsYNnMT3m7\n9wes2nUSSTLz7ecDGDJ+BkP6vs3YeeuQzEaWTxvKlCVbSIqLJyMnH6CYrixtmtixZSU/bvie94Z8\nTnpOPj98O54vZn/Hr+u+YdzM70GSuHZ4G+/17s3oyYvJ1JUVMWzg6JGz1G/aGKmwb64e28H7vd/h\n242/IUkSv+9ey6Ejhxjy8SeERcQB0HfEdHq/WhudXg9ARtJjNv+ylwKdCb0mnY0//ECm1lyqzSbd\nPmbCiAH0GTyagb1eQavV4+xZky/nLOKnvWu48/MWDh09xI7T95AkiYhrZzh6/iJLJw58pqsF61Da\nOaPPTmD2qDFMXby1qN/+rF1JksTD25fYeuACsiyTEnuHwyfOsuLrr6jy4Rx+/m4aN84eIkdvRJKK\nl1W5eDN8+kK6tqxORo4WgB+Wzsf/ralsXTGblIgLpOTmlypn1uWx9psZbD7yAEdbm6emxMEN39D9\nrXdZtH4vOpNcUlK0+dl8PWEAs9f9SmpiInlqPVdP7uZcRAoGbR5bfvyJlBwNbw2awpgP2lBQUGCR\n09aFsROnUCvQDVNh/pnwS8f4+ffrlkj7iKvsPHQKo7m0czsz8RETPhtAr3eHcT9dR9Ttsxy9FG6x\n+41riUov4OC25ezYsZ0P+gwk7GEikqRj6+p5zPtqBgPHzUFTuPPiebt6+r3ctfk7du/dRd+Bn/I4\nJYlZQ3oxevJ03u/VctJsPAAAIABJREFUlWnLtyNJEo9vnqb/R+/x6exVhbswJH7+bgb9+n3C9ag0\nZFlGYaOiSlBFLl66itEsfmMFAoFAIBAIBP9chMP9L/J0m60sy5jN5mLRPzY2NshmM0+3lZdZh1FH\nakoKWdm5mJ4usGQZ2WwujOJ6eZe9UacmJSWFfLW2zHJmo568/II/fC51fg6pqWlo9aZi12VAoy4o\nklWWzWhMGkyyuUj2fEM2KdpUdEX3/Hu+djDLRtSm53RlNpFfoP63llkgEAj+Jwk/sZVxKw7SvWtn\ndnw3iytRqexePZ21h+9hp41n6c8nSqXwUKhUBJXz5+7Fs6zcsJyzV+/iae+Fnacf7VvW5+Du9WTp\nAAysWDiZOJM7YTu/ZfXZBDKjrzN10RY6vN6Ra2cPobBz5NgPU5m16wEdG4UwfdYCcrPjmL10LZnZ\n2eRpctnw/SLStGq+mj2PkPrNaNesMk8iY4CSubUltiz+goN3cwkyR/PB2MWWn3aKR2inPLqJzrUm\nXV5rxeFNX3PuXjSN2nSiQY1gmrRsR9umdUBS0KBZS0IqV+aVVm0IrRJIxJlfnulq2UyO3bDI8NOy\nWew6G8+r9QJ4FJ/Mju1bOHtkG+vOxXDr2Cr2HDvNuDmraNvpdRpU8yItIcVqXxjys4lOT6dmoAcA\nCRGXGDd3Da91fpPLP87hx1P3OblzGXM2naZyRXeWrfkRtd6MjdIWvcFUpAwHlYLft20kLiOPG7u+\nY19YKm72pad6CqUKNFp0WhmVjQ2SJJGfHc/pU8dYM2cOpsp1qOtrZPbE6Zgwsn3DBnJ0NtRv1bFI\nV+2a1MUsG3gYGYlP1ZocWPY5u+/m8/DM9j9tVwCuCg0/rFuHUZY4uWMDUSlqkjKTeKWOP49js9DK\nMlkaU7Gel2UZhcIGhQQmkxmFwvJZfHoCLRsEEnE/AaOtHZlqY2mLsbGlcfNW3DnyPWFPLAcSPz75\nA4MX7Oadd7vjqTSgVmtKnU9go7KnaYuWVAysRPPWbahZyYfLx3ZwKTINg66AHTt2kZqjRWVra0m9\npHjukCXJxuJsL6Sco5FvZ85GK8vs37KWhGxj0TM8/4zrF0wg0exF99cbEHUrgscRlzl17T4gs+fn\nLcRm6Tm0aQ5ztp6nRU1fxk+dj8Eks3LhFGL0njjFHOH9iT+Q++TWc3Y1m1X7rgGwf8MCFv1wijZN\na/IkXU/z9p2pXTWYtq+9TvN61VCnxzBr7lIatOyAdPVHZqw5zLVdi5i9O4LXWjXk7u3ryEiAggoV\nq/IoIhK9wSh+ZAUCgUAgEAgE/1jEoal/A9lk5FbYeeLS8lBgwKBw483O7bh75QQRCbnY2jvRolUr\n3N3crJbXpUYwZuQMciUXlq/ZQCUPG5AkYiOuk2MbQL2Q8pQ8nKtYPs3nTgFLuXuKvqNm06jHUOaM\n7muJMCyxoE2/f4zxG8LYtGhGsYVcsYPFzEbO/LaJLxas4dPFuxn4ajXAco8+J55VP+xkwGejcbcD\nrTGbDdGb6FbpEwLtXEhX32N6+GyS9VkElXuf+dX7YyuVXjiWeZAeZR97V7pc6buLHZ5W8q4SJ6Zl\nqR/yQ/x5RlT5GAcbFZgLWLFsCW8PmUgVL7sXyiIQCAT/DdyJuEvfcbPp17Mh3ooU7t2/j0u5Srw/\naRqBsb/wzcnU0oUkJd4+Sr7dfJxZ8+ZwYPM2Wn0yAWePAIaOHEXEo3vY2Fh+fINqNWXkpM84rL3C\nnYgYWttl06jrBwwe2IfXKmlYdjmf4xevMGPlfvrVk7k1Yhy2td+gtm4rX86bS7lyzkTlBbOkfW08\nnrzJiav3SbbxoF13PyujgBnXgGBGzPyClh4RhHT8Aj0gyTIoVTgW3mgwK0l+fJd4bEjNUhOfpub9\n7h8Qf+cS3q/2o3PzEGSg5Zu9CN19hb7DhhCogm0rtzzTlZTMvahoOjQIxCOgKn0mTua16s6gSyWk\nzivUrNMI+7q9SNmTSJ7kSf93O3H99nUcPSrT5W0vq32h1+nR5mtQKSzKS0h8TPMefRk8sB+dq5pZ\ndPECri6+DB06nS6ejxi7dCcGoxE7G4sS7FVKJMDRuxI92tdjy67fiNt7lKErjmBTYgy1/F+BrZ0d\ntkZbFJaQegy6XK5ePoevb32WLP6MAGcVnQK+ZcbKX0jXOTKoUQMC3JoSd/uZrgrSHhFUpxmfDh+C\nNnwPdx/GYJMVSd9xX9GvZ6OXtisZ8K3Tmgau33Pk5gOOnwtn9A8LebhHSW5WKjH5CQDYKKQy5w5K\nGxuUKtvC+2zJz04nOvsJIGOjKF1KUtrRoGVHXm9dF3sHOwD863ZgSI87XDp/ieoN22FvV3I+IKGy\ns6ftW29Tbcsl+g/pjzdwzd4BDzdnlEo7vLzcUSoUha3I2KlUz09UkGxscFRZIup963ama5XlzF27\nk6TH+UwY07pEJIxl7tK++0fE7T7Kmct3GNXhfTJzbPFwdwVs8PL2xNZGRnItz+QZS3ivdh5nBnxO\nVo6GoDrNGDt5FNUNTanUcwWPEwJo+VY/Bg/sS+cqJr48fRW6NcLOzZchE6fRr7mPpdXq/bgT/pDu\n/QZTtYIbUeGneZKSgP29cGSvyjgq9ZwMu86o+av4uJkrsY8iMJstQRp2SluMmXnIT4NRnj9g9SVy\nwgsEAoFAIBAIBP8NiAj3v4FkY0Pdxi3p1v0tGlTxxcHFCztjFpci0nn7w75UL29HdGIGSBL6/Awu\nnDnGjo3LmTR9Hkn5Mva+Nfhm6XK8Vdnkai1RWzd//4lhw4YzasRnjP58Mk9ySx9kZ8iKYtVmy1Zg\nfWYsW3ftxze0PVMnjECvycFc6KDPTX7I/BlTGD1mIrfi1ChMGnLSE/lp7WK+WfUTaoNl4ZMYcYGx\nQ4fy8+lwFDYqXnt7MO90qEtKtrZwhWRp/+TWlRS4VMfdjqKFpNqkwYyMjMyJxB8J8e7BuqabSEtZ\ny+GsNMDIuvtTGX9rFnfyLQeLyYZ4vrz5GfMe/oxOlnmYeYxbeXFI+ljWxvyGxpzHxdRj7Hi8nEl3\n5pFosGyHD0/9hU+v/ovlMQeQkYjJOsH+hF+ZcWca9zWawsPTzOyIWsDY6xM4kx0H+hhWxRTqShfL\n1rh9mABZNqE2aZ91ptKVJuVMfLN+f9GiWCAQCP6b8fMux6HdP5MQF8PRU1fxLV8evbYAs1GmIC+f\n/Dy1tZEPTzcvbkfn8UaPN0mPuoqHpzea/GwehN8gITmNJ3HpYDZj0BZg1ENuTj7qAg1erp6Enz/N\no5h4Nm/bSYHJhmoV/Phx3Spib18jOiEbL4+KVPU3Ep2kIPnCUVQNW+Fh1BFQ9RU+nzKZ1DM/svP4\n/UJJik9nTOosDv72Oxd27cfRPQBbwNbejoyHUdyIfoJWp+fwjjXEOjZg9GeD8bYzkq+1ROHm5Wdw\n6/Z1UjOzLfXqCsjJyiIjS1NCV7EcORVGeW9vwIxZNqFSWaZSZqMZbUEuObl5aAtyycrIJj01gwZt\nejJmzEjC92/g/K04q31hZ2+Po4sTOrNlLuDm4sH1cyd4FBPP1l8O4BcYjEmvwWzUoy4oIC9XbXFe\nKiSMefncCo8gNTMHgLc+6M2xRZO579mBTtVdefrS/Pl5REF2OnEJiSQlxpOWXYBsNmPvUpHJX8zm\nq5mjCXS2OIknzxjHqrH/wqNeRwLcVCV0lQtIGPUaDEBOVh4atR4/L28O7d7+5+xKBlDSt2crhnbr\nRJxHM2p7KWnXsD6btx4moKIzMvZ4O9iA2cDZgzs4dye28LBZM1pNHinpmSQnxGEG2jZswPpN+6hV\nP5DcLC0+zvYUz+EvYTIayMtOITYhhcQnsag1WlITs3jjo+F83LsLv/34E6mZBdZfvmvyycnOIiPP\nUqezgxtnT18gMvw89yITi6LabWQz4TfDScrIBkBlZ0t2bBw3HkSTnWvZcfj51NGsHf0J1OxMVW+7\nUnJaXg54M3rqLOyjj7Pkp4t4uHlz4+otoiMucuVmFAobFbayjp3bNvHw8gXSsk04O9mTkxLL6RNX\nObjpF7zLh+Dt5sK1s8ctdrXjAAH+FQEwmgw4OtgWtWrQ60jPiON2+C1SM3NwcfLArVxl+gwczLhx\no3izeU2qB/rzy/o1xD+8w7EzlzEViq3Wa7DzdUehUFj6x1TA1jXLuZukEc52gUAgEAgEAsE/BuFw\n/4tY0smAwkaJvcrI3buPqVw1BDsPf1pWc+PH9eu486SA6kG+yLKMsSCNaZ8PZv+dHBSZd5gw61u0\nkh2+vs6oVKqiBZ2jqwe+3p54eHkTGBhAYVrRYqg8fNgzfzi/3ddyZv8u9l58glLlgLeXE0rl05PL\nTETcvYmLbwB1a/gwZfhQ0nDn3oX9XEmQuXxoCxsOhkHeQ0aMmEbVZo1ZOqo/x6LVqOwccHV1tEQp\nPufV2HfqFM3bdyiSw1Hlxee1plDJ3hLBn1SQRm3Xunja+dLZqw4pBfeZc7UPP2fl4WvnQnR+PMgZ\ndD3egSizN3maJ6SbJK4nb+JU1n3Q3+PzeyvQm/OYeXMw+7NzUOjuMOneUiCPo8lXaOr9CufjlrE2\nNZaY9K1MjliFQXOHD69NB2DjvQmsSHxAoJMfkTn3kGx92XN/OL/laDmTuIu9GXHYAN7OdZhZa7gl\nur2QV9/qyu0je9CAWBQKBIL/etq9M4R27nG81ukN9BXa0LlxdQJD6uBmB87u3oQE+lot5+NXmUH9\n3sHPzZeuPT+gakAg+9fPpevbA7lzJ5oPPvqEuHwz1arXxlYBvoEhVPJxxrdGM3rUc6Vb5zdIVFUn\npEI5Bkz7jgqxO+jwwXDe6P0xns4qur/9Hp26vsYrbVrSqUMnwMCJ3d/TqW071HXfYdDbDa1IZcbZ\nxZXIk9voP3c3y+dNskxyytVhQs9GvN+lE8t2nObj4RMxnV1Nz/7jKV+zCX4eTshAh7f7sGvZePpP\nWlI47qmoXKUyjiqphK66YAhsS9dWdQGJSiHVcbItHC8UKioFV6O8XwDebk5UCK5ORX9nflw6hTe6\ndMe3Qz9ebxFsVadKJ3eq+5UrOoy0euNX6d3Imx5dXuOythojPmiPb4UqeDoqsHVwIqRSADYKCYXK\ngbe69+DHOeMYtWCTpa5ytWhc3Z0+QwZbpgNWXMYn1s9j8tJN/Lz2S+asPoKjgz2BlSqgUDxLvC3L\n4Fm3G23qevBqp45F15/qasDkxahcvAgKCsYGCAyujp+bLU27f/Kn7erpkFuvWy+qebnwXr9+ALw1\ncQntFZd469P5DB02HEeVEmQT184c5XpksqWQPpdZYwdz8k4aBxaNYva6fXT6bAFvedzn9Y/G8Xbf\nf1HO1bGUHjJTHtP/3W5cibPnu9E9mP79Hly9bJk9vDcfD59Kl/4D8PdxLWP2bEvVaiHYF86Ten3w\nCQl75jN16a80adkSe6Vlet2803s8OrCKgZMtKY4U7sGM6tWSQb268vWPRwBwrtaBVrVceOOtHlb6\nyxJfnxB5jm5tm3HdtgFfjuhIaKM2qO4fYMSM1TRt3xEXW3Bwcsc5K5xu/Sfy0YBBONqZcHNxYu/q\nOYz98S4bv51AQK2mvPucXY3q2wWAiiG1iqUesnVw4fXOrzJrdD9GL9iET+W6jHq/LaMGvk/vjyeQ\nZnSg26fTqJZ5lG7vDcMzuBFezg4gm4mPiaBazerY2hZuopU1HPhlK4/S9eJHVyAQCAQCgUDwj0GS\nRcLqMpFlmROnztHylcZodTqrn9uobFEnhfPL8Uf07fcOUn4iR36/RFDNWmQlROMQUJO2DWtQkHSP\nARPnsW3TZvQFuYyYOIUvvvyWim5ahg36hDELt1PTx7I4Ob5jLckeTfioQ33KSilza8csJv6aT31f\nHV2HTKR1TX9uXdjHT+eSmD1uKLYKM5FXT7J6827y9DruRDxh9qQBTFl7nMu713Hr7D6+v6Jlev0E\n6n6yjve7t+fm2eN0m7mdiT1CWTHzE3RNP2fsGzULnzaLt5u3Y8ahW9R1t6YrM9/dHkJV/7F0KVeL\nreGDSbZ9hWPpFznYYl3RfYkp3/HGw2hutlpcdO2XiGHkunzIIA+Z4PPLud5uEcOuTeWnZpvQG3MY\neXsa02p/yeW4lRzOjiUq+zzVg1YyULWfI6YWTK9UlYqnZhD56gbGXB3F9AYr8VM5FNV/68ksJibk\nU99eR9fgibR280dGsuKCiKVztWGsjjxEJWH+AoGgBDqdjszMTPz8/P5PxiNd4Tj0dNhWKBQkJyej\nVCpxcnImOycXrVaLojCdhdFgpKBATU5OBkazgmaN62M0moiKieOVpg1Lp84yy6B4cRqw4n+/TPKt\nZ/eUyOxl/ZqVm6wkECs2Llow8sGrVZnw62MauFFMT3/4ArVEm9bSYJRMV2aRQeJZhreXTZVhTfbC\nUTbqEgu33mTOtGGloyGsKc/KZaNOzaGfvmXm1gecPfYjjmWkX3sZWTWZCaxeNIl90RU4vnXeC2V/\nXpBSor6EXZWpd6QSjy0XG7+t9401dZXUw8smjvvj9HVl6dPad6ekPWpzUtm0bCqbrjlyYc/SPyFX\naT7rWYc3FoXTtXLhBUMOfd7uxNydl6loW7ZerM0xS2nLWn9ZkdRk1LJ59SIadh1CvSDv/+8pZQ4f\nPUXnTu3EYCUQCAQCgUAg+NPr7YyMDPR6Pfb29kVr6ufnr380j316r0KhsKzLhVr/OpIkoZRMXAu7\nTZX6jXG0kdFmpxGbUUCVqtXwdFKSlGbZRiwpbNBkxPF7WCTR4RfI1SlxtFMBCvIzs3kSn4DOYALM\nqHPTibh/n/SMTIxmS0qZ6BunOXzuVlEH13tnDI4PdnIlQaJ2xXKFi1pIjE8gNS0NnSaP1cuXEdCk\nI5+81xm9Ro3BZCYt+ha3Y9K5d+cWzg4OOPtUILBCEB9+8hkLvl7IW00tKzXJYCTqUQwadX7hNmF3\nPH0cyM4xl6kPf8fynM8II0cXy9bkq9T1aoGTMYm9afdI0yYTr8nB3bEauvwb3C5I41FuJLkmcFa6\nEJ0fw92sa2QY1CgkJVp9HL9nRhKdc5ECXJHzDzP0/q98VmMsoc4VUBsKMMp6yyJOn41Wn49BcsRN\nMrA/+TIZunQe5cVilKFe4Bgcc3dyRS1R26mcZXFp7QGyM8n3ccNTmLZAIPgnjGE8cwLKcmmnqLVJ\nRfG/nznpXtzK07Il2qO4808uw6ksFToFn5WzdiC5glHTl1NBVXyy8/Rw8+fbsPz5rE5K3FNcagrT\nlZWUvbgjuOzJ18vIbnGEeoQ0ZezQd4rr4wV6KalTy81mVJ7V+H7FAhx5+exo1vrQbDLgHvIqq5dO\nK5LRmj5LdmSpfn4Ju3pez8X+LmkfJV6WS2VanVyqHGX28Iv762XkfK5Qseul7Kqk/swGnCu1ZP33\nc0oWtypTMYMpwaDx31LXw1hYArBxZMSE2bjJvOA7WDptYcnfhtI2IhfNo0p+nxU2Knp8MJTQIG+e\npjKSeJnviUAgEAgEAoFA8N+FcLj/LW+FhDY3jTS9E3Wr+aHTanEqX40WVdzYtG4VN2LzaFKrUtEC\nv6KPOxu/nsCHw6by1oeD8HG2QbJxplvbRgzt1pa9YXGAgiatX+PqziW06/gmEZmWpq7t38h3Px6m\naCUlufJh79do8kpjPJ1sAYnqdRrhnnSVDh06cS/HlXd6vMm2JTP47seT1KxbD1s7J1rUCeKr0f1Y\nvCuMj7o0xbV2D0b3qMnwPm8xZck27OwtkeG9+w3i9qpxdPtwKCkay/Kra6vGXDl30eriXEKiY4UB\npGT8RPMTHagb9BUdvGrydZ3hLL7em05n3udCbiyOLq+zrHpXPjrZhP63FqGVjTT0fZsLsQtZmXib\n6s4VkWUzFe3c2BgxgQ+vTqVb4IdU8nyD/uW8GXJpKGlmR3ztnLFVeuKidACFHYGO5ZEkJeNqjOTA\nw0m8erIzezIeopQKdVXxNZp4N8ZTaWs9qg64eugIQe3fwOXZclUgEAj+y4exl3tb/zJ1/N32yq7n\nmeO1rOhqWVbwSruulHOUS0XRlvy/5c+yHeZSmc7tv6KrP5D92UMgo6CcjzcKuXjU8R+19/znSntn\nOr/1Hk2rB5QZTfwy12RZxqlcEP0HDKBKOccyIzv+Z3X1F+xMkqy7zl9Cxr/XX2W094IXVCV1Issy\nDh4BfNSvPzX8nF8Q/S2Vft9S/E0EsizToMXrBLorLfXIMrJCRbNWHXGzk4vN2f6KXT19eVWWjiz/\nykiSDZ6eXiisvSQQCAQCgUAgEAj+SWttkVLmBcvfl0gpA6BUqZCNRkyyDJICOzsVZqMJSWGDyWTA\nxcWV/IRwRsxawupV67CzKb51t2SdL7pm+b9M+MVjTJw0hfHfH6FdLS8r5V5uW/LLyWDZwm3MesQX\nX61n4oK5eKr+Sj0vt504T32HEeFLWN1kHXZS2akISj2p1ZvMhKcfY+LtKYxvdIR2bl5lVFLA5PHj\neWfcYhr52QnjFwgEpfhvSykjEAgE/02IlDICgUAgEAgEgr+63hYpZf7tkDA9dbYDyGZ0Wj1GkwmD\nXofJZEnBYufmS6/u3TGZjCU6rWQUkGVr8nMbjim+JV8CzFw+dZSun86mXS0vnm7bLV6XVGqrb1nG\nUPJjq3LJMkqPKnw+/lPszabSWnhapkjq0jJZa0+W5VLy2al86RXQHZP8vK6KlymhsadCWNGnmcup\nR+laZXahs70MXRhg6JiZNPKzQ7yDEggEAoFAIBAIBAKBQCAQCAR/BaVQwV9HkiTs7B1RKRWAjNlo\nQq3RoLS1w95OhclgQFMYkWjr4kP3bj2Aki7f4oeugVRii7S1HKZKPpn8zdMLhfXJxfKdPp979GnO\nUOkFOWBL8nyweFGKVqCcXwUsTu0S9ckUyV38M2tbj4vrsKQD3lblQ/eAHs9VK1l9q1RGdtUSOlDy\nSa3iurK6K93WiaAAp+fqf8HhcBTXcZmH5hW1J/1hWWQZuajfrbf94sML+cPr/46U3L1RrH//g55D\nIBAIBAKBQCAQCAQCgUAgAJHD/S8jyzKy2cClkwfZum0rP2/fwdHTFzFKKjKe3OWnHzdzKuw2Zqsu\nYYtTUZt4k/d69mTCzG/IUJsLHeYyBbnZZOeprUZaS5JkqcBsIDkxCYMsFeXW1GQ+YcX3y8nR6gqv\nmUlPTkKtt9RtzIxiSL8PGTJiInE5pjKdmU8dncd3ruNGXH5R/TeSd3A2K46nh2xdjFtF51OdmB+9\nH7Mkcy5xC2G50X/aSSohk6fLINeoK31A33PyPEjZRtfTnZl8/wfyTUYkWaZAn0224QW6ovihc9Zk\n05vy2BO7lSRdLmZTLpuilpBmLONeQxrro74jWZ9XpONMbQoFJiv6LGxv24OJdDvbkz6X+/L22W70\nvbO81GFwSBKSbCJZHY9WlsrMsXs9cTNdz/Rgd8rdFzrbs/LO8+6Z15kbtQu92fxvG7X/vF09tbPE\n+xc4cfmWcLYLBAKBQCAQCAQCgUAgEAj+4xAO97+DpMCvYmVq1qpDxXJ2JCZnYcpN4NdD5wipXR9t\nSgwPE9KRJAmzyUBOdhapSXE8io5BbwalS3l6vdONq6f3kphrACA/K5nNKxeybPMeIh9FoTWWbtao\nyScm9iYDerzNpch4svK0yLKJzKxcatWuh53SBtlsIjcrjtEfvMOv16JISEjEbOdJr969uHt2B5Gp\n2qL6dOocIu/fJyW7wPJYkoQu/jLf7bhK9UDnovvupx0iLC8JgJjUdQwI30CfkGGYjKkUyBCefpA7\n2XeJyn+M1lxYSNYRnf+QxwXxGAt9vnpjLhm6TGLzH5Fm0KA2JLP8/lTWxJ/kUX40OnMJNUsS6Vl7\nePPqPN6pPBRvlUSWyUCBIZnNjxayLGYPkflRaM1gNOUTnf+Qh3lRqM1mJFlLgqawD8xaUrTppVLo\nGE0aTiYfIkOvBrmAfXFbyTDoyNJnk6qJI16ThlkGZDPpunSquNTDycYWWTaTq09gatjHbE+/x5OC\nJxis+LXreHWgh18HEvMf09z3DXr6NAEgTRPPg7yHqM0gm3Wk66Poc/JVjucmkqrLRAbydMlE5EaQ\noM0CIMC1PhVVRs5kP7JukpIExmi6nh/MK/4fcS1hBWuT7lheyBiyeJgbQaI2p+j+VHUskXkPyTZq\nMZkKSNVlATLZ+ky0ZhM6YzZp2lSi8x6RZdQX6ktNTP4jIvMekW8yYTarydRnFdcVlr6Iyo0gTpMB\nyOTqM1GbLHWoDZnkGNSl7ArA1sWTA7u2k5KrF+l9BAKBQCAQCAQCgUAgEAgE/1GIlDJ/EUv0rQ0V\ngqri6GjHhf33qVqnGQp9NiZ7N+rUrs2jgiRiEzNoVjsEXVYc0yaOo8C2AnnJ0bR6fxwj3nuV9z7q\nz9kTB5EKHYt3z+xly/bf0Dlc4sHVU3y1eA3B7sXbzo67w+wvv+ZuXAzzpk7g04lf8UZDf9Yvm8uF\ndHd+btIUpWTk141ruPwgioR5XxDepAkTJ35O5zff4cDW5c/yxBiy+X7BLB6n60jVOLBw6TcEukjs\n272Tel0H4MizqOmWFf+FVhUCQL4uHXu7CvjbB9InsBfIZlQKW35P2sOeR7NpHDSX6cGvsfvRPFYm\n38PLxkT34Cl8VL4RD1I2MTn6AuVVCoJ9PqSdXQK7kk5gkxXD3fSqfFnvOwJLvAoq0Gegsg3E19ad\nDyv2xA64HL+JLXG/oVNe4kHWKebUX0N21iG2Jl3CYNbi5dySCcFtGHZ5EItaHsacdYD5ibFsqD+2\nVF+6qNxQKiypgTzt/TBowvj43gLqONfgXkEKCxsspZqDE1sfLeBYvoL1TevjJEkcjd3A6Zxw7j6Y\nyW33UL6oNRPvp9+qwpQyod4dqenehCd5T+hdsR8V7Z2IzT7DpLtLkGU1zu5vsbhaD1be+5oHhgyW\nho+nZ4W+DK3Ymp8eLSRCbyZDr2Nk7bk0ca5LL//OnDOWfbDrveTdOHt+xLgq/WjvoGFh6gU+LR/I\nrJsjeaTTUs46m09JAAAgAElEQVS1Ld/VHUFE6h5mPNiEk8qNNgGDeNMpmVGPb7O90TRWRiygdfDn\nOGd+z7jHV6hka0eKTQ12NpnDk6yTbIo/jl7WYW/fgE/9qzDszreEFtOVkm9uj+FCXjpezs1Y1mAS\nZxI28cQmlE8rduD78DFUDJjAuz61i9mVLMt4eAfg52gmOj4J31qVxI+NQCAQCAQCgUAgEAgEAoHg\nPwbhcP8byLKM0WQmP/URN6Lz6NmyPE623tT3j2TjD2vwcHHGztfiLZcNWmIy9SxcMgllQRqzV2wk\nqXNryjsVoDc+C+lu2KUvY9M1pLjU5sNOzXBxLd2uV3Bjlq5ezJBenzF93SaCnCUkGxs+HTmGmPnf\nozebcHN0pN/oyVw/d5s3Fq6hTXkldioAEzqDqSjRTULYHhb+sI+3enXmzPbF/4+9+46vokobOP47\nM7fmpvdGSEhC71UQRV1FsNcFXBULYFnXVde1K9hRwC4WRMSOFXtDAUGkKL1DIPQQSC+3zcx5/7g3\nBUgkwO67q3u+fvLxcjNzZuaZuZmZZ859DpOHXsGjF3dh/fptdB6VAzTUUG8d06d+HTpl3Mxj1qtM\n3ziOe9cm8PEJr2MhGJR2MZdHnkqv1e9zb1YeU4vWMa3PZEqrV/H0jk85K7kXAaMSnz2NR3o9iB2L\nKF3n2sod2OLO5YKEfDxNHJWtk69gSked17dN4eG1TzKl/5v0TruMW/xe9to7cUlqP2IcEOnJxcZ8\nSoxyFu56j8tyLuHi2AgmbX6PLtavDEodEd55NBSAlyCx6ovrSySWWc32oMZ7ne9h8vr7WVOzk3x3\nZ0a1vY1d6ybgtYJoIooL8m5hedkG+rWbxCkeD2690Uo3qsXvM/14zVoClg8p3cwr+oTj0i9jTKvT\nGLVgKPNqLuK+HhNYvX8Vt/aeTlebiSacdI1px7KiX1hX+h3vFf+FPpED8VleJM33/K4y/CTaQsdd\njC0KYe1l9b4P2O/oypTu12FaBtLYz9Ttn/LXzg/T05OOTfNQUvY6JYFyACqC5filic0oJdbTk1d7\n3891Pw1ievFOrozJx6V9T2mghnm732do3Gh2BHXeD8dqo28/nuo5zPJG8P6AtzFNP26gc0wnpm/+\ngZFJ0XxUWs5H3TqF9m34uKp7sKM7nSS6ItheVEZ/lXBXlBazwuWjLMtSJZkURVEURVEURVEU5T9E\nlZQ5RnabxqZVq4nP7UyCW8MfhOOHXMi1o6+mXasEPBFuIJTLjYxJIDEmmpjYWGyaJGiY4d8JhKaD\nlNgdLpwyiNBcREdFoodzJkbQjy8QKjuj2ex4NAPDEkRE2HHaQllepzsCu8OBw5KhNoUOlond7sHt\ncdfXDLcsiWYLZbWry4pJbtuNPr36MPGVGYw8LgMAm01gGg1J3UMG8ETjT1nXMv34LzjRXsB7+/eR\naPeQ4krBrkdiBqupNgM4bNEk2WOIdcRiWUFMCQiNzjHdSLZ7iLNFYdMc2GUQTbiJskU1eVBaWPRL\nH8lL/d7m8uRk3tu7Fl2PwEkQIVxE2yORRgkPr36AgCOD3vG98QiTymA1l3ccx9KC+/i8vJzTYnPC\n9dwP/iBoWFiYwoa0NExp0ToiG5ctGiEFleFSKE7dg104cEiJBWjCjiZNdM2Dx+bhcCmuuogaMki8\nIxG3LZIEm6O+fVNKnJoNl+6krHwmly97jh5Jp9DBk0mpvzQUC2lhE06QFk1VXElyxbDbvwuAwtpd\nRLvzMYPFJDjTiLNHEWOPxLICGNjIcsQTZY8iwmZHx4YldMBEE4LQfxpJrjQEghSHh0qjklc2PMZe\nGU3v+L7EaILyYM0Bsaq2TGoD+4hxpRNniyDGHomGIDt+ALliN8N+up6BWdeTonFAyZjGx5glwp8J\nRVFaRAjweCKIcEfgcrqw2+3o+u/vM2SaJqZpqh2qKIqiKIqiKIqi/G6phPsxEELD8pWzYtNeunXv\nhGUE0QUs+3k2s2fPZlVhGe3bpAMSTbcT2LuesROfZ9Kj44hM70xqnAuEmzhhMGHsXSzbWgropLRK\n44ePp/H4pGcoCpVV5+vJd3PN2CkNC3elEuvZz4N33c/igv34965jwpOTWbxoMY9NmsjiTcWAm/Yd\nE3j+oXt47a2PqAkC6OSnpfD0fbcxf1UhuQMvpmeqToXXpGjnJoQjVLO9U6e2rFi1AaDJOto7y7/i\nzpX3MX71Hcz2xXBiVDTVZgBDWoCFKU08zny6OmoYs+IBnt74FLkxvYjVQ73JA1YgHEQAG5mRaXyy\n5VkmbZrMviZyLfurfuKelWN5bO04PiwpYkBMOiBIiUjjhx3TeHzDMxQZNmKdCURqTqKwqJKADIKj\nK8NT0olx55HkjDnk4YHLFkkbdxTPbnqaB5b/A0fU6aQ5TLzhdZTSRKAT9G9iwsanmVe6hCc3PsFP\nlXsAJ/nRSbyy9n5e2voWlVbzx4sp634p6BTblw8KX+LhFX9lpZXL4Ph0IJa2UQ7Gr7iPr/atQOIg\nwZ1KlJD4JfW10bM9bZi/Y0qzsWqTeinZxs/8bcVYnt01j7NSe5CfeDab9s7grlUP8NCG6eBI5+TY\nHG5dOY6J6ybxzs75ZMadiFHxE/etnci80vUgQBM25u2ZwfjVd/FplYMRSfkIPYJIm5sYEYqxwMLf\nKFZ+w0d+6qXYq2bx9+VjuX/dy1RYAJFcldmLb8pLuK7N6eHP0EEPcqTE9PnYX1tNdmosoGq4K8rh\nz0UCy5K8N+Nd5s+bw7wfZ/Pj3Nns3r0Tm91+RG21ZNyEQ6aR8pCP6sHTtHQ8hmXLlrFs2TK1UxVF\nURRFURRFUZTfLX3cuHHjVBiat7VwO1mZ6RjN9LgzDYO41CwyEqOwTAt0DZfTgSVsdOzajaQYD06n\nE1/FHub+uoER555BanZnRlx8LtEuGwgbPXr1ItLtoHVeW+I8TlJa5ZKVHIcnOo7c/HzcNoiISSCv\nXXuy0hJDyQ3hoGefvrhsNtrktiXOLaiynJw+eAipiYlktcknIcpJ5179iXfpxKekkZ2ViU2Dbn0H\nkBBhJ711G1JSW9G/b1e8VZWk53Wjc9ss7LogLzuFlx5/ihMuvJAo26H9tiPsKURo4HakcknONfSI\njCcxIp82nmyinOn0ie9JpjuZgUkDidAkebEDuCjjNNyaRqSzFZ1iOpDoiKpvr5WnA+nOSKLsCeRG\n5uE66FGQ25ZIpC5w2BI4q9UlnBjbBiEEKRG5ZLnj8NjiyI/pwoD4Hhimj/SoblyUcSa5EakEjVI+\n2fkeJ2bdSM+olEO2RQg7HWK7EaXpJEf25aqcC4i1x9MtthtprkQyPLm0jczGo0GlqXNKyhAyXcm0\n9uST6HDTPrY3iTYbsc5UcjytsTfRzV3THORFtyPDnYpD00nztKedJwmHsxVj8q4hwx6qyd47cRBR\nuiDV3Yrc2H6cEJdHraUzJONCBiV0JsnhIdWTSwdPEk5b7CGxCpVlcXNqyknoWJyacQl/isvBbktl\nYEJndKHTJb4vOe4EOsT2oY3bg9sWT7e4biS4MhiU2BWnLZGLsv5M16g27Cj7hBK9K0NS+jMiZzTt\n3DF0iOmBzQqQ6OnExZln0T66E33je5DqSgjFytOKKEcypyQPwCGgfVxP2nlSENLg+52vUxN5Ltdn\n9A0fx+KgfSEo3r6WWb8WcM5ZZ+K266jKGMp/C9M08Xq9REVF/ceWf/Dnpbq6Gl3XcTjsBINB0tPT\niY2NIy4unujoGKQUeL01WFKQmZ6KZUnKyivJzEijvHITLy55jV/3LePnbcvJSmhPtMNx2PUQQmD6\ni3ht2TSWllfTPbkNQgT5kXeZwzZyycMpNKpqd/LakmcpI5ncmKQWbeOGDRsIBALk5OSoA05RlCOy\nuaCQvNxsFQhFURRFURTliHm9XkzTxGazHdA5tO51S8q2CiEQQmAYBkK2tNvZ/yApJT/Mmc/xx/XG\n5/c3NQFSCDQhkJZV38FPaBpCgLQkUkpiY2OpLd7E/U+9wl33PkBshKu+/aZ6+P7We/XlUOThd3ZL\n2m9yGkKLWDnvK5x5g2iXFtGCdjk0MdrEm4dsS3hjDrfNTW3rIe83uRIBbvyxD1vcQ/mgz3hcLYxT\nS353JPuwJfMc/AFuanOOdp8e7Xov2n4/3wY6cG/en48oVodOJ1myZxpjVr3MGyd8T2e3p+ndBewv\nXMVOfxTd26mbZuW/i9/vp7S0lLS0tP/I+cgfPg/V/b3QNI2ioiLsdjsul5sXJj9PckoKUkqkJcnL\nzyc+PpmSkiIMS6Nf7+4YhklB4Q6O69uTiqoCXl/2Ag/PeZsxgx/ium7DSHN7Dv+3Hags+oTct+/l\n8TMmc2X7gWzlbW7mY8qRvMB0OuCh2ruL2z8ZTmHUML4484bw+athbIum/p7MnTsXgEGDBqkDTlGU\nI/L1t3MYMvgkFQhFURRFURTliO+3S0pKCAQCuFwuNE075J61pXk2TdPw+Xxq0NRj2iGE0sVCCDRd\nx7IsLClBSoQIJd2tcGLEk9KWxx99/JD5Dna49+pft6DXb0vab3Ka8IHS9YShhxxgzbfb5Aq0bFto\n6XSH2b4mk9gOnjlxRd0bodi3IAYt+R1HsA+PZp6mmjnafXo07Ugp6Zc1ln51sQw/qWtJm4c+xBH0\nSbuKZWlXNXlMNV5mYnYXEmnZgwNFUUJJcU0TDDrpJGJiYjBNC8uysNsdBIPN10OPicrlbyfexXcr\nC7jtuKuIBJ6fPYaAuwfzt/7IHadNoE9iZpPzmpZBu6whXNl+IEhJDpcwUwzjBm7ACg9CHenO4JLu\no3lhV6Dh74JVww8Fc+jUeigpDlXVTlEURVEURVEURfnjUXe7x0AIgYbJjsICNhZsJWAJdE1H10wK\nN22kqKQCoR0aYvE72bamXv++9k/D65YkjJXm44c4xuNWHrgvWvIQRe0rRWn5Z9WyJMuXL2f16tWs\nXbuGdWvXUlZWihCHOc2b+/BZPkrDn9EFm2ewyUzjpLQMpq2f91tLJRisbjipCfBSipfgAX8waoNV\nWFajPwBWOS8tmMAWr/pynaIoiqIoiqIoivLHpHq4HyUpJZoGq5b8xOZiP1E2P4W7Sxlych/mf/EZ\nO2qd6HItA04+jZiYGBWw/whRnzRWyduji1+jSB5bS6Lxa7UvFOVffT7SdZ1BgwbhcrkxDBPLMtE0\nG7W1vt+eWfdg02y4wx/LSFcaZ7c/j6TSGhYWlh/ReuhE4MKJDXvzfzv0dN6+bBaaUM/7FUVRFEVR\nFEVRlD8mdcd7LEyDkko/A/90OmcOPRWjah9lRYWsLrIYcdkIerdNYeO2IhUnRVEU5d9KSklcfCII\nDbvDgcPpQkqwrOZLyvgDVazasYjdtbtYsmcjIAmaXoKWRcAM4AsGfnOZDcl0gZSVLGIuBRTwC8vw\nSquZ82Yxt382mhXVqoe7oiiKoiiKoiiK8sekEu7HwuakY14msz55jzff+YikNl3AV01sSiK7N6yj\nKiDwer0qToqiKMq/nWEYmKaJaZpYlsUBtZyaUFW9mZd+/Zq+HXvxxdLX2OX1cVrHq2jjFqTFdeTM\n7O7NziuQlNUWUVi5P/zGbl5hOumk8RkfUSpMLLOWraWb8ZrBA+YMjXGiEu6KoiiKoiiKoijKH5Mq\nKXMMZNDHxsIiTvjTYGIdARYuXUdtdgI+bwBXZCS2faDrKsSKoijK/5+Wlm1KjO/Bc+dNOeC9EX3H\nhl5E9iMnpfkxF9yRbTkuxsWbG+ZxV5/z0WjPdGYcME25dzvrSgsZkN0wADe2ZCacM7X+3we3HQgE\n1A5UFEVRFEVRFEVRftdUNviYSKoryymr9OJyVlJSUkHMcT3QSxayvawrpXuLSW3bJjTlbwwUqSiK\noij/Pac2SaMBMJqcxBHViSnnvYoUWrMjPMR4cnj07LfRNHu4KVE/gPUBy2ikffv2Kv6KoiiKoiiK\noijK75pKuB8lIUDY3Bx/XB++mzuXVaZG34GnEhmVwNnnncIXX3xDXE5H2mUlqmS7oiiK8vs6wdW9\nbHYSDYfNeZhmNJw210HvNSTyD25bSkmrVq3qX6vzpqIoiqIoiqIoivJ7pBLuR01gWRbRqdlcPCIn\n9JZlEfD7iE7O59Kr24KUBINBFSpFURRFOdxZtXGiXyXbFUVRFEVRFEVRlN8plXA/BkJIjIMS6kII\njGAAQ4VHURRFURRFURRFURRFURTlf4pKuB8DKUHTdOwOB5qwCAaCGKaFbrNjt+uYwSBBwzyqhq3w\n1+lb2stPShl+JTj2joGSuub+W3oZSilDJQY0DaSFRKAdtG5109Std/26S4k8KDb17TUT42bbOmg/\nyUb/PPZY1cX9yPZh3XY0rC9Iq34HUlcUIlQ22Qq3L+rXX/xGPWVFURRFURRFURRFURRFUVpOUyE4\nOqHkr6CiqJCPP3yPd2d8wPrt+7HbbOzYtJQZb73Nso070bSjCLHw8tIzL7O71mp22QcLlBcwftx4\nyo3mp5EHJYiBZv4tWLtkIfv9opmpmm//32X7ovc59bQLKZbwzsQ7+ev90w7ZBhmo5uUJd3PiwEF8\nu7a0UTwtfp7zI2ajfLJVU8y016ZSGWi65I9ZVsA1I0dw9vnDWb/faGb7JEu//4h3v/ipYR1aFJfm\n4iT46ZtvqBWHm+7g2QRIHy8/9Tg7qwB/OXNuvZY3hp7DrPFT8PuD4Vy6yZJ7/8pXEz8Mzefbz+NP\nPEVZINSGVB9rRVEURVEURVEURVEURTkmKuF+DIRlsHTFKvJ7nMDgE3uxdulCvIaFZo8lt3Ui5RVV\n9UlMw1fN8iVzmPHmB6zZsJavvpqD34Ltq37kyUlP8sn3SwAI+Gv59P33MKLiiLTXdceu5aO3X+Ol\naW9REQz1SK7eu5kFy1fx9Udv8s3ijSC9rFqxmkA4Rx/qteznyw/fYvKU1yjxh3tqYzDz9ReY+uaH\nlFR6EUiWz/ucSROeYM7y7QgsfpnzETdddw1jxz/BG+9+QJUhIFjCqy89z4zPZhGQobb27VjP8hVL\neX3qi/y8YU+4l/WRRFA2m6Q/+OFAxZ7drF/3K/Pmr2HFqqVs2rKT8j3rWV+4G+Er4avvF2A4orj4\nyr/RNr6GjUU1AFTu2cgrL07iulGjefipl1hWsBfL9PPFZ5+gR6Xh1DQsI0DB+uX89MOXTH5xKntr\nwRaTwR1jH8BVvYFdZf76mJbv3sDkSZP4cfVOEIL9e7azdVcxUjYa5C/QKFZWaD6rtpjpLzzJ+18u\nQCII1pbz+ftv8NRTz7F6Zw14S/jk/Slce+UVPPTkFGYtWIaBwL9vM88+/RQ/rdoKgGX42bBxPQWr\nFvD85BfYvLcaAaz5YiqL93poFS2w/AGyzrmcIRPH4V3+ORuW7gCgbO0v7Fm/gZJNW0JBdSeR6d3A\nk+/Mrwu6+lAriqIoiqIoiqIoiqIoyjFQJWWOhWanfX42i5ctZKswyMjrgkMXZLTJQ3qLqaxteJ4R\nrNjJ3WPHEY3JPU8KMtMSSc5JY+57H2JLy2fGsw9RYX+cS4/LZF/hGp6YupjTLrqQGIfJ1PF3M2Np\nJR2jyrh+zR6mT7yVkjXf8ufRkzn/zFOJaWPQL+8EPBEuGjpHG3z08mNM/noj3RN9jFy0hc9feYC7\nR5zDfH8yPXMyadetDwPyNL748lvisnJ56K+XY7w+E0dpMVU+P0XbtrI71o0uA9x06Z/Z5OxIVPWX\nFNVq3DjsFFbPep2/PfcTpw/qwU4rgf7tLj7CqiSh0invP/cAMxduxmHXEZrORVffxhkD2h4wpWFa\n9P/Tufz63RtEpOSRLpNZ8s0r/Ozvz33npHD5jQ+yac03JCSnk5mehC0cetNfy44tW/GbJtu3bqGy\nNgDA9vW/Mn3BV5x9xp/Q8fHcgzew1upI54j9XLG4gI9ffYTcvHYkJcSghbfJqt3BP//+T/L7n8h9\n117FpA+/ICLCjTMY+hiFSsrU8vfLLmazsxNR1V+y1+fgxou7cemQMwnk9iFhXQUDBx1HcNtKVm8o\nICbGzT+uvISJr7xA8Y7tBBHs3LKZ0vYd0b1FnHPmmcR3PYVX3x3D1A8+pkd8kFcn3MGakmi6tE/h\nlxWryRt8HDNmfszJo98LrUd0CrknpYBVBb4qgn4DGfBSMGcJuaedzKoVen1c/3zJBZx2yzuYIwei\nq5IyiqIoiqIoiqIoiqIoinJMVML9WEiL8ooaYhOSiNRqqSgrIWDk4NAaegrXpTBN0ySzfW/uvLgn\no6as5rzusZT6Jf17dOLVr5awa+dG5i5Zz+UntuPqf97HwmW3ICWYFcUs3FrOay89RUp0BKNHjWRj\nsUGUJkhu359nn3kKAG/xSiy0+oS34a1i0frtPDFxPF1zM7lm5EX8NOczvtgfx/LvXqtfP8vw0iE7\nk2+Xr2Nf0Trm/lLIg8Ou5bwfljDw3mcYmCKo2TyXn32ZLJrxLBuX/8Sj78zDf+EpSM3OwPP+wqR7\nx4TDESqzc6Ra5XfiOBKw6RpC00hPjDpkGssI4EltS7RvJVpMMqICdJsdp7SBbsfjbnjYUF/rHYjL\n7s79j09g5/p9THz6MeLC01x/0+1sKp8Q7kVvoce1ZsLN99I1txVjLjuP5VuqOK6Np76WPkDh/I/4\n+OeNDM/IZv+2pcyct56zIhyISlFf/7x68y8s9LUKxWrZfCZ+uppdc1ayJe1EFk6bVLeCVCS0wm74\nWL1+D3t2rGFzqZ3RtzzIvI/ncP+zj5ED7PjhGfZkncmXrzzB6+P/zquf/8Jzo3riI4K/P/gop3XK\nCG9NLVs2lXBaq/iGY04abJz+ApXRPRkyMJ+SXz4iIBPJSjNgZUOpInvrHNybdlAMpKlPtKIoiqIo\niqIoiqIoiqIcE1VS5hhYQR9bdu6hc4/eHNevD5X7d1DjCyKlxDItLMuiLrUppUSYQUpLKrELC291\ngK0/v8dFf3ueC6+8kk75rampqgpN7Kum1hfqia3pNuwywKbt+yjdvYkqv8Bp1wkGAqS3ad2wMkJi\nBAP4/CZerxfDBKdmsWXnPqr2F1JaK/FEx+IMVLC5qJLKsjKqA7D1h8ncOXkWIy6/hLT4aKrD61Bd\nVcK2rTsxDQPNGYHuLWNHSQ379mxD6HZE+MhJT0toWAVNHFVVkqJtm1mxYgUrV65k1apVFJfXHDqR\nNKmuMbnz0WcZ3KMNPl8AlzuS4r2llO7aTlWNv+Hhhj9AWVklSDOUUPeVUFK+jz0lJqZpIS2T0rIy\nKqq9GF4vhgUYPgq2F1O1fxtlXnA5bYAgUOuloqIaAJs7gsw27Tj7vGE8NWUalx/fGm+1l6Bh4PV6\n8fkDCLurUay2g2bDERmLVVZMSU2Avbv34DXhk1ceZVW5m4vOH4pTB2+tF6imvLqEHTtCdeWdEbEY\n5bsJWLBjbymxkS4wTdxx8aRGikYl3iOIjnVQWVNXjz7IpulPsPTbrZw5cSwOu2DP7Nms/+Qtvn5k\nKoWfTWHDglCJGqqr8MVG4lEfZ0VRFEVRFEVRFEVRFEU5ZqqH+zHQ7G46tslk1mfvgzTJbNuTpGg3\naxb/wM8rNxKwbOg2G2ec2AshNBwOJ5rNjtNhR9cEKfl9ObXrbCY/+QxOP0S6nKGGXS4cmoYlQUQm\nc+nZp/DPv12NQwQ5fdRYcuMEhTY7jkYDsgrdzpYV3zLsrNNwEOTC68bzlwvP5dq7buIpw8uAS+6i\ne88TGHvZT1x6zp+ISmnLQxMn0bnDSeRHvc+UKW+AJwFnuBbLkLMHccMNw/isa0+ef/E5bhrajrOG\nDCY+LpZ/PDAJpxbqYa4FD+zRfjRVSQadfzndB/vre5LHJqYcMo1uc+JyaKC7iPJEYKOcTgPO5q4H\nLuOuDe2JjIquT7hfPPwSLv37MHb/cikP33c70a5MenWO4oKTB/DgC+8yNGkr5/7lZrbvLeP89edw\n4yMvkxpj47Xnx/P0rgJ6D7+TbhluAM4efAq3Dz+VkiencuXg4VwyYAlPPDIOd3wmkyafgStC5/2H\n7+Xrd57FHZXAPQ9O4pYz2zfE6sEnSerdmsv7/MQZJw8gMf8U3nrtcTr3OoHpj7zMB1Y5camtsGsW\nEMkF5/dh1JkDueL6W7lt1HCGt5tJ7169Sczvw+vjumMZNThsNkwLEKGy60LAacf34Kc5CzgzfxDG\nziV8esO9RHQ5npnDzuW4Ca/T4caHyL7Kz/5vp7LwZ428ftkArPj2W1IGnkw0EMrgq7IyiqIoSsup\nM4eiKIqiKIqiKMqBhJRqpMRmbyKl5Ic58zn+uN74/P5DbjElApuuEwz4saTA6XRgmiamaTT09BYa\nCfGhQiamZaIJDdOy0KC+7EkgEMDhcGBKIFDN+iXfM2bsa3zw2UdkROogJQG/DxMdl9MeGoTTsjCl\nxK7r9esaDPhDPbgBm92Jw64T9PsIWgK3yxEe1FRiGX4MS+BwOBCAYZpYloXNZsOUYNe1UHt+H6YU\nuFwuQBLweZG6HafdjhBgWSZSCnT9aL8oIcMJY9Fk7BGi/ibeskwsS2CzaUjLwrQsbDadYMBAaAKB\nRLPZEeF5rYCfIAKnI7Tdlmni9/uwOd3YhMTrC6BrGqZlIoPVjL//Ni68bhxtM1Jxu5316yQti6Df\nj7Dbsek2kCaBgB+b3YmmaWBZBIIBTCtUesbucKJr4pBYScsiGPSj6Q50XQ/FMxDAZrOF9gsCXRNI\naeH3+tBsdux2O0gLv9+Pze6oj7NpWeiaFh4YN5xxry7g8ivH8fhbb5BqszCCQaRlIiXYnC608LzS\nMpGWQLNpQC03XH0lI8ZO5/gsV31TiqI0ze/3U1paSlpa2n/kfOQPn4fqTtuaplFUVITNZsPjiaS8\nohKfzxf62wQYQYOamloqKkowLI1+vbtjGCYFhTs4rm9PtUOVf8FxGTpvqAvJf0NsCT3IEI3irPy2\nr7+dw5DBJ6lAKIqiKIqiKEd8v11SUkIgEMDlctXfU8tGZabFYS7I66bVNA2fz6d6uB89gZASwzDR\nbXZ0wLhAnVcAACAASURBVDQMJKDrtkY7QtbvGJseCremHZigdrlcSCmxa4Libcu47a4JXHTNWDIi\ntfrEisPlrt+BUko0TUNrtEOFEDicrkN2tt3pwk5DgkYAut2FTkNS22azNUyviUOWWXdT7XRHNFoH\n0DT9kAPwiGPYzGyN2wttr46mNdRnt2mh2Ngd9gPu/GU4Sa87Q9tYP7+u445oKJwSEdGwbYbPpEv3\nfsRERhIR4eKAZ1CahsPdKA5Cx+mKaLgZ1nWcuvuQuDeOFYhQO86D4ul0HjIfCFwREY0CoeFyuw+I\ns03XGwcq9H5kLo88/E90XwCiHdiabBuEpteXA7Jq/Vx966P0yHIdwz5UFEVR/mevhMLPfa0WZNw1\ndYo5wiuk0HVG6HpLxUNRFEVRFEVRfk9Uwv0YSEK91F0uF0JI/D4fhilxOJ3YdB3TCOIPBFp40xpK\nnCa3H8RX8xccsJTGidCDk6IH9HI+TPv1d8e/1VYT7x/YfkPivvEN97/9prPRg4XfuvMXTazQ4RLJ\nNlcUf778uoM2Oby8g+LQ+EGK4NA4yYOWVx/T5vbHEaxn6Bhp2DwpJY1bz2zb9YB1/622pZRoEXH0\n6BB3wPHXeNpD2jnkOBCHxKvu9W+2oyiKovyhiPqxwxufGxpey2bqzsj6awoRfi0azd3Eefbffl33\n/7/M37zGbLjsUhRFURRFURTld0T1mTmmG0wNzahh3uxv+OLr7ynzSpx2waYVi/lk5mes3Lgdoekt\nb6/uRbCCqS++RlGt1bJEpRCYgSpennAn1113LWNGj+HbFbv+dUlOIRDSpKaqCsMKJ1KFwDIC1NZ6\n+bcXJQon2j+Z9hh/ve5aRl11Fa999eu/NokrJd7qaoKGFU4cCKq3LeH60aN4YNLLlNYEQnEOBvB6\nfU1vc3g9538+jZv/dj1jRo9m0rSZBAzrXxeKcGkffyBYvx8EVmjfmAcmun87pA0J9kWzPmbLfl/9\nA42V+79ns7cMIQRlNct5bP1ktvvKDnqQIZAyyOc7PmCbrwYhBGtKZrGmZn99O9vXLWHtlh0q2a4o\nivK/c2VU/028+tc06q0dOt2G3rckQgqEFI1eh96v+7eUjWcM/UhLYpkm0pKH/K65HylD04YGtJeh\nB+SNVkiG221umf+JH1H3Wp1CFUVRFEVRFOV3RyXcj5KUEg2ThfPmsLdWJ1KrZc7c+dRWllKwt4LE\npFhWLvyRgj1l4eSmRcDvo7amlkAwWJ+0NQJ+qqqq8Pr84fs+SVAKsvNycNbXRLGora2huqaWcE4V\nywz1nvd5a/AFDMzaMt59dzqxme1o27YtcR4HAN7aWqqra0KDbALSNMLz1eL1B7HMIF6vF7/fj7e2\nloBhIS0ztLzqaoKmhbQsEJVc9qdTWV8tMAwD0wiydfMS7rvvMfbVBMLJXknA76W6KjRfaNUN/IEg\nAb+XWq+vvhxNeG1obgiBupv0xl59+h68sW3p0L4dKfGRAAQDPqqqqgmGAyMtE38gSDDgo6bWi2ka\n+HxevLVe/D4f/kAQkPh9XqqqqvAHzXDPbR+3Xz6cH3f7CAaC+ItWctrQy4jM7kTAV8qmncWYQT8r\nlnzH+KdeobTai2FJkBaBYBAj4Ke6pgaA96c8wk4tk47t25GZkoAmwDKC4eUZ4e2zCNbNV12DYZoN\nx0cggM/nDx8fvtDx4Q99U8KyfLz+9CPMmLeG2poaTEuC8DJqyGn8Wg7BgD+cOAg9IPH6AvXJDyMY\nJBjw1+9XIQTGnsVMeOUrUhIbyhHN2/k2K6r2ARb/+GUMbkcMrxR+hN8yMKUVejhh1FBjBnl9y/Ns\n8FYAsHDXWyys2FXfTjDo480ZH1LtN1FDRSiKovzRL4wIn2vM0I9h1n9TTBJKIAvZ0GvbMAKETqOh\n6xIJGIaBYVmhEn31yXB5wLUBSCzLPOA6on7a+uuHhtcQ6jdvGAEs08Q0jNCg9I0eDGA1jL9T9746\nbymKoiiKoiiKcrRUSZljubeUEntENG1T80h0ealZtwPLncCQwYNxOezYfWUUl1YD4C/byYOPPkTB\n+iKSO3WmrLiahx+7n0UznuDTRdtwxmRwyx23kZug8eidf2P+jgimDziBOCQbFn7J3ZNeA2ly7jX3\ncdngHuxdOpN/Tp1HkizH1Wko948eTE77Tpx0ysnE2jS65SWxfcVs7hz/Il5vLYOvuItrz+tPyeov\nuXHyLLIcNdD2dEZ2rOSmJz4hJzsH364C0s64nn8MzuTxJyazv9JL237nMursTjww9j4WbNjAX4ed\nz9V/v5OBUdu45o6JbNlVzsoNK3nw2TfpElXM808+x7ptu8nscy733TgM35YFXPvER3SItthOKo/c\ncwsJkXXJ3VAN9y2rf6WwuBJNC/WMzmnfnayUmIOibRGX3Io/nXE6+Q4fbbvl46/YzSPj7mXJ2m10\nHDKax28eRnDvGm6e+Ca5UZLVZTZuuLA/j7zwJpFSx+VxYaT15sV7L+WFR+9haUEpMVm9ufeO0Xz+\n4jg+nb+QJVcPZ+DAExk1OI9gRk8uP28IHTp1QAfWznqNm+5+mj3lBosXzuGRF96le+QeHn7yZWKF\nwcJNRdz18AQi41M45YzT6RtvkZrTHpsW4JVH7uDdOWto0/dMJo27iQj/fp6e/AJ4fSzasJ0rR43h\n+0/fZM/WfSTk51NerfHk43fzzSuP8PXSXbjic7h73F1s/fo5np7yBvrMeXzZNp9HHhvPe0/ewY9r\n17PzLxcw9OwLuPX6y/jp45d548P5iKQc7rzrdnLj7bw//Rk2FZawct1GLrjhfi45uSvvTHmRzmdd\nj4eG0i/90s7D40kANAanDWVzoII27lasKJmHZs8mTezktjXP4nEmUyIjidRDdfR7pZyPjEit/2y0\nap2PLP2UvaUV5KbFqz8YiqIof9gLotD/TDM8WLdNxzRNLNNC07RQIvugWTQEktBD/dCYNKEHurqu\nhbvEm+Ha8DI8ZozEMi2kkEgZai00oHqovJ+GxJIi9JDbAl2EBxnXdZChwdbtDida+BGAaYaT9kIL\nj4sjQgOLA1Z4rByEUB3MFUVRFEVRFEU5YqqH+zEQuo2UuCjWLv+FhQt/wRGdgkMDw7TYv3Mj63ZU\nkJ0aB1Ji+KrYvNfH5Rf0Zu6KnaSlONi6v5zMVlmkpSVTsPhzXvlqKU53NDfechPOqv1UBCyoLWHy\n9Bn85dqbuO+OW/jsjWfZUQ3BqmJ+/Hktl/3jQa48eyBWMMiezeuYOvlZXn7lbfZVBXn73Xc47aIr\nePTBcXzz+kQ2lIJVu59ZPyzhghvu49qL/kTpznVYMZkEzSAXXXgK73/8Me74ZDLSUklJiePdlx5m\nvTeRseMfpG9+Pvc9+Txn9e9ERtdTefChOxky5GwmTJpEpzQn3384lZkL1pGamcSUsdfz7cYabEYl\nX332PSdcdgv/HDOCCMehz3i2rFnK97NnM2fOHObM/ZEdeyuaPFStQA3Tn57ECy9NY2tJgPU/vsOm\nYCpTpk5l06cTmbmyDIf08c1n39DhrDGMu/UG3L7dbK7yMHhgLp6EJJYsXYDfHklWZisyW6Xx/Rvj\n+WhZCZf99RYG9+3JTQ89wc2jL6VtvzO5d1hvHn/sYS6++DJ+2VRMTt+zuOfumzn3whFMnPA47ZJ0\nLMPPvFnfk3L8RTx6/93kJUdhw+Td55/mxZdf5ZcNRexf+hEvzNnFtOnT0Qq+Zdrsjei6xeK5PxLV\nfSiPP/QAeTEB1hYFGXlBL5ZvKcVuq6WoOkCrrCzS01NYM/ttXvl2JSeeO5Irh5/PVTffxSPj7iIj\nIYZr77iL/u3actuEZxk9/BzkrgWM+vt4IjJbs/qb13lsxnyEDhuW/4o/uSuPPvYYAzukAxaLlm2k\nT99Q7fe6MjO9U86mgycBgAty/kYXdzQOs5xi00FnTxxvbnuXoVmj+Gfe1VhmCXWV5LunnEOPqJT6\nxL0jOpp4CQX7qtQfC0VRlD/8RVHDeaQu8d4wNkzo9/U/hJLkmBaWBN2uY5kmEEqYm6aJaVn146IY\nphFKkGsamggl5C3LwDRDCXrLDCfKTRNpmVimiSXNhm/UCYHdZscIBAkaoUS7aRoIoWGaBkgZTt6b\nmFKg6yLUi171clcURVEURVEU5SioHu7HwPTXsnbrHk476xwS3UE+/vQrKrz5xDtK+fqbH+l5wlAy\nkyLrS6MkJSWRkZpOVlaA1NgIdq35gWfvmczg0VeQkZrI/uJ9gCA+JZ24KA+CUEkR0+Ghb9eOJEY5\niXVOobzKT5Ql6TboZHq2bQ1AoGInWV0GcPdTU0lzGVj+SmosnV7dOtM2rxVpMbCvrJpo06LTiafQ\nt11ovmJdp3VWFhkei5zWrbDVLOWdaS+yeMNeunXJIy5Cp6rWJCE/HpvuJDs3nXg7gIespGg8UQnk\n5+fgxqJkfzEZrbOIiU3n/ieeoWuyHf/2IHkDTuLETtmhIDRx71pdWUrx3mLsNg1N16n1BZuItoVw\nRnH/5Fc5LsFA6DZmfbmH/M79ychsTY/cWDYW7kXGm7Tq1Z+hvfMRwPZCB1mZmWSkplGiWcSsLWHZ\n3Hd5ZurXDL3kAtKToigqKsHu6YLb7iA9K4/0tNASzx11M2dfZfLNjGeY8fl3PHbTX8iMjyQ6Npn8\n/DY4BPgNk5T23ThjYFdinaGe3t6gxT8mvs45eQZoNtZ/8h4p7XvRKj2d3h3SWbplD5wQTXxue4ae\n0I2s+BjKC4pJTUkmIzWNrNYWyc4ghSu+4qF7pnDGNVeRkZpA0e5idE9fEiLdOFJb0yYnBwBnXDx2\n3U6rnEySIqF4UQFWUhvyMpLIGX0LvU5sC6ZFZEoGvQb1Jj+vbTimQUzTRNeb77+3p2Y1Ue4syitX\nsGTPa6ytPQ8DF91jOpAX1Yp2EUkEpdlM8iXUM9BQCQtFUZT/CZqmoWmhciyapjc7hkdoDBIN0wqC\nsKELQdAMIvTGl6UCTWiIcDFzKQVa+LxSP5i6ZkMIDYEZHu7UwpI6miYxTQvdFjovSynQdB2HphEM\nBLEsERqHR9MQB+TVRejbdgjAUjtUURRFURRFUZSjuzdSITh6Qrfh1k2WL1/BsiWL8Vlu3FoN773+\nJiI5D0ewjOKy2vobw0AgiGkGCQQCmKZF9b49VMekcObgE4mLduMPhBOXWsNXmG3R8WS4DR578W3e\nf3UCZXoGbdKcWJZJMFzXO8TCV1uDZYLNZsPh8tAq3sOzr7zF+1MeocCbTJfcSCzTJOjz188lLYNA\nIEggGMAM13cvra6mY9/+nNonl5IqP5ZlAfHExpQz/aV3WbVpO5YEe0Q8u7Ys5p23P2RPpUnnPoNI\nTUnnhEEnkxpp4XA5kNaBy2vqu9np2e3o2bM73bt3p1u3biTHeZqMdzDgp7bGqr8hz+0+kAWfvc17\nb77ABysCXHByewJBA8MfwKjfwFBNd9MMhmqmmxYV+/bgadOes07qQW3QwDQtwE5Kqsa7015h3s+/\nUFy4kudensZnM2fy2XeLSUtLQQCuqDg2rJzLjBkfsbfaQhNgBAIErYakshkMUlVRDlpoPdv0PZ2S\nBe8z9Y03eH32FkYM6YUMGpiBAA3jqcr69aw7PqqKd+NLyOCs047H7bITDIaOj7hED999+h6fffE1\nFQGAGJKTA7zx0pssWbGe5G6n0CVRJ71jf7rkpxETFR3qcRgMYhhW/ZhsYKdzx2zWrS8MJyTkAckR\nKSWtY0/ilLgcfq7YyZWtz+H7ou/J9aTy7Ja3mbl1Al+VFOAUtkMSKVJKrJpqynVJdkIkTT5pURRF\nUf5Y10VCYLfbcDjs2Gzab9ZBrztXaJoGCKQAoTX0iA8l2usuHQRCA9Oo670OumbDMo1Q7XUBWjiB\nLsMXt6YETYjwuKMSIxDuJd9oOXXn34Zznwz3rjdRo5UqiqIoiqIoinK09HHjxo1TYWje1sLtZGWm\nY5jmQTeKgLCRnpZC6b4iagydnr374tGD+HAQ49IoLSvHE5tEcnwMQtOJiU8iP78dqa1y6No+l24n\nnMGg7Ei+/2k5PQecQv++PcnNiCdQupNX3/2KM/98MQluJ31792TbuqUU+9zccNNNpEU60e1ukjJy\naJeTGV4hjei4RPLy24UGW9VsdO3Wnf2Fa9hWKrnx1jvIinGh2V0kpefQMTcLALvTQ2rrdnRpn092\ndi4ZrbIZfsE5bPplASVmHGefPZTO7fOJ9bjo3r0TyxYtIiatDbmtUoiISiDGabFy9Xra9zyerp07\n4ajeyY8LFuNOaUfvLnnYbE4SU7Po3DanieiGBjrLzO1An9696dWrF7169iQ1ITJ0k35Q7dSomDja\nd+pBjDN0kx6b3o5WUQaLVm7jmtsepG/rWKRmJz4pjY75bRCAZnORlJ5Nl/ZtScnIJi+nNYPPHUZM\n9U6WbynnjLPPoWfXzmQmRtK1R3c2LV9MZUCjV7/+7CtYyooN28jpNogrLxqC064RFZeC06pm9fot\ndOw1kMRIB9GxibTNbYNdCz2/8kTHkN++C4keG1JKbFEZnNitFXMXLOecK25kaM9sLCmIjoknt00b\nXHYbQrcRl5BCu7btSMnIoXPbHPqeci69kzXmLFnHgJMG0693d9qkxdG6TT4l29ZTuLuEbr3747FD\nrz49WbPkZ6Q7jvaduzP0xO78+NVM9tTY6NenJzEeJxGR0bRu3YZojxsRjm9uSgQvvDCDcy4cgv2g\nnoj1CQg9mnaeOBZVbOPK3DGclNCNPdUrKdfSGJ55Ph1jcokK13FvPO/2zatYtHEfZ516Mg6bjlC5\nC+V3zjRNvF4vUVFR/7HlH/w5q66uRtM0HA4HPr8fwzDqP7uWFRqc2e/3YklBZnoqliUpK68kMyNN\n7VDlX0c0nZ5u/BBXHHj6BwGaZkMToX/qeqhHfMOPjibqku0auhY6j2hCC02raWhaqL+7rtXNG+61\nXjdNo+uI0HWbQNdtCCHqx42pm14IgTQlQtfRhPjNHvr/7+FV588W2VxQSF5utgqEoiiKoiiKcsS8\nXi+maWKz2Q68j6kvk3n4i/K6exnDMBBSqnoPzZFS8sOc+Rx/XG98fn8Tvw/1ktLqgi4tTAt0m17/\n/WRpWUTHxLT4pm3P6m8559yryT7rBt564jYc+iG3qQf0RK7bfQf3TG7qYDjcfIeLxYHTSg7f+6th\nmtDyxNHdNEoZ+qq4aLwuvx2X0DzHsn1Nrwe/EYODt7FuPRvXsW2qnRYt+zf2w+Hab2JNCfX3C733\n3fvTyT1lBG0SHE0ur+7BhyVlw7HegvgVrl1EsRlHny5tVT9B5Q/B7/dTWlpKWtr/f7JaSok/fB6q\n+/utaRpFRUXYbDY8nkjKKyrx+XzhHsNgBA1qamqpqCjBsDT69e6OYZgUFO7guL491Q5V/kXHJlh1\ng6KKw10NNHpHNpOlb+Ic1mQjB0/X1Hx1l7hNvd9wgq5/2zJNhKYdcC3xH892S9DU91Fb5Otv5zBk\n8EkqEIqiKIqiKMoR32+XlJQQCARwuVz199SNc12Hy9vVTatpGj6fT9VwP+a7IBlKRNYTMjzwV0PA\nj6A10jqdxsKNhei63uy9XlNPWpr7/cHv1x0Ada9bkjZvus1Db14PTYqLw67T4Q7Upu60f7MmbMM/\nmhzsrLnk9pH3Yjs0cqKZHuKhVWn0sOOgOVu+bNnkfjgw3xBO+oenr0vGiyb2XV2po9MuHtl8bBrN\nq/3Gejb1cCe7Yz+yaUjaK4qiKH+0C9PQn/fD5YNFU++IZk8oLWukifNVy9sSh/5eyvprr8PO//94\nmSm0/468v6IoiqIoiqIoLaf6zBwDIQSakFRVllNWXokMD7YV8NVQWlJCrS9Q/1SkRe0hkUjK9u5k\n1boCDEv+y2+whBCUFW1lV3FJE4nYY2o4tP6WhbTkMX8NWwiB5a9g7botmOEHBEfXRhW/LlnM2g0F\nBMxjXC8hkNLCsiyO9HshQgh8tVXsL6s6onWQUrK/aBfFZVVI2dKvr5js2LoVn3n4uB324Y2U4W2W\nR/TwSAhBTUUJlTXe/5qv5CuKoij/6muKhmTw7/5HE/+F66SS7YqiKIqiKIrye6QS7kcp1BtYUrDm\nV76fs4CF82ezcPlG8FUzf948lixZwqxZP7CnrKa+N/khbRx660pt+S4m3HUdZ4+5jfJA0z20m0p7\nyiama3bdy7ewYeuupqeTkkPfano9Dlm+EMz+6G3WlZv17zaerqUJ2/pyCU5Y9PNyzPB6Hcm8dcyq\nIl6f+gLXXjuGjfuDzc7Tkm0GqNy3hS+/++mA3uoti7vJvK8/YvG6rUd4jAmqyveyY09pi7Y3pIK7\nR41mU9Vvt334dQ/d5e/evILZi1aHt1m2eJt3bl7Omx9/RcBUQ6YqiqL8UalksIqvoiiKoiiKoigH\nUgn3Y2EaFO7az4mnn82F555O6c711BDBiaeewbDhf6ZDegSFe0rCN0yCvRsWcP3VVzHmr7eyflct\nwqrg0btuZ9keg40LvuSJ6Z/hiWvFQ489SYesOEyrqRsvgTArmXDP7fy8zcuOFfN44tWPEAT54KVH\nuPjCPzP965UIIZj/xQze+HoJAK8/9xjrd1Xw2auPcs/Lc4iKjq1vb/2iL7ly+IXc//T7WEIgxIFJ\nciEEZuU2bhszkmv+djtrCveHtmfzz4y6+CKe++BHBJKv35jIzXfeyzWXDuP6m++gqFYc0oO6ZNMC\nJj0xnmeefpGnHnqID+auRQYqeOHROxk+7BI+XlCIEIIV8z5h1Jg78XkiQ3WPhKByy89cNmIYk9/9\nFsOSWEaAhfNnMeeLdxg5ciQ/rCkKP9xoiJctIZcnnp9K53Sdam/4QYCEJV+/ybBhI/h2xe5wr3CD\nGc8/yMiRVzBz7jqEEGxc8CGXDr+E2x98hgo/bJj7LsOHX8Edt93CxX+5klVFBsKo4oXH7uWyK69l\n9d5gaBDD7cuY8uEXvPP8gzww+R0Chom3oowFi9eRl5mOlJKls9/jntvv4cs5PzDulttYu6eGPWtm\nM2rkSG645V62Fod6hr/z3FgefuEjbC5n+JgL8MlrTzHikpH8vDXUW963dyPTZn7Nt289zT8efAa/\nYVFTVYUpG/YhlskPH7zM8OGXMndDafjbDQGmPX4nI68axTeLCxBCsGb224z483Dum/gqPkOw8rvp\nXHbFGG79+/WMuHwUG0oEIljKhLG3cuWYv7GxxEQIQcWWJbzy4ee8MuEeHn/tM6SUpKZnU7jiF8oq\nqkENFaEoiqIoiqIoiqIoiqL8D1AJ96MkhACbg67tspn16Xu8+e5MUvO6E+VxofuLeWvaNJZsrqBt\n65RwD+Agy5atJK9rN7LiLe6+5x4qrBj6t4/kmosH89dxz5Hbti0AdqcNy7Ka7xasR3NC10Suveh0\nbhg7ieRWORg1uynYVc6fThvAk9efzyfrKunWKZdp4+9g7N3X8/bcHWSmx5CR15Xglq+Z+cPCUFu+\nXVx31RiSuw7CXb6HnTVBGhdKDSXMLf5+yblsdeXTuU0r9u4vxarcyKUjrqfNgBOYft91vL9yHzl5\n7cjNyqRd5+707t4Fl37oqpes/557nn6X2d+8x8+/zuPGseMpLSuhxrRx0qCejBs5lPm7giSlZdOz\ntWDS46/iB6jaxMlDhpHZuS8fvPgIHy/eiiYNvnnrWR6a8i19+/agZNeW8Do33k8auu4naDa8X7z+\nO667+yn69urA1RefzZpSyceTH+bVOVvp27cPxdu2AAbzflpO74H9KV03h0enfUJ0Uiu6d+1IVnYb\n+vXrQ4zT4qOpk/hyeRF98zz8Zdhw9lsQ2LeWm0eNZmWJm1hHkFrDorqqmAoE8YkJgGTul++waMlc\nLht9B6UVBbz41vv8smwNnXr1IoZ9jH30CbwWZOW2o2LLUn5cuhEELPvhbZ54axYDumUy/KwzKPQC\nVdu549qr+WKtl5y0aKqq/ejagftwyy+fcPeTb3Fcj1z+cs4QtlTD1Af+yQcrK+jXqyfFO7YBPuYu\nWMFxg45n89wZTPxgHolp2XTt2Jbs3Lb069ubaFuAKRPuZ9FOk24ZOlddOYYKwLt7OX8ffR3bAnE4\nzUpqTYhJTiZaD1BQUqnKyiiKoiiKoiiKoij/x959x0lRnw8c/8zM1uu9c/TeOwgIiF2xN2KJLWrs\nUYlJLFiSaKLGGiv2EhsW7IqIiPQmvRzccQdcL3u3e1tnvr8/9u64BiKa/Ix53sm+3J0+z3d2l3vm\nu89XCCH+J8igqYdIKQWRMEV7Khk6aiwJtiCbduzC17srcTEpjJ0wkeKd29i1p4oeORlgmpjBCDsL\nCjHDDdTWhqir8zHlgtuY9Pbr7BlwNSeP7xsdUNOwoRsGDmfHUXGby3eMO2sm53z0Jl8wlF8dNZz6\nPRtoqG2gPFCK0xFg/eYiTj5tFA9ffThDzryP7UEvcRqMOPwErtiziC8am5rekcyvL72IBevW4ho6\nlYxYO62H9YzuW+f8317H0x+uoqDEx5SsDPaseIm1NTCiYi9de+RRWlzGmSdO5+jDvqL3RTcwrUcs\nrQftbGYqG8eecjYzRsSTkZHOmr+9R02Dh+ryakrrgzjsfrYW7GHi5KFced2lvLPwcTRg76p5WMPO\n4p5bbuSzvAj/WvgdZ47NxZGcy/WXXM+Jo/rsi09ntek1DYfDAcDOFV8w6oxruPH3vyaycxH/+mwl\n8aWVPPjQ3xiQmx5dPlSLFbTYWrKTep+Pqq07yb7iZC6/OMBbX5dy0zXnQcTP6yWl/OFPf2DC4J4U\nbD6apRtrmaTbyB91JPfcflPL7vd6q7BC4LBHy7IkZ3Thst+cwBOfbmfmbw9j1rtbCSc5KNheRLCh\ngbJwOY2+IBOO+xV1VVVUOG1owM6Nqzjrihu46vQjKN0wiY8WF3N5D4O0/ofx4F/+0HQHrQYLjabT\njZ7zmm846oLruf7yU/FsWcAbHy+huibI808/REaMKxq7QBVWwGLrtkIaQz42bNxOzjkXc8GMCpaX\nyH0mMgAAIABJREFUJ3HFjKOwGmvYUdXIPXf+ld556Wy74GTW7/DRW7fRd8Lx3H3LjU1vEECzExvS\nqG4IygeGEEIIIYQQQgghhPifID3cfwzLpKKyEkdMIqkJMdTW1lBfW8GuMg9p6WmoSCM19T4AQrUl\nPPrSu5x5xTVcMH0CHk8Dms1NwcKXWFTipmLtl6wvrUdTCm9tNfUeDxXllQTD0ZIdm76Zy+sfL24q\nf6Kxe/mbvL1W4ajawKrieooX/YuFpXZuuek3GBr4/WFoLOHuF5ZzyYwjuPf2RwBo8PrYvmsvNbU1\nNIYtwv46+o48jb/98Vyen3UvO/0AGoVrvubld+dHk+URL8QN4q+z/kgepcz5aDEZPQeQkZjEeb/9\nPbNunclRw7sDikZ/FatWraXB48G0Og7aqawwfp+XhgYvDQ31hBpNFsx9ibrkftx81QyCgQDBQCga\ns+paTKK527SufahY8yVbS2v4euka+vfKA9NEM3RcutnyYwBN0zr5ZYCNxppatm3fQVhBepderF8y\nn5qq3Xy8vITRg3sSr1m8+s58qqur2bCxgLrCFdz18gJuuO0Wpozqg9frw7IUjd4GthdsorismqBl\nEOsw+GLRKqqLVrJip4/uucmEggHcCQltjsAen45u1wiGFCiIhAJ46uoJh4LU1dVTW7SZe1/4kItv\nnMkZR4+ivt6LpRTKCtNQ70M1xSE5LYMlixbjKdvGvO+qGNQ7h1AwgCshodWbWRH0e6kor6euppoG\nf4S0nG6sWryQusoiPllZyuihfYkNNfDc2wuoqa5iy/Ziard9zV3/WsLNs25h9ICueH1+APxeD5u3\nrKe0ooaI7sSlAnz87XeUbf2WTaUhcjNiiYTanbMGhIM02BUZCS75rBBCCCGEEEIIIYQQ/xMk4X6I\nNA00u5uxIwaz5It3ePW9efQffhjpCU6++/YTnn3uRXbWGYwf1AOlFI60nlx5xhFcduoxPPjaEkaN\nGYvdt4Obbnuau99cxN0XHc4fb32YxqCXa6++ij0bVnLi5EnMWVYMwMYF7/LS+wujO2/czfU3P8Kt\nL8/n79eexl2z7qPn9KvIq1nMKefeQPdBY8hOcvDOiy/S+4Qrmf3aXOL2fMUHn33OWSdO4dbZ3/LG\nw3dx7T0vYNhtvHr/dQybfD7T//RHBrijuyhcNZ9n3/w8+sLmZtvCVzhswmTe3dDA6cePw9ntSO67\nehpnTR7CBb9/BM1mAzTOOO9c3rr7N0w58UxKvB3j5ohPIz8ng6SUNOITk+mel8a00y9l12fPcMG1\n9zFs3BRSYqO1aBwxbpRpYgKO7tN4YeZxHD5sIKv9+Vx+3FAsC1IzsnA7HR3api07l5x/JjedPonn\nP11Lz8kXc1KPAAMGjqTvWXdw8qAULrzqBnZ/9hjjx4/n9a82kdT3aG48vifHTpzE15vq6NuzC2jQ\ntf8YKF3O+LFjWVGq8etLrmbtnAcZPfUszrjpIQamgO5OpHtu5r7dK0V8fAYphkVtVRVokJSWTXJy\nKt1yM3HGJtBv1CRuOH08Zx81hec/2sDQIQOw6dGe+k6HHcuK/lpg/PTLSSr7hoEjp3DENY8wOd+G\nZY+le15Wq/sMbrIyFBceNZLhw4dyxazZDDvhCoY5djJg8DjG/uZ+juybwk1//CMrnr+VcRMn88GS\n7aQMOZXrp2Vx5MSprN+r6NUlA4BBYyZTvvIdxh02kXV1sVx39TXMffhmJk2/hF/d+He6x4MtNpmu\nOeltol5bUUmDctE9NeGgB8wVQgghhBBCCCGEEOK/maYkE7ZfSinmL1jEhHGjCAQ7lsVQgM1mR9cU\nSkUHG42YCruhY1oWhmEQCYeIT0gEtA6JYGVG0IxWVX0sE6UZHZdrV1JGWRF0w95qAQul6R3KqOwr\nDNO8eQvd0L/3nIF2JWy0Ax7T/qY11JRRVFKG1XQUljLoM2gQsd9byCjCioULWDD3Ob72DuHDJ/9A\nU22aA64V8NZQUFCM2XLsOrndepCWGHPAGuIHcy77WbNdhNutpxSqJXYWC959hZrkQZw2ZcTBXYCh\nGl5/6U0+XfAlp195JyceNqBjG3fYH52218GdMwfRzgc+59bXy5aVX/DNzgAXnjEdu9zaE78AwWCQ\nmpoasrOz/1++j4JN30PNn9O6rlNWVobNZiM2No46Tz2BQABdj77hIuEIPl8jHk81EUtn7KhhRCIm\nO4pKGDdmhDSoEOIX5dPPF3Ds0VMkEEIIIYQQ4gf/vV1dXU0oFMLlcrX8Td063/V9OcLmZXVdJxAI\nSA33H0NDEQmHOtRXD1nRhKMZibQqddKqoZrrjDcl21uS3LrBwQwt2Zxs35cc19FaZUubn2rtG934\n/qynpmkdeiO3OfZW22udelWt1m0eaLVgzbc8/sK7BDUdUITNRGbecxcj8lM6vShbTcAKBUjoM41/\nnn7uvu0faB2gsngT/7zvcXxNcTUtN+dfewPHjO7b9ljbrdvcJqqp9nvL+bW0176V266rdVpfnzYx\naWk1Jhx3OvUB9b1vzn2Z72gCffqMKzhyVL82x3ag/XV2C+0/dc60Ouf8PiP51cBYSbYLIYQQQggh\nhBBCiP8ZknD/EZQC3TBwu93oQMDfSNi0mhKSBu4YBwF/oGX5lqRlu0Rx6x7KdNrrWOu4bLvntJlO\n59unk4RtJwOMdraPTqe1XqelN3fzuWgMPnw6D409ptWNAA2Xu2M9747HZ2fskScytnUQDrBOs9y+\nY7n/qWFtbjw4XS6IHtmBG7NVHDqcs7af/aqOvb2jafLof1vfqFBKYXfFkuraf+/5tjcsQDlSmXHp\nFZ22XetjaZ7ekqzvpBf6/nrwa/uLp7b/OO/3Gmx3TDEJzTdWVNP/9/W8P7hfEHRcruOZCSGEEEII\nIYQQQgjx8yF9Tw+RUgpN1wl4Kvjg3bf415tzKK7yYeg6mqbjb6ji8y++whuyWpKwHbbRfoKmEQn5\neOPxuzjj8j9RH7Y6LfFxMNvaX6UgTdNY/8XzzJm3tFWCts2KnUxSnZ5/m9daNJlaXrKLWn8YNA2b\n3U5MbCyxLQ83tu/pZd+6h71Vu5k7//wkQe37S6RAtOd/2/3FYLMZaJpG4dp5/OqUE3j1i7WdJp8P\nrtHp9Jz3Fu7AE7Ki29U0NBQFGzcSaLkBcZDJZUBTEea8+hyl9ZED3ghpcx1q2g+OlaZpLP/8Fc49\n+3ROO/U0rrjxDvbU+A/qOA+GpmkEfR72lFYATXFpHyvU9163mqZByMt7775Nhce33/eSEEIIIYQQ\nQgghhBA/B8Ydd9xxh4Rh/wqLisnPyyFimh3m6Zh8+80C4nMH0DcnluWr1tGtVx9i7BrrV3zL1uJK\nevXtS1JctIZ4wFPOwm8Ws6N4L+k5XXEaAZYvXkZsdj5mzW7W76oiPTa67mtfr+OCc2cQZ+/Yg1iz\ngqxYsgxXej66t4J1O/aSk5HCjo2rWLx0DVpCFqnxLnbv3EpFo05KgpvtG9aAO4WygrXsqgqS170P\n2WlJaJqGt2YPC+Z/TZXfRl5WCpq2rx/xvh7GQRZ/+SVbi8tISs0gxmkn3FjN/M/m43ckkZkUS8m2\nVdx+4w1sarCj+T2k53TFYbTtDR3wlLN5+3YqKmop312M34gjKUZn/aplrFy9HmdqF5Ji7FTu3sHy\nLUUkpGQzoE9XdDQI1PDZF18RNGLJSI5HWSaVFWV468r5dskK3Km5JLjt+0rqaBqa5WfZwkXcP+tP\n1CcO4JhjjqBbVjI1e3fw1TfLiM/sRrzLwAr6KCyvIlJbwtJ120lNiqN4VwE7CnbjD3ipqAuSlhJP\n8dY1fLN4FVZMGumJLoq2rmDm5b+l2EhD99eTkhTPurULuPS087D3Hk6M3UZKcgKR1rFKjsOKBNlT\nXkGobi/fLP+OpIw8Yp0GO75+mZcX1zLjhAn/1ljFZ3RhyftP4sufyq9POYbhw4bSNb8LDsvDF1/M\nx2vayUxLAqWoqSrFU1vJ0qXLsSdmEaotZv367RgxDrat30JyVg6BqkLmL1hCpSdATm4mnt1beeWV\n53j21Y+wOR2k53ajunAlN10WjZXW6CE9Ow+7HmbJvC/YWV5Pdk42Nl2joXov5dXVfLdqBSFXKqlJ\nCWxfPJf3NkWYOqInHGTveCF+aqZp4vf7iY+P/3/bf/vvA6/Xi67rOBwOAsEgkUik5f1hWRbhcJhg\n0I+lNPJysrAsRW1dPXm52dKgQohflIIdRfTq2U0CIYQQQgghfjC/349pmthstu+t/LE/zdUnIpGI\nlJT5UTSd/C55FFaUsdsIkZXXjZhYF2WbllKjp9E919aqx26Erz95m2+3VBL21bFgxVZun3kJ6z5+\nigde+5xM/3Z6Hn8FIwccznmXXcFrq+7cf+kM3cnWec8z6+kPGJVaR8zgkxnSzcm/XnoBFZvMU0+9\nxF9eeIWY0k1ces973Pm7E/jz317nxXfnsG3NNzzy/Bsc/Zu7Gd63K4SrmXn5hdi7j8HwrSbn/lvp\n4jbaXViKx/54OYtr0umR4iJoS+KECV3588zfEUjIY/Ps1/nr7NlUrv6GtVsK2BF+l/qivvQfNZFY\ne9tDL135Fidc+zxDu6SiWUHquhzB+385l/feeQucbmY/9yYPvvIC/t3beeOZx9nU2JPpJx6OQQPX\nnHcq281sAoHnePCpZxiW7eSNx+/i600NpCQ5KAnGcOlJk9r28DZ9zJv7DqsLK8mJqafBHyFQvYMr\nLr4IPS6JOx5/h88/eIa4uiJuvHImmZndsCUmYnl2MPOep+idYKfatBNK7sPHs2fx2vPPEIpJ4+mn\nXua2p2dTufQrNhftpuq9t/COGEL3/Aw+fPsdyrxe5r72EjHnXUq//ATubIrVltmvc/dTzzI4tpb7\nZ91AXSgeZ4xBMCaDkyYM5pXXXmPSRa/822NVZiUSn5zO3jXrWBQoo9uACUwYa/L7c89kjS8dLezn\n1vseY1K/TD558T5e/2YP2eluhlSbVK18nWUrC6hxZJDtinDJzXdTs/RtdvgcVOyaww7P1YxzF/DJ\nx/MoqgqhaWH6jJrCrqUL2LwrGquGoYMYNnYsL953G6vKHCh/GdvLzufiUyex9tNnueW5pfTrlkbe\n2Hpuv+x0jjv2CB699gUClxyNS5LtQgghhBBCCCGEEOJnSkrKHKLmKuZWxCQUDBHw+wmGTcyGClYX\neJg8aSQG4HA0Z5xtjBg5BtPbQFV1JYuWfENFXZCL736e5J1vsMs1lMtOnhhdNBzGNK0D1s447/bZ\nDGn8lK9L4vjtOcegu7IYPrAPtTUeijYt4POVRfSacCq3npLO1GOv4pYnXiEnVuPY837Hbb+eSEN9\nXXRDyqS2opLy2jBnX/cburg7vyQaqmuo8TaQ2WsY0yYOonLFOzw251tCZpgdy+fy5PtrmHrO9Vx0\nxkn8/r5/8uDf7iLD3XE7wcZ6BkycztlnHMtVV17CnqItuDPz6ZGTSV2dl+3rvuTbdXvpP+5Ynnpy\nFg5vAxZQvfw95jX04NN3X+ey4wbwwsfL0Ww6tfV+jr34ep56+jkumT4Rq33MbKnc8sCjnHf8FK67\n/X5OHNebzV+9gn3oybz+9lwmJ2xj9mc7sNk1dlc0cv39j/PYffcwKMtF5oBJzLrpPMZMPpIkV4Sg\nK5lxI4ZQW11H8dav+XhZEcf/+mbOOuYIbn10Nn+9bSbZOd24477HmNC3Hw+9PJsZx42jYtW+WBUs\nm8szH61Gs+uUVfm48JZ7eOrxJzjxsMGAj02byunVI+PfHqtfHzeOSLARX72XYCBAxFRUr/+EDyoy\n+eK917junCN449PFaLpGgy/AxDMu5slnXuSy6WNRzgRu//0lhOLzufaSU9hVUcOUyRNoqKyifG8B\nc+ctpuf4M/j7fXcw44JLefa5p+mXZufYC37fEqt77vgDrup1PPLyR/gCHsqKC3j1vY8JmRAOh+g+\n5ij++eyL3Pab07AU2HK7ErezhMKgfPYIIYQQQgghhBBCiJ+HzkpVSw/3Qw0moEJ+thaVMum4U8ly\nBXlr7ifs2BZiT9luPn3vXXaXlBKKzSR32jgiDSVcc9XvGXjSrxiWk8L2+RswTUWgrpSAFY/LCBE0\nFW57dOsKMGwRlLJHywbUVtAQsZOdngxAyFuJNxRLXIIioulsm/dPbn3kE2b+4VLWLPiQ+joPAFW1\nFjnZafgbaoAYFFDvC6A15dUtI4lHXnmbT955lpMnTmfZnlV0s4O/voZavyInMxVlWdz8yEv0e38u\nc175J+HYNGZ0CZPapScjRoxm/IiR9B/fG4gQbPRQU9MAVgrRnXSsl+40FJGIhWma6H7Fey/8jdfn\n7+RXZx3Bknkf4m3wRs+x2oPVtL6lwOWIHrRlhomETVAQk5xK79zElkFPNdqNPdv0pL7BSzjobzoG\nDb1pvoVOJByBSJiM3v3pmbCvhV0G+BpD2A0NLaiz+vMnmXnnG9x817VsWvwZ9bUewCLQWE9NtRdy\n7aAZgIcGv496D5AM4UCQ1PymWI0cSf9xvbGCAZLyutIrzQ4tx+PA7dYIhv/9sQIIhMKcftUdXDix\nCwA1a+fgchgowDKDRCIWAM64eHrnp2FoYAIOHRobg8S7HQQbw1QWfs30me9z+V1/wqXq2eSNHpNZ\nX0NdnZdwyMTh0IHQvljlOYmEwjiTMhg9ejSJE8aR12cIDgM03aBXr67Ym9pPAzDDhJw2XHKLUAgh\nhBBCCCGEEEL8hCzLoqGhgfr6+jblY3Q9mog60PiPrcvOxMbGYrPZpIf7j6HbnHTNSuLLj+cy570P\ncSbm0KX3YE6dfhyjRo0gLzeHnl1zQSkMWwy9endl19YNVNd40F1xGGY9s665mPSjb2SofRe3P/I6\noZCff/ztr6xdvICrL/0tX28qB+Dzp2dx1d3PR3dsNnDXNb/GHHkZx/fSuP3+F4jL7kVavKKooADT\n5kbXNJbPfZrXNrr4eM6TPP77y1i5YSO3/+F67n9xHm/OfpiHX5+HFSzjsT/fx8pNJQwYM4b4piti\n2btPcMkfHoleMHqQFx94iIXL1hK2J5GXmUL2mNM5bVQWi79dzKIly9DtMYCNoaP6M/svM7nu5tup\n8HdS+kOBaano4K9KYZkmaTnd0c06dhfvBkdcy0CujrhYNMsiAqSPms6k2GKOP/0cXpi/kwtPGI2K\nmCjLJNSUGN53oXd28e97A/SedBahDR9x9pmnsDzQh0uO6UsobGGFwwRb3j8alqVAKSxLYZlh4lO7\nkp1uZ8fWbUQMZ/NVwOjx/Xjoj7/l5ln3UhMASGfUiFSuPX8Gr32ylJwxZ3DayKZYLV6Gbo8FBSoS\nIWQCLWPX2pkwuj+rV274j8RK06CuqqzldcqQYzgyrYpjT5vBP99ZyjnHjUNZCmVZhMJmyw8umj9j\nTNNCKQt7TCr9++Wwbd0aGvwhMKL38VJyerBj9YdcfMlv2FgeAZz7YnX7PYQzRnDxiWNZuWwZy1cs\np6rO13LDJByOtPlAq1q/Dm3QELrb5XNHCCGEEEIIIYQQQvw0NE2jsrKSqqoq6uvr8Xg8eDx1eDwe\nKioqWua1f1RWVlJRUUl5eTmlpWUUF5fw3XfrCIfDaOpAKfr/cUop5i9YxIRxowgE29eyiA4sqqHw\n1NURUTpJSUkY+r75/kY/TpeLpKTo4KQBbz279uwlMSUdwzBIjNHZtbuG/O7d0ENeCndX07NnHnuL\niwiGFREzQmaXHiTHOmioLqUu7KBLVipWyMeO4gq6dOuOzWyksKSSHj27ULlnNwGlE+eyo7sSsBpr\n0VxJpCbGUFG6F93hpL6uhogFWBbuxHTyMhOpKi2los5LVm4eqYlxAPg8lVT7ID8nHVD4PLUU763A\nFRtPXm42dkMn4K1j7969GDFJ5GRnYzc0zHCA4l0lhDHo2asHRruoWQEPFV6LWIeGoRtUeXzkZqWx\nt6QEnG7cdh2HOxGbZlL0zTOc8/e1rPnyeQwg4K2jqGQvcckZ5GSmNsW+FmdMPC6H/YADGNRWVeCM\nTyHGGU0G11WVUlpRR0ZuPqmJsViRIBU1DWSkp6FrEAn6qG4IkuS24QspgsEg6Rmp1JaX0hCyiI9x\nojsTSE1wY4b8FBWVoGxOunbril0Hv7eOXcWlJGXmkJmaSLBdrGyaSXVNHYnJKdgNvaVbfmPJUq66\n9VUefuFR3I111PgVMT91rJwONBQNnhosWxyJsc6WwXFDPg+FJXtwx6eSm52BroG3vhbNEUuc24my\nTOrqanE5HdT6wiS5bYQ1G0YkwO7yKlJSU0F3kJ4cD8qivHQvtfU+8nv2Idaht41V967okQBlu4vx\nmQbZOXnExTgJNNQSUA6SE2KbWs/k6ftvwzHiXC48YmCrgXyF+M8KBoPU1NSQnZ39//J9FGz6Hmr+\n2tZ1nbKyMmw2G7GxcdR56gkEAi134CPhCD5fIx5PNRFLZ+yoYUQiJjuKShg3ZoQ0qBDiF+XTzxdw\n7NFTJBBCCCGEEOIHmz9/PgMGDCApKQnLsjAtC2UpGhq8B8hBKSIRE9M0afT78Tf6KSwsYOzYsZJw\nP5ADJ9wBpVCahq5paFr05wfN0WwemVYpRWJiYstzTdPa1TzZlzzZXwO2TjC2f96yXqttttv8D05Q\ndra/Tqexr2BM8/N9y1ms/OxNHnz6TUK6AShCkQRue/h+RuWn7Hd/AFg+7p95DU/P/Za/vjyPM8Z1\n6bBMZ+dUvGEBt9/2EF6bHQ2ImC4umfknThjXvyUencV6vzE9YIyiMe64vGqa166UTutY7ac9mqdv\nXLGIjH5jSY+3H7BtDjVW0WPW2sRkf9fX98W8w7w212Fn+z1ArFS0lFKH6yzUyOpN2xgyaBA2w5Bk\nu/h/Iwl3IYT4+ZKEuxBCCCGEOFTz5s1j0KBBxMfHY5rR0s6WZVFb6zlgLiwcCWNGTLw+H8q02FVc\nyGGHjZca7j9Gc3LQbo8mRiPhEKYCh8OBrkeTj6FQqGX5lgZq11CtE47t57VP3u7vOW2m0/n26SS5\n3Fwjez/Lt65D1GFa63XabRsFub2HcM55DsymgvGaHkNeoqv91dnxwtVjuemB57jpgY7H3Om5N0nM\n7MGZ559PSDfQAMuy0S8//XvXax9H7SBita8p27ed1nlJm+85hubpSikGjp64n/ZpFwelUNr3x6rz\nffG919TBxPxA1/b3r98uVu2uxZYbPY4YRg4bJh84QgghhBBCCCGEEOLfRimFZVnRXu6mRcSMHDAf\nFglHCIcj0ZLMTf8DGTT1R9E0HUOF2bD2O3wRg/4DBxNrD7NzywYq6xqwDCf9+vUlMemgN4iyTDYu\nm8+SQj8XnD0dp6H9xMessWPlZ5TZujJhWL+ffNvevVv4eFUxZ00/muweA5jeYwAAIX89qzcVkhwT\nrX3eUFtJUYWXQX27s+PFNdRWgztGx+8Jkjy+G70Oz2i50A8mgayUIjE9nxNOy+9sLrD/bZjhIBvW\nryav9xBS42MPOlaWGWHr+hUkdulPdmoSBzrKiBVkW/028uP7Emc4DhjD1s+VMtlUu4yIvSuD43Lb\n/nKBtqfV/gZBQf1aEt19yXDEoKwIO7ZtJj23B4mtzvHn/x6T3uxCCCGEEEIIIYQQ4v/H91V76Gy2\nDJp6iKJBNVm1+Cs2FlbgKSvkq4XLsAix6POF1ATDhIPBNmVmOmyjk2neqiIe+9sd3HDPw9QFVaf7\nbfVivxs7UKGgtNRE9HYlVFqv2HGSOsijh7iEWJx2W4eDqNi9i3sffJI6Xwgsk8VfvMOmor2AIuwN\nUvl1Ecv+sZmgJ0ik0dzvRb2/U27uDb2ft0bLeexbRLUsr0Je/vXsI+wpq+5wzq1j1T4wViTEu688\nwtYde9r0iu9MMOLhX7tepjzk+4HXmEGMIwlD288bvtX+2sZK8UHRM2zwVUbn6TpFm1fw0ieLo3GQ\nt7AQQgghhBBCCCGEED85Sbj/GJZFo2lj7MRJTJ4yEZvZQDiisDlj6Nq9J8OHDiEpbl8JlW1LP+SS\nCy/gwouv4IvlBWhWA3df9xveWLiVz159nL/Mfp/4jJ48+fZ7HDGqV6c5bU3TMGu3ctV1t9OgaVRt\nW8bt9z2NRSPP3DuTM08/g7v/OYewUiz+8BVmPfYGntoK7pj5O7aUennnyTu47PbZ+Joq3WhE+OTV\nhznn9FO58fanaGxX5qO5bE7R8g849eTTuPEPt3LPM28TMjU2LniDvz1wH5ecdyaPf7CCurKdXH3t\nTFYXVDQfLLvXfsFZp5/OXQ89hRGTiKFrhIKNLFm+gQF9+qGh0f+qcUz8/VC6njKQiX+dRL9jswnv\nLmfR31ex/oHFzLtlBVWLd/DtwxvRtAhrH1pFTXkQwiG2P7uKD0//gBUvFsL39IaO3nVq5N6br2NH\nfbTGvlm+mptufQJXShIfvPQEp55yOku216JpGm8/MatNrMBk8YcvcdbJx3Hdnc9g2WwkJcQy750X\nOeXkU1iwsRItEqBk1y4KCwspLCxkd2kllqWw6S6GJA0nznCglGJe8T/49dILeKDgaa5aej7z63az\nuWIOv156HpesvI5FdbvQNI0Xt8zkd989TJ0ZAQ2C4Qoe3HAD0785kWf3rkHTNPy+tdyy6WGe23Ib\nl625k7JQIwD9kkaT6YhteauPGjKElV9/TdBSSL9xIYQQQgghhBBCCCF+epJwP0QagGGnZ14Gi+d9\nytwPPiMhqwcOm40efbtRU1zAJx/PZWtJdUvP41BE0bNXL9LiTB544H4qA3Gc86tTef62c7l/zkqO\nmzouunFvPYFAeL/7NpL74ir4gMffWccXH39MJD4PHRNHTCLDhw/k9Xuv5rUVFYyffCTetXM4+5wZ\nBLJG0TM7jjFHn83Y9AoWLF8b3Viokr/ddS8JPUczfnhvQmGz43l6d3HlLQ9z9uXX0CdV45MvF2Mq\n2LttJe9+uZ5zLr6SITlu3Mm5nHJ4Xz75/LOm89jD7+58kNMuuorJQ7pSXVMDmk7IV055Q4jFBrX6\nAAAgAElEQVT0zNSW/YR8EcL1gX079gfY8NBatF5dGHBaV0J7a9j1bQVgUbpoD/6gon55AcufKiBt\nRAqrrvqIrWv8B2yz6P2LGPZuXsQHHy/k48+/YfW8D9lUGyHi85DUaxQXTMrkL489C8C4Y85pE6u6\nrfP4/d9f57zr/sDRY3oTCkO9pxZ37gB+M60rt93/OJ6KEp5+4jEeeugh/vHA/bzw1qeETROnLYEz\nu85oSoArNtetJN6w8cjO9xmelMtbpZ8TwqBXfB/cqpp/bH+aBksxKftMBro11tUXA7C89CVW+DX+\n2Pdant14BUsaIxhWNc9sfxQtbhrn5x2FXdPQNJ3ju17EwNi0ll73ST26YS8roaAhIm9gIYQQQggh\nhBBCCCH+DSThfogUYIX8bC4sZdrxJ3LqqSdRv3cbnoCTiUdOY/LkqYwf0ouiPdHe3ipYy7uvv0th\neR2m7sIMNdLoa6T32OMZkqrIGTiO4T0zoxu32zBsdmJios3TukxJ8/NZD9zJW3++jg/WlHHh9MPY\nu+4r3pizkPqIQWqyi+LivWjxWfz62KF89vl3XHbtudiBvB79GTOkD/HuaC11nNk8/vJzuGrX8ejT\nr2DaDNp3ra/fs4NAZn/OOX4q044+nvzMBFBgd8dx9MnTOeqIqUwcOQin08mYUaPITIsWrfdV7yWY\n1J1zTjyCaceeQn5GPJZSqEgjVtjCMNoFtXXPetMifkw+g07uQs7IDFxxBs4UF6DjTHZiuHS82yrR\nElxYjRoDfzeK5IS2x92+dIrWFLuzTjmST9+dzYeffcDs97/kyONPIiUpmSlTJnHElEk0VFcS7iRW\nJeu+Jfew4zjpiMmccNwUYvQIjpgUJk8+nKOmTcZXU4EfA6fTidPpxOVy7Suv0068PZVxKaPokzCI\nSckj8AeKeLVoDrtDXtBd+MP1BM0QPRJGMiyhB66mgWAr/CVMzDqBwzKOZlp8LKs8JQB0S57KRXlT\nmJR+GKl2d+cXrebAGbTwhUx5AwshhBBCCCGEEEII8W8gCfcfQdN0rKCP4pK97C0uxBtUBOtKWbN+\nM6V7Sti4rZCU5EQAwg3VrCys4KJrruO8E8ZQ1+BDtzn45pXb+boik8pl7/P5umKwTAo3b6Zi725W\nLFtLjTeIpmksnfM49zz9fkvd7oR+JzEps5Rq0umSm0Tp5hWYXYdzy/UXoJRFOGwR2LOKqx75hn/c\neS5X/upaGi1FwfZtrNlcxM6CrRRXeAjVF7G9yMbtf7qGynUbKA8CaGz48k3uePg1ABJ6Dca9ezXP\nfbqMhZ+8TkllA5oWHTRUWRYQTW57aytYvnYj5XtL2LC9ACOtGwnVBTzx/iIWfvgC63eWo2tgi8sh\nLsGO17uvF7+yFFZYtXndOmGe2DeZuq9KKPl2N2WrajBDisThuSR0SWTQNSPoNTUNZ3I00bxy7mz+\nPjsaK61tgwEw6PBpbFu6liOG9GTO/J1MP3YwjfVewqZJMBgkHAyjAdtbx6qynj4TT6Tgo3/x/sKV\nfPj+Z3giBljh6HqhECF/CM2wERMbS2zTw+120dmAraYKEbSCBM0gIStIfXAPS30erux3A6elD8Nj\n+mm6rYOpLFTTq9zY3ny+Zy7fVX7Cu3UepqZ2J2KFUMo8wHXatH9PNXVpcXSLd8ibVwghhBBCCCGE\nEEKIfwPjjjvuuEPCsH+FRcXk5+UQMduVWtFAM+xkpSWzdeN37K70MnLcJLJT3GzfsIotO3eTlNOL\nkQN64HY5scWm0i/TxUMPPEiNlcrEwycyvHs8z7+2gDtnv8JJQ1N445PvmDS+P8/88xE0zcaKb78h\na9Dh9MyMZ8fqBWyqi2Ha+EGgaShlUbRxCd0mnMakwT3I7DmCslWf8vb89UyYOJGhI0dTtmkF/Y48\nn8suvpBA8XKCmotXZj/KliqDYHUJFWYSk0b1Z94bT/GPFz/hwll3cezAfAD2bFnJiuIgxxw+AvRY\nxvdP58nHZ1PRaOLO6s3J08ZhBr04U7vSr2sOABu//YCHX/uK3OQYFn2zjF7jp3PetP488fAj1Duy\nmTplCqOH9MVld7Bn4yrCsVn0zMuIJu+DEZTLQeaQ5GiAIxFCERt5o9MB0JOTifHXUbCgiuzDu5Az\nOoP47mnYG2pZ+Y81NDQ66HZkDjYDnr3rGlZaQzj7yCEd2lMBjvg0UpLjOebYKfhj8jn7yGHUe7z0\n6DeEeLvCZ0th0uAM/jJrFlurbQSrSyiPJDB58jTG9Y3j6ccepVzL4oQjRxH0NpDbcxCpMQZ1ZizH\nHnk4EyZMYsqUKUyZOpUxw/pjM/RoLfxWx+E3G0hz9yTOkc7oxO44Xf04J6MH9218kKAth3GpYxmZ\n2AdDs1hb/RURew+Gx+eTEzeQet8Snt39GZcPepxpCWmYKohHuZiYOvSAtdnXLV1AoT+JU6eMbKnN\nL4Q4eKZp4vf7iY+P/3/bf9vvIQ2v14uu6zgcDgLBIJFIpOW9bVkW4XCYYNCPpTTycrKwLEVtXT15\nudnSoEKIX5SCHUX06tlNAiGEEEIIIX6wnTt3kpGRgcPhwGruBKwU/kDggPkzy7SwLItIxAQUHk8d\n+V26oKnW9UpEG0op5i9YxIRxowgEg53MB90w0FvirjAthWHoKAs0XcOMREhMTIT2va2jrQJ6q7oq\nykJpeofllFItjasUaFqY+649l7nbTF59423yEztv+PZJXmUpNF37vpNuk4xt3vfSz17m/tlzCYQi\nzLjyj8w4ejR6u2V+QGQpXL+CTVVw3OTR0ZsXrbZFq/3T0std4+B20chj9z3BKVfdQF6M1iEGTQE8\ncKA6n9Rx3c4Wahe/HyW8i0uX/5YdYYN7RzzFmISc77k21P7jZEVY/PVnuHMGMaxPviTbhTgEwWCQ\nmpoasrP/88lqpRTBpu+h5s9JXdcpKyvDZrMRGxtHnaeeQCCArkd/vBYJR/D5GvF4qolYOmNHDSMS\nMdlRVMK4MSOkQYUQvyiffr6AY4+eIoEQQgghhBA/2Lx58xg0aBBxcXFEIiamaWKaFjW1tS1/Y3f2\nd3o4FCYcDhMIBFHKYldxIRMOOwybhPTQNZdVsdpNN5vugtCqM6JG6+RoU6a2Kdm+L1Gqox3EPsHG\nxbc8xBVJacQ7o9uL5oJbJ+X35YJbXuvawZ1Um3sw0XXGHDmDxwYfgeFwk5qS3JJs37cE+734OiZ3\nNboNHEV+J7nvDutD25h937aVmyt+dz02W/Q8Osxv9bp5faWBdrAN3npXna2nNc04BC3n09RgypbD\nX0Y8g82II8We0O4aalvb//t2rTSDcYcfi6brkmwXQgghhBBCCCGEEOLfRBLuP4Ii2sPQNCMopWGz\nGdGEqG6AGcK0NHRj312QfYnOtgnP70uAtpmvFAqN1Mycfb2p2/VqPkCO+aC03l/zU003yMrJbToE\nddA72N+5abqOcRDL7y9m+922Fm2Hgznx5vU7W+pgQrafM+NQ89kt56NpTYl1O5nutjFv2zYdG1o7\nwLY1w5A3rRBCCCGEEEIIIYQQB+lAxWH2N08S7ocebTRdo6xwM8s2FKArk/y+IxkxqAd7tqxk0eqt\nuJOymHjYWJrGTf1ptE6qHiDB+lM7YKJX/FvjLTEXQgghhBBCCCGEEOI/Q9d14uLisNvtTaWuFeFw\nBKVAWRaWUlimha7peL2+DutLwv0QKUA3w2zcVsjow48hN9bP3I8X0S8/gc+/Xs2RZ11E10SNQDDc\neT1wIYQQQgghhBBCCCGEED8riYkJ3PC735GQmIjDbgfAsqymKtwKSylSUlIZOWo0iQlJHdaXhPsh\n0jQNdAeD+nRj0fxPcGgRcvuPx2qoxJ2eS9nGRWy14pg4ZqgESwghhBBCCCGEEEIIIf4LWJYiLj6e\nXj174o6J6bR0TGJiIgkJCXRWVEYS7odIKQXKpKK6ji7dehJnBKioLsMfG4uvrgr3gPHUblvPsg0J\nnHD48P0MHiqEEEIIIYQQQgghhBDi50Ipi+zsbHLz8nA4HE15XWhdw8Rms6FrGlYnGXdJuP+Y4Jsh\niveUMmLqaHJdPt766Gv0PqNxO2Po2WcATt9etjUGJFBCCCGEEEIIIYQQQgjxXyAYDHHKKafgcrnQ\nNB1QBIJhUArTsqLlZazoc2+Dt8P6knD/EXR7DMMG9Gbeu68SUTBw9BTSsroydlARLz/xKEZ8Cscf\nL73bhRBCCCGEEEIIIYQQ4r9BbGwMV191JWnp6cQ2lZRprt8O0conWdnZjBw5mri4hA7rS8L9EGma\nhqUU+f1GcH7vwVgKnHY7wVCQ3kMn063/ODTDhqYsCZYQQgghhBBCCCGEEEL8FzBNi67dutG3T5/9\n1nBPSIgnLi5Oarj/1DSlCIdDaLqOrkEwFAIgGAyi6zqWaXbaIEIIIYQQQgghhBBCCCF+fizLIisr\ni8ysLBwOR6fL2O12NE1DSQ33n5YCdN0gJsaNpkGg0UcEg7gYd8sy4WDnNdw7KzMTTc5rHGz1mdbb\n+DFlaw60negRCSGEEEIIIYQQQgghxC9fKBRkxowZ2Gw2oplRhd8fQimFaZlYloVlWkQiEerrGzqs\nLwn3Q6UUmqZjBev5YuE8vCGD0RMOJ8Es5/3PVhBRBppukN97MOOG9OmwuqZpBEo3cO2f7idvwBiu\nvvoKUtxNRfgbfZianRiXA00DpWibBG9Kimuaxra137Ki1Ma5x439AYeuQNNaEumaprFz/VL2qiwm\nDumGCtTxwfylHHf0UdhthrS1EEIIIYQQQgghhBDif0JcXBxnnH46mVlZxMXGdqxgohTZubmMGTOO\nhISkDutLwv0QKUAnwpJFXxN055Ib52PhVws4ZupYcnO7YAGbv1uLt0t/0MAyw3i9PoKNDdQ1mnTv\n2Q1bTBJjxgznpX+9ymnnX0qK24G3ppRXnnmCqoT+nDFtNN169MZla92eTT3QzQA7Cvew4tsFvLYt\nnnOPG4vPW49lhiktqyK9S3eSHBa7dpUQiEB+j15YjXUY7gTcDgMwqSqvIT4tFUe4gbfefp8jz78G\nAM2VRNmaT3nCzOba6UNl0FchhBBCCCGEEEIIIcT/hEgkwpChQ+nXty8ut7vTkuHxcXEkJCZISZmf\nnk5SagaNhhuXXSc1OYzdncDQ4aMwgw2U7S2nb7dMlFIEa0u4408349Ez8ZTuZOr5f+DKMw7n0t9e\nzdpVi1BNg6tuWPgeL7w2h6A7nQ1L5vOXR2bTs9WNkmji2+TJO6/h/XU+9IZdxI67CLD49NUH+Xj5\nbvyNdUw6+zqOyAvw/OsfEAxFSO42kmytENvwC7hoSm/wl/OHW+5h1sMP4qgopsqKp2d2ektyfcYp\nx3Dqn1/h2ulDJdkuhBBCCCGEEEIIIYT4n2BZFt27dycrOxu73Q7QqgR49InNZmAYBpFIx4y7JNwP\nkaYBmk6cy8H2gkKqCBCb1Q8di2AoQlXxVkx7PHHOaIhVJMi2ci9/f+xhnN4q7n70OcqOHk9mjI9Q\n2Gwp7zLq+AuZWROmImEgM44aQ1x8x30HCubz6KJaVn/xBm/+8y4+Ko0AULF3DxnDjmLm+cfgcLpQ\n9bvJTkujrKaKLz58nfNPmsryRctJ+O55dlm5hIxEslw6OyuLsTvdOJz2losnfsBAbBv+yS4LuurS\n3kIIIYQQQgghhBBCiF++UCjE9OnT0XWd5hrujY3BaA1308S0LJSlUMqSGu4/JaVAhRvZtHMPR51w\nKhmuIG++8yF13l5kJLso2l5ETs8x6E0JbEspElMyyIhPAFsImwGhsBmdh0LTo1ltm8OJwwpiWXbi\n4+Na1g8HA0SUjtvlwOupJT49G6dhkJ2RgV5uAApXYjKjh/QgJSkRK+zj/r/dxbqGJAZ0T0NHo9/Q\nwbz+wDPE9O1CRfk2koacgqFrgNbJTyMUSnq2CyGEEEIIIYQQQggh/ocEgyEiEZOa2tqWyh+dVQAJ\nBUNYltlhuvRd/hE0w0FqvJNvFy7gyy/no5zJxMW4CNSWsLMySNcu2TQX8jEMG4GyLdz94BM89Pe7\nic3qR2ayCzQ3ySrCA3fN4ruiGsAgIy+LBXNf5IGHHqXMF93XvNl3cPVfngcgbeQx9G34jqtvu5fZ\nL72GLxjt4W5GwgRCERSApdCcMeR160L/bhk0BsOk9B6OtnUJ8cPOo6srTP9+PdDQSEjvghkKEA6G\nWxLvng0bMAcPkN7tQgghhBBCCCGEEEKI/ymapqFpGrquo+t6y+vmR/MynZEe7occdECzMWLsBEp2\n7yGsdAbldcVpWARwM2naEcTbFJYVTWBHwiFSu/TjlCOG420YxLjJU3HpoJSTmXfdz5KV64iPidYE\nGjn1NK5zZFHlDbUMmDpo6mnENSY07T2RR599gflL15Nx/FRi0/IAnWPPuhwjPhMA3RnLFTfezqKl\nK0jM6sqzTx5GflomT875kPjuIwhP/DvO5FzQICunK+mqjvW7Spk4IB9QvPbu55x+/m8AZNBUIYT4\nmVJKoes6htHqy5+2X/wa8vkthPjf+DwUQgghhBDi50AS7odMQykLze6iW49eTf/QtzBNE3tsEjlx\ntPlJgW7YiIlLZtjoCSS7XaBpLYnsjK59OKlrn32N4oxjwtSj2uwtr/9o8lr9QZGQ3YOTT+mOpu0r\nB5PbahsKjfi0bI49YTpoGhoKpSBhyOjoscf3BaWiaRhnAmf/6mz2WNGkjArU03PSqUyd1D96ppJs\nF0KIn+c3kaZRW1tHY6Mfr9dHMBhs+cy2LJNgMEQ4EkYznC3fHzabfPULIX6Bf9TIZ5sQQgghhPi5\n/NtUQnDoNE0DpbBaetRo0Z7vSmG162QTm9WPh/7xEACKaLn9lkS21rH/Yfskd+vX7X+2sO+/+znG\n1sfW8mrfCkop8geMJL/pueZK5OipU6SBhRDiZy4uLg6Px0M4EkLXdWJiXE3fMtFP+pgYN9265bOj\nsATLUjhdTgoKdlBaurf1t8EvjmkpcrKzflY3jAOBANU1NRj6z71Wm/rFXhfil0vXNcrLqyQQQggh\nhBDiZ0ES7j9WJ8ny5mn7+2mr9rM7Ba3T50IIIX7eDMOgS5cu2O32ptHTO3I4HOwoLEYRLT8zasRg\ntu8oIjEhFjMSafPtpFCgmu/HRkdih0NJwUbX1XUdS1mg9m3rEL6lWo7AMHRM02xzbJ3FpGR3OYMG\n9MVut/FzqTKxd28Z9Z5aEhJiaXtQ0XOJnmFTG7T590Lb+QcfRw3d0LEsi4MNggIcdju+xhBd83PR\nDf3Qm02I/yjFkMH9JQxCCCGEEOJnQRLuQgghxH+xSFPSfH83TKPT982LjYsnKTGRtNREwuF9CXel\nFDFxicS67XhqawlHrOafQxET6ybY6Mf8gdnraOk0+KluNVvKQtcO3EPcZjPwNPix2WzY7fZ/fwMo\n1flPzNpxOB0kJyeTnJTQ4Ya8ze7EbigaG4O4ExLQIiEMQ8fr8zctoRMXH4OvwfuD8t/KahqD5QeE\n3+GwY/P4SEtLxTB0pCy2EEIIIYQQQvwwuoRACCGE+O/XevT05kdnlFItvZZbRlfXNNxOB0s/fZlZ\nd9xLYZUfp8uBw+HAbph8O/8rGsJg6Dp2uwPD0DEMG3a7DZvdhs1ux+FwoOsahs2G3eHAYYNP3/4X\nO/bUY+jRfRg2Gw6HA0PXsdnsOOx2NE3DsEXXtzUN/mq3O7DZjJbnTlcsWuN27r3rSTR3QjQpbDc6\njBLf9uaCOsD5K4K+OjZt+I6167YQPoSksuXbxZw3P0O1SrYfcNDGVvP2DXALumGnsng9y1dtIyYh\nhpWfzmHFd1v46ItF+2JpBPj4vU8wbS5shoHd4cBmGGi6gd1ux263R19rWjRu6OhGiLdeeJYqn4nd\n7mj6FUT0GrE7HC2/imgbO4iOURMd9N2yFErJQx7/PQ8hhBBCCCF+DqSHuxBCCPFfrnkA7bKyMgAs\ny8LtdpOUlNR552aNpmSr2jf2iGanX78c3vxoB6kxFku/+QZvYyN9hgxhwadz2VlrcOIR/Vm9dBV5\ng0bgqC1iV22YOJeNxsZGAoEAA0Ydhm/PDio9HhLTu6CaEu26rqGhUbh1HTt3l9F9wBjCFVspqokw\nefIEStYuobiinszewxiU62bp0tXYk7swom8238yfhz25OyN7QsQ0URE/yxYvhNgcxozogxWKtOnB\n3ZxE3l/uTdM0gr5qZj/5KHG5A4mzwlgJGeTaPFQHDAb0yqeqtISKGg9Z3fuR7FQU7dyOFptBt5w0\ndm5djyOlG7lGKR99tJDTzzqGbVs2EZPahbz0+JYB0dtTTTFvfSNEKYVh2KirLGTjVgdjJwxg07IF\nxI7JJtFm0FhVzLINJWQm67z39luEYjMZNyCFtatWk9x9JANzdRav3IYZiZDcYyBDuyaxaVsB3Xr2\nwqFp0YHcdcWqJV9RH9QYNmYi7sBevli5BbthZ/DI0aQluNscj65r0qtdCCGEEEIIIX4E6eEuhBBC\n/Bdr7tlpmiZvvfUWt912G4888ggbNmyIJnc7LXeyrxe4UtH64JZSOP+PvfuOs+K67///OjNz+91l\nWRZYeq9CIJqQUEFdttUsS7YVxU5sp7kkcWL7ESffOHGL459LIsdylXtVl1Ws3gEhC0l0EL3DsrC9\n3TLl/P64d5elCtBKNvb7+Xgs3L337tyZc+fOnXnPmc9JV1A9oJrWPetZuHIv42ot9//mWQaPGMdZ\nMyfx3B23seNAC/ffew8vPvEgmxoNXvsOFq1pYlR1kUcfW0J1VQU7tmzgh9/+Hk2+i2MA49Bat5mn\nl6xj6hln0rL5JV7d1MzAoI4f3/csry5ZRCob5/47f8vWtS/y6OKNjB03gufuuo26YCBNm5ezdNN+\n0ok4yxY/wZ7mPM/88n9YurWLRNw5oofr61Wx2b9xCQ3RcP7ypndzw803MyTczn0PPcGz9/yEB5as\n4+4f3MpLi57if7//ABuXP8Nvn36Vto4cq569k3sfXcwdv7iDHW0RNdWVrH5lEas3befO277B7vbj\njIVij3zPunlujM2rl3LPnffw2p5WYm5AvquTB370TVYecBk9ejhDh41g2hkjefr+e6keNoZn776d\nl19by8uvbGbyuAH8+qd30NDWxPI1mzDlsjuJZII1zz/A0l2GMQMTPPnIg/zw53cyeMJMmreuYNOe\npp4xZw7pHazxXERERERERE6ZAncREZHTWHfA63keH/vYx7juuuv46Ec/ypVXXgkcpcyJtXieRzaT\nJZvt9ZOpoLIySyKRIpPNMnLsFCZNGkUsDEhl+jNt8ih2b9tEe9Fl1tw5pFMpJp8xnUE1VYwZP5UJ\nE0bgdTZy171PMufSqxk/rB+R9UhnMmQzWaJiF5ma4cyeM58RVSH9h0/l8gVzqNu5g8qBw5l65lQS\nxU7GnXcDZw8v8PPb72fnrgbmXnQ5Z44ZyIG2AulkkvbGevbsrmPSOZcxZlCWVCpzyHJUVGRJJOLY\n6NjdtP1cO/FURc/vu15bRu2Es/noexfw0G8eJDV4Ite851qa1izDpPqxfMkzNOQKPP3Q41z2vo8w\nvSbg2ZV7SHuwZNFzrF+zls2rlrJ1b9dx36d0On1om2czZDIZUuk0511xHR//549z8cwJuMahELr8\nxcf/hWzDy9zx4DMkMgOZMmE4HZ0+8xZcwbgqn7p2y9jx4zlj/hVcOsFw1/1PMX3OufSvzJLNZEgn\nY9TX1TN17nnMnXkW+catNOX6cen55zJx/FjS6QyZXvOTyWTIZLLlvF3d3EVERERERE6FAncREZE/\nAtZaYrEY1113HePGjaOrq4soio76XNd1yfQErKWfysoMjXv3sL+hns5CRDyRJJ1MkkhVMnxIioUv\nreeya25g4tixXHj+HLJJj1gsSSqZJBYvPTfuxUnV9MctNtN4IEcqnSSVSpPJpBg98UxinXU8+dQD\n7ItGUKxbwc/ufZZLrr6GjBOSiKeIJdPkm3czeeYC+ldUc+VVl/LcvT/j5W0dXHDWGALrMPOcC5l6\n5gzOv3ABI4f2I5lKH7Ic2UyWWDxx3Li4ZvxcOvetYP2OevbX76PNJsm31LNm7SYGjRyD9bsIC3kC\nP2DolLl85mM3cPvP7mTImBFsfW0Tu5oChg/OkCsGDBo8lEkz5/Gft9zG2eOTx35RY0ilUofMayaT\nJZPNkEolup+EMYZEMkXKs+w+0MFVV7+DIdWDqK0OWfjyNqZPG8Njd/2EbXY0F88YSmQdHC/L1ddf\nxqplG5g9dzrpVIp0NoPjJllw8QLWPPdbnnp+EePPfgfTB1sef/4plq3cSDKVJtu77crrhIiIiIiI\niHCCV/8e+RxjNcLQccOLZ55bzPxzZpPPF055OlVVVce+xFxERE4LhUKBpqYmhgwZ8nv5PioUCj23\noVQPPJfLEQQBnuf11HF3Xbc86GUpbE8kEvxu6TLOPGMSiUSC9vYODhxoYtKkcfi+3/MarmPYs2MT\nDW1FhgwZghdP0i9laGwt0j/rsHrdHs6cNYXNK1/GGzCSQSkwqWoS5OjwPfqlLK2dEQk6eW1LHTWD\na6nIJMhkKojHXFzXo/XALjZu283oybOIWneyq9Uyb+YUGvbsId2vkuamDirSsHbdNsZMPZNhNRnW\nLl8KFcOYOKI/e+raGDZsIBvWraYtSnHW1PE4RIfUHI/HYixbuYazZkwjlUwetS0BNq9awvINu4h8\nw+yLL2XHisXsag659rqr2bVmGROmTWDR82uZfkYNzy9axbjZ5zN9eIwH7v8t6aHTePv5o3jmua2c\nP38CTzy9BJMdwNsuu4DEMb7u6/btJ5fLMWjggCPKt/i5dnJFQ1X/CloP7IN4Foyl2FLP9gMdTD5j\nBkm/gdUbm5g2fTTrV66gduJMBqd8GloDBg+rZePTv+Tx3QP4+F9eSb4rB1hampqpGVzL7s0rqW+z\nzJkzm1UvPMiiVbtpO9DCDR/8W8YOzhzSfrGYx9p1mxgzejiu6+qDL6eVfv36qRFERBG9wFoAACAA\nSURBVERE5KQ99dRTTJs2jWw2SxCEBEFAFEU0NbUcM9O1WPyij+/7FApFoihi165tzJ8/X4H76wUc\nzy1awgXnnk0unz/l6VRUVKgxRUROc2EY0tjYwKBBg38vrx8EQc93E5QC93w+V77tHnMnIB6PsWjx\nS5wxdSKJRIK2tna27djNtKkTKfrBIc91XRfHmHJYbwltKYi3FlzHIQjDUqAfRVhjIAqxxsHBEllw\nnNI8OMbBluvDR9HBQPzg9EMwDo4xBEGA47pEUYTrOoShxfMcojAkjErlb7ARYWTLj4e4rofBEgTh\nET3Z47EYq9eu59x5s0t/exxRGGIxuK4D1mKNOWrp97C83KU3IAJz6AWCNgqJcHCdY59c33+ggcbG\nZmpqqo8o82OMg2MsYRThuh7WRnT3dneMIYxCwMF1IAwjXM8likKiCBxjwDEc2LkVt2o41VmPsFxO\nx3VLz3PdUjsYa6nbvZW9+1upHjKCUbU15Wkf5Hku617bxNTJ4xW4y2lHgbuIiIiInIruwD2VSuH7\nAUEQEkURDQ2Nx+lEbfF9n2LRp+j7GGD3np2cN38+npr0+JqaW6mr39/Ts/BU5PIF9XAXETnNFYs+\nLS3NOG6Mt/pcdamHe7EcDJfuM46hUChQ9H0cc+wKcbGYR1t7R7kHfEQqlcIAr63f/Ef5Prmey776\nA+zf30g8HvuDma/9BxrZvaeO1ta2N2X9cTwX6nfTUHfsaVtKtf77DxhI2NXOxk2tR3mOpSKbUdje\nR5/b7v2/3rdFREREROQPS0VFBa2trSQSCayNMKbUoSyZinP0blndx9sxUqmIKLIEQUCyIYHjOOrh\n/noHSstXrsYYh1M9RLK9/hURkdOXwYCB39fX5uFf8pZSpTiLfd2vmXgizvChtT2hXzKZ4I/16991\nHRobW9lbtw/Pdf9gvoFd12XUiKHEE/E3pe37MtC11lIs+gqJ+6gtAbXjW0Q93EVERETkVPbZ9+7d\ny7p162hsasRxDnZoO5H9+O6swHVcBg4cyPjx4xW4v16Dd3V1Am/0IElNLCLyx8H8wW3TDeaE5igI\nAv5UvvKNAd8PSKfT5fIsfblzcOq7BUEQvmlhey6XI5vNHnOg3FNvS3PK8/RGXqf335/OYXWxWMQY\nQywW67P3uq/fqzfyYbC29IEzfbw+n+oyKXAXERERkZMVRRHNzc0EQUAqlToicD9eR6TDHzPG0NXV\npZIyr3+g5KtXkoiInLaMgcMzuhP+XrP2YJh/1FDN9kz7DQWzxuB5MTzXARtR9ANc1ynXrXfw3FL9\n+BMVhiG+7/cMdHMijeS6DlEYvW5QHI8nCIIiUWQxplS3/WTm7WjtZK3FcV08x/TU1Xc9j1i5Bn3g\n+wRheNydvGPNtzHmpE4SlHYYS8sVhmHPDuTJ9Ha31uLF4hAFWOPi2IjIcYl7DtYaotAntBDzYhhj\nKRYKhFH39EvrlOO4xOMxAr9IEEan7b7Y4WVleu+0n8rnxhiDF4tBFBKEpVr/8USCKCjiB6V15A2c\nEzrm57v39qR8qQ8WQ8xzSyfzMPTFW2StxfVieC4Ui4GushARERGRt+CYubR/HoalwVK7A/fe+6LH\n2yftvW/vOE7peEjNemoHxyIiIn/YLNjygKeuQ+AHuJ4HlOrLneAXYE9ab3qH7wefQO8e/wdD38Ov\nBDj6lQHGmHIgHLFzy3r27W/CTWWZOHYUjU0djBo1BD/Xzu7GNobVDj6l72THdYmCgMjaQ3oq9N6x\nMjbiwL4DZKuqScRKobAxR/a0NTZg3aoVDBkzkWzSIyh2caC9i5oBA8DaQ5ayd6h6tJ2xQ17fGDqa\n9rOv1Wfc6GEYIprrd7Nt116KgWXIyHGMGFxdriV4/OV3HAcbRYRRhHG6a/6Xyw4d7ezLUQR+jobW\nLgYM6H/IPHefHDnWNAxgjcFzHXZtXodbOQSv2EQ+VkW8cz/b97fiEJGpGc7QCsOmbTsJAhgzdTpD\nqlI9AbLjGAodTSxbv5lBo6cyanCWwA/Li3Ca7pOV17/DT44cbX04vFW718XSsodsWrMWr2oII2sH\nUOhsZcUra6moncikMYPwi0EpbH9D7XTwpIfjWPwgKJVXNN2rUmk9MFHArl17GTR0GC72DVy9UZqw\nMQY35lK/bQMNecPEcWOPOxCxiIiIiMgfgqPtx7uf+9znPqemObZ8Pq/AXURETj8WrHGoTDnc+sV/\nY+mWOl58aTnjp05nUHU/Ep6LHwSksxXEPRfXi5GIJ0gmU7iOIZVKE3Ng2/rlrN3eyJgxo8imkzhY\ncGJkMhmSnuX5Jx+jkKphUFUFmUyWRNzFLxaJJ9OkkimSiTi+X8SNJchmsxgb4sSSuJRDYWPwoi4+\n9XcfZMnOdl6659ss3dLI84tf5Zw5Z7J13cv84K6HueiCBTjmxHq7dvdOqKrI8OCP/4/fvLSJjob9\nDBg2loH9s8QTKTzH4vshiXSabMpw+49+SGbEVAZWJHpC83gyTSadxHUMXjLDykd/xDPbLHOmT8Bz\nXZp2rePuR59gz5adVI+bwpD+lcQTCTwTUQxCkqk02UyS0PcxbpxsNotrQ0wsScxEpZ7bgBeL8fJD\nP+Kfbn2KD/3FNSQM3P3tf+c/fvIclfEQUzmYCSMGHbO3r7UW3/fJZtIse+p+fvbwYpr37SY5YCTD\na/sTTySJew7FYpFYMk02ncJ1IDIu2UyaRCJO4BfBcclmK+k8sI27HlxEprCTV/bAnGlj8WIxkvEY\nxWIBL5Ykk0kTj8VxHIglEhAGRBYwDpUVcf79L9/OWnMme57+X+7YlOEMdxsf/+dP8MiSdQwaM5Wd\ni3/JV3/+JDbXRtXYGYwdlCUIIjBgwhxf/OQ/8OyypXznaz/n8vf/BdVxS3Qa9nYOy1cmeLEYT953\nF0HVMIbU9GPJ4/fRlRrG6KEDiCeSxFwoFANSmQzpZJIoikimUkSBT1TeeXdjSerWPs+HPvjXbCwM\n5t1Xns2Td32P3zz2LP/z31+l9rzrmTmikmLwxq4IsBYc1yPM7eeOH/yaldu2sn79FkaOHU+/iizp\ndBLHdaFrP1/4ytdZcNWNJClicUgmEjiuRzJ56LbEMxEhDul0ujRwcxRgvDieYwjLV6G4XgK/YSP/\n+v/+jR//+imuee+7yZxk16BkMqltv4iIiIictFwuRxiGeJ53RImY3v8fT3eHsiAI1MNdRETkj5lj\nQg4c6OTPP/lRVtz2KRZuaGTq8sfZmO/POy+bx4vPP0prMcbg/lW0N+9n1/4mZkyfwZplv2P8/GsZ\nP2gIfsbQumcNv3z6FcZOn8/M4R53Pb6IfiOmMGHkKFIVaUyhlTvu+CHugKm886oFbFu7lPWbdtEa\nZbnh2itoqdvEPU89w+i5b6d/12ZszVTGDa3q6W3veTEqq2tIN1dTPXgwTQ17+PIn3s++9EzOmTMF\n1+GkyudbwHEs+/Y0cM5f/gPXTK6gYc9WFi9Zzp7NWxk54zzOnTmZTUufYvHarWyta2We45BIJkvl\nYmJx9q5ZzCNLNjJpxjwWnFXLnb/5Lf3m/RXJRJJkzMFgcNwEo8ePIRnlWPTsInbuqmfc3EuZM6GW\n9a8sZOHafbz7z96F07qX39zxKENnXM7g4na6+k3kjNEDCYJSORrjuqUSMpZyb2iPTLaS2kGDmDhq\nBJbXD5uNgaYDzUy58Fref8F42hrrWfrSC+zcsJH0qBm846Kz2bX2RZ54cQ0jps5l3qg09zy5GC85\nkGve9TbSUTsP/OqH1Ld20uVnGTBkFIUgy9qVL7Ju9QYKFSN49zsuonHna9z9/Ev0q6ll7OjRNNbt\nYvT0OQzKxAhtqfFdL47rGBwvRlgMmP+uv+bPFy6kZeJ7+PjNV/K9z99HtqKSmtopnDF2IMZLUJXO\nAhFtTQXS2QqyUUiqKiDteVjrn/afxcb99Qws+kShZejIsdiojRd/t4VdGzZRM2Uel547nZXP/pal\nWxu54h1vY9NzzzLx7AsYkDSEkSUK8tROns9f3XQ1rxTBLxZZ8K6PcP3NOc6fdz7GjdMXY0wYY0h4\nAd/97g8Zdsn7uHr2SLryBTL9+rP9lSd54pWdnHPJFZxV6+B5Hls2rWPYgIFkvS5WbmykMu6we88u\ndh+yLbmGKVU+C19Yzdbte5h/1XtxGtaSS9QwfthAImuJwgJe9QQ+828f5e/+/jvlXkLq9CIiIiIi\np+FxuJpARETkj5nBWJ/XXlnI9nwV7rYHeGx9EdO0iUUr1vOtz/0rQc1Ylj7wEx5el2dcdZEvf+W7\nTJo4glv+6wus3bqNl196jP/89P9wxoIrGVlR4GtfuIVRcxcwflAFi595nB3793LLFz5LcvRcmlc/\nwk+f2cTyR3/EK7tzNK16kJ89u5rf/vLH1Ew4i35xj862VnLF4JB5dFyX+s3LePyV3bzr3e8iaqyn\nwY1xYOvLOImaUuB+0ovukIj73H3b1/nRz+5k+9ol/Mt//YAps8/iiYfuYsXC+/jCz55n3tyZtLU0\ngg3ZvG4Vr23ewa5VT/Ff332MeefP44VHb2ftvgKTx41kxLDB7N7yGitWbiTAIeXCg/f8mr0tzdz6\n9a8ycOggbvnGN9izdxuPvLCKif06+OqP7ueBn36PxNBpDMym6OpooasQHPYuleq2J2IeXszDcV26\nmvezZet2OnM+jnn9wXEthkTC8uSdt/GNW77F+s2b+crXv8XY2fN46aHbeG7hs3ztp48wZ/45ZPwG\nvvmdXzB6+tkk29Zwx32P8INbvsLe5FgmDknTlgvZsexR7l+4it/84nv4/Uew+cnvc9dzK/n1HXcz\n6sw55Nc/xg/ueJKurhx+aA+JRg2GZCJFIuGVy5tEhBFEYUgYRjjG0NxQx5Ztuwhw2PTKk3zkQ3/G\nF759J7FkEteLCIsWGw/I5wt/FFcbuq6LMeDFUyxb+AC/W/Is//Hl7zN53tk8/+DPee7xe/nps9uY\nf9ZI7rr9TuobWwmig+1qLXjxBMm41zPmQTJm+Nwn/5UFH72VP5s7kI580AdtZSi01rOtOeSCGePx\ng5BkupKdL9/L13++hPPOOYNf/OA77O2ISHrw/DMPs6mulaBtO3c98AhP3vUTHjliW/JFlq9Zzi8f\nWcyMMSm++OWv0+FbCsXiwfXXgvHiZFJxHOfgGAZ/KoM9i4iIiMgfDwXuIiIif8yMIfQ7Wb9hJ3/2\ndx+m5dVF1LV20NTYTK4jx9Az5rFg1gSylSN427UXctZZ5zN77izmXXAFI22OPTmfRMUwbnrPJSx8\n8G52tsW4/l2X8fLjv2Hzvnay/aoImjeysT7DDZeey3uvuYJXFr9CZsRELrnkcq44bwabNmzivEsv\n4dXFC2ns6GT+29/L7PGDCcPygKY2pKMz4h++8nNu+egFfON7t+M2b6Jy/M1MqOmg6CZxugdrPBnW\nEoQxLrnmJm687kqSiSQL3n41s6ZPZ+TgJIufeZa5l9zI9OmzmTVtIo4J2b1tIzv27OblRYuZdPG7\nmDN9OmdPGs+Wxhyjhw5k8OCB7N+zjY2bd+BT6k+cymRwbMSUeRdx+ZVXMTLZycoVL7J29Rb2tRdJ\n5DuYffHb2fDqYvY2NHP2lTdx/hnDCYKwZ4mMY2jYuY477ryLhUtW096ZY/Y7P8rXvvJlZo8fcMhz\nj7PA+IHD2Zdcy/tufjeDK5PMOHcBc6dPZ/aUYSx85nHOPPcdzJ52JuNrs3jVo7h4zjSufOeNNG15\nhWWbC7z/PZcya958htVkcWNJUokYwyZO57xzzuOSedNYs+pF3PQQ5s+awaXXXcXgTJarr7+ekf3i\nBJEttbkT5+zpk3n6Nz/h4YVbOGvaeAgCwtAv12mHYgg3/O2n+N63/pOBTkC8opppM2YxYeQQ8u0N\n/O7Vbcy76GKKW5aybm9baUDd05zFEPfixD1DIpkCN8H8y97GzDNmMHlkFS8++xStnZ2sXr0JL5bm\n+pvfx5C0U2pXwPFiNO5Yx6Klq1jzykJe2VDPfd/5HHe8XM8ZAzr43Zo9xGNeHwTUFjeZodINaego\nkk6lyKTiLH3yKc56x58xe858zhyQZV19C55jiMUSJJNJYrEYiXicZMUI3n6UbcneIM7Flyzg7Iuv\no19hB8NmnMucyaN7SuY4rkexeRcPPPQ0O3dvZdHvVmId5xgjQIiIiIiI/OFSSRkREZE/WgZsiBuv\n5rqbbmbiYI/Ot1/FhkX1DJ01l3OmjeSRO7vI5X3CIKCrs4uizVEs+OQLnfiRwQG68u1EFcMYV9PJ\nosXPc9HM6Uwb0cQTzzzFxJGVjKyezOyJL/G9n91JbtdrXH3NXxC8+iNyfpGuvI/nWaJ4FQO9HM+8\nuoFU8yqi2rmcNW4wURQROkk+8JGPMMTpZNT7PknHovXUXPhxYqPnkdlbhRk66cQHej1s8bE+Wzeu\nZYXTgGnrpFDwCcOQrlzAzHPP57YHfs0jibm8sOI1Zl0d55Jrb8JxXOpHJ/jyd+/jN+l9rN/dyA1X\nDmLFkhwx4lx05XWEFnaueZEgDAnDEIulWCzQ1dVJoVhkyMSzGT9qE1GqhmvfNhe/fSe1GYeFKzZQ\n1bmO9v6zOG/acHw/IAxDxs26hH98n8uuzZtx3GrmX3UzY6NBdHV1UCyGJ1YzEIMhZPe2DSzPdpFO\nOPhBkUIEuVyRCdNmsXLlUzyQaiSdSJIs7uP2+35L557XmDLvMgamnub/bv0FYxP17GjIMKNfRBhZ\nAlukEAR05QtUVtXitWzgnnt+Q2HXEjrsGO65/ddMPf9yRpVD9462Lq79py9RuP0OipmreM/lZ9De\nWeTi6/+CYuVYCoUC51x+I+2JWlpbW7HWMnTsdD4ybR7WL9KZy/OVr32Wx597iX/7/n1cPqk/ed8/\nzT+JhkJXM0uefYq2xln4FrARhUKO0IZ05n2mz7+QPYvWka2ZxgXThnLPT37A/GtvZGg5dDfGIdfZ\nxtjZlzLORNQ3tDB8ylw++J5hbF2/kZoxszB9MMiotWDiA3j3tfP54be/ycXzz8ISZ8blV3PbHb/g\nN/5M9jgVXDW0H0/4lnG1A3juuWfY6WyioSPLmKqQzqNsSwwRhbxPsasDi8vyF56hX79BTJ8wovT5\nNg5hoY32oJq//dgHKLa3aBMuIiIiIqfn/r/VdZrHOeCwtLS04Di6EEBERE67LzGsMbjG0rD/AJnq\ngSRcQ8zz2LV1PU15w4Sxo2ltaqR60GA6W5pwM5WkTEhrR57+/Ss4UN9AqiILNqBp917aQxg7cQKt\ne7ZzoC3HqAlTcP12TCJLNg6vrVlNvP8IJowaTHPDftxUP9ygk47AxW+tp74j4oypE+loqMNJ96ci\nFS/1xjUGz/WwUUBkHTzXYMsnC6xxIQp7Blg9EWEYUigUqMhmaWncx669+7FOjCG1g7BOjIFVFTQ3\nN1FZPZDO+u3sONDBwEGD6N+/iphTKt3ixuLkW+pYt2UfQ0eNYUhNJW2NBzDJStIJDwtEfpHOXI4g\nCMhWVNLR3k51dTWNB/bTb2AtXY172bb7AOOmnEH+wA72tgRMmTqRXNM+omQV/bOlwTEBHKdUDxtK\nZVcsBsdY/CDEYI7buT+KInK5HBUVFXS1NbNj1x6KYcTAwUNJxmP079+PjuYG3Gx/3Fwzr23dS+3I\nMQyqcFj32hZilTVMHjcSN8qzdvVaTKaaQQOqiVOgy8aJ2SKpbBVBZzN5J0VlwtDc2sX25Q+ydG8t\nN107j1S2kqTn9PSuNuXlMVgCvzSgquu5YCOiyJYG3bQRURiBMYf0yjYYHM/FdRysjQiCoBQCn4Zl\nZQqFAo7jEIvFaWnYw+66BkyyihG1/XCMQyGAgdWVtDY3ku5XQ8eBnezc38aIUaModrTTb+BgEm65\nfQw4xi2vJ5YwDMA4uOX91DDwCcsnpt7YoKml2umxeJzOhl2s37aPVGU1EyeMo6thBxt2NTF+4iT6\nJQz7G1sYWNOfzRs2YNL9GFBViRMGuJmKo25LoshSmU5yoLGBWCyOE0tSkU4eXG+MQyzmlc8VhgRh\ndMzBgo+mX79+2vaLiIiIyEnv/zY2NlIsFkkmkz05cO/90NfbH+1+ruM45PN5Be6v11htbW1/FHVD\nT1XpCv43e/ntEb9aLfOfzjr2pra1Peqv9k17n+0xf7Vv2TIf9RVVA/dPnOe6RFFIKYuzeLEErgPF\nYhHX8QjDAMd1sGGENQbHMYRhhOe5PT3LXS+Ga6BYLOB4cTzXoVjIgykHpxbiiQQ29PGDsBSoRhHW\nOLhYcF08x1AoFHFcDxuFPaUk+nobHkYR+XyeTCZTDjs9rIUgCMBawijCdV2iMMS4HnHPJQgCwijk\n4CxZjOORiHsEfqkUiuO4QNTTJsY4OI4BDFEU4jgOYRjiuh5RGGC80rT9QgHjxfEcKBaKGNcDG/aE\no298fyWiq6uLiooKwBCLxTDQE1SHUff7UTqB0bNMkSURj0MUUij6WGNIJBKlExxhRITBKQ3XirUh\nGBcnzHP/3bfT1FFgf2vA+z/yMUZVuvhFn0gftcO+3yit7+WTD67rldbFKCQIonLLltZXx3WxYYjj\necS8UnsaxyEMgt/j/kH3ZyCGjUKKRR9cj0TMxS8WCSPbs67Heq03trRQWEP5M3HotiSKIlzXAyJs\nZPtsO2CMKX8GRERERERO5nhKgftb3uCbNm3BOZm6oZbSAZQ5fFp9EbLZo/x3eFJrD//10BTikBk1\nr5taWAtdnR2vG24ccYctHWmaww6Ejhp0HtZxz3VjxGKx309AaCCKLLmuzhNeZnvEfaZn8U50mT0v\nXu7596eURJTCqs6ODqyNTm79Kt9reqcahzxkjmhnYxxc1yWMQhLxBH4Qks/lTigwOXwGDr3PcHhp\n6YOPl4LuWDyBLQdeMS9GR0f7667fh69jvZfVHK0tjrHc3cueSKawkeIwOc4KZ0/gviO+k8wJ3Hei\nj/bdspRCvFKojn2jr3ySf3tEux38+zdl+U1pfyWKDl9ejvNqvefEHtxonEhbGYgCn/aOLvrVDCZm\nfYpBgDmRJTNH+9UcsX03Rzz/9O34YKNSD/4/5c4bb4YoDIl6XfVS3u1k0sSJahwRERERObl99jch\ncFcN99c5xH7w+ZUkE/ETeK7FRpZEzMVzXYphRFgOt1zH4DkOfhDih5ZSfn9yB++ly8kNjin9333b\nOE6pZqsx5bqd5dvG0Dt16z6OjqyLtTEsHq5TwME/Zp7ieTE2rH6ZGZNHU1FRSflq5lKk3/1Hjtsz\nk7Y0VhrWWGwUYm1U6ilYfnrUKwPo7tRnu3N/2z0Vw559dSSyNaRSqbc8f3Zdl81rl3HW1LGk02ms\nLR34d4ej9vAsxUAykSAWc3AwRFjC0JIvBuTy/iGhau9l7j6Z0T3R3XV1ZPvXEovHT3p+3ZiHcUuD\nikVBWLp0Pwzfgl76b4znxdiyYQ1D+ycZM2Z0z4CA9rCTSPaw+7rXI4slikzPY7b7ucdo57b2dopB\nSDKRZH9jC3Fb4MxJo3tKONijbQAorZ+mZz0tlegwtte6izkk4LK94iKLwfUcVqx+ldGjR1PX0MK+\nffsZXVvBqJEjystsjljmnqlZi+s6eF75M21K2xk/hEIxOqR3bNRrfYrKwYO14DouBxoP0JG3DKod\nRhiF2rjLnwRj/rSu7Hgrl9dxnNLr7d1+8r2Ty9tLa8s/2NKVEOXbPT2eux+3Uc82XyNnSun7zpJr\na6QqGycMQoIwAAx19fv58mc/rQYSERERkd87Be6vc1BY39JJOhkc/2kWXAPpVJK6jjyB44FT6k3r\nOg5EEQ4WNwzIuIaOXB57RC/Z4x/YOsYt1TN1PVzXxbguMc/DdTxcN4bnejieh+t5OI6L47qlS91N\nqQ5uRIwotKRj7WQSjbhRHa3FcRQYgEueox0vJ5JJ3PgaLrzoMox7aI/zUi1RF+vnsJGPHwVgDZG1\nRBYiJwWUShiEkS39WIsNI0JbCgetLR1U257bpcDAy1TT0GVJVvZ/y8OSWDxOOruZ8y+8FBz3sGUu\nhwSU5j8e9yCMeHXFZpZtqKO5M49rHCozKc4YU8uZs0ZQCCzFQuG4y+wYg01U0kWKZDJzAqEKpUvP\nHehqbmf/rv10NreBY+g3qJpBo4aQzmYp5PKl4P0N9gw0xhL3Su9NFFmsNT3BtoVebWQ4mbcrkUzR\nuXoNl11+BRVVNUSHBcFR+QW6w5wwKq9b5XUpCiMiawkiiGxEGB4MasKIcnhT/t8aBuTaqT/QSO3g\nwTSuWsuQSocLFiwgsg69Kkgcco1I6X0q9U6MbKnXbHe2HpbDILrX+e6TMuXbtjytTDpNW2eRIaMn\n4VQ0s2XHXq644kpS2f5HLHPveXYcQzzmsmd/F5t3d9LS4VMohMTjDgP6xZg4KYvrGTq7wtLydy9z\n7/UMwDgMGtHF75atJVkzivA0H3hQRE5fhtL2OopCbBQRhiFR4JfK+YQBQRgQ2QA/CLDlEj9BEJT2\nHaJApbGktH8QRcQsBJGhtSNPvlDAdV268oEaR0RERET+IChwfx2uc3AwqqOzxOMxciHs7go5a+JI\nxg+toSKTwDWl/rp+aOnMF9lR38LG7XtJplOlA8ngxHohG6cUnDtOqVe7Y8Dp7uhuoRSpl/uQ2wgH\nB8eGRJElb10SboEhlVsYO2gltfGluK0vE7YcoOhUsTL3SXZ4N+A5RXqnpRawUQjWkisUME7U3Q+3\n1AvZxAibX6au/l7yNs6kqvGENoQoxLFt2BA6K64nctJENsLa0gBz3aGptRZr3EMCwlI4aEoD4wHY\nEPMWHlyXlrl0QN+VL4Dj4NCrV7sF63oYa7FRxFPPLeeexa+RnDCc884cwfnDBhAzhj31TdyxfBv+\nb5/jbefPZuLEUaXlKtdhPXyZQ0P5sugIY8Pjzp9xHKIoorVuH+1b9uJ25qlMxRmUdsl15qhbso01\n9zWTqO3PtEvmUTN8CKFfWqZTjd390GHpljg531KRtKRikIxHJGOGpGdJeOC57KcArwAAIABJREFU\nFteJcE0poAdLhFN+H+0x29oA+WIRt1CAcvhsjIONooOBO4eeqOg+gWOj0smb7oA7shCFUfmEiCn1\n5O4VhPtBgI0igsDHWAhCn0IxIIqODNkP3o6wQQ43ninXMD44H1FkMVEBa6FovZ6/665Ra8u3PadA\nGFH6vIelHu25QhHrFaD3+91TKsriOQ4bdnewZFUTA/snmTamkuljKnEdaGrzWbm5lW+9uIVhg+Jc\nNHsAMc8p1QPu1R4WW+7lbwh9v1RnOgpKnytt2kXk98VasNHBn/I+TM9PeR/HGnrGE7DWAI4Cdynt\nJwDWD2ltbae1vYNCoUhkLYV8To0jIiIiIn8QFLi/jly+eMy6pMaAF/PYeaCdSaOHMGVQFb5fZNma\n1+jKFzGOQyKRIpFMEI95VKYSTB8/hP1NHeyua8CNInz/9eueOm65h3sY4ZaDTcezeBG4HrgRhC64\n1uBGEfs78tRFLoU4TM2s5YLxOxiTeJ4Da5by/JZJFGPvozMxhWSyk+mJn1DXNZbOzJm4HOz5agFc\nS6FQpOhHYMJSuk+pXEZki8TaXmB71Mz+oJZzh11AW+d+unb8jsKaVcRmnUm89SkwMWxUJMpvwXMd\nEqkElghCnwZ7Nq2J84Gg1Gu6VOgeP4jwAygGEbzFgXtkLPlCET8IyycADi6zdVz8FY/RkKzlv368\nmJe2Rlz0N9fx7jlFJg2vxc1UYa2lZlgNldMm8sB9T7Fqw5PUv5Zk7uxziGrHEZV7F1uinmU2xlAM\nIoomwgmOU2PbGAptbRR37SHZ4TNzwghGTR6CG3N6lQ6y7Nt1gLu//yi//PQ3mHzl2Zx//dtxPe/U\n2tLA9voC3/v1sxSKAV48iRdL4caSRNYhlkgSS6SIxeLE4glScY9E3OWCKRWcVd1BZ1CkakD86OVS\nXEu+WMT3Q4p+SBSGeJ5H3e4ddHW0lXrx9y4XUw7Gu3vWY0vDzXXmcuRyPt2xue/79K8ZRL+aYWDD\nclBj8f2IILQEYUS+6FP0I4KwNNDj0cZFKA/thvV99u3dXC7F0l2uyVJZWUU2m6YzipVPJNlyHWV6\n5gULfrm8VGgtxSAsrV9+iOOHpUEIewcIQBjB7Y/vZEddgQ+8YxQTR1XgGAjD0hzVDvAYPjjNnMnV\n/OzRnXzilvV8+IbhjBmWxg9tTy99230ZgnGIggg/CCkGEVGgOu4i8vsTRVHpRHwYEkYhYVD+CYOD\nPd2DANt9Xxj0PNdGCtyldFI56OzEz3fS2NRCe0cnrucSc7R+iIiIiMgfBg2aehzWWprbOo/TCb30\ngB9GVKQTRJHFD0uXSXcHqcY45drqpWe7joPjGPLFoNRjPLInUPHDHDIYZO8BOHuK9/fUazcEkcXH\n4LiQ9XIkYxEEnRS7QjrDCtxYBhwPMCRNE4GNE5k0h6eixhiKhS6ymQyHz6TF4oTtBERE1pBwE0Q2\nBL8A+SKmsrqnpzPWYqMusBZTvlrAEBFECUKTPeJ1oygsl5dx3voPhDH4xRyZdJqjvTG2q5WiiXGg\nJYeXSJGuSJG0OdxYAtwYPSVngHwxJB51EeQKJBMpiKfgGDVowzAslxk6/kB1NgwhCHEdFy/mYpxS\nmZfuAvum3Bsw31WkvbUDXEO2ut+JDWZ3DEEY0dbWXrqKwjhgnFKZImvKt52e/7vHGsgkHNJuRGgj\nXM85ZlsX8jmymVT5vS6fcCkWsTY6Yp6PNQRgGEU9vcq7P7ee5+LGDg36Dw4q6FAs+rgOpFLJY3z4\ne/9dhO8frMff/fquVyrvZA8rpWMPm4BjDIVCEdfzCMOIfCFPRSZ9zPXbYmls9UnGXCqzXqlO+1HW\nGdcpnZyqby5QmfFIJZxDx0o8bKpFPyifeNG2XUR+73tYvbZXtqdkW/e2unyj5+Tq0bat8ie9+pTH\nCYoIw1773FgG1gxQ+4iIiIjIye1evgmDpipwFxEREREREREREZE/OW9G4O6oWUVERERERERERERE\n3jgF7iIiIiIiIiIiIiIifUCBu4iIiIiIiIiIiIhIH1DgLiIiIiIiIiIiIiLSBxS4i4iIiIiIiIiI\niIj0AQXuIiIiIiIiIiIiIiJ9QIG7iIiIiIiIiIiIiEgfUOAuIiIiIiIiIiIiItIHFLiLiIiIiIiI\niIiIiPQBBe4iIiIiIiIiIiIiIn1AgbuIiIiIiIiIiIiISB9Q4C4iIiIiIiIiIiIi0gcUuIuIiIiI\niIiIiIiI9AEF7iIiIiIiIiIiIiIifUCBu4iIiIiIiIiIiIhIH1DgLiIiIiIiIiIiIiLSBxS4i4iI\niIiIiIiIiIj0AQXuIiIiIiIiIiIiIiJ9QIG7iIiIiIiIiIiIiEgfUOAuIiIiIiIiIiIiItIHFLiL\niIiIiIiIiIiIiPQBBe4iIiIiIiIiIiIiIn1AgbuIiIiIiIiIiIiISB9Q4C4iIiIiIiIiIiIi0gcU\nuIuIiIiIiIiIiIiI9AEF7iIiIiIiIiIiIiIifUCBu4iIiIiIiIiIiIhIH1DgLiIiIiIiIiIiIiLS\nBxS4i4iIiIiIiIiIiIj0AQXuIiIiIiIiIiIiIiJ9QIG7iIiIiIiIiIiIiEgfUOAuIiIiIiIiIiIi\nItIHFLiLiIiIiIiIiIiIiPQBBe4iIiIiIiIiIiIiIn1AgbuIiIiIiIiIiIiISB/wTv1PLWCwuUY2\n72ogjCyJigEMHzKQ2JsW40d0NdWzp76FyOnP6Em1JPpkuiGte/ewr60LN17DqLE1xLRuiIiIiIiI\niIiIiMhJOPVo3BoAdt37L0ycNJkpU6Yw9tp/YkuTxb5ps1tkyXf/kclTpzJ58qfZ1GfTbePej1zH\n5ClTOPPs/6FO64WIiIiIiIiIiIiInKRTDtxLeft+Hnho1cFu8svWsmhvHebNS9zxkhn6AcZJ4/bh\ndLtPE1hrtVaIiIiIiIiIiIiIyEk75cDdAMHOjTy6biUB5/BXH5oLrOT2h7eXHuyVW0dBkUKhgB9G\nEAUUCoXyj08EYC3WliJva0OKPY8XKBSLhNHRQ3ALhIdMp3x/6FMoFCj6QU+AHoXBYdMtP2YtUMWH\n7l9OGIZ0NXyZET0vcOS8BN3zomBeRERERERERERERHp5AyVlQjYse4yVa3zct/0dX/r0XzAeePaL\nX+WlIvTu5r7w02NIJpPM/diPeeQzF5BMJss/M/j64u0ExmCMwYT13P9/H6Cq5/EkyUQ1f/7Z+9l/\nRMBtWfXYJ8gmkySTM3kwPPiaa/97HMlkkoFX/Qf1OUPX9uf53J/PItF7ugPn8M2fvkSrMUALP77u\nLFzXJTXg39gF0LKFh7//gV7zmiSZSHDRJ+5mb0cBa4zWHhERERERERERERHpcYqBuyUK4alffYW9\nOLz/I29j8JArWDDLQO4Bvv14K2B6Orl76SoAtv3wb3jP8rdx71238feXTifOa3z6wut4pgMg5PFP\nXMi7/vmXjLjy43z/F7/gRz/4PGenO7nzv27kH+/efNjsGqZd9AGunlEJrOWrP66j1LW+md/+chcw\ngHe/8zpq0/u45bJL+OKd9bz/M//LT376M275/A1k2lbyTx86l48/0Qi4JLKVxID+VWmSwGOf+HOu\n/sgvGX3lJ/nxr2/nV3f+K5OBF/7vvVzxhYdVekZEREREREREREREDuGd0l9ZQxg9wUP3BND/Wv76\nwv6QTnHxhRfx82XPcuetd/PDa/6auKWUgZe11dzE0ns/w9y0yyxnDXe9uIpGu41lKwOuOM/jws+/\nwP7PGJKZSirSMQD8577D0l/Vs2596xGzkUxO4V0zZ/PQymdZ/6UfUfc3n2FIcRlPbjKYoUO4+MJz\noOVO7toSQXYoF93wAT5wVn/gJv7yw62ExuJlq4D2gxM1EGM7D72yGzAMmXENH/yzBcBNXH3xJygA\nbrIC9W8XERERERERERERkd5OoYe7BQMdd3yXp4FBF8ygpqGOnXXNDJ08hZoE+E9+m4ea4IhUesYM\n5iRLLzl8zFTiiRhhELFiy3YAUlU1pGijsbGRptW3MsoYPvyregCOVsElJMYVN04nnYbOllt4cit0\nPX43z2AZkK1hzFCgahrzPaBjBX81sxpjDMP++QmMLVCM9aMq5R6xeAFDmD24CrAs+epFpXI3F3+F\nICqSDx0qM0mMSsqIiIiIiIiIiIiISC8nH7hbAxT48dcfAgz7H/wikyeMYdSIMVzy4e9QVwDLCn75\nreUcXnRl1KihpcFNgSiKDs6EU5qNDb/9PjfOHMuYkUMYMP2rXPjxv+eSSZljzkoEDLj8Rqa5KYod\nPo89uop1m17DWBg4+x85uxrgDD7/zNe48YrZxMp/t/cb19C/dgQjLvkgD28pcuiZAUuBBB/67n/x\n939/M2O6737uXxlQO5yRE+bwpYc3lgZ61fojIiIiIiIiIiIiImUnHbhbA+z+JV9YDRwncn75vi+x\nuuvQ+8IwOvqTjQcs57Pv+zCP7+3P9f/6Q55ZsYSffeNWbj63+vgzFD+fW/9pFoTtbHriq/zggXYs\ncPXfXY9XnsNBF3yKux9fxPKli1i85EV+8uFpAETLb+fmd9xCA6lDGsICjH8nt976K5auXsTzL77K\n8m/dWHqwYzufe9f/44XIqqyMiIiIiIiIiIiIiPQ4qcC9uyT78l/cQhswZM61LGuyWHvwZ/X/ng3A\nnr0beHHlgROcCwe2r+CBnAsVWaZf9HYunjECW+xi86Zdr/vnM/7h75gKvPLgr7ht4XLgr3n/gtJj\npvEOphuDGXE5m1PTOO/cc/jAd5fy+GffQyWQ37WXDpyD4bkxZNnOR6cPxxiH9zxfzYXnzGLGx+6m\nde9PmQUQNNKsdUdEREREREREREREejmpwN0AtC7k37+1F/AYM+2DTO5PT0d3C0y76R8YAHBgO8+/\nsILiiUw4imD0TN6ZDqFtL/fdeguPLFnBTz40gv/vhdJT2gqHl37h4IsOvJEPLzh414DP/C1nds9W\nopYJA4HdL/DJL9zK088t5Lnf3s8377mXNhzO/L+/ZTR5wt6zQwVjR1YClqX//S6+ef8rvPDiUn76\nT//CMqDiQzdztTEqKSMiIiIiIiIiIiIiPU66pMzWJx/iub3NQMB5H3wnKcplZgBjgSE38dnpAB3c\nfs/DtBYhyLUC0NLZK34PC7S0+OB30pkvAmfx+V//kLePCFn98Ne56ryZ/M2aG7nl0zeQBbbfcjt7\niWHznbQANuoqheTGAimu+dj7yjXaa/ns384FLMZayF7ET5+5g39499lsufs/ueziBVx8zc08vHEU\nn/iP+3nib84AfAqd7fhAS0sXnQzgU7f9mG9+86/I7t3Ax6+fywXz5/Hxu/Zz5k3fYOnX3od1jErK\niIiIiIiIiIiIiEgPY609iY7almJnCw0tnUQYqgcPI+11F5opPQ6GfMtuDrRboniW4YP6E7TVU99a\nIFYxgNqqNMYYbLGDfQ2thBbS/QdTnfYA6GzcSVOXg8FiKgczLBtQX99AMcgwaOQAaG+isaWTyGQZ\nPLw/sfKrtr38JSad/Rnq5/4bnb/7EmljwIC1FmMMQb6VAwfaCE1pXqNYmmGDqnGxYCxdTY00dxVw\nvEoG1lZSmpsCDTv3k+sO141DdkAtVUkHrAWjyF1ERERERERERETkdGStpbGxkWKxSDKZxHGcnvtN\nOfs1r5MBdz/XcRzy+fzJBu5/aC0S0tnWSp4kv3hvhn9+HCZ+7Ne89s2bcByF4SIiIiIiIiIiIiJy\ndG9G4O6d1i1iGvjeTfP51GNbARgw+YN881NvwyhsFxEREREREREREZG32Onbw90CJmD/a6tYvauB\n0IkxbOo8zhiaVrkXERERERERERERETkulZQ5dFGw1hyZq1uLNRrQVERERERERERERESO7c0I3J3T\ntznM0TuxK2wXERERERERERERkd8DR00gIiIiIiIiIiIiIvLGKXAXEREREREREREREekDCtxFRERE\nRERERERERPqAAncRERERERERERERkT6gwF1EREREREREREREpA8ocBcRERERERERERER6QMK3EVE\nRERERERERERE+oACdxERERERERERERGRPqDAXURERERERERERESkDyhwFxEREfn/2bvv8CiL9eHj\n39lNbyShhRRK6L0TIIAUEem9KSoWQEQBaYoNPGBDEaWKKNhAVFBBOghISAglEGpoCS0NQvom2Wx5\n5v1jNyGBJIRzOOf4e898rsvLZNmdPvNs7md2VlEURVEURVEURVEeAhVwVxRFURRFURRFURRFURRF\nUZSHQAXcFUVRFEVRFEVRFEVRFEVRFOUhUAF3RVEURVEURVEURVEURVEURXkI/smAuyzlYYks9m8S\nKR9eYYumVXK6d/KzWsx3SiIl8qE3nS1FqWnIf6mSshz1+tcbrlivSFm8zCW1T9HHZEn9Lv99o7JY\n3rJc46Gk9tSsliLPeZhj8T+RR3nHjCzXXCjX/P0XynFvHv8p8r/Q/g+73OUZy9Z/ezk0q/Xf2JYP\nunYU79fyvLakdVj+3xkQ/1/6D10x/u1r1gNfo++6hv1X615KWQrnvWZV80RRFEVRFEVRFOUh+ycC\n7hIpBZDHjsWzefPtOcx55y2WbL0OQiAQSC2OLSvXEp8nEOLhFVYIC1cP7SM8JqWUdAVCmDmx/lN+\nPJaKIJnfl+zkhhCIh950gtzbMXy/fhOZeZZ/KR0hjET/soED13IeWntZctP5ffN6krLMSCEQ5ky2\nr1vKdxGJCCEQQqBd38eC7w5jLKl9hEBkR/PLqgjyRB4Rq34hOluQdjGSvw7FYZHi3zcqhUBYrvHL\nop0kCUFi1E4Wz5vLnDlzmDNnDm+88Sbb4yRClBQUFAiRR+TaT9l2NgshMti7aCGHbj3MsfifyON+\n+d9i58JFRKeLMuaCRuKR31i67QwgiT++jS0Hr9rn78MqR9E8/hsEQmQStuInThn+U+3/sMptIPyL\nHzh0WyujD7PZ+/0SDl01/BvLUZBHLkIksmnuai6aH3ZbCgy3ovhj418YzKKc5crgr6XrOZMnSDp+\ngLCTSaWOXSk1hBCc3TCb19+cw5w332DBgVSEECqY+N8c5WYDf238g6hbBsTfZt5ZOffbEr4KS3yA\nS5KJ8zv+YF9MavnmhRCIxAMsWnqArH/L+48HvJ6mR7No4U5uFSmLEJLs+OOs/mUX+RZNDVZFURRF\nURRFUZSH6AED7rZguxBJzGtQn3ev1WVgn8fo2bs/sQvqM+LdreQAUp5h9VsfE3tXjEgrMcUiP983\nMGLm3LYN/HGklD+UNQBHji6Zzt5MP+AqX8z4gcul1qWs3wvSLPlxKcGSfZ5ft+zH0dnxrrKX8QkA\nWUJCOFKjfQgNKzmX0e6lpKmVsnsuP5MNa1ZxMD4LAeTGnyTix/d45tvjhU+JWDGVFdEmXEpr7vQw\nPn97GznksO3tzwlLh5vRO/l121ksRXfCanc6QBbdTadp5Wj3Im1T9HfLeRZPW8c14MLWFWyK9eXR\nHj3o0bMXwxvm8WT3p9iXeycoWLx9nAhfPJ1jub7AbX6eNoOdt+5tT6mV3K+UOV4K/u9YjjzuM+BL\nzPPuTyOUVp541s6YRkRWyXna/q8jcd9KfjwnAMGlvd/w9ZZLdwWMytkfpe541pFQmAdYZUnplFxp\nqZU2TWT554AGkMbm1z8jPItS5939O1krNd/7vlSWMQesZaXpQv2enanrKUobcoDG3hVzuWyuUP41\npZQVSJaw09ZW7oI8PAFf2gzrhr9jyf0hS1kMy7OOZyb8yarlf2BxLG+/3ua3GYuIzIGr+39nc/jV\nUlZWiRA6Ti3twMg/AxjWvze9B4VwdkYbpu9Itgfd7ze+KV8/l3aNoOS1vaz1hPteMbTiry+p/8o9\nf0ss9v2v+KXMCa2MuVvsJY4W/li+ij8TMv/pay3ywetWxjQH9Jz6chqbb1UrUsfSrt9a4TXFv3kr\nGgd4lP8aHb+JabN+J620Nz9F+7nwZ2uJ1/ZyjY+71rJi62tWBNNmrCW+WB0FeUmR/PLnaVwc9Q/w\nPqzscacoiqIoiqIoiqI8cMDdtoN8/bDm/PnqIQ4tfI627TsS2r4di7bEUvncF/x2Kh3Q4eDoiNAD\nN7+hvnDj+Y2J6Iw76KTTFe6wHvDFZUR+GuOGNuTn6AyEEFhTL/HkS+M5EZ9TcoH1DjjoBSBJjFpN\nG09bWpUHfotVBzuntefFCFjzZEO+3JOEq6uTrZKxu+la3w0hBFXrPsMJU5EdnLKgbvsZIARC+PHm\nG2MQYgLndLYd6N8OrGwrt2cbVkfdRIg4Xu82hE0/LsZj6JeIwsivLa2Ek5/RUAiEaMrCT8bRsPtS\n0oRAiHhm1rOVWdR4kctCAAY2TZ/FyqhscpPWMqXLaIa3bYAQgsCmEzhjtj0/J3Ud7YRAiLosXPg8\nFWvNJVFX8u45hwq+9PRrTGJqBiC5nXwTn2GTmPD9ZvYDkEzEzgCmvBgKWDiyfCy+TgKhd6XvvP1Y\nAIQeJycHAPROjugFCJ0eB72uSJ4CoTvNC0Kw8Jy9byNmoPOawXWdjpxtU9HpBEK40GvmT2RZbbui\nY3cvoIG7rV51n/kF0z27AHU46vXobDlQuU4rOnfpQpfQjrR86kMWNfqV+auiefGJtmyPybKNneRT\njJg5gXk9/JhxBN4d0Y0/k9NxcNRxZcNcAoRAiFosv2Zvf10uqx73sv1coSPrz95CCMm57Qt5a9JU\nelaqgBAOtB7+MYnWgvEiEMLE+lG1ypGHme2vv8KST8cjhCD02ZVki1w+CbHnX3kAB1JyEMLEgUVP\nMHz2djQpEIY4xocOYfmlFIQwc+yHKVQTAiHa8dYbL9Bv1nbAAQfg4MLJVLSPs3W374xpISRJJ75h\n4ns7OTy7JQFvH6CyjzcVDVsI1ens/bG+fP1xz/yowmur5tJBjGfXtQ28Ys+j2puR6EUcU0OCEULQ\ndMLvmO2fejFmHmFYVXu9W71vmwu6G7xdvRef/PEJwfZ05x6x9aX5zE80DXRBCEFwyFQuFMyBlAMM\nqGxPJ+QTMnW2sumdHNEJADO7Z3fDSScQzlV5ac0JrEIUj1gJQcKumfZ2s/235Kxt7CZ/M9D+mCfP\nro5CK7qjWlLYVvXd7mor3QmeFTqWXrTPgQNTcKr8Brf0gp+eGsnCT8chhI6B724hVytI8zarh07g\nuyuShENLmT32JXoHVEYIPU37zOeW0PiiR1XeO5TG2CEjOZOUjzkvmif97eVu9i4pQiBEPuuL5jF/\nNyR+R6Mi9Xtuk9n2c/4RRgb62ub5Pw4gdOYieYwhzniEt5s+zebInTQb9gJpuRZbu+x8F9+R8xFC\n3LPuFn5CRhY0ryBl3Uh73h48ufQgZgnonPDRTjI8MBAhdNTvOps4iy2dzPhd9Kpo+1nf6XOyi/Sr\nHhB6Bxx0ulKvS3COL6bAGx+8TJv27QlpO5Av3niUTQs2kgYlrruitEimtH2a6siyZ+6sif/Yj0UI\nhNjD897deGl8f1yFwNn1Fc7rbGO8xDxEJt+MepaFPy+kRWnjChCakd0LhuFm7y+voEbsSNAVv0YJ\ngYhfRb2i6xUCISyEfzIcT0eBcPRk+CfhtrLGLaarTxd69m6JEALvydvZ/lZnW/me2oBOZLPi2Sd4\n763nbY8FdGDbz5/j6+mM8KjKtE03EEJgOfcJgUXG0uvhAp3uJgtaD+LTLZ/RQAiE8GXGrgT7c1JZ\n1b8NDkIQGDick5oPTrq730fs5znXLkyeOhx3IdDpJnBWJxAihy8f78nc955GCGee//YkGpd5sYY9\n/3oziRcCYb3MlLZ9WbRwgu3xpk9zfes7tp+rteGHqOwS8zivg6OfjmT8Hgvbxvox4Zdr9mu34Oap\n75nwyhxu5Quyj8yldZMBnDXquL6sM35PrmHn8g9ZticJa95vTGw4kKcfD8FBCHwCR3A031Y+q3kT\nXYVAiJp8tDcdVxe9bZzpsvm8k31tqNiLXfEGTFlHmTa0NycydIjrK2jhVYvtqXqyfx6O6LKcvCLX\ndmHN4qeZvXCx90Hlxl2JSNEhRBjPOYQybfYYPO3XiN8z7fnoDjNKCISoyOSFBwGHYtdtS/5ppg+c\nxK5VryHGbmbdC+6M+9nW51KzsuK1Pqw8Fc6MCl35aMP7BAmBEF3ZZLLYx10+60YG2fLyaMbSg9fR\nhCAnPpoXJ43hUqpVvcNWFEVRFEVRFEUF3MstJ5JVe5ozYVQAtp2F9j+EPSvQLcCVsEPxCEDnKMg/\nuYF2Td/jrYRcvh7qzrfPfc6wU/bdV6cXsHfiS+xz9qZ/rZbsORKDBbh9IwJvLYCAKu5lxP0d4fZu\nJk74hpXptp1lJ0btoM+UtfT6NJJVj8C4dTGMf7QjvV/uS1OMLH/7M9otuYyUkphFdfh66X6MBbEM\nAXCEfvoRND4ukfISFaIjEDodTkh+HNeLX0cct5U77Wt+njGRXbeD+fTAJoY+NY2cX8cX7gqTAshZ\ny+AO37M4SyLl9xz64Bsc3dxwI4N36zbk8LxbSCnJXH6LpoHjuYoHDvY/roUwsz8skke/OYaUkndb\n/s5Hq04CW+lZaTaTEiVS7uT8sh9xdHMuo2e9COmqcSgiFpAkXI3Bs8YY+oz4ie+2A8brhFObjvUE\nN/Z8xjvH6pJmkkhrHqPzPuPdjWchqAMjnutMJSz33VFoK/udgKZOp8fTHEGLEQkc1CRS5tA3L5qd\nidnkX/mNKe8fYXuOre82dPyZZ+ZvJq+UtCWgc3C+kxHpnE3U80inFnT3rcX26DikhMS4CCpbGjP7\nzxQWhTryjw376OHni04Hx6MbkyAlGd/6M+nR98hGsnHso8wL3WHr1+iJzOn/JPsyBG7OGXy7/ASv\nJWUiZQ4dM77ix4hrBaf2I6UTo9ZfvW8eWTji6RzNlE3NkVISvmYs67o3ZuWY80gpsexoyeAWTxNl\ndcJRJ+7ctEEgdAKEE3mxy3hpfgoHpUSa3+OvD9fi6GJrCyuQohtEqpRqb5ejAAAgAElEQVTcWJTD\nM/2WUfChEikF1VqOZeU7/QhdcJKEeV3INJnZvDyZZZqGzDmFbv9n7E4w3Lc/bPPjGpODB1DzmETK\nW7TavI5InZ7aNYYV5pH0Xlt+f2MaqSN/QcpcJjusZsdFgItMbfAo1X83IaUkdsIPNA6ZTzZeuHsc\n4aPXnTkjJdruwbw7ZA5JZDLn1e95dncaUkq2v1yB738+CcQwuflgmu+wIKXk/JiVNOv6Mbm42saf\nhFNrZrBQ/xImTSLz46l8cC6rDifa/rFQFMvnxrDb/l0Gl+YH8I8nF2G99R3VnvXhspRIGYPTrxs4\nWHQrr4C85F2Mn7GdbxJsr/3A51VGvbUb0CPQ3wloCYHOdgcAd+dIXv+zB1JqbJrTDzedLNLPtqCq\ng0MW67+NYtL5FKS00k+sZvn2a7z4Zwpzuvjx/e8/0aTaZV6o150OR+yf0FiZTrtHZnMbZzyK5vFW\nCz4buYKZ9jJqO0azZtDTnMHEF6MmU3FZHNIaR9f07zia4Hgnj99+INjFHR0C/wYt6XDpBj8kmwAD\nB3YcZ1i3QXB7113r7k4GTv2ObLjTxle/w+9JJ2KkRMorVNm3hQP5Vpx0ELk/lQnHryOlxjM+a1mx\n+RLkRzKu60QmxtnSzHv7FF2GfYoRlwc4iqM+/WcaeP2pBezfs4PtEbG4DlrF5b2T8CWZuSWsu5eK\nlvmuxSw+fCXjN3twxb4mhpx+lrfXXwB0JGaGYW27gDwpSVh7g76N3yKDW0yu0xjtF3vf7K5N5+bj\niMMLT8/zzB2fxB9SImNX8ef78zlx1xbxPMM+/oyuT4J9TH7X4xYLPt5EbrE5eJS+QdOYmibJ2/UE\ne3dGAZK4XYuY8FctUs0SaU4j+MAzfLD1OiCIzYljxKcnkKmr0Zb0YUPHfUh5koE/zGRVvDs+TjG8\ndb4rUkoOTXGj70cJpGXnkxs2nYvLVpPGVd4bs4GV2bZypX/dio+6TiEBLzw9o3l3kpFDUiIPT2Hx\n83O5DBz/6h/80uRVLFJy/fh4bu+PRN5zs0RPqjGM9JpvkSMlGZtTebzGNJJxx9XxIEvOP4mU+Xz9\nTBVer96Um8szkVJya94RGtR5lVv6Cng6HuaNa88gpWRF83BqrKqDlJJT73Vg6/q9aDjck0fPGtOo\nNe0nvu7txoDvklk5vEbhDveq/m25lZ9KskGSHxNNRp0GpGXCicMH6ffUcHzNFgru0kSfj6D+a5ux\nSMm3A/7kzffDgIuMqzmGxy7Y3kNU2bIX6eiIM1a+6duOz4ecss3H/Y/yTPsnOE4r/OtW4OTVHKwn\nIpGhnbl6w8KpI/vpM/5JXIvcD0pP2El0Th+y7ONjfp1zfPZtBOBEtjWCG+5TyJaS8/Ov8/yo74A0\n3mjWF9cwiZSpDBK3KLZ7HomDc1M+/eML+rz4CfKbAXTu9TyXNm6x7cg3HuZMhJVHmjXC2fUgSz+t\nRpyUyNjHGePcg7+A318dyI+99tjGe/YG9s6bwrZEM+6BLfhi2Q/UrahX77AVRVEURVEURfmf5fDA\nr0hPJcbiR2AFexRA3EnKt6KJtKQcEJB1/SiDu7/EE1tjeMpfomkVeGbdduAGCwdM4ii3yCEQB3S0\n7tGId37ah3ihAxcP7kRrMpPKTmUEd51cSP51AZtPZyLGjsIx34pmSeXK9e84mzeEXAvkG7KBqoyf\nPwQ0E01Cg1kzZzgjv6vP5K9Ws7Qfto8/F+x0PLidrUM+ZUtLAE9mzXuC13bcxqrF8vuRRJJSpjDi\ndz06Jz2Z0b/x1roEDvQ2YMrPI82gEeilK4wHZ274kWsTPqenJ0ALvloygNZfW3HO2MWXllc5NrIy\nSPDq+zVv6H1ZfugT2jjo7IFSSf2QTjxa0/bR9cYNe7IlMwfDph+JfGYlEdUAglm1dBhek8r+0rf6\nDdpwJirJFiS6epBqoe/Qb9JLfPzNn2QGXME6pD3tpOCPLWs5fNCToSNPopMSw7XjXI7fy5sDX+HF\nuQDX/4mhJTE7NuLJDtd4ddgw2tTvyPtLP6ACcGHhIraeMOL4xEgczBrmnBuczdtI4ssDqO1dwiB1\nduPEmukMj6pqPxs3gZRuy/mmOVi71+Td7WGIUS04eygMt2Zv4kA6uRZJnsEMSDSLxugPhwNQoWVf\niI0nnWv8ltiWn75oa4tq1BrB2/Wn89Gvt/m6lkbHZ0fQAcBkpJ5fcxIMuXeCpAIg8755pADmfCtD\nnh1oe2naIdakD+OPV+qDBH3r13i3sgcfbcpmttO99750jo4kbN6O54ufUBvAoSefzu/BW+kme8jK\ngeGvdgcgMGQo+vk3SAM8Cm9+WMnJM2HRMgEL1nwTj86dQAsJSCdqugRxU+q48WvZ/SEAIr9jieUV\nElrbyjZy8STe2BKDGcgtyMOaxfErVlr1q4yUroxbttn25LO/8GuFucR2cAQJwRP+YPjH7dmaMAFL\nnoUx617BDaBuB1wT9pKAF51CKzL3pf5E1azHjK9XMF8HnJrL9kpzuNhaDxLqv7KFvst68mfKaHQC\npNnCod17OB8bw7ALP6PTCVJP7ibR+xQvhvgXjkuptea9iC2kHFjD859vIyfVA18vJ8xVOvFs3bmM\nGTWKLqGjWLnlA/ucvHMzKf/4NnQh02jtY3u8x+SFrJu0gZtMLHUmmPI1hj0/sPDmUUmfSdEsGm1H\nDCLUGbDkUj+oLcezDYADeWaNHBOwaynfxVck9a0nOGAwo3PTcD/9OxsvfICfWRbmoVkr82rYISCa\ndwbMIc5yBWgHMpkwQw2GtgaoxsxFX9lzzyDPrGEwUBjiy/euwnP9Mnji21NMnl2T7dcM9Hu5Lkkb\np5aw7n7PheSnaeNnr1dQe8Y1ns/YUaPo1HYgizZ+CEC81Urzvr3o4qUDq4kGtULZkWsmc9Mn/BLr\nhHHyaNbmWBBORoxR+wlLG1LOc+QlUurp/eEBVn28ihMX9rFu9lQ+GxjK4FeXMDHgT1aVtO7u+5JF\n3UrOIP7UWboMeg7bKqwxasxoXtkahnVULar4duaZpxoC4DPwDbp+NJXojT58EVuZbotGM8JgQe+u\no0rMzyw58CmdTWaGfzGbIADvIPxyHEkAWhcpv6tXbz5c15voZXN4cX8M6Zf8qNDPqdgNTSJ3sr3m\nZFb6gEvIy3wZYju7Pu7MFfqPeBFbeFPHUyP78Oruw8gGEFilOa1qAG7NGK1rRN+ODoAb1R2ukpSk\nw9lSiUlD2gNW3Gp3YtJjzTFaIcfLC5fcS6Rn1WTO8Uhkwk6mjlnJ7dxcPHzc0CPJN5h4cvXr+AAE\nNsP35gXiMXEi7CJdxkxBA3S+PRgzaieO1rvPVNHw8WjP2AnNAfDq9xa93xzN6dsfY7XAkKd62Z52\n5TdW69/gQl8vkFB55M9MmeXHd+FTsVgCmfVEWyCXwGodmdnCVg9ZwQFzeiYaPiXmceL2x+RaJKac\nDKDKnRudFX3pmO/OFbOVjDPXaFz3EdIzIzi6vQO9V3tg2nPn5kz1Os3o3boqAE1b9CfvZCaGv35m\njdMbpNYDcOTZn6bzfqPr6DjDD7f7sGlaE9unJ5q+zNzAt/hwaybTg+pzMiWTo8cuE9J5AOk3DnB4\nT0sGvVYBkPa1QuJTfTgfLIfw+dNZdPIayef9adDLEbDi6uBN3+fb2q757YfD2mRuX/2dJYZnONXJ\nVt7u816i3uKtRU62saWbm52DyZhDdr7Eu9NQvL56n4S0iciw5UTWeZVl5JCfW4tZvzyLI0DweN6o\nPZtffrqAdvQKiZdeY8R2R4STjpvHf2fOuhv0mxGs3lkriqIoiqIoiqIC7g/8ikpVaelwjSu3oXMl\nSWHEXZq4mexM1VZeIG/jVrUlm794keFLfmJRn5dw12WwdtgAXtoeTv/PzrMuZD97duwDIKDrQFq9\nvpz9ugSObznAI0vXlbmzUScEGdnZBI+czpJFj6Mz2gLPOmcPqrlq7L03cknouA/ZNUawfaI7nVy3\nMfTNZaz+x1C87Bnl5RjQe7veCYq5eIK8jdmUj6Fac96Y9yHtfF1t4agFC3GuUJXsqyXv+07PSsfZ\n260wLRc3X1ua2QZuBXriWhhBccKrOiRmZRULLGkWK2b7ZjSL1YLeSUdGViZOPu53yufmU+ZZqxIQ\nDZpQ7+dv2b+gOkd+CWHSbKB6d4J77CF8eE1CgmsiBWRIJwa8PIf5wxuisx/s6+DmjbO+oH//ma98\nk+ThzVsbtzHeYObzwf54v/8lHx07QY88I22efo3Fb3dGZ7JVVO/iQSUvWWJeVpOR+v1f5fOp7ZBI\nNM0BH7+qeDgAj4+k2etfs1/Ec3zvETotawS2PXoUjS2YC7ZrW8yg16HDRLq3I05mDdsh9g54VnMj\nMysdndBhzTcXnlNv1TR094v8lZCHsN9AqeBuGwvk5nG7qostO2ELyngFuZCVmVFkd3uRJIUgw5CJ\nSyWXwj51dvOGtDv9bs4vmqfTfT+yYjGabIEwKdHQ0AtBRu79+yPPYMAhyAe3goSqBOFPTPGjiTWN\nXL2FIEeH4t2YkUlK9ao4F9bbBbdqeox5ubbjYwrbzYJEh0TQ5/WltJ+q57ex7rTS/8HYpRtZ0ySL\nlKCaRdJxxrWqDmNeHgiBlBpZLpUZO2s+L7QPsBdhEY4eFYsMS4HQRfGCYzt+ajWMP1avIPjYFDou\nM2EgmOWHI0hKTmD24DaIya346koUz9e80w5adhbZFd1wKLipIV3AzYRVln58gm0MuBYJoJXMajJj\n0QAdaJq12JgTQFZGKiL0BRZ//jwuhnzbHF+wgip+Zn63avY8QKdPYmGzTrydlM30VcdZU3EVa7cn\nYrGYMbmBp7j/B5usJggZ8yRXW68lbFpHclICaRnkXMq660YlH3sbSUBfj88OhnEz5TbvDG6CmPER\nKy5GMUwHVrMFs1YwryzodToyMtLw6P0ySz4fgUOOyb5ku1HNN5Ud5Tqsu6B7fOg1cxa9kIwfNZub\nUR/x3Kuf8PSKIG4F3bvuXs/KBjxLTNJsysXk41jYW3pnN0zkItHQ66pgP2kLaXHHyUfjdkoyou0I\nPls0Fe9cMxogPvgMb3+N374Ac57981SaFSnu+miZFOTlbGGIZ3+OD5rPocWfc3nVJBYZi4+pPEM2\nen8fPIovO5gseZhdC44LETi6umHUcgCJXl8JJycAMxbhh6uLLditAXqdROKFu5v9+xesjji7OCME\nSE0ihRPuXtd5vVIzFnvXZvk32xmSPoefn7YWWfOsgB40C1InEEjydGY8nO3l0YGbgwu6ew+4Ryeq\n4uxY0CzuOPtKjEYjUkq8ChaazGxSg7yKrJnOeAY6YjBkAZXwcLcCEovVHVd7PaQmsZ0vVXoeJa/h\nPrSuLTl7K4ab0c3p+awXhsMHCAvszxQHK5FFFjvNqmGxFFyjzej0erKysqG6l22cATh74i8lMj+f\n1MrOuFg10Ots636AK5nZOdQKDuBo7gmiwxrQeUUt0r7Yz67KXfi8Mnc2NEhBesKPDAp6gtgnlnPk\ns1fZ+8HL7LS/SZBSYjbduQ4IvY68nFz01dzvrNdOrgQgyjhKXuJZuRmPB9Ym6uYlIpespe97PwCx\nSPzxLPwwnSteAXAqNQXHqo2Z+cYHdPHzsL8v+hSnClXUu2pFURRFURRFURQe9EgZKcGlA5/Nz+S5\nV9YhiwSPcq6fZ2eyhe6hQbYjQHQOuPcdzzeer9Hjk0uQfooPMkM5nWPlh3F10Tk4ABbbWeGuTXmq\n7ylWv7OMXdcn071O8WDVPcEgi4UGLUKxnIzFWrEKAQEB+Pu6obPv8ZO2Atx5vZQYc/PROzvxxDqJ\nKX4V2tnNpGRqhfEa1/rN8T11jMv2v+uTT0SDAHeXilTPshKLG/4BAQQEVMFZ74iLs4P9y9uEbXdt\nwZEyQM1WndGiIsm0pxV16DAOOh3moMY8fvgoBwtrcoyIg160axqI1Vr6n8JWq4XAlqE4HwsnxZ7m\n2UOROOj19wT2CmMHEnBuyVM94on48TCJndpj2+Pbk6FjPuTDb/Np0cC2E61+UENux2fgXc2fgIAA\nfD1ccHR0oPyBdj16PRgL/ug35FCwjzczV08l/2p8dFhyfFFTNm09RpMWHciLuY5DZT8CAgLw83ZF\np3MoPagtNVwqVLa3fyBBQX54ONqDe26tea5fBCvfXsnBm5MIrWnrBduu5NKHt5VKtE9K4Uhqwc71\n60SG59O5VV3M1vKcPXv/PIrGAwHwr073mEscNNgjNZwn/IADnVoHoUmJ0WK2x4nMmPLNWK1WGjRp\nR8aZkxgBgeTUsePoHR7kPlmR7dklji0rDZq2L7M/JODaoAW+h49yqOCFUVEcFLY7drIgD0dngvXu\nXExKRwDG7FSyTECztnQ/cJDoghIZD3L+TFXq1qiCVsL8FkBerhknd2ee/12SEf0uNw9vJbdua7oc\nCOdMQWzJcJDL56tRK6giUkr0ekdqe1UjId1E1YAAAgL88XJ1LvwegsLE93zF2l5ryT78E10bV8JZ\nSjSsgEZ6ngtBDVuz/rxk67hc1my+WGweONZvSeCxExR8P25a4jGEORgP4YZer2GPQSOzc4q3u4R/\n7saV7aVSgleL9rgdPkNKhUq2uVDFE6QDDgXLeEFTXtzGG67jSEm5xbxBgTjq9YAFZ0dvgjLyOZNh\nu0tjyEojz0RBD1J0KEsr0HAY71T4kk/mxlGl3RD8nKBBy5LWXYfC43MQgCWX9Dxn/Os25tszkt1T\n9Hy/+QJOjvoS1/IarTrjcDQGg3dlAgICCKjsAVJ/38tT4XonBCJ2JY5iILvshXCv6I1/m0Z4J0SS\nULUZvSPvXXfbNvUs9Trj61cTefay/dgxjeuXzuPvWxc9enIMB7l81fY8Y3o4Sdf9CenSBZ/jF7jq\nVYVqAQEE+HkjpQPO6O//BZ8C8jb/RPrsMG7+9ibBQRVx0KxYixw7Y5uDTfGMOMopAGseN9MNgKBK\nxQCM569gG3oW4s5fombVeoU3d+588WYpB9aX9n2hjo647v+Bj+p8QO7lKMZ2qoKLAE1a0UoZy3oc\nqONRmTNxCbYHctM5HXcVg07c88y8vANcsH+juSnzINfjAqjuf9dRcg1b0DP8EJGFDxzi6GFfWjQI\nxKpp9/mOztLzkFIWrt13+t6R0McCubR5DetcutKtlgfJ4duxvDCCypgo66qgWS34NwvBIyycgq8l\nl4ciCdPrEc4BdI29SnhmwQXyEuFhgs6tgghsVJO8cxv5kjZ0rlgda9IOsvo8Rh0KjhGyjY+Ubdvw\nWXSC+LUT8fergP6u8XH3vKhauyFVok8TXnCpOX2KfWgl7LCwrd06IcDBm2693Di0ej7LD07n6RAA\nB/T6MCIjC9roOOFhHnTr1JIAA8RanO3X5aq4ONjfFymKoiiKoiiKoigPuMNdCKSEui/v55tDE+j1\nwkH6NK6Dho6IX7+gwfjv6FvPE6wWjDkGcrOg/7LfmNc0lM9a7KK37ihvfvwxbawW4m+coIJ5CwdO\nQ7em0G3sM4yuP4FWP6ZTBUiKWM3hCiMY1NijeIDGZCQ/Lwd6vMPskAG8PCadLq1rkxfxOyebzWTt\n230Iqu7FZ7+t5lTICzSr5gpWE38tnsWnsY481qwuWRf2UK/HPAJ87MfASKDmGHY/1ZNner3J6IGe\nxP8ag/DrgxN+zPu4K72GjiL15aFUS77IN2E5zF2/mkfdK0LyYRZuOcXC0S3upBU6l4X1ujHxuXTa\ntTJxZosRj5ZuWAnh3cV6nu75HNcHt+bk1q8xLdrFs/4GvjYYMVklSDN5OXmFO9GspjzyNAPmJq+z\noUd7nh1p4rFHBJd+Scc1wBt34Gb4Sva5j2ZUC68ifSUBPV0e0xg7bgEvbU8r7Oz6LXtzbc1JalSf\njJDQ9LkpBI6cxPS3z9LAw5FT+w5QY9LnvNOvnv0Whka+IQ+TBM1iIt9095nu9RjxYQ8mvzwRz5HN\nyDt3hIrGLjiRzJsDBpM1fAgh1gwOhXkw7eNWODWow5gfhzH5xWTa1avG7bCt3Or+DksnPYJ7YVzG\nQq7ViBWwmPLI05UQ7hC2ra09X3ieUY0n03VjJpUA8MTfz4nPfl3PtG5NybdAfkGDavlgMWLClxfm\n1OexZydiGdye+NMRHO/3Pr91kdzYkk+e0VR4ZrvJmEe+5e7gxv3zkIA1Pxej2d5ausbMXOhHv35j\nyRwWwqXwzVybuo5lzSDbsQ+p33/Jxx9fQGe6zbmLt2hnNuLR53WGbHqSmdNjqRmYzsGDOiq85AZY\nMXJntzCWfPINDnftYNRTpVpVEtd/y5rDQTSQJoz5BREYDWOuEbMpD48BbzLml9L7Q0ggcDS7lm7m\niZ7Pc2WoP9GrNiJENyQU5rH6cC2GjwvllYUr+eRiDU7/FUa3j75nbKPBTH9rNbOGv8Kwrg04vGEx\n/su3EeqYxTaDgcKNvNKMkTwkVn6f+xLfywB61PAj6UwYnR7/GBf/Wrwy7XtmjZ7KgNC6HN6wmODl\nu2gjslmXnUu+XjBg+li+HzaLmbcHUtOSw959p+n1/komhRTZeRn8GG3OzmfGstsEJSZwOC6eyrdz\nSY/vw8vthxPw2gRaZl1k26VevPdBPQq3UEtwbTyUFrWeY+60LOoF+hC+Yy/9PtyCF54MnfcIs19+\nGcehjck9HUVFY0/b+M3LwVhitE7DlJuLpoFmNWHM02xjTkrMRiP5FgsSLyp7Gfnxp98ZPX8yW/4x\ngImhIxk+uguuRzeyJn8gO9ZPwWoskodfGwZlPcfkxa40z8ri4o1j1CSMg0lrmDwxmFfmLka2cSU8\nKo6XP11Kt8AKtjx+3cLYlj4YycUqAfx565cXcOj8Nu8fzscNkCWuuzNY82ZfKhTM3ZwLjOv4NJWm\nvkDrnCvsPN2Bf8xuRG7iJox5+YVrhyXfiDHXgNbmTb5+rjcT+z5H314t0UVu5A/fF9i+tDMmQy5m\nCVZTPvk6K0LA8R0rcWo1jiZVitxoqD2ByCVRvPxIf44MeRQ3TRJ/bD91Z/yD2hVbM2exnmfuWnfH\nB0PG2e3szW/OkFb+xWKQtbr3w/rr23zw7gU8nCRhh01MX9oDwUGMxiQWvT6Tq4/U4OTGFTT/dBdB\njQLYufxHRjbtS9TLffA+uZ1FV1qxddfbyPycO2uAtJKbY8Ry10hwqhmK8+f/YM7ifnjFX2Vf1FXy\nvc+SbRqAm1PBHBzI989+xgfPLyHS6QjrK/Xl+LxRNOzzOBmvfMCH80/hhImD0e689UUHyDhErqHg\nWmLFaM2156thtK9X5iJrm2a+s7ZLzYTRYCC/xkh6JIxn0jIr9W+lEH3jMsFZNzhr+hBrXg7GwuXE\ngiHfiAU9A6Y9zdrJH/DRzc6QfZ6tEdd4uYTAuMmSzrJZ00l6LJgzG5bQcMlumussHMrNJ79gLDs/\nxpxPv+CVvhN4vm9zon5bhtOyXQyqkcHO7FwqaHfGUr59MdQs+RiNZmSJeeyiuQ5u16jEic1fEtb5\nFToHexYOI+eWbTncYQoBv5lpUnEfL/5xmB7jgwCzPQ8JWDDmFMwR0ExGcg05GGtMZMeC7bw6YCJP\n967O5a+3I01DMRLA1A+D6DXkeQxDQ4g7soOL475iSxvAHMyFVWtwf20eNZ3MnIo5Q8MnvLn70zCe\nQS3I/GQu80RXXK9fYVfUJYSMw0wwRmt2keuAEUN2LlkuPfhjxY8MfOwZkoY1JXHLj0CDe3a4u3tW\nwhS7hgXbhvHuoIY0fKQf5yd2I/u9SxTse9A7u7Pn1WeYGR9CzrZvMSzYwfhm7tye14t+zzyF4cUh\n+KdcZe2BNGZ9v5ohldLZfegobUL74OMq1LtsRVEURVEURVH+JwkppXywl0iktJ1jfeXIZs6kOKBH\nw6NmKF0a+9ieIW9zNuIqgW3b4O0Et2P2cN21A43dLrL/WBJmzYk6bVrgHHcGU8Ou1PcBrPvo5jCP\nWXIvvQFz1GxG//k8G2bVKRpuJ/VKLJmu/gT7eaAZb3P0YCSpJoGjaxCh3ZrhBuQnRrPnbAYNW3Ug\nuKLts9BabgrHjhzhdq7A0d2Hdp06UKHgyBQp0YRAB1zYtpkYWZHuXnupMMOd7MPT8ABSz+wn8lou\nmuZEvfadqF/ZBWnO4/yJcC7p6zGgdXV780ikEAgMHP7jT27qg2gtv6PXlm5ErxiIA3AlfAtn0iR4\nN6Bv57roMJN05iL5gfUIcr3NuVNpBLdsjLsDZFw9ww1ZjYa1KuKAhRN/bOGaPpBuLuuptbgZt35/\nmpyLe4lx7kD7Gq539RSI3AT2RJynUcce+LvZduRbs64SfSGHRq0a42Zvg7zk80REx5GvCbwDGhPS\nvLp9b6YAjMRFxODUqiU+WVdJzPGgds1Ktt3YheMhixNb/uK65k7zTvXJOJNL/S51cUg+zt7jyVik\nxDe4OSENA9EBluwEDkdGk2kWuHjVIrRTQ5wpcqSMlsaJv25Su1tDrFdOkyCCaFLTu4TRCMKyi86O\nH/GO/JOe9jQM14+y95KFjqGNSDsUhWOb7tTyBLKvsPeYmfbd6uEGpET/SWS8EVyqENqlDb6OkJMW\nR1yyEw0bBuGAhRsxMZj8ggmu6F5kz+j98+jQrR7Gy1EkezWjYRWHwnmTdHQHR29aEO7V6dGtGW4S\nEBrJJw5zPCkdNy9//Ly9qBAcQDU3ZzAl8teuYxh0AXjd+pYVWU+ybnITYvYewbN9NwLdgIxL7D+j\no32n2rgUKSPZ8Rw4fApz9fa097jJlbwqNA6uiNDyOH/yMp4N6hPg5nSf/igy58O3cCrTmeZyP7X6\np3JO+4KGBXkEdaRHfXcuHznExdsGvCo1p0O7AHQShMjnzP5dXDVIdJVb0yckAMjnSkQk5oaPUM8H\nyEtk/6EMWnVvhEd2PIeOnCQzX+Di7Ue79q3wEIDI5dS+P7meI3Go2pbH21YD8ogNi8GlXSsCnMFw\n9TjhMclYND1+9VrSqm6VOxv97Qey3zqzjcNXNaTVn0cG1iHxYEJj1hcAACAASURBVAzVOobgfOMA\ne08bkFKjWvNHaF3ds8gZ7rb2sGQnEHnoBFlmgVdwKJ0aetv/KYOoLWHEax606FyfjLN5NOhUm8yz\n4aT7hVK/4j0hR64fjUE0bkYV8zUuXpfUb1wLJ2El8UIMOb41qFPFk/TLEYQluNA9pAWeLlZiDuwg\nNlsAlejYtz2+aNw6e8ieh30+X7PVQ9M8aPFYM/IjjqFv+yi1PPM4cyCcawYLVau3olWTKuiAtMsR\nhCW48minmtz46wqVHmlFJT1gvklUxGVqdgilopMt7ZLXXfsYsTe08UY4e09lokkNv8ahtKnlQ372\ndS7GmqjXtA7OOo1bl8+R5l6dev5e6KSB6P37SMgV6Bz8CO3VBi9yufRXDB4dW+OWfJnbusoEB1Tg\n2qm9ONTsWvi9GUXHZ9LJLRy7oUMvrDj4teWx1n6FU+HedRfk5a8Y/XNT1r8RcveqQl5yDOHRcZik\nAwGNO9G8ujuwlyfdx9Bu427qW2PRV2tPz1ZV7uQRsZUzaYD0om3fzvjpLCSfPUGabzMaVXMGUwbH\njsZTs2NjKhV8AsJ+zYg7uoXztyQQTKc+lYmPzqB2s3q46O11RCBIIXxLJKnSh9bd2xHg5ghCkJtw\nhvDT1zHjSPWmoTQJcIO8eKJOZFG/QyM8RCYx++Ko+khLfHW5XNwXiVObbjjHnyGnUm3qVHYl++Y1\nknNta7slL4ELMdnUbd0A06VdHDhvRtMq0nFgY9L2RlGh0yOYT0VgqNmRBpUEGG9xMDKFJl0b4w0Y\nrkRx8PxNnF388K3ojm+tmgR5Fv2S7zCech5Ei00HaWy9hKjajl5t/ACNxOgD5NTsSl3vgn7VuBS2\nlfMZIHyb0C+0Fmi5XIq6gFPD5tTwkKRcuozBO4halV0x3LrM1TQfmjSIKSUPsNw6y54TiQQ060TT\naq5Fut3E1YMRWJp2pY5LKkcOJ1C7cxMqioI8qlPT18DZI/FUb9MSL0fITTjL+ezKNGtQBQcsXDiw\njZh0L1q18ScuVkdIlzq4AsnHdnI02QJu/nTr1hIPJAgrSSeOkhUUQn0fI+eiLuDVuDGBbk53PhAj\nJVKzcOHoTmJTQaevQ4duHiRckjRsUoHz+6Lx7dAFPxcg9QJhl10ICamBE3AjcitRt5xp2CiAhOvQ\ntnvD4oco5WdxKiqSa25N6N/CHzjH2CpT6X55F097AVxjpk9dLKsv0s/5JLkeDejdpT4O9vGedi6M\nQ1eykdKR4DYdaeTnjsWYxfnYOGrVbY67kwq4K4qiKIqiKIry9yelJDU1FZPJhIuLC7oip6YUHAEt\n7nPUdMFzdTodRqPxnwm4l5m6/dhRUSQQcv9CAeRsmUTPmBeJmNkUgKTVs/i56wKmBBdLniIxihJO\nyrg3v4Lq3VuGO0EaAGLX4F5/BWtuH2GEt8amZ2rxYau9HJpSG0o8Wrz4g0U7gb2v4PxUOsdu/EBT\nXTaftPfi+pwcFvd2uzct+7E0963L0bcRnY9wMHsnoY75rOzqyu4XU9kwyqfkMhQL/hepb7EjRmyP\n2dqntBsrRdupaOFL+5mSO6y0di/p8aLlLpLG3ckV5Jr923M8FjeLQ9Mb2E9IkKX0N3e+JLeUdi+e\nhyy+z7BYWcqXR/Gyl1x3ibSdLV5CE6b/+BTNVgZzeN+7+IsEXu/YkuqLE3ipjWPp9bL/XHIZ761X\n6XNJFG+Lor+f/gDR7Brn5Bc0LKvL71kTShr3pbdbWXO75HRKHlulztUynlfya0sqWil1LPaC+7Qn\n9x9zpSy6xeanbT6Xr9/vtB/3H8vlWisoc24UXS/uX8dS1p0y5mCJ+dr75p75ZU8nfccXfOs3kqkt\nfMqzdIHYy2jP53jiwlX6+98njxLa5U57lrpqlt5uxdbz+6wdJa39ZcyRu9c9HqCUxepV6vXs7pTC\neNJlGIMu32R4YFlzuYTy3tUOpb8vKC0PShk3d7VTudbIImmVNldLu9bc1XcP1up3P7F817fSrw+2\nhMzRaxiyxYc/3hpkf+gaM71rw3YLH3cozzWr3CVXFEVRFEVRFEX52/h3BNwf7oGb4u6Qk+C+sXbN\nRMRXk3nyG18iIpoU/kFc7bkFTLkrOFA0rZLTvTe/0hukyHOlhNrPkrnrNHWaB/O6lk+dyRs4NKU2\nmpSlnC0uSs5HSui+hMNvDKRPzVo4aPk8ttLIyt7OJQeERGlfo3hX+drOI2HNE7QLroWjlkfIJzfZ\nMMqn7M4vlnZBeqKc/XPn+XeeI0qpvyh1PJSnj+55vGi5i35x5N3V0/LYu2QSz22swbEDDQoDHiW3\n6F35ltLuxfO46znFylK+PIr/WHLdBaLkJpQSn9Hf89nZHnQMro2DgKfW3uKlNkUnfen1KnPs86Bz\n6a7f3fxpF6LD9X5dXtr4LnFs/hPjpqx07jdX7/O8kl9bnnWvpBfcpz3LMebuu46VOMfLSLu860+5\n14qy58aD1bGUdaeMOVhivgX1K2FcSinxefxFpnJvrLT0KnhRp20LfJzKkcd92qV8YUlRZl+VunaU\nOi9KWYMED7a2l9buZcyF4o97Uqddayo63f96db81pfR+u18ed5f/rnZ60DVSiHK+Lyq578QDj42i\nTyzf9a3064PgVvhHdHshihV7VheZEE5UbxMCHuUcdyrYriiKoiiKoiiKYvvr6KHucP8n3LPh+7/0\nJ1tJwfDSd8L+59L6d6b5f93fZez8Hcbqf7gAhUcwoUmkTqgwi/I/seLcb6e48ndpR9VXD7qmF20g\n27VUIjVh/zJl1YaKoiiKoiiKovz//CfRw9/hrvtvV0rc5/f/WDlKaLh/Nqj5MNP6d6b5f93fZez8\nHcbqf7gAdxYOFWxX/odWnPvtFFf+Lu2o+upB1/R7r6UFwXbVhoqiKIqiKIqiKA9Kp5pAURRFURRF\nURRFURRFURRFUf51KuCuKIqiKIqiKIqiKIqiKIqiKA+BCrgriqIoiqIoiqIoiqIoiqIoykOgAu6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CgUCoVCoVAoFArF30cl3BUKhUKhUCgUCoVCoVAoFAqFQqH4B1AJd4VCoVAoFAqFQqFQKBQK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\n+MLmlEP6UbWmgP7/Hcf9A5P5qJF4pAQayB57fAQ2NdRX3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fphN3F8ZpCw4xKPB+jV4xyu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\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+/AU8nXwtJS/+FEgg67e3OOehMN8tnsXQ6zqQaABrMGYP75zfkldbPc2vM0dRZfPnfDz6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\nrUS5qstFikgXK33LiM83jRB9p/0o0tLvi3ENK4nvHgkhxF0xTLIQB8O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7UqtU9+LR6xeA\nIEcfj3vlBgyZ2Ik7NyLg4e9c79uMLshc23sYU6UGpCW/ISYpk7YN7PnxxE3QlOSiPnLxllMG9MZe\nDJ24geN/Agmn2F6nP70lA0aVBuX9/axnCv39ofXiK9z+shkgIymUGDIS2f9JIGseKxBy8d1WeT85\n2lViwtTu2AMfDRxH7G/3yUWBSZ/Dp6eWUAVoMmA0+l/uEkUEq0rlcDnU7d0C063zpOoh8+73hIph\n1HB+330IIo4x8oe2rJtRC3Bj5MbpOCi0QAb79pTMM3x1IAq3/gPweX6Q15mQ+/1GzlSbSWvjUYYf\nKekH59xUYaEBlBpMD74n1XoWg1t6YalRMerb3eTsXUUsSiR0TN//GR5A5fGrGZy8nIu/3mXGoYqM\n6m3B82evSKnRk7nmeUw7aeDKkVs06NETB3sbqviP5OMeQYhS+sSXs/Rgyvx+lAcafLGSJq/W8dsb\nl/+E7U+FROj+rWTU/JianlY4OA1k0byemHKyMdKU/TmJDK0QS+jzUPxaDCQ3MwNZY4FlKXmf912j\nAN8GQWQ9eEH082c0at6Y3//8ncjXydSrUQtkUTKX8edzRKHGEgKQ1FriDi7jqrE91qo4IiMjqdm+\nG28v7CY++8N9tv4Nsbl+n2iDHmsrDS/C3mDmKalvPaki32LNuWFc/ToEZAhecIHxl0ax/DEo5VyC\nB/elskqLhAaFQktqzAaG9L3IzE1L8LEvqr+y0cinx7/EG2g2aBw55+4QZQ5lp9yOw4uagoUrQyd/\nShUbmxJRjZ37cH64/wM15GgiIyOo2bAn+txs0FmiMycREx1GtM80ZHkH9UThVmpK6pYSRxlNpqJc\n5dIsPn8yk8md7YEAluxtjzl/97BUSjxoBtqvvFASr4RAmM34h/Ti48a1sLW1pUPDToS+jAas0Sol\ntDqLMvprgjE3l86z5jPQyQEHDy/qWXvxLDWrWJ7UKi+voLN4H9tO2fMZFYB2QyeRdv4u8fpbTNtf\n0j6mnqFYjsgKlUqFVUHMJeW/XylY8hwNA/4TT0xDnN7BYeeJNK2oZMSPSVwZWylfeiBhxtbnE47f\n2oOnIYao6Giq1++GXp/7fyvW/+Ol+l8+pFRrefjjBtb9JWMymzAJf+7cm0oVcri/exeHnp3lj2uO\n1KseTZZwea+oxuy8gxwVssCMjEqh4HVMBE613bHI1y9FeU+8n4CaVC7MX8HB8Afk5njgYv4djao3\nWZI/320JYdWGDWw7s5VKnb7h84WjCXLVFNVQ2UyGezNO7PiNVUuXsebK99Tq9DXTl3xCA/v8BxIS\nZsI4PHsFB+/GUaFKRTKevEBbX1m07ZFrd07tuMfqBQtYfuMc9Tst47Ml48jJiCOrgn2+ECWsHVxI\nNb1FFiq06ro42APkYiQQV5e8RlNmAWazkQx1DI9PHODb3ywQAhTKYJpXMqFp2JWGJ/7gZq4NAeN9\nyRl+jZ8D69Khny1mM5hNJgz5GGQyG1AoVGhKk5W69z91Bip1PsJjQsnKFOxeHZPfrE9B5aCOKBtU\nY0LM51yNaIp9cH16HHjM9QwfrO3bUb4YLilUav78YR3rbxkxmU0IVXNuXp2IKzBiXW+WL9xBfE0N\nb0Jq00xSkV48OW4yY8jvwGA0GZBUKngdzpNmPri8b4TkQqWGKmJj32KjUGDIMgNKMBsRCglliZ0c\nljiUq4BWA+Sa0VhWx9o6b05kSYUqKYFHvs64vf9+O3yCLLn88iWuOiMVrfNfUq2ikrU9un9hJxmZ\nWZjLv+XW5i280OQtJqiqjKSVayrgVIphKeHFK14GdKNc/hzJRjesvHJIz8hECIF3BU1+AvmDrmfF\nxKBq7Il7wS+cK9GYJ8hAxLlDfHftML+ctSSwYTbRScYS23BNppccmreSA7cS8apZgcT7r9C2VhYJ\nYCRFBtdXbeBwxA0iXrlRzfEBEPh+y5MhKxuwB9mMkEAJ5MbdZc+6dRz+JRffho48+CuGJh8p3huW\nARXDv+7Dl59vJ6FheaICvWiqUKLqO4exkatY1LkWD2rOYW6/Dowc4pmXP9Io6TdzLLFbf2Ly/B7E\ntVzJwvE96NqsKpr/UzRUKiH0FQ+DAvNmRwHgRvk6Mk+fPIF67nj8m+8x5iDXn8WROZ+xaUh7bpn9\n+LhjH4YNr4PsEMudnduJ0KkQApSVBtLSLY2anT+nx9ebmNvhE57XX8CXgzvQt3cjrAtYdXw8D+q5\nFtLPcvgEqzkWHoVSqcSYnZOvMDKyJFAUi2RCI0Kxb/ARtgU9Z118qCULVORy9auVHI68TWxkBSrb\n/olS0bQEkXpz9ywHTu7ip1MqGgQreBSZQt/i7eGazmPb2Jls7B/EbcsuTOjSlTHTe6Mo1O7HLAu8\n3d3+UYQx2Qm4udqXsON/c8mFxjBmZGJ2LmmDLV3TCGgzjTZrdjK73UheNVrMguEd6d01AMv3kQwl\nsor6rGzAEswmhEJCAWSEXWP3zm85etaMf5AN157EMUDxdz3rTUAgFd0A9OTK/lSpmCdEWShQKCXI\nuMe2ZWs4fCmLmg3K8/xOFDXzbVJvMGBSOWKlM2IAFNk5GEvTK/d0wOJfy60sWbVyTcUol702L0kS\n8e/eIsqwD6VCQURkFHi84/jSNWA0I4SEdfeF1LBMJkqS0Bc0TDWbQKkou9edkDCZ/x6v9AUtB416\nJJUtqYmJmH2dqfg+gnMiUKks0f81NjWct88usP2bu/k9+BX4N62BWvWG47NXcODJa2wdPFC/e4hO\n2YoMu+6c236X1XNms/judZp0WsCnS8bi59sJddp6ws3ZvDqyH8+hi7HMe/SSWpWWyrMqtpTXm8nb\nu2+DV0M7jr0OB3w+dP1MiKF8ZZd8jJPROVXEPUeC0FAeBjUoglfOvmYSkwxQSZPfDqtotKBPiMdc\nyQHbgoDP0Q2F9CJ/YVrg6eaad3tmJqFuWnqYCz5qSaV69oRFhqGooizcOLNIM02Nyh/7fKARxorY\neueQmmYEF/V7/Zdlf3zew4ADPg0tuRr2jppde5Gw9Rcipfb8fuMSNSavQkvxtbX/dkCgEHY4Ozmj\nUoLBCJY2PlhY5D2rkFQkJiSiqxzHLyvWcdWcFwRq28wkyCELsCogNbSa8Cnhm/Yzo81gIoKXsWh8\nP1okvQWPWE4uXYOUr9dW3Zbga51LgllQpVLFYthkJskUSejlH9j0whpJgKSoQpNADaq2X7D8z3l8\n3cuXu67jmNqtPUMndsEZkb8l3kjouWMcLMOfm/SGvAMOFWCWTahVKsLCQynXsAd2Bbbh6oOvLBfV\n/cTEUrnPb+ExKF2LInCpY7wOB9sEDi5fC6a8Pzp2/AR3bTb3ZYFPBYsSnCU7NhZlw0pUeL9KU4Em\n/IEMRF8+xt5L+zl/WkfDxgbC32WV4Cxm8U+8XUJSZHFr3UYOh1/l1WNXaro9Aep84CzZOe8X//M4\ni4Qh+R57VpWOu3mcRWLwV32ZOXkHCSHVeF3DibmW1phz/iUmCqgyaBaD4tYzv2MtHtf9gi8+ak+/\nAcHYlup3NHQc34dxQw4TP3koj7Ji6VvNA3iKTl0Xu4J1Q3NFrD1yePr8FWrvd5xZtgaFUUYICYsu\nX1Dbw4khq3uy8sg+hh7ZgK7DeubNGULrquU+jBkWWoL7OPuaSUyE8v/S5oy5eoyAWgjMwoyi+KFe\nEuiz3q+MI1BiMGSTqpNxFYo8CVhYorO0Adn0H2VVln/KBzqXjpzY/hery4oH/6f4I4MKpRxcJkky\nCc9+Zf/+LRw/LagfbMntFwnULXyvAAJmcWTO1CI8cey8gXygD4J3D37hwPfbOHFKQYNgDX+FJtH6\nb1/dhCQ1wtWh4P8VqOAnSMhI5cl3B/nu8Zki8bkJE/GqbKraWJUQqRmZ9HQN9tU1pCNhK5mIun6G\nA+f2cuaUmsAgwfM3aSgUCiLeReFYJ29QScg4uXjltX6KeA1uZr7/ai0YzYACmy6f42NhKjUFIQDn\nhq3IWXSbKF7z19lEeo+Acr0HYul7nFu1DfRv0hqEIC7zNdFPz7Al7Ub+wo4NDVo6IZrNZdvYz4tw\n0RHTe+NWRG8kzKZs6rQcxr7fXxJ+7zeqNfsCvfEGCoWCqIgwaBKMW4n8h4bfD3/FgNsxHHNrxMTP\nvqbVyWnYFCOrslnGkF/3YjTqkVTK/AZchWzAaACU5ORmYyiDw5Xz7ogtiwjNzSJ+3y4qjIrCuhCf\n0MfHg7/rByy1L09DSUkupecZmnmbUVmEUNFrI/ffRXBp+XHazD8MEZvQluIHm9knYJIlUCiRI8OJ\nrNME6/dJPzdU5dPJMWYg0YQKTh90ziNA4vGzlygrxXN13Ub+lCSEAHXAZzRzjCNGZOFeziq/e5EC\ndxun/BYqRfmEWhmAo12BTCviUNVAhimF2+u2cyj813+H7ZJEVMpbXGo457W/kMxYOVbARZZQ8o6T\nc5Zz8HkoOisPrJLuo1M1JsOqPad33OLrYnmf+rb5bV4EqJv1oPneW9z43RK/T3xJ7H+Dn7tWo3Vf\nJ2S5FCxRloxoFJKCiNhQ0pOU7Fob/j7vUi24M5aKPH8qCcCzHZPiJnAjbjAK77r0OveauxkSWaqP\nqCyH82cTz0I+3AmfpvAwMgUhwKdChQ/6q1Hy5FQorfo2Jz09GypYlo3RRgOolGRnpJNZTo2bCYQG\nJGs7NFqLEtzcoH/GwQWrOHg9hcp13Ii9E4ZVXyPG6lM5vWIy34zqy/jkcnzUcRij5w+jsrKgZY4g\nOew6+/8hjooND8MyqDkF0ObcrCt1TQllHhAsAW+v/8ieYnhVkJ03GYzkd4rCZDYiKRT/yqtISBhz\ncjEK0AiBLMz5LeT+lokWi02UpKWmo6gYV8I+WjqnQl4W6B/zeMWxRP0PeZ/SeeJLbAO6vZdrcb4l\nZz1i9+LVHLqaRjV/V17fjMC9ruJ9Uv7/Xv8vJtxN+mxaT9vIhubF/pB0h3H7HjN7xUKmLG6AW85J\ndh/8EWV+iqFkYkTGy92D5Ivv0AM6QCRGEaluhCZsN/1Pmjh7chP1vL2wfDSHrW1kZMCj0xS+6QSJ\nkSM4vuRTPt8TwLVZTUo+pxkq95rLll4QHzmOwzOGMW1fK65OrvleWQ2XvmH5i6rs3beC+u72JB0Y\nSY/f5CJ9qWQkavRfwPb+gneRv3Nocn+mHWjHNkdXrN6mkUchBFmp8dgpq6CQkhCYkeW8HHBegFlo\ntUqtQi1Xp+fi1YyvWVTFjekqqtTYwZ7zAaz0rseb3J3cdx/FR9bWpR/EotKiLlVW+euo/+H0YFmW\n8apQhQo1h/Htxh4lgKfLuGi+Pf2STq1bEuS6kns31Vi17VgipWM25tJp9nqWBxYFG4GEfaeVjJjq\nzxeb5tDcvyn/KqMmZPD0osaNxyQAFWVAkcCbu0YaurmS8S+PhJeFXGhF1Vyk2kF2cqL2k0TigEoy\noEgn4nY2VUdVwf4PNfE5+ZXZRjMxWalYICEwIwkFBS1ltVptkZNArK0skFNqMmbHVkJKtnIqUZWC\nWQavylS5F006YCdAqYkjK1KHjbXV+2q94qzYyt0d0+/hJEJeQjXpDXcAC96y4sAV6g/6jO9mtcRb\nd4/bF76mSAtcpUTGxY1siKjNtsMj8HcrR+SOEYx5YUYq7LVifqLvwTj2H1xN/Ro1sX+zgbWHX6Ao\n86AxiaendnJFtOWbM/2p42LB0c8GcbPQKfSyEazbLmPsRF/mb1lEQNUAVDoJDZUY8sUGBo6fzF+v\nH7H+08lU6fx9/oG7oPVqyedftWTSxKFc++0Mazdvoon/atxtFP9naGg2g09lfG9HkAw4y4AinsTH\nEp3m1EQ8/JkYwLnIRJpRSso8mUpKNFoNAhkzalpO2UjLscm8in3C1p6t2FLtFrrcWgzZtJXOuuLW\n5cKYBesYMX4cd5//wdqFc6ja6BeaVsx/J2dn6jyIIw5wkwFFGhG3jHjP8kB+889Hn/t4+pB6IJps\nwBrQJETwXBWATcIx+hxO5ujRtfhXq45dxCrW/hBTDDtSOXjkJIa6I9g1rRPV7N+S/nA6kqJQlQ0C\ngSUdpm+kw7gveBb7lM19OrMtpDNBhfoySoD5PRgKZLOMRp2fiFOpUeQTLHcLR27GpeZja6nWjNkE\n2oIcnlZTzJTyxlBbW5Zpg+DE+EVrGTVhNL8/usWarxdSK/AkAa7/RY8E107s45ldD7b80ovazoI1\naSPI/UdMMpFnClKhnwuEpCT87DZO57Rg3U8fUdfVigvzhnA8/yatzolRO/fyfFR1Rv3UlO/aWEB6\nTUaUolel4kwZ19/JKv25/Hdt6XB2cUV6+LCkfeTPhWcld0ipwrL1C4vRyHeck/+Dk5IoA6/kMp/N\n3tER6Uki8UAlgPQk/jSbS+iVa7lqBPScwaZJAUX/cHc2k244cvLgXOpXdEF5eQI+i0yYgFqDlrBz\nkMzbyDvsH9uDaYc6cnG0L8NrJXPip4M8PdmcebtLLpK+v+zsqB6WTqJWlW9LmUT9kYZ3X58it3k4\nuZMYkYgR0KJAn/yGtzoBPj4l8eqJAgeHspcftY5OiMg3vE8nJ71DFuYiPCDPsVjh89ZAqkrKf7Yc\n3jxMwTvYB7PJiFKhyq/mU6LWqN+Tc4PpAakZgB2otPGkh6mxtSvc5VGJQvGAiA8TQsTtbLwnuIJL\nK8ZX+JIdJ08Rfrs5C3erCoPM/9o4EVmWP/QLLcwDEDg72ZP1xo/Pv/mWqsU+V2A/AglrtwA+XRzA\n2AkjufXXb6z9ZhnBI50hwY0l65fiWJTJcVIWmM3vSWCedBQKyqmr0XbyEha2Lrk81WPWRrp/MovH\nMU/ZOHgwR4LeMrG+Mu/1syJZceAKDf/OnxdL+Hh7eZO2OYrMfG6gjY/gqaJyUd13ciyV+3hPqog5\n6+99i2yW8fb0RKsNYu2GCRTdy5OLyKc1xefP0s0N492HJOQt00PyW+4g0JHENwcv4NF1It/NbIOP\n1TOe/LoYRWGeqJIwXP4H3i4Bb8/x0f4Ytu9dSf2avjjGbWXtwXsoyqLFir/H3QLOYtFyIeP1NVi0\ndTnVKwRiYQVyzr/EREmgtfbh4y/XM/STCfwZep+1s6bh2fgmbb1Kn0hNvdFM0dXk6/2VyU4Lzl+c\nlcg1PiY9C7DJ44mZERqqV/XG+EbN/PWrSyQK8RrKyiZDSZ06iLM7VrFwhyutV/QrRBLKwBLHvz9O\n9v/00ml02GRBnCTjDZCdRU5ORt6U/EdZ/S0GIFG191y29C4jHvwf4o8AN5vSD1c06bnwwyFiXPqx\n7VJ3ajrlMj92DILinElTgieubtaDgWpFfi4ji5NHj5LsOZgdV7pSwzEFQid9yEyXXjmCEHeJS4G8\nFYIEYu8JOpjCGffdI6Z/VTQ+16DC2WRBbGZ2CaxVSRaM/nYH+i8bMuZIcw73V7Hj8Glsm41hz/QO\nVLENJ/r3eUgIPMpXIDEuBaiEQEFCQiTCDTw9KoG+MqvWf45VGfhaoojU3p9Rui2cu+tKpHUXvFQA\nPelUy50Np+bTa7ALIOFsU40mA+eweZhviaR9CS7apBvzg4t2GxZGPY5tR+E9ZglLLaozalV5DHfz\n/IWHhzfcec07wLMwn9Hn0ujjFQyoDEzcSvWQdsw6PYxvu5f7n63EUqdDKoPDgT2D/IycO/0dT440\nY84ubRE+oXV2Rjy4RwLk2XxaAn8IGR0qLOXq9FxQMs8AubSp48q5Izt4fq8Lc7qrIdSuDD+YxUmT\nAFlGUcmLSk9iyQKsBQgpDlOCNTq1NYI7vE0ueIgEYu4aaTy/MqfjajF582YaFBF8Jt/ssCAuI89H\nSMu4j60AACAASURBVCbBu8xkbEtwVQVG8z2SM/LyjwplPCmvtFRKvE2/A9Fs2/PvsF0I8CjnQmJ0\nMiZAI1Rkp7wl3t4Cxb1NjL1iw6nvt1O/khuq65Nxn5LH76qXyPu05conld8rqkbpSy3/Dez+tSnL\nFgQQZd7FI7sRdHIoh/wv514WMh5uVfAOGM2mjR1LWX4qMIqK9JiYwLcnb1PbJoTmlQ7x8GwO9JsM\nznep9/sT4gBbGVAkE3ETKlWyR9wXHzgdYMrNotncDSxx2siwNSvpvHHBPyYCra2t0SUbiFOBDUBG\nGgZ9TglunnThW3a+8+ebo8Oo52bL4w3D+DItT5ZNJmygyagMXsc+ZHuvFixu0Js93awLVjnLjqMK\nQZK7lzfZtyNIh7zk8LswHijsUSJKjQdVpLPj8GksiuGVQsH/ix7t3xaCQDk7a/TxpdhHGdj4r+K4\nf5P3KcLhzHh7VSF9WySpBXItWkFL7PnNHE5txOoTQ/BztebWV0P51ijzf6//dv3PGSq5tAy62UT2\noySU/n64yVGsHLOQFONNniXkFY+WUDhjLg4Dv8QnYjE//pmC4ALjP96FykYH+lwyn2Vg6+2FZdol\nOjRbi6XmFVnRv1PHsQ+nTEacypcnNtKRDs2qlYRZhRKH6HO4aftxESjvbMurUA+6t/Ypcq/IyCYn\nWY27uz1EbKPx4F0Y9e/INn8oj1BEHsBOMYCrSLg6W/DkZWV6tfHCLbA+P59azavYdLJSE1m/7Tht\nh7RGUv59pltY6xgx1IvZ3afy3GiAxEd81CCQudcSUVvakPrkPn9VcKQOdbBxe8m7uFhsLRUlSVYB\nEJUmK/Vz3gBKpYRs+ndHCBfMR+W7k1l9OYxco5m7K7rhP2I7KUC9AF8ObP2WSjVa0riF4OCeHdSs\n7VLqu5pNpa0JCsCL/kO92LbnBwICaqGSCv4mv6/cL/J9AjAbMZXryyeNvqbX1/dBAb9Oa8TBDvsZ\nXkGPySxKrZL4p9+8/70Q6J2qMb7DzzQcdQoU8HLvBBZ7zWd5F0u69vNl5dLN5OTqCb27k4M//w5K\ngUpdk1zb1zx5lYhJDufbld+hK2gfIcBUoTpLBybQuu4XvAWIOkct5/psDKcUIBVg1oPvIHzVS1h3\nLgokODC8AwkDllJHY6aMA+7BdwLftdlF0KybwDtW9VpBtkJCgZncl8lQszae6lROLJ3HraiLPH2e\npxcIMwYzkJZFToaOCm7lkEO/peXoPeRkJ5BbePHSaCDrYQq6mjWxz77PmM7LUSruE2ZSoihji785\nPh291hnP8hYk3VzA2HWHiIvLKHZXJQaPrs7mDbuoFeSPBni1eRBBIw+Q5lgFX+1LYlKbU8PBGiEE\nCoORLUN6MfOnhyica+Gsj8fBKRAbKwVmkx6TXPb53JKU9856UxmOwmwAj8H09FnG5L0vQQGnRjXg\nevdNtAppwRSrfey6BLw4ge/Hi8k2yFjZVSc88wFv3qWTnfWA/dtOorEqh/r6VLROMwizcKCq3Rtu\nPG1Om96BzBqQQ7cGnxMD8OYKgRXrs+al4I9l/en6xWlynGtQTRlGujkYT/d8+igAqyAmtf+RwHHn\nQQHPto1gWY1lLG0myDGIv1d1AereKxigXMjqc2+BWwxt/w0qOwswGMh8mIJFterYZf7B0PYrUase\n8toMSpUC2WQEk4zhdQpmj6p4WRn4fddc9t08w8tXpiItF6QLn+BQbSHR1i7UtHnN769a0rK+DlmA\nMBs/PNj7ANWW2o3c2f7DCcDEg59PEJP4DpCo1aEumVevkaaHSwua0P+714ASSSFhMukBNwLa2rHx\nwEXAxIUtuzEXXtYtGMMpgKWDSrHBMPh1Xj8GrLqIwakWlaUIDMog3MsXpuwSCkUBfpaNH6bYNIz2\nFfGyVxFxbi5fHjxGZHROfnWxwGj6D1UA+ZhuTshAr3DAw9WKjD+XMnjpfhIT0vIDdpkMA0xZ/gkH\nurfnrOTLoqG5JfXqhblUwiaQUCgUmE3GouOWJatwsFAWl0Dh1Uoz5hpt+My6uH3kYSvGHIzNF7G6\nzmLafnaWbICLk1E49uEJtmVXhkgSQjZhKG6vZeCVHqmk7xAyRus2bO15gwajTgHpHJq5mlhjZtEU\noAD/IYN5vG4SZ14nYspKZfuoVvT+9k/IzCEryohzRReU8Ueo33oTStU7lC8PYikN5AYK3JxUPHhe\ng95tPQA1HQeEsGXwaG5P+gx/CppaUYpe1eDjDn/RfMhhkCDi5EIW2oxlVbdCryLAa9CnmG5/xa2X\nGeTmnmDm54dQakFUGlICr2703EIXj7IiT6Bqf3aUX0OH9aFAEntX/oAec8mUtsaDfu2j6DxmH0iC\nN5e3sjCnA1/116G2qcbThD+IT8okI+0vvt97FrU6L2xLSH3KulWnyQIOD2lJWN+vaVqEJkjobFV8\n3Wgsj4GwAl/bFsCSAWNDWNZzIOGfjKdqCdkV8AsD5hJYn6fXf2+vJRdZDfV7srfbCeq03px3SNzj\nb1BJjTieKn04XNts4OiUPny85Rpmp1p4yVEoVP7YdV7MhgbLaT7uxzy9vjoNyborf6LO5zbFZaqi\n69Agto/9lD/TsyA1gmntmjDxzFv0J0bi1WwtcXYVqWP1iodRLWhUV/nhXeSy/LkonV8bslB2W8VY\nm4UsPBkD3GVIy3Uo7XRIhfXBIrB07tMaco18sEGp7DHGKWYwZvMdcoDUw0NwDpzJW3SlL5MIoMZI\n9nc4SKNpV4EENgxcQSYCCZncVymIqjXx1GZwfvVcfnn5M8+eC5TKfJ5oBv6Jt+dzlsyHyWhq++KY\n+4RPey4D/iI0V0KpKAkVAPLf4m7Bje4MH1+HjUvX49OyCR82jMsYjOLvMdEkcX/1R7SZ8gOZztWo\nqXlFQnYzKlcq+kAKqTBvt2fUZ01ZNWQMDOj7Pnn/Nu4eGzb9QjZ5PDG+z5dUbzOZnS2/JaD/IbIA\nfp+PpArh1rsIetXuyd53KZRz9iE3XkEj/9qFfDLgObhULOnkyPu2RiU4vaRAmE2lJ52LlduUGUtS\nkan1Y5my6jKIHO5cPMKj2CQkpYonpcnKQ4Fs0mM0i3+oQZQxGM15zyZJKGKO4aL5+3jwv8Uf+xjp\nAWYhIcyGkrwgJg2jsydedhIvTsxh5Y8neB2RW5QzXfusBE9s39QSsyzyOJNJxhiVitndBy8bMw8P\nzmXzxZ94FW5AUuRVhpbkFxIm0lj58RaSgIuTGnCyy1561c0m/UFp8bkFLZvb8ujcM/R6E7s/b82C\nCwmAhBCCLCMMnzeWHwd05Vi0DiJSkH2q42mRzdVNczlx/xzPnuZQuc84tBe+5K9oE/rcE2zc8hda\npQFaL2e++zz6LPmVHMB0ahSWPiN5apKQZGMp8ygAB4JbP2H7pL04Du2cX9SlolYdN+7GJFDb0x0k\niaChvbi6aDKXY1MxZyawemBzBu15VjoXDVSXEkCbUFgE4Cif4ViSmvo2eS1wMRow1x/M+Nyv+f4R\nGC7NQ/vxAUCVt0yiVOQVIjvU49ie+RzpOZpL+dWlfxdqlvVnMz58Mbh0Dgca2vRszd7R47k6aSqB\nhX2iALz7sLPbzwSMOw+ksmfi1yTKuYAtw8vIM4CODgMHc3fjUi6OHU8rgCqDS/WDP2ZZoVUIMBtQ\n1euHbcpSDt18i1mCPROHoB44nQoIBJks/2g98cDVaY042P47hoY0Zm2fBwQGLicRIOwILpYB7Iqz\npt+wILav/Yb0TD2Rj/ew88Q1JFXJA9FTs8NZs+AHMoDjw4O43+cbAj2zyHjwH7BdNlFj0FjeXVrB\nw4gsMtO/54tFx1BaaiA7h6xwA46V3FAlHqdRs42o1W+Qwk5QrkTex7vIlyvVluijQrllo6a25Iuz\n92siIsKwt1GWjiWlYI0w6nEbOItyFyez+VYkeoORXxd0ImjSATJkqcjH6zVvxI6Z0ynftBtNm+rY\nvnEt/gFuYNGBz1ptp9msG6CAP5a2Y13wFmbVBb1RlJK/M2Pv1w3PsPN8cTGWImIvxRxNKl8W17zF\nwGW/A5lcPPo9ERkZJfy7SM0kJ9eaim62GJ+vo+On35GRk4vFnS+RNON5prXB2z6J64+D6NrSukhM\nWHYcVei52i5nvtdiJuwNBx4yJnAVSlstZpzLiAdl9GEl8er5CzNKRdn+Q5IkTCbTf1zSLTWEwWQy\nlun5jLpgNvZ/WNI+3kr/mGwXZQwq8V95oh5lt5H0ebOe32IhaW8PlBMvQcFRqBKI5ExyzXZUcrUm\n59Eqes3ZR2pKCvL/USHM//+u/6HCXUeVlm1xdixluaZ8ay7v+5FuTYL5wujMuG1b2aNYQG4COHj7\n4W+Tv99IZUHtRv54WKlQWflzYN9XfDK2OavSmzD92Le8SFVjqjWbv1Y3ZaBffUz6xuxLfcDNrnOI\nt2vEbwfd6dwkmAVmEw1GrWRzsCP5nCr/cqZOi9oIr47cO3SQrvUbMlM20HzGHqbW1n64Vwh0Pbax\n6JofHevvRsj9+VHc5PTU25gM5O3GFwI8B/H00I9082+ILOtpveQok6oqgAH88sVbhvcLIcVsSftp\nvzGpsSMkVKJxiD92EoAdvh0b4azICyZrtuuI1hoq9VjDzXdjGB7cFIPJkm6zd7KgmRNgomWvMcxI\nqQdArVZ9aOvSCTsdmI1u+DcLwCbfDmy969HAzroMWc0lLRk6fzqbdZM/5pOKB9jc1/v9OouDlx/+\n5Uqfj31nNjNhXF+aZygpX20gF/aPxh4wdRvP1z8dw80OnDv64xYznBaeFNsrr6NGmw5l7IbJS7nX\n7DqYkONPqVHFDhDYuzWlrecmei07xvOvK+DfohEFBXFWHn40MpXHiI7JV9OQ+jbGz09CEbCV1BP9\ngDQ8g0JQOOc/gM6VkPZ+JVbpLF1qUL+uC2oJFEoXfINr5VdbOODXvhUOJmi2+RXnJgXhW28+VOrG\nq9sLcBACh25LuJ0wkZAWzajoEcLQzydRSadAZRPA1nWfMX50CKsIZM6BMyQ9t0Jgi2/HRtgbIXDO\nL1zXd6JT/UDMJgc+PX+JsT4FJ8sXLCDq8PMPxslKQggvNl44y9QBXWgwF5w6XefSl40BPZ6NOmJr\nV1ykAiFrGHImA2moP9VqV2DO3Gl02K9ATUW+3dSSvsM6sy1bR5vR8zg++yCvUwW29VoS4ryTLouO\n8/TrnUy76UeH+ltAGsRp46+c+eI5ZmN+cZ4Q4D2Cx3tP0r1eA0zGaqy8dZGAfp+SGQ8V6gVTt0J+\nkx21A0Eh/jgjaDDhK+pN7E7rhvOwdhzLz0/2cPFXIzKO1GldYB9Qo9tgWuy8iV9NexAC7xGb6Hev\nOW0D1qHSWbP4+hUqEkv1to2pYKOmzZLxjJ4wguZLlDhUaciG3QOxUcClZS151vYqExsVqu6U7PBv\nXQdHwK1OZ4IYRcjyYB4ubldEL6v5h1DOQQnYsfD2SxZ07Uj9taBrdp5X37QHAfOjrzG6QT18TZWZ\nvWsjOo0CS58u7Jv0lMl9WpCtC+KTXQdQWpqRm67hl6kN6OUXCLKecc8e0k4JTDnJzawedAsIxGwq\nx6gjZ5lUTcI4YSUBE7vTuuEitLblWXHqNJUUBXoiEEJF973RnPikIb71ZoNXX2JuzsYWA/ZV6uMn\n5TfiU1nhF+xPhcJ9ryWBEJ58c+EsUwe0oc7MQJac28bF323IqdCPJ7uP0suvASZjLdY/ukaTbp+S\n/g66D52M+7gp9KywnxPrRjBkzCCaJimp3WomZ7a7cD9LFMX/9pvZ19+frvVOgzAx5cU9ggDzx9Nw\nmjiejyruZXW1+tQx2uav4CsJnn+S/d174xewlVa9+jNlSDWcAO+2sxly9zO6Na2HrccMji3Iw66P\n5nzOzpUj2e+zl8GHHxLTuAs169oyZuFEZnRIwBJQeNSljrJgDAVBc3/huqGYDVYGw2eLuDBhAK0a\na7BwrMTXP/yAWyGZg5peM+ex6fOhLKyxlaCgVhhc8hmLrjwt29bDEQUtZ87i14kf02qHgvKVJ3Hh\n8kquvTEiSb706unPmOWrabt1Bk7W+aCmLE+jDk3I+yoLqrduhIs2rzbBo1ELDM6Cqh1W0+qTdrRp\nsAidzSh+fn2ECycMyLjj1z4EVxVQfQqPN59m6Te32D+zFL2qriziFxVqV3ybVEOJxIC5s9m2dATb\nKu9mTGPnfB0pQ1Y+guxoJ4L9/dCpFCgowCtFnq9tVQel2Y4vS9iHhM7Wg1p1zchmC6beSIK+LQgO\nmAdSAHeTjlGbZB43bYNFwVZknTttOtTFDqgc3J/6RybSbJUff8xt+l7P7PptZ9pN/2J49QoDNtTp\n0AGPgjI6h5q0D8lL+rXf+orzk4KoUXcNI4Z3oWtnVVEXJQkca/Tj/La3fDykIwsMKnzbT2PfhAAg\ngKMj6tO93mlMhs4cE485N2wncZUH8nz/EbrXC0TIejpuPMMnXnk7udSBTWkiudJmZMNi1e1F9Wqe\n5yGWLL/NrzNDqOO/Clxbcf3KGtyFQBS0g5EENm6tObn+DaNGNWWWIZjRe9aSVs4CEw5l4FWhzxev\n9BRKeu1/wZugEGrtcWDSR0FI0RXxAVIr1KaOvcN722k44xS3F3XDL2A7ONTn0E9bqSJJUKsvB0c8\nZ2L35pismzJy226sHPN8gKvWhpz4C7Tyn4V121+5vbxFsedR4eY3knN7/VhUoyaPq/bn1e0FOObf\nY9GqI83Zx8cDapW5M+D72X4kdPuLyc0sCslVS785c9k6fxibfNdSo1Uj1BZgU7EWfpJrXp25zp3a\nDSGviNAJvzZNsc6B5vvfcWhcQ5rV34Fs8ORk8u90KVfITys1dJ81l1sTP6bVLjVWrlVZe3g5tsCk\n39KQBgQTHLAQWa7H/8PeecfXeLd//H2fk71IgqD2pvYualNqRHaC2HsUpWhLqdFSLW1tRe2tNYqq\nUqu1qdkgEmInsvdZ1++PHJFxTnLSp0+fPr8n1+vVkfvc43utzzXu7/d7n03aTyN0nHm9NbVLvBy7\n0c9twKPtFE7OnszAzu1I0dnSbshnfN2tFLCGT07Xo2vDLSjA1JsXaGJlHAMCztVZtqwtgbniOdi7\nVaZBQ8FGBSgqXnu9AdqSjhikNAt/Oc1k3868Pq0R8w6vxOGYB9bZYoOat1eayn3ALYsPngyqToOG\nWpPP+PzMRab6B/HmWjW2zh05c+EzSqGhTNMuWBc1lbNYE/h9HKpBDaj2ugfvTR5FFzsVdhTns6/f\nJnBMLzYk2tKy9wfsmVOcO/GCQw1jnvjxNkK+tCBvL9ebqxv30LNBE7Taisw6+gOvD3yXpEioWKcZ\n9V4ChXURmrVpgIeip+awL2g3xhTulqROp0a4GhsTVXsF8+aiAzSt5w4I9s4N6NbYjkGfrCNkZR3z\nmGgFtUd8SccxnenYeB7WDq588vNPVFJnjTtWdBv3PovHvcrb3bv784b6Fl6dymaKsYxTUZJDdtO2\n4bu4vX2aox+9AQYYdDgRpV9TWjRcgEFXk+Opx3jDGr5d/QZ+vm+xJE2o2m0EK/xefxUfFEGkmGks\nAVyqtadzmluu+VoNuw6k5g+Tab2wPHva1KHB669lbIeisqFKwwYornaglKBO69rYY0P1rLWBYwW6\ndlFjD9Qat40pwd40bDqXFvWaUd67K1VFT01TslLBpUUd2FLzAF+8nSUhVuyo0vR1StupsXV6qY/1\n/LF8CGoEyvjy+7a99DRXD5JRGxSs/oC3Rk7mq7FDGfDaJtb1rmLMwxwImjaO82OG02aRijK1x3N4\n32v8lpYjZ3pzkck8UfxGU27UVLquXsehz0YzeMhAWs9SUbnZJA5tLcmFVD1qh7r0bF2CUZ+s4vqK\nUdhZq7IV9o1qP6dL3RpIs81EbvUC4OjGHbnq89RIaDRqEZ3HjKDNmx9TuckM1rxVHIilbtfOlLUB\nSg3m5tpdTFxzjfWLgxg6zI+W8dY06vE++xcV52aiYOPRgXmjbjKsVyPirFrhvWgsMa6OGHBj5sVw\nPvZ8m1aNrVDZtORC2GJqAdeXdmd56S0s8yqWq05sGPwpLsdX0LG2Ey9XSNfymUDPlESKOWdsu+JR\nfwBHFj9jkF8npmisaej1AWsH1ARy56JtbAyIqDJXZXnUqE1VD0dQW9Gu91zmpjbD1hrsilWhTp3i\npFONpbEH8Wtek/q05vjFGYA+W+0sAur6o/nx8+NMavcl0z6pS80nroCO+p3aUsJYFqk96tCmWVlU\n2FGzc1fsXpqtcyW6dHXCDqj27h5+SzWRwwFWDZvSXF2a5kNbZI+JRvzuaawNatRxZvhwf95OUOMM\nVPZbyG/RufsMAqgqN2SApy8Dhnc1xnsrfDY/Q5UzDjqm8lu12lT1sEWxqcS6HSsYPagrq+IVyvue\nY9fo2sB1FKB1iyS61a2BrrHRPwzQ4Ysr/PxeWzo03IVB68EX18/St6RAyan8+mQS3Tq2wt2jLQM+\nmkh5h9wr89zU9qRrfqVD/enYtf+ZawvbAHB14w7LsV2t4FixOwc+fcSg4JbEGloxeNVnGIoIhpYL\nODiuMd716qPTvMUOucVPQV/zvJwXt7ZtpUeOvk+2XpOVLc29R/BBWD0UoHbHXrSx9cbdAVTpprDE\nA3CidpfmFFfAsV49VG5WWBV9g23ff8qIsd58m6zmtboD2L+6D85ZpncrArQdyqKusVQrCTXaVafo\niWV41gAMNvQ7kIiqX0Pq1DNAzXdIOjYca/QUrdqUOqXtMuc/V2jRHnVxBazLMe/zAfgs3UNUx/rU\nfSMZG+yo1aULRV7uPepShS5dimMDtJx1hHE9u1K3sYYebzai2FuvZ18JIYJHnxUMPteMtxp9icqq\nHwcTD3Pw82ckNp3FxflvEFCvCYo+jQGXruPjkj2/6jF5Kr/mqqMMOepYd2aevcvMHl15faEDw2eP\n4cD2NNIA321Xedi8R7Z60JaiTP/Cl+BxJvCqfDkaNNNh/OwKxao1oF5RF/QUI3BsMJ4L36N7lQU0\nKeuYLYcraQvOr71Og/SSGbFObUf1xg1wc7HL0Q4vRcBwX3w//wCf+oOp3aUrmbcqWoMuHTPaK+1M\n+Uep7D0itZ0LjRs0xsVOMfavamKHLTXeyo0l5vs+5vJEOwy0YcnpGQS8VYPpKj/uXu0AJFK2cQNc\nnQyU7b8Ynwut6dToM6ztBvLj870cWqNBR1HqvNUEN1VhM90SUkSkACsrshpBdoN4uYzS9FuZrMvU\nJHv5Kbm+OZjPDwYTE/Nz3P/luMRAxr4H5s61YKqhWb5y8/9y3K8KS3PyMnNtzuNZZZBNHmL8UymQ\nrDKXR2c73RJ95Hhe1vtaxG/28yK3eTM5YhbfTq6dEUQUk1LPn0cxjl15xV/mnrVZx5VDdiZtxYxO\nJHP/VMtN9JXZmbmnOXWZs7VsfJq6pxl7MgiY2Us6uxTMeUR+PpD7HEw2efJ2wfhd3gy7NYPtH9Uz\nMxhBDEqmTHOfkN1WMseawwayNqDM8WNe/uTmLYf95a3klx+IMe33pnlSsvtpPraUU/7Z72pGyyYx\n0hzO5s1mbtnlxI2c11mCodl1kPVeJv0oy8G8nmEJpudlI5jEFgsijYV4adYnsy5Hz2rzJtVoxstz\nnPyKz4LIKqe4JXdr1CzumssnMI3fWLg1Tg7ZZLsX+duZZbEvbx/JvMf9VbzxrgNHvuuLU84Yl4MX\nk6Eth7QKlCeZbbYbKfoCQ8fvY+zG2dQF4jf3pcbPPjz91sty/zSHexwjyGUwAx6E85ZrfjZvhufr\nM6g3owEXvuuFjRlHuL7lIx6+MYu3K+bv06YjnQWxP09sy8s2cuMI5J/75RcDLFtinMMPzSYp+esk\nr5if/zPyk+9/d86SsteHoLMfsPfTRiacNQsO5YmJBdDziUE0XRvMufXtjDnzYQKKvcuosJu0ccmq\nU0zkq+bt1MzAzcbdrGOz2D7yw+fUZyybu5Ry78ymewkgdAvN3/+DfZtnUsJGXfBcz5w3FRgfLKk/\ncuYkL2ssS2JmwXImi/ILAK4wSGlKs/tahpc3P9Y8fTFXzZH/mJ4c+oyvHrVl/tCMl8wLfOphPf4X\nxr/pbuaZmLclU/hEznyCPOpoTMhVMVlOZ09TzP1g6pD5MWTLi7KOJTNlsDxHQVHg8SZaj9Oyf9dA\niuRSfEHjdMaq2dy5jyVx0CR8gXKdoUo9aocaGFc5PzzKGRPzsutT9LH3wz/iGZ7FLbNlc9j+1/ea\nLLUdczaQ3xDyqgFz9mBMyNlUf4R84ow5jE4KZ860NbScN4d2dsD5L6i1UMX5bRNwsqh1mLcvWYqX\nuVDv6Ajcx5bn1q338TAN+uabLRbmMxljI1s+Y7afmfWXPHLG/PzewmGb1lUeOZTFOVyeOb65MVhw\n/n8RiQjR0dFoNBrs7OxQGffkyarXfFchGM9VqVSkpaUVdIZ7VoHmFq75h2dfTp3trzyWk5smVf73\nz1yyl9+5efOaN19mjCvHR8pMy8ucYeY4nvUPRbHsvDxk9cpIKKA+co5XVUB+jedpL9OvWkf2VZ1B\n2E+1McaIHNorAI9KzrErpn9TlPxtxYxOFBSzJmNO7K/MTjE3bPNWly+fpu5pxp7yAF3FIo9QCuTb\nFu839vI07TWG1u3IFo/JPDheLwOgTIpbySbT/Owzcxw5bECxAKsUC+ws3+MmlZxXMLIEX/K3JZN7\nYeanZUVVAJwt2PPz4llRLMVQ88fMXWvJMyzBdItsRLHMxwqKl/mbSo7zVQXwckVlhp+CyCon+6Z1\nZrmNm4gXFo4hP9lY6r+Wxb68fUTBwO8bhtFkVDj7bu/J9nEzs36q5G87BcqT8msgujfhgzbzqaSy\nxUalwa37DC6u654tfy6wf2aSnvSkZFKN39C2LH4ZfzGkcHBuIN2W2HM+fDo2ZuMB1PCaQg277CWO\nOZ/+07FfKRheWIYj5q/5s3hkImOxIEnJXyd5xfz8n5GffP9LcxbdH7zTtCMr7cYQ8Vsj0zmLichd\nyQAAIABJREFUxZhogZ71z/iqz9uMv9KG0NvtsuTMetKTjX7mkkOniuV2mq8N5oHDFttHfvhsX5LA\n9s68XsuRuCQddtXbsW3HLkpYq000lS3I9cx505/GB8tx1pJC/M/mTJZXsgbS0ZGaailmm3imhZid\nlYo38iRhfnOUUanYWcPA9aEsM9lstwDbTD4/t64sj9mK2XLaspobk7VzHqZheiyqgucoIbtGUz/4\nGltv7aOIyZhY0DitQK6cxNI4aM4QDaQjpKWZeH5Bc8qc+URacoFsuSB51r/Wa+LP9WtUlg4hrxpQ\nlb+c88mhlTwTzxzPdqrIsA5aKhV3QKfR4tjIj4Nb1+CEhVNY8/ElS/Ey15PS00lJ0RonxBVEt5bn\nM7n7Znn0MwtYY5qzZQuHbca+/oI80ZJJCHmNoZBMi6tgM9wLqZD+JOWcdZffLLxCKrSHQiqkQiqk\n/yZYI985o/8A6P1zH2OyhPv8V/H9d8uukApzlr8tZzH7vH/Nz/55Yi3AasNCKgAGZ91C5f9brPnf\nwZxss23/kTEx6wrkv9Lm/n/h3H+3Gf4D/TiPFeyFVEh/hc3/1TPcC3feKaS/h5Tcb9QKwbHQHgrt\noZAKqZD+38BaPn//M6BX+bdxr/wLM17+G2RXSIU5y9+Ws5h93r/mZ/8teFTYqP1XMVj1H7eNQh3+\n6xjwz4+JWVcg/5U29/8L5/4/YvQ/Jh4X9g8K6b+AChvufyEVLhbILodCeRTaTqGP/GdkWyjnf6Zc\n/1N6+V/D5P8FPguq08K4XJgX/d2Y+L9kc/9EHv/J8v87xlaIeYVyLaRCKqRCKqRC+k/TP6ThLojI\nvyl4v7y3xZnEnxxLxtKBhw8fYjAY/hMZUOa45T+sS0VRuHfvXubHg/5dSVkmv2JG5/naVQFtw2KZ\nZzme7Z+M38zJLCJCb+L8v0orOcb7p25eUL5eXafXCY8f6wvwplxM6Fj+Hgz4E5j079JbQUhRIDkp\nidjYWBMfjPp3jiurrPLCHxMyzeI/Fss7099y22L23/8quSrExxtITDSYket/2s/zxzlFUQgNtdz/\n8sXWv2zMf60dGgx6Hj569LfOyPlrsPXPxdlQY5y19Pzw8HDzH6cywcffy9NflAP9A5pRpnKCDB8M\n/bfnRX9XrImPjycxMTEP+8vgOSwsLAvP/y11w5/zx4iIiH9pPAXBkvzz/Ywx3b0b+h+YoWhZTLp7\n9+5f7w9Z5JL1GYX0F+k0U65/k139qRiUd37xn87V/yO9jb+tHvhvkkUhFVIhFdLfQwVuuJsOemaA\nzoKAl0HxbBs6kU2hWjPNFRP3MRuAc557g9nNRnJOk9c4sh6IY1rnLkw7cS8XmGd9tokShLCD0/H7\naDuKSlVA+ZlvEpkPIDnGrcC24V3ps/wMuvz0YmmhKgXXKwhrWisMPlUciGR2lTeZ94fBLP+ZTTrz\nYsmuqyy/xT9aSZdqvbiTlrNi+ZVAVVN+BnYPN2NXAIQyXKVi4nkLA3fO44qWlX27MmzLFbK/YtHh\np4rBuUoi9eomUKduInWqxLPgePYvqL+ShULIjmR85mozXlacSKVL5zTiBPM2mK8ush9XAB7rqPN6\nPI0aJTL3uKX3ynrMwPhyMRStlEjdOgnUqZNA0+ZJ7AoxYBAlz8JvTr1YvrqreqWi/PBDMuR0bEgc\nquKJ7A/P4CJPfzD7fB1BqgT2ppn2Q3Py29g3hS0RFviesXhMfXSGiWO8uRGX/zUWumWuQsfsgAXg\nHuPbVOPYC9ccP96kn0rFx9dNF08mb5UfXmU7OZaN3j6M//4ZoKCYvSaFXSP7MWXHnVeH0g/RRBXI\nb8Clbz5n+aHQ/GVn3Mc29JKW4c3jqVE7gbq1Eijum8rv1wzoFSULE7llVyCcFdCl6hj5dhK/Jyi5\n7Oqf4OcgHPgglW9/N6+rDZ1i6PeLYtb2ct476k4aXeqnEKHNqWstAaoEftaY90KzWJ7tr1/opbJj\n+1MLbTLPWP/yvynMq2PFvFulTes0n7hliZ+bul4BeLCPitUq0aRpIz4/nWqRXf3puGzcyfXUR63w\nWh+Zv59Khq0ubqQw/kIps/LOycfiHy7Tu2NVatasxoT9sXkP3sI4ZF4e5vA7r/vm+C18BSqVH2f5\nF3T8r+ZhwNNV3lTzXEtCjms3dFLo94sbEMfCRu4E7tDknYuae7iI5X5nQQJoSe6VM77qUi8z8u22\n/J7gnMedDaxorjDyTEkghrU+o9n+JC9bz7vJl1uXMSxu3ZWPzyZY4FqmcTVPexTzPmmKQnaMx2fu\noYwG8t+AJaemdafTB4dIz0MDW7vb0OeIi8W4/6d80OQ1afwwdSgT114xU/Mp7OtXCt99VkA6P835\nmNVnIwsg7zzsOnI5dVWjiAB+yHxG1lnZ5u1aCtDIy7/+tBQT88ntCu7SedaZlvpGbmlcYFbHqYQD\n23vkZVeShzyy8mphTZ5yjfZlurI+JsWsEece/g8EOHtxWUzZHkTe+Y7Ppu8kwVDA5m02excLYkLO\n3gF/Tr8mx3OBWR2ncEtfkHgKcIIAVcvsOVwe8fdPUY4VUKZXRJnzK8tjbdZa/tMmgziaUsBr/wEv\n6AupkArpf4MK1nB/uVn83Y309g/E128wa07d5+X+WnE39vFOf3+CgnozZ3dYxr5KSjxHv1jI2rVz\n8fF+jxmzB/PZySgURUFRFK5uH83SM9FUad6Q8s4qQM/lXV/Qz8ebYV9fzphKY8i4/76p3nj7+NBr\n4na0xut5foKxg4MJDAxm9uoTpKOgKFkhtAi1OjbCw1bLiS/Xce7BKab28sLbbyz7Q5NQFFAUPVe/\nnU+/oABGjljKi6KlcLS2QQzXWfPBfEKTMp4Vd2Y98789R5qioD2/AG8vX7y8RnPwsQ7S7rFl5RZC\nj67BZ+kFJD6UM9tWMm7sEHr3nsHkr+Zw+VFaRjKelsDWnRu5G5n6KhgoCgo3+MjPB7/AQAICe7Pr\nPihKKhe37OBMyAk+8vHFx384m849AcngM+zHNQwN8CW471weOJehiJ06x9fdkzn2+Zfs3v0lPbsO\nZkdIChDJ0tGe+Pl60XvuKeP+VwoKIXwc4IvX0JmcfZScMSYFoi/vYFQ/f4J6B7Ng/wOjXu+wZeIS\nvt+1jAF+3vQf+jURwIOfvmJjmIqQNaPZFhKFi1sR7KxUHFkzgZ/upmTwr9Ny8PvVXHjwcnaUgqLE\nsH/aCs7c/4V3PXvi6fUJIYCiaPnj4CrWHsqYyaekPePb+d9wJk6LWmVHCbdUtk/7gKCgQKZ8ehq9\nAmCFo9oZtUGhXOP6lHdSwJDCri9GEuDvR/CQRTw0mr+DvRoe/MK7Pp74BkzjfKpitE24umw0Pv6B\neA/5mN+jNUa+hdt7ljEo0I+B/T/jsctrONuoc7mKCyq+OuXCtetFuHHdhbPbbPlhYQpHt6Qy+jtd\npv2nXUxj2GoNe7foCDucTsAqHS5OCqWKGlg6IpmAoGQ+Xq4lmQw5SZqeL0Ym4e+XxJBFOuOYDOwc\nl8bJPzSM8UzCNyDFyMerZEKXamDJRymEJCk0bGjLqHYqYs+mM7xfEkF9kln6syHzXse+SmXx16l4\n9Ujm5+jse+cVq6Rm4wUXrt8owo0bRfhhrhUzJ6YSmiwowJ0jaQz0SyIoKImxM9J4CpxfnsqOpwq7\nl6Zy5YmgGHS875OEf2ASgUHJ7HuSfayZ/fbEdAavVTF8uIofv9eiARRFuHNMw8mzGub2TsI3MJml\nP+jQGb+6ff9UOoONzx/1fhphxia7k6KgjdDzybp0NBrjh4ie6pi8TpOh620p+Pgk4eOXwg3jGMo3\nt6K8A6AzsGleMoEBSQwYkcYTso9XRAFiWN99JqUn7aKOK8BVPvT1NvpyX75/mP0aRTRc3ruVY9+v\no3fv3gS98zE3rp9n0uiBBA0YybqryShKFNvHjuLgQ6NNPjzIqLHbiVQUeHKEEQP6EBDYj3mbzoFi\n4MC0d/gpLI7ZX60mLlWXRZpqHBVIun6Ysb6e+AfN4qrOeE8esmhIMP6BQQT4B7LqfByKXsPWVR9y\n/mEaigK65FhWrVnA3UgNkMamCZ74+Hjh8+GhjA6BuNHv+9U4rezC6juAYv7li7WDI/Y2WcOONS5q\nR6wA90o1qFLSCYCr2ybh4+ODj99H3MghbwWI/CWNwPEaPLcV4fbNIlz/owihk1RMGZDI1nBBUfRs\nGpXCiUgjn6HpjJuqIVZRUNAzr28SfoFJ+Psnsf6GmLErPSjCnmmpnAjRM+lLDRqd/OP8HBRK1VFT\nsagCCEdWJOPnl0Rg31TCgSfH09l4R+HetymsOGNAwcCiIcn4ByYR4J/EqvOSy/8UlYKHq7D+vRSC\ngpKYvkiLwYgDTrYK1sbzzi9Ixss3Ca/RaTzWg2KMS5dWpNI3KImx49NYsTydY48MOfZYtKaInQPX\nd37LIP+M+BHOS5s0FQcViDrDxOH9CAzqw0dLj5CaGesVFEXPxdVT2PYMDi7/gDP3U1EUOPihL14+\n3nhP3mXMGVI4s3YLZ0NPMs3bB2//kWz/PSoDcLTxbJo3nMAAPwaMWJLDz199tOvUnN708vXFa9wa\nYgFDYiRfTH+HCK0LTRq/z8A3HYxVo6Ao8OziDkb7eRPY+xMOHt7FmkMhiJLE0c8XsnHjfDzfHs6+\nCAOkh7FgeC8C/LwZ+MX5LHE5N5ZoHx1n44+3eLJzCmN3ZpnBKZKLj+cK3P1uLpsfwcVvxnPw3gMO\nz5jI9ttGeb/4jfGjN3BPH8eXRj4aN5qCXB3L/j801K0/hUk93TJ5ElHQJ4Ywb7g3AX7ejFhy1Wif\nT9k29muOX9vPqF6e+AXO4LImh+8qWm4e3MPpy0eZHRiIt99odlx8lrkH550jKxjo50dQUBBjZywk\nIl1BUcLZPPYrDvy0jsE+XvTpv4A7RskoShyb+gbi6TecnT8/wBpnMtprcWyfOY7AoCACA4OY991F\n9PqX/jEWPz9fAvvOIyynjs1homLg4eUjHDtygM8GDcA/sD8Ltpw35puQEHGUST698PH7mEvqUrg7\n22Tau6IYeHB8ORvvqLn37Si+vfYcF3cPiutP85FPzlwUHv20mAF9AgkIHsaGM5E58DRjjBJ5hLE9\nu+M9eRtJvPQ7CFk7Ed+AQHyHTOf8s3RQFCKv7mPH0lWMHTOUoIEj2PLbHdbPG0dgQB+mH4tEURI5\nNOsbzj44wSRPTzy9ZnEdUBQdd4+tY82+Wxm2n/6CrQvXcCbhOXunTeJESDiTvtxKug5Swvcx0tub\nwMBABo6YwNV0uH/gMzZFKFxfPYbdfyRQ9c3GlLU3NrxOrmZwcCCBwYNZfTLSaD+32D59JdvWLCDY\n35ehY1fx+CUmGC7zvo8X/oGBBAYFs+9JhnRtnZ2wt8q+6kgRiLq6jWE+PgQGBjJ0/IfcSsm4T/a8\nXYOi6An77UeOn/yRef2C8Q0Yyuoj4cbxQNrTc0wb7ENggB8TvrlBppLSzjCxV0+8xq3kqU7QJN1m\ny7rvCTu8hICVl1FI+rdgyZNzOxjt701g4BxuO5TB1SHD2on7hXFeXgQEBtJ3wDBOJcCLs2vZeAvu\nrx/JlydfoPCMJSMGZNh1QCDLfn2eA/el4D6oKCjcZU5vf/wCA/EPCGJziBHh7R1xdi7ClXWDWXAq\nOjMWPji2iFnLFrP1SgKPN41m9s+PqFS/LpXcbQG4f2oNg7x60vdTY21ipuY02yhTbCniYs/jh4fY\neDGex5tG8/GPD7N86EzP/d+2sHrXZXQGBUUTx3dLvuHoo1gU4PyGCfj6+uAb8DEhmTgDp+b2xsvX\nD8/RS4nEGJMS7/DJpIEEBQUybuZ24rLVn3lhYgq/LZ/NhovJGXJJ+IPZk9dyS1F4+Ot37F+3hiFD\n+hM0bAI/XrzBwmkjCerTn89+jUVRYtkzZRm/hR1lvGdPPL0+IxQgJoIvVy/meYI2w0Zj7zF/016S\n0/XZsIO0M0zyyvCloL4D+SnKKOMH3zOgdxD+/gP4+ocbGHLJ2I3a7Wvz/PQmNhjt6qvf4lCijmbJ\nRc+gzXZdhu2sHzuJ89FGe7m1lcmzfyJNSWDvSz56euLjP4VTcRjtRMMvM94lIKg3M2fvQetWHFtF\nAQv6DJ7dxnHouRVuxYoSd24347f8lml7cvs7hnx7CXf38tSoUwFH9UM2j/6KH09sZqh3L4KC5/FH\nps4T2dq/N738B7Nu03rGjd1IeLa9ohVe3DvJ4d3f8+XYEQQE9eXj5b+QjIKi3Obbd6dzPT7juZrf\nN/HRV6cxKPf4etxijh1eQa9e3vRZeRHufEu3Ht74f7qDNK0eRYHEuz8xcYAfQUGBTN9618hjYpac\nYRQ/PHGmXru6uKgAow96D/mQE+GJxnhq4MYPXzPA35+goCDGz1nKE01Gfexk65yZw72axBLF2onD\nCQjKwIdFh++CKCRF3c7sZfTtN4fjN29x+cBaBg/oy5AxS4gknZ05Yi2KwsnVw1l/JSFT9pcOLmXv\n9RijH77CwPNfDMTbL4BewxcQlpaRn+YVa5Me/2yMtTM5cfo7vlh3AQNFqNmpKaVs4cpWc/0SM72M\nwmnxhVRIhfR3kBSUnv8sTcoGyuYnjyTm6kFpV91PdsSkSFrUrzLU11OOXAqT+/fDZd7QTjLnxwgR\niZQPaltJlxn75V5kokRu8pOijRdLrIiI3JLR9siSe6myrHV3+exqusTdWSW9O4+W3x/elHdrq2Xy\n0TQREdndp6R0W3hJYqJfyLXlflKk12YReSij2wfKFxduyJO712W6p6dM/+mOGLIN+DcZoLSV46KV\ntd3ri62qtxxOiJYLq4aKR9up8lREnl9cJd37TJKbdyLk6ql5Uomy8unZx2LQ7RNfj4ZyIjLjTo/W\n9JEGvbeLPFwnJV36yaH4aEk8vVjcnQbIr6KXqxvHyxuBH8qdZ8kSd2+vtKjSQL759bpEhEfI8qE9\nZPSmK6ITkYQnv8joAf0kJCbrOCNkeikbGbzjhcREv5Afp9cSe9eJEip62T++q9jztuyOfCrXv/9M\nqr8ZLCFpOkl8dET6+vjLiSsREnr7G2mEq4zZfEm02fiPl8+bqqXuiC1y9+lzSZI4WdLdQyZvD5Fn\nUTFyYmYLqffucRGJlUV13WXQlmdydsM4aT38S0nTGiT+0RHpHxAoJ38Pk/v37shHg7rKlyeei8gJ\n6Y6VdBy1TkLjkmSlN/LGtFNikEhZ2NZO2nzxu4g8kQUNu8rC2wY5Oa2b+M4/Iekikp50TSb5d5Sz\nz7KO87HMrfmaOBYdISeT4+XOxrHi6jFB/hCRozN7it+sU0Z2/pCABl6y5lGiJD35VmrjLu9uOyX3\nIyLka/8mMmjpRRE5KwPV7eSEpMuSVt3ls+taCV05TLqMWSshz19IyBIfqdp1rWjkoUwqaivulabI\npdQUOfhuZSniuU60InJ1WaC0mrhDnj95JKE/r5DXu02TCDFIXOgeCfAbIGevR8jt60ulDsXlvb03\nRJdN5hoZSIwsuW380yCS8Ewj4wYny5NDyYJDktw3/rDdO0YG/GCQa+uSpGlwioRFGSTiXIqUJVbm\nndJKeIhW+rSJk5Vn9SKilw87xsqI1Rp5/sIgS7xjpPOnWhHRybvOMVKiWrJcSjXIwXfjpIhnmqRl\nGZHBYJC7e1KkRLckCQvXy/N76dKsXYKcuKyTeyE66dshTtZc0ouITsbWiJHeizRyL0IvCdmMSScf\nvxkr28KzsqqTDzolyLyzekl5mio+9RLl5+t6eRChl4lNo2XA11pJStfKpPoxMnKHTkS0MtElWsbu\nNUhMjF72jo8Vx1LJkvWWYsjw4LtfxUvd6VqJvJQqbw9MkbgUg4gY5NfliVKUeFkXppM7p9KlVasE\nOfHUIKkxaeJXPUEOXtXLw0d6+aBltPjP0YiIRgYr8XLkgU7eqp0gexMy7nNra5L4fq4Vw8/JUr1Z\nslyKM0j0jkSxKZUskaKXBfXi5YsQg1z9KlF6TU2TO8/0cnVhgtT1TZP4V4MVEZGUA4PEvs9e47Fw\nmequkuG7YyQmOkYOTK4g9sXel7tZedQny94P3hJavCdh9x/Id+81F+oEy283HsjNvROlY+f5Ei/3\nZZSCzLhsvObyDEEZJRHyQAa9ESCLr4XI09uXZcJbvWTe2QcS//iYBDetKEtPRYrekBUFb8kIFVKu\n8Wy5lpoq3w13l+JBO0UkRdZ0rSo+S0Ik6tljObN2iBR39JFfRSebh3fLxKsX99eJd4tguS8GWe/l\nKv2+uSFR0TFy4bOOUrrfvky81ez0l7LDDmYVSw5Kku8njJA5h55kOXZaOlkNknMicuSjMfL+lrui\nPzJJqjebIZfi4iV6x2CxKTVdIrLZh16+9k2Ur37XZ9q2wcjv9Y1JMvz9DJ0PIEYWv/TBE0liXSxZ\nokQvXzaKlcC1eomO1MuJrxLF2TFRLovIeRN2dfKZQaLupotvy3jZekmf+Zx/kp/rxSDr/BJk9mmD\nRG9Pkhb+qXLjhUEerk2UEo1SJEr0srhzjLScrxWD6GVN1zjxWaKTqGd6ObM2SYo7JsjpHJqKupcq\n1YmVD/Zp5UG4TuZ5xcmY9doMnm3j5bSInJkZL2q/VEmI0cvppUlSonOKxIlBbu1KluZvp8idML38\nuiZRrImVRdf0OZ5wUnqAtB+x/lX8+PBXEXlqMg6GyQv5oFuQfHLyijy6FyLzA3vKxO+uZ8NdbWqI\nvF9fkYGb74uIVnYHl5KSI3dLYkKC/DCphrj5bhGRNNkxuK3Y4Sl7o5/L1W0fScXWwyRML3Jx4RDp\nNXWz3HkWJVcXektd3w2v/NyQ8a8j418Xuz4bJCkuRo592llc314iySJyZ/t4Kdp9ojyMiBZNlmsS\nonZKjxodZd+FxxJxYqaUwVl6f3ZCDBIjH9dTS5sp30vo4+eSKJEyv3sF+XTfHXny/IUc+qC5tJ91\nXkQemsSSUNHKgfdaSf3xO+RFkiabZM/n5MNvo8TJE5nbTJFuy0JE5JHMKOsgI382XhC6SmwIlvMi\nci8LH+Fn1kvtLp5y9tqTV7HEkBGrJ3YoJ5M2npNnUbGyqJe19PrymoiEyhgbW3mt7nS5kpoq+8aU\nFlffzZKebXSpcuyzPuJMG9n0MEIizu6TTrV6yq4XKZL0eIP41OshP19/Jg8iHsrEpkj/Ly+JyAUJ\nQCVN/JbI7cQU2RCkkhpjfhIRkSPvVJM3pp2WhPhbstS7oUCgXBSRU/N8peeEXRLx4IFcP7ZOGhWv\nK1sj0yVy6xhp4f+V3HgRKw/XBkqJRgslMtv4YuQbk5goErJnspSgniy9flvuXT4u3d5sIN+FxIlB\nIuTDbrVk+Y/35Xn0XvHEWloP3ZElRoiI4al83dlZWs6/KCJRsrpHHbEiKHcuemG1eA6YLDfvhEvY\njXMyMDBQ9t6NeYWnBhGRqzLeo5gsPv9CvvGvIK0X3xERkZvrhohDt1kS+fSRXN7zudRsN0RC9SLh\n348Rm9e6yk/XHkrIkh6Cxxuy6uhdeX5ujjQo3V/uSJIsbFxR7B0Hyy9JsRK67T0p5jFWronIrwuD\nxHfqQdEbRCTxngxt4SVL70ZK9N294tuykWy9lCAixyW4aGlZdSZWnkXFyZIeSCP/HRInz2V+Syvp\n9PUNEXkos6t2kC/viSTe2iJ12/vK+et35e718+Lbvr5suxkvIoekPXbiO3OXhL+Ik0U9kO4LrojI\nfZnojIzdGycxMbGyd7yHOJb6SB5JqnzT1Ufmnc8madHrDklQ6dqy7eILefwsWuZ1RDqOPyoS8W2u\nvP03Ebm6cay401i+uR0qEb+flMDGneWb21Gi14XKZM8msuF4qDx8/Ew2jG8lg1b/ISJh8kEJe/no\naIzsmtBSWsw5LSJp8tvKodI0eK6EvUiVi4uG/uVYkhp/SUZ4dpC9ZyIk4uEmaY2jBC04LSK/yzA7\nW5l7LF6iYhJkQ2+kbLNlEikJsqK7uzSbc1Z0Eiub/OqK98KrEvn0kZzfPF5KO3WT4zlQOf5JQX0w\nRubXLCJ9NjyV6KjncuyztuLoNFyui8jPM96RD7ffk6TN3uLReqWR/3hZ2NFBllxNl639KknD6cck\nVWJl2+D+MvPQE9Em7ZMBDbrIsbBwmV5fkeA9SSKxx0zUnMl51KirpaXzuxIqabKpT0VpOP2YJKZl\nixRydvVg8Xlnu6TrRCT5kbzb0UsWXI+WtAMTpE67ufJ7bJxEbuknDhVmS6SIHH+vgbSaeVxiop7J\n7e2TpFjXxZIkKbJ6eF8Zv/mY3H8QIbsm9BTfeb9ky7tFQkxiokiKrH67hgRvjs447dlhqV7UTw6J\nyLVvgkVVvY9cuP1Izs/vJJR/S3afCZOIE9OlWc135JG8kBnli4uLxxj5NTlBQtYOFZeS70moPJex\nHXrJsptPRcQgD09/LX0nL5HEbAB8U8bYKTL1x3iJjomXHUNtxa3aAokzXJdutQJkTVi4RN08KUFN\nvWVV6Iscgj0i/d285bwmRVb2cJdmc8+KRN+QAS0Cs+SinvLpb/dzXPer9FGcZMPLJP/QMCla/VNJ\nkCiZUS6Dj99Sk+TojGbi3HVphg9sGyOthq+Sx4/uy9G1o6QIDWSLhX2G0EcvJFF3SAaV6y93b+0Q\nF5ch8jKF/mVKffFaHyuxN5bLyKAVkiJXpS8qqdttofyRnCpbgm2k4tADIpIkazpUlibvn5DEx5dk\npmctAW/5NQdn9898KuWoIvNPX5XwkKvSp01FWXk2WkR+lgCHsrL3ccZ5ybsGSPk2y0UrZ+QtWxup\nNO2I6K5tl+oV3KTk6O2S/OSivNOum3x+NkZ0iZdltHdn2X/unjyIiJCvRraT978PE5HoLDlDtCTL\nTzLA1UeuSposa1ZK+m14LJd2fiDtBs6RhDSRF6GrxLtpkJy8+UTuh4fJ6AZqGbnmuoicloG2neWX\ntOy5+Z532ornzOPy5FGEXNk3X6oVaSUHUrSSELrnVS8j4qncObFYqlfrIntv3ZWnTx80AzqFAAAg\nAElEQVTJ4U/9c8XabS+0Ev5VD2k0aLckG+v7j9+uLLvvZSub5MycjtLig0Py4vkTubPvEynXdZ68\nEJGb35uKtQmil1+kd5lasuLYQ4m6uFBqYittBu8SvdySoTST3WkiB9813y/J3ct4aLpUKaRCKqT/\naTIYDBIVFSWPHz+W6OhoiY2NldjYWImJicn8/7i4uDz/eXlOQkKCREZGyp/Yw11HSrIGa1sbKNuK\nYyE78HO1J2zT51yx96RyRSdsbW3p6vsWIQe2kYyCjaMNbbu8TaXiThTvM5YeDxdx+jlwajlL7T4k\noJIBvahQ1Goe7jlMdKPuVCtTiy+u65jf3hZuL8Nvc3veHVMZfbqOsgO/YGpEHz47YYfoNKitrLEu\nUoqP9+xhVqeqOd5YKiiqjHfSmqR4+v+wkc7ObjTu2Qv7C+HcwMCJtQcp+1ZvqlUtS92mwxkW2BK9\n1mC8VkWWqUqoVAqgJSlZh42NGl3d4bxI/JYWgIObK3YubpR1d0Bv0PNag/p0qPk6ZSu8xpvdavDw\n6BnS9BB98SeS7L0o65pl1pKhLLOepLPazxG9Ftp3CSI1Nh4NCtrkRPzXLse7eElqt21H6YepXBeF\nexuXEVV1EE3rl6VylUF8NPVtNKnaXItUVWo9rb18qFKyBI4nPmTMsQCCvEuBVkONd5bR6fJgTp08\nxZywngwP8qBZ8JecWDEOWyuFOxuWEObWg3JlHLF1cMKzRzPO79+HFoUi9u6M/qg/lYs4MmzoSO4f\nOEcSxXG1U7B3Kw1YGSfnCNU926D79TBx6ZB8ZRf30oOp6ZF9xZomOZmRh5fzpoMLVftOZnjqItac\nBVtbFaosk5hUKlXGxFqD8HrzHozq0YryZcrSa6IfcYcPkMirrUsU47l6vQadXsFG0fPaqF3cOTgQ\na9LRpqUzZs88GtrZ03XICOL3/soDHvDJymQCBzZAQU3Rpr14v8hapn6n4+7W9WgbDKBB7bJUqzGE\nKWM7ok3XmfSU+BdCTJSBZ1EGbq5N47RBjWsXW8bp09nwO5CmZfFhG97ppmDvqGDnolDOTUGnEZr7\n2zGsqRUVKqvpWF3FjUcCYen8EmrLx4OtKeGmMHKnI64rU7lqAINWGLnLgYZ2Cl2H2BC/V0vWzTkU\nRaGoq4LaQaFcORVPTup4o6MdzRqoqVRdxcQBVuxfo0MPOLgptGtvRaWyKpyt8npbB1grvF7cwLUb\nYF/Sjl2/O9GqDNhYQ7sO1sTHCQ42Klxtoai7CrDi83g3vu4BOi106WlDcpSQbXG9okCajqkLYPxI\nK4pXssL2lJYtzzOMRZcGXWfa07+CmqoN1NQGricKdq627AhxpkN5sLKCTm9lPP/lWKWcikE1DWzY\nmTFj7OQx6NBWhUEvpKWDjSKoezmR/sSB4ghidH2DFvQGsFGg8gRnru60xSVziacCpLNzxR5atW2a\n8ShDBT59oWeFtx16ndCpezCp0THk9EydXkevzl0oX64cDbw86V29JlWrlKNC68YUfXiaSNQoarLN\nqEGtAAZSUzWorW2wdi3Pwh+/Z0qzcjh5lMbFzoYS7q6ocuytKQYYu2Uadezs8Bo+hqjdJwnFnkEH\n77BrdGXUoqZe4zbYijVpqGnStRaPjp4h3QDPvtvDi+b9KX9jDv2/92LkwHJIuoZKo5cz+JYP37yc\n0eY7krcPruZiOqCY3nbL3jmWhW+Xw8HBAQcHBxwdWnFEl4oaUBSjn4uGtHQDNooOda/VpD+ZRdms\nS2oThSvOCjXclUzbVozbyLjWUaN+oM+Y/UwW2SmgUkEqKsZdLMrWgQrooXkrK0iFdDN2dS1BKOqh\n4GQPJd0Vk3uW/hP83Mo48dKgFzTaDFsu0t+J5xftKYZCUTuwc1VQUDHoYBF2jVahFqjX2ApbUXJt\nSyB6oX57G0Z2tKJcBRU+Y6x5fEhHmtE/rZP0LN+s4ucddjgXVdFylB1jb6Qx5RBcvG6g94e2VKmo\nooWfPQObqjD1WRMXew/Gzuz3Kn4c/I1ISpqJg0J6mgaVlTU2Tu5M2rqXz71qo84S663sPChqCy7F\nSkP6TyzY1ouflnnj5ORMtwUH6L27N5/dtkVJTyBoy2p6upWgbsfOFLsTy3UR0KWjN2TEiMoTdnN1\nZ/ArP1eAtDMs2tSS45uCcXRxpd3UdQw/MYZpZ6BUCTdUjkUpU9bt1cwxBWL2f09a/9n0aFyasq1n\n8PXomqSl6wEFKzsVbbr1oHLpEjgdmsq0y4H06FwClV5H3dFf8PqvYzj1rIxJLNFjhauzA7ZFS+Lu\naJ1NrvqcfOzoSxGK4GoLjm6lACsUVdaYqqAiI04WdXXN5MOtaAlsHR0pU84d26x7XtzezMWn7zCl\nb1M83IsyavMubFZM5jY2iCGdUdtmUd/Ojh7DRhG7+zThOfSuTU3F64vP6VOmDGWbtWdokyfs2BWF\nY+lgdv2+j1Zl1NhYW9Ougx8JCQmAgp1iy+iFo6nmZE/wiHd4tO8MSYmH6Pdtc76Y3RJnl5qMWjwB\nF8UWA9Bqyk72LvShiI0Nr5WrQrlSVUg1GBBDutE/tBTpv5XnFydQXLJuTeTKEJOYCHpNOu1GT2RI\njWpUqvU6bxSrwo24dLS732d19GgC3ypPCbeerNnen9TEtBzQ54arnQo719KANWkJSQw6uClXLnpy\n7R6c63egiIsdDiXK0r+FFZu/+z1LDgoc/4Yv9SPxauLOkO3hnBhTFXRP+W63NWuXjaG4x2s08BzG\nJPXPTNuRgp01NG/QkDpVylBx6BD6ODnSsFEVSjRtw+vRBwmJt0abkszww6tp61iUygETGKlfzOqT\nYGeryoJ5Gbm0IipcPErhZG9HSXcHkDZsiH3M4LoZuV5Pn2Diol5gTXFc7cDeNSMXzFzFcPwy3bze\npX7tKlSpXZ9JPvXY9u1vCAolildm1FgfKrgXYVDfwdz75TyxlOfzBOHrHtbotEKXngNJjopGi4Ji\nIilRqbuw5fF1fKopqFTwtmcQcdHRoOhy5e1voCU1PZ0uU6czqEplytZrwoDOan78IYr0XdPY+NyP\nZo1csVKgxaDxqE4uIuqXrXwSN5x+7V3xWXiaXz9sCVhT1K0odi7ulHOzQ6tN+8uxJHLrp5x3GU6H\n5mUpU6YPX3zhQ3pKMmnUY2VqGh+0VDDoDPT0G0r88yhUOOPmoMbWrTRqitJnx1V2T3gda1Hzer0W\nOFo5kpZDdi6lCuCDe07zGFcm34pjU7ArolPRql0vdEmpr+JJejoOvUfTMXwJ5yOBh+vZdGUSfnVt\ncLazxqZoaeywybANGxsSd2/hXIXeNKpYgVlXDGzwdIR0jYma0yHfrVWsscXV0QaboqVxss2+ClVR\nVNliuUqlZORMBg1pGsFG0WHrt57k8GkUf3yQwasqMuGdWui1QvGeE5mZPJbJP1pjjQYUK2xsbeix\ncC87p7TFNkf9KXpTmGiNOicGv6xVDAY6tGhJtYqvUa1/ML09SlC7dkXKtn6Tis9/IjzdGl1aCqMO\nLqaFgzPVB05jWPwCvr1cAv830zm8JwLQc/NUGJVrNcfOJmudWYvFqQY+7ahCrzPQ3Xs4CZFR6BQD\nKSkarG1sUHvUYcu53Qyt7J5LxoqiwtbaHld7NbaupcFJRUpKepZcdA9T3yif4zoFRaV+tVI2s44G\nbVoCw/Yv5g07R9oHDyT10HlCiWHFN08IeKcnpUuXp73fGDrUrQZqax5a0Geo/Jo7TmoQvR59zW68\n77qOJYcBucWmH5szItCJdM3LvoCCNSpGL51ADQc7gka8w5M9vxKXeI5PrPuz/5PWOJVuyIwZg3DC\nJhfeGHQ6mvkPYmiTulSoXIWO1Ztw48HTzN6BQk6eFfSiZ5BfR9R12jLY3ppAX38cSlWjaamnXAkx\nEL1tLr8YvKhV3QUba2s6Bvnz5NBa4lBnyRnccEABKzW2YSf45HZnhgWXpqHvXI6t/RBnW8G98lB2\nn9tCk5JW2Nra8mabXiQkJpmZeOmI51e/sGfGmziorKlcrS7FipQkTQTE8KqXUdYDG4OGSm1b06FS\nZTw8XqPz1O25Ym1KWholAntT6eomwhJBbq3naMRo3qz0sjAHon5j4ipHRoysg+gV3DsM4iNlFhMP\ngK1iKtamovtuLec8FzG8XRmKNZrAxtkNSE7TG9erZ8hbk2KmX2Kyl7GfFG3hxNtCKqRC+veTVcGm\nwwMl3mLnV0f5sP9Apl07SYfBaxn9ri+Pn9wi7FIM7w7eb9x6RkXJ1gOxRo+1lZrSJVTGG7xJOx87\njp27Tcq6ldSZdY9ipGFsbxMeFUGpaqVeFXhA8qOn2JW9xVdBg1DpDYgo2NcZgmcJJwbO7cyU+dNY\nfXgnlYduY+qIzjSr4IrJT7kooE1NAxxArzcuozLwWBPDayWKZrRprVSUditJvLlsTp9Oapkh/DT/\nBDM6diA0xYaBfd+j71ivjF7Yq9138HB3w8Y2I8hWa9SdxKUbeEw6F/bvoEzv6Thk2T9DUaVydfN2\nDt4/zE/bYilR8j7QKrP/qE0zprAGA6KAWlEIf/GIUjVKYgOgGCjiUY5SZvYkq/BaRtb1JPQeuEQz\nK2ggojMAKoo0Gog8u46+YTkq5rgu4vkf3D69mvFDd4JkJFylO7RCjSAGQat9WeRrQa0yazglKnfD\nhtncT0vl+aY1uA8NwcW4dYhifJFjMDSjWtmX13hQvZU1u+5G4KNSm7mvLa7OVbC3y9CtnWM5NPan\n0JBjg2GDnqrBk+kyeToBNQaS7LmcTwJb4tnZxZj0veyAagEVKWkpaF1us2vyu/xso0YErKxbUNfh\nBWFxzyjdsFiG46gEtxJlKG6im2RA2DQjmUvOYBBwec2aH9faYgcMW2TFgJUaBnfV8mSiDQ2AP3Ka\nmUYwqgeDgMoKuKPnRgtrihlt2aBR4VpViInN2CLlFR8vmyjmltxCQpyBlHKvtoYoUlxFjEaPATV2\ntgol3JQsmZEZrRp1l5Sq4OwC6PT8sDKdbzfpMZRUiLxpoMLg3LZwaa2G/WEaTh8Ct6IGrNRWuc55\nelzLzwaoszuNpWpwstezYpGekV9ZoQC6dDBkqACjmBC9nkPLNazbqUPjqhB3x4Cb96vx67QKvcZb\nM/SddOL723BFLYworaBqZM8nR1IYXjeep43smOljhU/vVwVC3UF2vPF+Gr7Vk0j3deKTIDXt21vh\nkCmfSO5eKkrL2SWN23GkcGX9Vg6E/8QvexIoVuweitIhF48GQ2nKvuZsTNwdKVa8CDbWQLIgivl3\noelUYMH8Nrw/YzJLj+6i5tDtTB7Vjcal84bvbHauUmEFPDiyjwO3v2fbwghK1UrgcUrGTarW7cyD\nLzfySOXD9q376LTke1JCN0PJq8wPHAC6DBx2ajSKFmoNYANUxLX6JR48hMZVFJM4kJrgyqTDT3i/\nU3HjsbO8Zf3Nq+9OaFNRdfqYTzoOZHhdd542ms5Mn3Z0690O95fytgaXZNAokvEi5eUyXwVIEQw2\nKtR5BLy7ezUcDNPw3TKhZFUh0fBK1qbsKi/6R/m5TijmZ8+gM6kE10omtpMjc/ys6NkzS7GLEHZE\ny4+3NWxbKJSqJTxOUUyChHsRsDEGYkcXNSlqPVrj09QvhKs1VZTVi/ElkIqqLRUOh+ipohEqOhqR\nw0qhqLvpby/kjh9qrBGubV7PgRxxUEcxpszqxodLZtHhwA7KDt3Kh8M60rxKsdw6UqngwQPOtqxM\n+Zd2QSmqtYYbYY+oola/iqeiRxRQIdQdOJE3ps3Bt3pv0n1X8UlQc9q3r/PKz5895WLDMpTLvGcx\nqrexZufdaNQVVJja7/Tew1DcK5fMTJ9KlamKQZMRL9QqFWVLZlhqWOhttMpNpve5g+gNgBrX+n54\nOCfy+4Yd/BCWF5Zkz9Fy89GCbu2r/nVZ490Q/mjWAzejHERfFqcKScQnJObAGR2oVTkiiGAwlKdi\naWPQxp4yNYoR+igMRPhh2Sq+3XQBQ0lHIm/+QYXBVpkJlTb9FX4pajUvnj5F3+A1Kry8dfHStFCp\n0QOxN0+z/9QW1s77g+L1VZy8qaGnXkNx3+kMOjuO4FrjiO20iDl+b/BWz2a4ZAAJiqIl7MghfjSB\niQA6jRYdYCOCXjJy27v3QnBt3BeXlxyWrUpNgx5DXjI0k4s+T/6Dc1s/Z8xxx8wGVwVPh2yXPrn7\nBw4tB+KR9WBKMqHFrWiufvmG1pHyDdy4E34Xpb4zxd3LYWsLpBmwd3qdIs5GXaBCUXQYDI2z5F7F\nqd7SgXV3H6BW5YeAKlAiObZkDVtPnOZZog1K7FUc3Vubtc/Y5Cg0lVyNGK3GtXQpom48BMohekNG\nGmZ8Ia2o1Fij4dLadewPO8LpQ8m4Fb2Llbqr2aRElCccWbyajQfPkKC2J/3xNRwbeJrN2xVKUs6j\nCAYFVNhQsqIHj+9HcE8TQvTzh0ztfwYxCKDGo4U/UWHfQau2lDG/bPjfgiWhj8IoUasM9sZL7EpX\npHwIqInn9LK17P79OCF3wEF3FQe7Ybki1f3jhzh88zs2LwinZJ0UwuPcc8lOqwnn8OrVFvkgahXW\nQMjurRwMP8C+1ZF4VHhKOvWy2LkWRdrT2teFC5cf4Xb6a7SzTlACyeUfapWa0Ad3KFZnJE5Za06P\n3DXnyLFe1HFV5ZmfFpi0qdh2n8mHvwxjcO1iRLaYw8e+belYPRnrMrdZM2gYG421nU3p3rRyScJv\n0gCuzV3C28N34DRwEx8PeJM365fLtl0HSn6YmNN8XClZwgMrNWh0apyLVMXR4WW2oTb66xtUzfTX\nklRvpeLg7XjmBHnSp98+XnxQjQthv1PHc/6rIl8UFFUCZ1duYG/IMS79H3vnGR9VsTfgZ3Y3yaaR\nEAiQQAhJaKGTUKQXpaggHelIkd6bgPReRCkqvUuRjiJVQBBEpar0DqGHEEgvu2feD5uElN2QKHq9\n753nA7+E7J5p/37mzPk5ATf7ixjt3ieWMiz/tDyj+vdj+ontVPxwE4P6NqZ8XofM59g+kNkzazEm\nTSzakIo+rllaG5HaX5hNgI4ELZYwd0ltB3vLB5ycCHRxw17ouH0/K3WGl8KTgBPd5tSj6PQ1fFrY\nwNW6JXhTGHiYrmspcm1OROgdeRb6mPgCHiTvCROe3ugNdtZLAgmJqWI4c4bNLulaQmpv4F/Q8nO8\nuTyF/ZJv9gr0Bj03b1wk5FIoQ7vutwSFQk/eqm2xJzFNzJC82ST00UMSy3rjn06X42Ovs2/lclas\nOoUo4Mz9c1cpM1wPZDz0XQgT9389wr7TX7N6xjXyljNz7q69lVqGRJMaPvnyIvSWo/yeXDjB3vS+\nVphxcmmIf6nVXLr/nGeL5mP/0QU8U+WNiS8iwPMqX/XtyzadJUa0c25MBcfHmCN01n3t9Uu4F/ZJ\nMQ0FfAPRLpityFTGeon1WkZ39K/IcxUKheKfL7gj0RAEdpjFtg5w57dvWDPuI/qvLsNi7yIENxvB\n9ik10n3nCdJi90g+d69Kg0Yc3jKT1Tvr8PHGAkBo8v13vN3yEnrfshs0uejunNuNmPC3WLplNnky\n9KknK6r3JPTCd2xatYKRXyRwaFaHLL89XSDIrXMlJCLWEuJqgmfRz4gRwuKYpA5Dkg83OjogpWU3\nbpWha9k/OJYL5/axonsHhhW4zcJcaZMTTWpImbQRuEAFuheYysZ927m0K4gRSxxfFjQFELqf1rOO\nMO6zHnz1UR3yhy9jc55TWA+9Lf+X3zU3zx68wAzopIG4iMeEugqrrkNL8kne3nnBoT5fbx6cNii8\ntgLzhVM8BDxT/Xdej8JU6zCebSMqpbvij9kTnZz+dAyEPd9v4MK6sgxa5ILlzMjk3urR6f7g3jPA\nCyCKeycT8RnmgynEhF1ysKM3oDfoU4KXyLh7lgTNHsymMPTROTBgl2G2hEsgQ7/cQv9Rv7LvzGlW\nTO5HvmorrMqJo9Eec0wQow9toF46Ddl7xJ1nT6KSinJ6oiOfEm7lGjoEg5a50MM3bT8kghIfOFK1\nQSwfX9czcJ6eLL2YRgMK6gk4pxEJuEkwOEgib4GrqyBbL7eR4OQscH4iLbIDxEZouOosxWwpJVrK\n7u3Mg2UiJYejBK2rCEIPxDL1gI7Ja5x5q4iOS59H8XF42tyc0ASazDbx6VJH+kwxkCckFuGnWYpm\nyXGPSbJtg4mmAx0ILijQdIIyAxyo2TeWg5/kwNlaDUAviPohljHfCWYucaZeMR33VkTR7dLLYEoz\ngX1VIwOjI5i1SYddnAEfL8t5je1mu9BulJkj502s6BVNdEVX7HRJRdecBkYtcmHIaCN7fjWxZEos\nHsVdqOqdetthfErxkMe7aD7rONO/7Ee3cTXwevw5m7wvpR1j0qJqZpmqEKWlPUcbDbMJHJJ3KBkd\nQFrC5fz1B7Km/kAen9/FxsVfMmyhPUemBGZdBoTAyA0GzttGjc5NWXS2KSWMRzmdb5mlEOJXkqaJ\nl1n37bf8dqEVkyqB03EPiGnM2s0TXibEyXKddCy+Tgjb990AhCQu6vlLKxMXSaKUqSRNA9xpN3s7\n7UZd48j5U6zo1ZKw4qEMDkq6sKOOt3w0lu/VaNTNgAgz8eEGjaX97PlpSwKiujP2WGTbPtkUGC0t\nOGGi3ZwE2o9wYPlvdhTWEjjgkYA+uX6dTf51em7Q03u+Cz1GG/n+NzPLR0fjUCnHyyTQZGbEvARq\nd7Zn0Vl7ShgTOZ0v3rLm6fKOiFiJZrLYVlO8hn28juQ3hGjugsLXJeF6kXKH4v5ZiW8bPe5hgrD4\npMuZICpSkjcr7linxzVuP62s+EEAz6pdWFK1C2EXO7N5/Xo+nh/O3s964WBId3FNglc+Sp4+ThiQ\nQwN0L7h/Ery9vZGa9VKoXe6yjFq0mSGjf2LPrydZMmUYHsX3vtTzXLkofv4pYYCXBuiSfNTQXGhS\ns2ovC3h6Ef7oRYqVCAu7h8jxUkHMSV3xzZ8fR8832bKlR9obCE82UWjmcWZYsyU2jLtThnEMJX/l\nbWmEzGySL+2KgwMiO/mmT0H8/nhINOAqQe/wjNgQe5ydnbMUcenEAx4915IEzkTY7XC8Svnz4vvP\nmHogB5PXrOOtIp5c+rwLH4ebbY4zZy4PtAtPSQkZIp/xm9SwI5Z1q1ZwJ291Zp34nEpeoXSvPhgh\nNIS9D73nb6PH6HN8/9tZlo/+AIpfpFXR5LvHFxkxbxu1rdlEa+qqafh6+/B83yPiASNg/+w+N0U+\nsvv4qEDg5hhIszHzmdnIL10RTqbEKt4FfIk5F8JzsNyUA3AwUiBMI0aX9MJokcCTy88p0LwgUjNb\nfEvKCwTNSf6dl7GXuGCJvQoCRHPvdAw+fXwwXTVhbzCkxF4GO0NaC2QQ8NsXdF75nMWr5tOgdAD6\nI/3xG2+yuenF1eiOw7PopBuakuhnz3Czr2LDJtjh8nwHTWb/wqdLB9NnSlXyhHyK8LtjPTYWoP08\nn36bzMxfvISGJXxI3NmTNzaaSLQat99gskM4j+/HYZCAMPPiwTM8nPPh41WQgkGd2baledo2jp+C\nMyGEQkrRPX0/nP4GW+KT24vwS2GYADtAe/6IB3aO2N1aQfMFV1j21RSmBJfG+fePcGmspZU/7Trj\nP99MueaN+PJsS0q5/krZAgvS2n0BYQfnMfWAW9Z0UOhwlj/z3ux99JrQkZXnGuAXv5ldHnvT6ouQ\nvPVua5Yemc20uYUY99zbqrfVNI2CeX14duQxSbeiwPIgWoacc+DaYhwaUPpPpr2WWMsueaOHLlmu\nNSA3nedso9OoSxz+4wwrBrZGm7qAuOfVmLN9McUzXOttPln5NpGjPmTHvn1Mn3WWwKWz8XIRr+yD\n2aThYJdkhO3s0KUETqljQYlMpbsv9fU37j9LDqMiCTmpkf9jNyj6PgMMVfh8dxAhVyrQMdA+bZ55\nZz3vzfmNRWtH89FnFXC/NhF9hVjMgF+zsWxsBvd//5Z1n0xj8PI8/DC61itns2CGWFTPkWktUpek\n0cxgZ0hJsDINY+x19rg8h2ckJc8JidyJj6aUlHh5BhDcbOQr6gypWjaBZ4t5fDCiBuNWDKVOmSpI\nw6tWRuLu7o58cJcosMS6L8LQzKYsW3IwIzVBsuk0poxZAKYkv5/0szm1ndfIn9ef0vUHsX3+W+mu\nG5YmZkiuhnt45EJcCeNhsh9MuvSDffP59Kgn4zZ8Td3CHvw6szPzE23octxD5i/5CpdKbzH31BLK\ne16lYfGJJO91S65lpGQmmmYZT+IL1q1awYP0vlYHOLnQrFppdv2wmIsLAxk23yNNzm/nbCTuRUXm\nnVpNhXRB8LnNmnVfm78A4afCUmY59OltdDpdFjQ+s1qGOsNdoVD8/WQvJxAC3YNv8XPvyFHAt2ww\n8WH5qVPBi4Kt+xK1rg+brlgqbAfHNeLNkTsxpWtCSChSpRO6i2vY/XYT3rdP7R3N+Daqif1Pe4gA\nLs6tTq35l6DsABZXmk+pNlssuyIufYpOV4MfHj3gg8qtWfs4Cs+Sb+Gtd6REQBGylz3qebNtHTYs\nXkB0Ajy/v5HPV+9H2AEUQ5/3PmeuRgDPmDtxOUZXd9xuLUCv780lnSMlyxfg5o1A6lfPTYLJDOJl\ngT71mMGJZp2qMadZW37pPpTykPRmyCSiX/DggkbRunXIb7jJsMaTkPzOzQQbBSyzicB23bizdyZX\nnkg0007Gjv8a4WiX+XDfnsEI5yG0nHPS8vvBfrj4d+d2kSb0ZTmrTwD39lL+w6nEJGgEtuvG7YV9\n2XUnEtDYMext3p1yKFMXJaVE6PTpkgYj9ZpXZ3mXbuz/cDhV048fgdHVxNRKg7kD3F/bjXH5xzKl\njiBXAW+2njgEQOj1Hzn5yznLMRI6yekft7Dy51sgYNW4YXi37Ixb+t7pDFye1453Ru4Bn0q8XSSG\n5xHl8HF2tOpsNQIY2fwFDSqO4xlA+M9U9a3Ap1c0qnZoy+mtnxASDgkx25gya21csJUAACAASURB\nVBvCaH3OE+OtpNQSpIOBsn5mVj2QtMwv0sRpNouVJgkl7KlsiGPmfjMI2NktkovvOlLBHrL33heJ\n7xsG9myP4164RCbAgsWJ1Glrl6U7cKkfODj0STQn89pR11uQ8FCS4KyjahEd3I2jfv8EIqMkiViO\nNNEZLAX6B5clgdUN5JEmur4ZjzCYuRuXJC5SEv9ccjBK0q2lHY3es+e9RnbU6O7I0tpm5m4y42hv\n3ZJpjyVxdnqqFNPBgzhqdEsgNjbdcTXo6DlEx7ROsdg1sSMXYN4Vhc8bcYR76KlVCq7c1BFURKQE\ntqenR9FyWiL6ggbqB0hi4/R450ktu3kpWTWB46fuWX6NesGDi5JitWrgpbtC34ZTQHee2zFkYyOF\nxCQLUro6LPvG8hrXHbMWIgx6nLlOs1Lvsykinryl6pJbc6VcYGFkUuFbr8+aWRfE8uRCDD5N3qOE\nWyRrh43hxvNjXL4H4MXwye8yt2V3/hg62LJnrdpYZhadSLXB31sucPJjdK6NOBGf/GLdKzy6VAVf\nn7S2IFvYu6Dt+hCfN+YT7lGEWqVMXLkZRFAJXZqeN5rqiBgRydurNchlYIRTAs7GcAbs0tOrswHQ\nUyxIsumgGZCsGh+PvSOIBMmjC1CokR2FnTTmdosjPNHE1Weg12cSrWNbN/81em4QhK6OolLHeOLz\nGWgQKHnwRE/RfAJNkwi9gER4ckHi08SOEm6StcNiufHcZFlzkVbHT+xNYM3vluLP0mlxFHvfzlIE\nkZJEdz0f1jBRsVcC6ODRN3GMcbJnZnNBnTf0bFyRgFnCk3vx7DqmodNlTSJ10S94aMUP3n8cxoA6\nrVlyK5xcJRrgZ7QnwLcYen26/dMSdEKC6zsMCJ5H9YlnQQeXPm3AzNKf8lFZM9ZPABP8OrUtLacd\nRl+wKvUD4oiNK5tWz12r0rfaRoIHHQUd3E32UXUhNkFavyneYhAe33/E6ScA3zPnk+M4OGa0svrm\nM+kcM4Ceqy8AkPBNd/K+MYqI5/E8tGZLTJYXSCdPbIqeCcHxDOMoh5ez0eKX9TogD6WrOrFgy1FL\n/XDNGmJlfNZ1tGx7AhPG8/mRMBCw7cO3uNt4PCX1WhZVXMfy3oM5iMB04yiTTxsZ1q4AMSFPSHAu\nTtUinnD3S+r3X0VkVDjWSrdS0zDnasqXdXcSNOgoEM/6AbN5qMWhw0zEtRfkrPYWlbx0/L52NCuP\n7+L6XTtCV3eiUseNxOcrR4PAWB48CaKoX6rrJ8RZtYlX7lm3DzIhFuc2U6kVNpYVP0cjOEm3RvMR\nbo6ZxEW2cnxLLLp+0EDOxprBFM6M1rXovv58SrFdArzdlbZ3Z3AwFLQ9PdH1+A4cCvBejYc0G7TB\n8gTb2U2Mu1eaiW3ciU14td4Z3TSmV+zHDeDR5gGMyTWC6fV1uHkV4NvTR9AJCA85wbHDv1oKHEln\no+gNwNNQwsM8qVA6AH3UDirU/hyd7j4vEBa/r08bCxZ5I5ANX80nLFpDi37K3DX7ady2qo0CvYDI\ncB5cFgRWr0oeeZ6ub05FGC5yF4N1uxIaSmR8ASqX8IFn6yjXdAlm3QuMFz63ErfnRdhJvh4/jm9M\nGvLJFWbuvUPXloVwaT2RUmf7MONQCAC3lrShZKsviK32AR88n8a2m8DPU3Dqui7pOSPLblS9TnDs\n77Al7YZhPD2ZozdMCL5ncO/l6FyNEP6U0NvOlA0ujXPiD9Sr9An2Djd5klrmTPE8vRBN/kaNKZUz\nhq1jxvD74yNcvpXW7psfhWZZBxECERvJw/OJ+DVsgJ/xIdM6jCdGO821iNT6IvAtUY0bOxawtV47\nWhpeGmuR9CEpQSYmkLNlS4qeXcsdEzxcUgff8WfQP9+TMees7Ju1KCpNGzJFz/LkL8j+88dAQOST\nkxz67jg6B1fitnWjyFuLicwdSN1SCdy4XZ4SjZszr/4BStReaDkq5/4mchsrsO5+Ios6t2bsgeu4\nFn2L4Nwa7m4lcXJ8dZCnYUex8rlY8u1uAK4c+oaQ0AdZLug6uCQytepH3AfuLGvLJP/JTKwF4E7X\ngRWZ2KgdT9p3szzhlTrPehFG6DU7SleugLv5V5pXnYm9wzWiHpyjSsF27AXyl6mGfXRuqpT3f3WO\nl3Ce9zLEoumfpiqCT9kovjv+EEjki4/n4eDkkEnk60nPFi58OGItCLh8cBm7Tv+BNCfi365/luoM\n6dtv2zE38xdvJ6hCSQyvWh5Nw+TxNvNyfsE7X94F4tm6YDORMj6LpVkzUIychcM4ejYMiOaTMQsx\nOhlfLa+J8Xi3G479t31Yec6yEfGXGU2p1n8D8VZu+0pNQytegx5261h1FHh8lOo9x/EsHkwPQjF7\nlKJqYQ+4MZcmI9fw/MULNGu6bErk2eUI8rz1DuU9zfzw6Wj2XTnA1WvSdlycVLOx6mtvmgADQTWr\nc2DKSLZ1GESDVLIoAbyqM/29i1R84xOiAJ7so0jOYBaH6HC05Wvfn0r9Ux+y4zrASSYMOYyjs92r\n1yWpXpKxlrGXeE38+XxFoVAoskg2j5SR4N2YY4tXU7OQP4nmBGoMX8u6yq5AQ7Z/dZs2LcoxMsaA\nf9UBbPqqCQbC8SpWnlzGVMWG3AV4p35LfCs3S+lGnmKFSXSC3IUH0LNeP2r6eqHL9RFHzwSCBj0O\nRiGb+lOg4BC0hOLsjPiR2i5Qbk55Gr5ZhnHRksINPmTd5DcsCXeKU3GmUHAxXBF4Fi1NIfckx2zn\nTpkgf1wBr9pD+eHuAKqULISzx1s0G9GfvEaB0BdnwbrptK9flOlaRT7ZugPjdxDr15/fPinHm/n9\nEOYY2nx9hZ7eIHWNKTq3LX4jShAyMjcFC/pgn/TUowQca9SjqukzGn5QOSk4Fy/ntVAnfl+ymlo+\nfiQmFObTM9uZ07Qbj+9D4ULF8fdMmkCDM0VLB+CuA9ciLdg98RYtavvwTKtD9znj0FzsM1Qi8xav\ngNlSKUHKfMz84wZDa1XDd4EdOrtaHL25lkLA9KeHaOVbgLymIkzesgajvQ6nws35dtlt3n+7NAPi\nDAS+OZx1n9RFcBb/oLLkTDmTxJeygXnQgFbDBjFlQF0mFFxDiTLFMCXtLnWoWI3KIhdBH9ZOO/7k\nm+xxkp5DPantlYeYwt0IOTuJXBrk6vQJ675vhZ9/AEWDmtG2bz+87AQCL/r070/I570I6HKVcj2P\nsbVzMeCPlDXPU6wwsQ4axbvNplyHihQtZMTe2Z15P57Bm3sUKF8Bx+SNeY5eBFew7B56Y/RuDj+v\nSVlfP7TEnPRdu5MhxXRAR/aPuEXzKj7EGerSZtpIXJztUqTNstNXULSKgQI5rMbKCCEIftOeFm4G\ncrlZvhlYy55iy6MpOl7PhS56AktAcnzmXURPdF4B6Fn4iyt93oqiSG9wf8eVM3PtADMBbxhwTH4n\ngJuOKlUhffNOuXRUDAS9TuBZ2oHDYzSa14rgmVnQaKwrQ2vrAI1CpQ3kcbEe6Ofx0vHxWy8YmzRg\n/6oO/LbWiDPg1tWZTkcjKFMkDr3Bnt1RLmybLDGho8NgO6qMiubtHS7cWBxBXb8XmBL0rAhxoUy1\nGJ4/A7wtSVz0zUSKFjdSwT9tkbXTxw6sHJfAozF6SuqF5fxLR0GRMnryG8GtnQsDD7+gbOE4hLDn\nW82FbYMtj80XqarHMynGz9/agapD42naIOmh9kYufLL/BcEB8QgJY2+6URmNW2X1GHIIggc6Ubh9\nJCWLgYObji9+cKWQIXnXIYAdLfq3pdec76HXBxDwIRcWraZ2gUKYEgL58soe/Op15fFDIOBlcSVn\nAT8KejojAAfXPBT0dUYP6AweBJT0R0RCnx8vcb1AXXLN9WHSV9PpcTEEE4VZtaAIdSoH8lGsRvGm\nQ1jfthQIaFTPhzaDxlDt64nkcU3Z3o1vhWC8kmtAzvmpUD4WM6XYtqgAtUoVZkCcGx1nz2Lpo6mE\n3gcKgFPNZnwQvJOyHSsn2Q43RpwMx1wvkAK+dkgtmMMvdlFFZ9mrGPPVXA41H85yOzg7qwKf+Oxm\nXds8aWyRu09BvN1TJR66HBQLLoQzILx9yO+qoXtnKdN2eVPa5zOENDP28l1qGS2P3KaYDAcD28Jy\nsv79FxScDK7OgrJBesyxGlPGxLNshgOjT7sS4huF93gdc3Y502Oshsnejp9WJ1Cj2AtiEwWD1zuy\nJDKW508gV0E9gcZ0cpVDYMhh4N1K0HxEHI83OKZK7XT/Cj13RZCvuB6ZAzw7O9P+cLIOCmb9noPi\nQOGPjMzoHcVHvi4cXGugSlAEw+IEHWcbWf0sntDU2zUBo5OOkWMduDYtmuKXNKoOcGVFS8su/aJv\n6HEBqi5yY2+vCAr6x0IBO34/60x+gEZGPj4aTbnAF+TNp6fCAHuKuQlSHoMAwCWj/yjmQXSu1vy+\nZDE10/nBe9G5mD2nOvWaBjEjUuBbsy1fLamLIcXXS8CdNgM7UXFUc2rlW0+Pw7HIxr7kyy+h5FAi\nfx6MkSjc/QLxy53kJw2uBJYNwA1Jhd6TKdixFkX8HHBwy8sXP5ygkCFZ7iRS2tN602No60++AolI\nvw6EnJ1EbiAshzfl/EW6G+0S5zy1mTbwFG2DvXhkqEPf+YO54+aGQE++4kG4GpP9ciEWnDxBn/r1\nKDTBgEOOtzn823RyABcWLc5gSx6GQMfW3XFu05HKjlv4ZVhQigOqaGUc+YA2w/szfXR95nruYtCm\n37hWrDqem13oNakXPSqFYQQMqcahN7oRGOCPfZqbGhIpC7Po+x18+HYpCj0ReDb5npPTawJ3KBgc\nTM7kE1CcvAkOdiR9mSEhXqNX10D6+PkR4xLA5JVbqe2hw9RhKW2+D6C47zD0hh7seLadbZPDSCCQ\nQhWCyJ1co3EtSFAZd8xAq02PkW39yZXPjUGDGlOpgh4HXBg6tRXNu9TA/6mBsg0msPVTPacfRuPZ\nYRGt9gVQ3HcUeoMDs05dpqxd0hojwaMy2xcVoI4Vm+icy4cA36QjjHQGvAsHIJz1CEMJVny7ii5N\n/Jj6qDqzNs3h8O/OqcojErCnxZBBTOldl+H5N1KzVDnCrMWitYZwcMJdWpYtQkSCPTW7zmZpu1Ip\nqiOQSKqx+vpn1C6Vi/6iOWcevQsaVBq6laOj38Sn0Aw097Is3rKWckZBSM78BPh5Wt7zoHPHt0TB\npDVJ0kF7M3GxGn1HefOWd15i/Npz5cxM8krI22IS6w60I8DfH5/AxrQePpwCdmBwLEO9ctCoz0ye\nbP2S9c0LUK7AIszxzdgnT7Oj8ReExUKbEQOYNvRNPvFbgW+54tg5QM4KPfm+zy3qBwUQQQ7en3yQ\nXpVzAznwL1eSHEk2weBRiJJ+rsT6dOTigmW8mb8QpoQyrAg5RPFqXXn8SE+eogHonfVpchRd4+XM\n+s6b0j6zMCe2Y688xtZ23/Co5EwrcXsiv8RqdG5ZjJGlitPfkIv+83bToogbUI41+5fzQcsq+L8w\n4OHXjj0H++IIrAzfxpvFPJlMXb67OcJi26s0x29hZwqN8uf2uBlsa1n19dkSJE6etdm6sDfvN/Xh\nw6jajFg6nbvChCloKsdGBvCG9yZM8XX5Lu439tcYzuNwaDZwEBO616VHnh/ZuqwEVSsHMiLWhRZj\nZrCy01zuPYCUcySlJF92dLCkO3FO9TixfDE1CvkTl5Cfj3ctY96L/jy+B4Xz+5DfwxJ06PMVIDh/\nOfJ1aZykDwbe7tGf8Z0b0jLnZoYWL0xUDoG9RwcmTLjA+4U8iTD258R1i107tnh5upwzB3Fht5k1\ndzqtBy6keO5UsaJdboqV90EPNOzRn7GdG9LM5Tu2dyuWNEwd/m9/xPrvu1CqsB+5/d6h+bix+Oni\nMDZfzojdXpT0mYEQkkkXbhMMBK+4ydYPiuPnMxMtIT+zL/5K+/w6Yj7uSIcP6uLf00CuYlVZtW0O\nbvrU+afRqk3UA9Wn7WJR9bp4+46jYdtOdH2nITkAJ8+C+MVbjlzS7DzwLeqFvSCVfpiJj5d06ZOD\nal6exBbrw5PTY/CQEikEORu1oqrcR4emxTPmmWU+5uzMktTy9sUUX5nNYb9SsVIv7jiU47tFrlQL\n8KenyURw11msb+CT1mWTA79y/tgBTVPJ1abFxamaJhYtk+p7EinzMvXnA3TwK4dn31LM27eD9tPD\nAAP5ywYRk5xrGPMQHFwII1Cs9xqOhb5DQb8FBAW9Q8P3m+OhB8cCWawz4EahMn44JfW9VPPO1Prm\nDwIDLMGTvWNuCvoJdDhSKDiYPMnfc/EhqKwjGtDiq3NcD6xInhmu9G33BnY1/Cia4eaxFwGFZdIm\nOx25fQPwyWmPWRbkk31f0T6oBHnN5Zm3eyfNl8YjcaFocHFy6S15g1epojg7WPIBD79A/HIb0Oes\nxZYtH9OuUzCTowz4lO/Jtq1tceBFqpjh5XoIsxsT7x6krX9B8iX4Mnr1atwcIEeXL6jfuSTFCvXD\nzqE3O+9tYOcX4ZjwolBQUVxTp1cu/sz5tBaNmgUxI8KBOl2msmG44PIjiaGk+8taBuDgmhdfbxdL\nnGz0ZNjUVrRO72ufWHbS2xUrSUUXX+r2fC+NLAokUhqoP+cke/qUp1jBL9ASPBl98DA9fcxcvWLb\n105fNobWNfPQR1eT6SuH8HWIJ3qM+FYojrsAva+NeonVWkZDHIAtI8rw7P3T9Ai2U1VBhULxtyBk\nNm/ppX60NW0SJqxsLE/9/xpS6hAi7ZPrMmmnTOqYIM11NMvLC8lwfZlS3LTdZqqfUzUqkxoRSQ1K\nhNVN8VLa2CyvaaTfWmN9XpL6kPwQ1Z2FVPrQkQP7P8At3eP7UmoIq+c2v/xgmn5n1r+UP1ibf2vn\nlSW/zCndcTQ25yb9HKdaBytzk8Ljr6n9wTO27OlN7gzdeMDEQsUIXRvJ5zXSzh5SZP2hhdR9zvRo\nNg1N0yV11TIGKZLOQ9YsgWvm47YtLOPHx/I8WmKOksSbM+4KyuEOD35J5FyUjqoVdOg0EHqBszPo\nTRARb3nqMi7G8pCrvVGgN0niEgGdwNkFDDqQiRARbem7o7tARkviTCD1AncXiHouMafetWoQuNhD\nZGzSTmgHgbMx6cHGeElMnGXKjC4Cc4wk0cqGRaOrwKh/udNWM0NMtMScNHyjs8DBYPl7TBTYGSEu\nWiKMghz2EBUlkQ4Cl6TELSYCDK6kmSudncDRHmJjZJpH33X2AlcjxMZZxh8bJ5ECHJ0FWqwkXrP8\n7JB0GzE6AuwcITZa4ugmSIiQGFwFrtEmPl8seXegHa7RlmsYnQXGpO/FRUliEy1jJVaSkHQET/KT\nK8/DJP0GOlCunCHV0sewplYFfp16js+r29uUOWs2MJ1FTPOzVXmzqmO2hF0iNWF5xBPLuespem5T\nV9Pbg5eFAqu2A4EghL61O1J3/Q+08E5rs1J2Z6bL/QTy5fnrmiT5DWIZW0k7D7dumRk3Lg6jMaM8\n6hIkV29rOHvqcNYLnN0sd5Vjo8HgCLEvLLLoYrT0JT4acAQZI0nUCxyEdblycBI4CXgenerlrRKc\n3MW/Qs/1zgJdgiTO/FIHpLTIcrwZhL3AzRESYiRxQuDqaBl/Qixo9iBiJbGpdn7r9AIHo0U8DDow\nJ0B0rGWtndwgIUJikuDgInA0AJpFty1nmQpy5RW4OoCIk2xYn4CxmIGTu13+gv+wdqJ+WrlI74Mz\n+Md0/iy9P81MXzPTx7QynrYPz39axpc3ghndsTwAyzqW5V77vUxo6JWuDVt+WdqICzQkL88C1qTM\n5OxYLanfqeZGgwyXTa2DNuMZG7ZGJs2Nzor90CRSlzzPcRyY1JZldqP5elTFLARbqZtLZ79sxSep\nxvHqnqdd48ziuDR2mazFYcn2zdZ1sxaLZggWMzRoM05K81lbvuUR00uU5M7nYSyqm7XYy7b/yp7O\nWtfNrNqE1H4mKw+2WuuPiV+X92bWxUZsmdMki7Fvxrwjg+15hZz9GVtiW86sKbOt8WYjps2KDmZh\nbSxduc2wD5fS7tOxBOUwWjTIqj5Ys9nW8zyrMidTxxRp+/ZyPrM45tSxEJmvlc3cSMvEJiIyLluW\n9DWEj/MWIWZnHJ+9YWVGzn1E+dGV+Xl3cxyynGda11Wr7duUN1trY2OtUppMl39lOydPn+eKDOv1\ndGs7hp4fyorxwZYXracYfBty/eIiE6bup82sQRQHzHsGU2BNeUI2dEq1S9G2T7CprClfsVGn+FNj\nTBsLZN2fvrxm5v7elq2wVYNJRdRxWnc+xqytIyj08oVtr7CBpG0j1bxqv69h1AFvZg61HLezt3sA\n66ofYO0H/n+yXpJ2DFmbB4VC8f8dKSVhYWEkJCRgNBpTjq5KbSNeZSuSP6vT6YiLi8vuGe62GrAV\nvKT+/5fBpsjkehmuo0v1Qrxst5nqZ2GjzUwSbptzaSXAtD3xAiFNnFzRm7dG3WPduc24kfplocnf\n19n8fpbnKsMfrM1/NtbP5tzYmGMbcwNwdcdQqnT5lQU/bye3lfGDJC4iitjYDC1l730mqfuc6fd0\nqboqknaPpZO5LMt52sX44AN74uOtNolrRCLVKkZjbu3M/k/sENHKsP1TOJg1preN4vPH9vxy34h7\nBGh/4jqaBj4+ulRLLwEnWm2Zy5EujTizZj9BHtZlzpoNTGcJXi1vVnUsE/ujy9h+ZrqasV2Rue0g\nlC9r98Jt/A5aeKfNQ1LbrHRmN1m7U3TO9kjS9idfPh0jRxptPuoqRHaPWHrN/I/rufluIi3fj+Hy\ncwlCx8StrrQJFH/Jf1gvHIl0MvUK/5jOn706sdLZ0APbvj/9NZ383yDk4zo495c4GhJ4d8ZxVqQU\n27Pil4XtvqUJk0Q2xmGjXqITWZwbG8dL2FzTtPOeGB9NTEJMFoOt1M2lG4et+EQnstFzXaYyZNMu\nZzEOE6+4btZiUfHKubIZJ4ms+Zb4yIhsxV4iS77n1Tprfewiy34qK+KTeX8kpsRYYqOiSTCDvT47\nsW8mtudvsCW25Sw7NjMbMW1WdDALa6NdX0iJMrN5d+UWyrgZk8IDkbWcK6s6Ye3z6fomrOZFf35+\nXp0Lp469MreJ2dNXSVxEPDHp9VV7zsaP2tF1myeHzzfHIVt5pu7VNk+8St5srY14RZPp8q9s5+TW\n6wwWZ3OOHkFN+Ma7D6f3BaOHlzdkMpNrtxK0KDieEjmmkMuQgOMbXdm/rCWGNOGtbZ9gW2heHQNl\ne4xYeQlvlvzpy2uKLBqBrNiwZJ79Mo0yb25kyO4dFJLWcn5bNhDbvtbvTZyPBGM3wUQOXSRvjD3C\nzs7+SVqR9tNZs58ii/5foVAo/hrZ3uGuyD5ZvN///3gC0t5aznwHa3Z2n/z3zUOaYC/974r/4rnP\nws70/6fW7dW7c5Ss/a/oeWY7eVUyo+Yiw1MuSiT+Rfb7f8lvWZPB/7nI/B+P/ZXS/336mkZ6VW7x\nl+IwFa/89+i9WiuFQvF32JXXvcNdp6b17yeL9/v/H0/Aq3b/ZLI77v/ZPIjMflf8F899Fnam/z+1\nbq/enaNkTfzPDF1k6///N8VD/C+rhrIV/1r7Lf7n1iT9bkrF3xv7K6X/+/RV5RavLw5T8cp/j96r\ntVIoFP8NqIK7QqFQKBQKhUKhUCgUCoVCoVAoFK8BVXBXKBQKhUKhUCgUCoVCoVAoFAqF4jWgCu4K\nhUKhUCgUCoVCoVAoFAqFQqFQvAZUwV2hUCgUCoVCoVAoFAqFQqFQKBSK14AquCsUCoVCoVAoFAqF\nQqFQKBQKhULxGlAFd4VCoVAoFAqFQqFQKBQKhUKhUCheA6rgrlAoFAqFQqFQKBQKhUKhUCgUCsVr\nQBXcFQqFQqFQKBQKhUKhUCgUCoVCoXgNqIK7QqFQKBQKhUKhUCgUCoVCoVAoFK8BVXBXKBQKhUKh\nUCgUCoVCoVAoFAqF4jWgCu4KhUKhUCgUCoVCoVAoFAqFQqFQvAZUwV2hUCgUCoVCoVAoFAqFQqFQ\nKBSK14AquCsUCoVCoVAoFAqFQqFQKBQKhULxGlAFd4VCoVAoFAqFQqFQKBQKhUKhUCheA6rgrlAo\nFAqFQqFQKBQKhUKhUCgUCsVrQBXcFQqFQqFQKBQKhUKhUCgUCoVCoXgNqIK7QqFQKBQKhUKhUCgU\nCoVCoVAoFK8BVXBXKBQKhUKhUCgUCoVCoVAoFAqF4jWgCu7/cqSU/6rrpL7W67ym4p9bPzWHaizK\nBij+l/Tr3ySv/3Rf/ko7/5Y1Td0PZXMUiv9+26xiGBXzqjn/3xuryh2UrVMo/hf5kwV3aUur+TvV\nWVo1IpKXNiT1z/+EEbP+c1a/LF85bxIhBKGhoSQkJPylfgohePz4MSaT6S+tQPK1bt64gRDi3z3H\nr7kj8i/LeXZk1fJ3TUoePniQaq4lymf+uTUTQvDw4UPMZvNfFKrsr2Nmcp2dNiVw/969v0/30imc\nzMQG3Lp5M+v9SDfgfy7wy65/eMVnXme/X4tN+Y8qGFJCXHw8z56F2bBRWZl/mfX5/zNxQZLu37hx\n/TXpjfzTfilZd27fuvXX+5IF+Ulu7/79+2ialq2x3Qu5a7OPtscvXx0n/glTJIQgMjKSqMhIBFnw\nhZnMR5ZtxH+9fv4n7dCfiMv/kWBP/onP/dmY6z+Xm1izARlin/+QvzCbNR49eviviGFuZsMnWPcz\n/7YY5h+KE//S/P+HbNufsgdZ8fW2crX/L7bc9nwIIQgPDyc2NjYL9tJ2/UDltH/XmqXO19ScKxT/\nSXR/RnnBzNVDy2kQkIOAIkUpWiSAIvWHc+pRRCbGQiKlFUOcwcDYKlBJRHwYo1sWxjNfPtqvDUky\nHgIhfqS5EKy8K3hpT2y09ydSQmnDCAoRzZ7xY1h0/BHWfazMkIym/C4E4vcJCNGR8+JlCpn264Kn\nF9bSrvsowhPts5AsWg8ChYCHv37J+/1mEG02ZL5GmWWnUiCE5ODQcjRZ42KuegAAIABJREFUH5Gl\nOcp0pqW00t/0Dj2eY19OZ/63V7Mwx7aDUZnJTY3M5DX1JIrvOqLLP56HNtbLegCeuk8CIS4xoVRH\nDsUKK+NJ/qxESoEQEUwupePTK97AFboIwagz2ZfxTCYF+Qq5z3oQ8C/03kIgEk/Q0NCavULw6IdZ\ntBq2iESh586uUbRut4YIK0L16kBEIMQNppRtz3eRgszj65dr/qM0sbJxE8YeepJFe5FKdqVAiCim\nlxRMu+hlvZ8yo/5mTebTynnc1+/jETyHMBtyLoTk6NjqvLfqUaZJSBo5EoLjE8sjjLlpMP2HLCQl\nkuzWaKyPWyDEbaYHdeCbF8LmvKddr+t0yydw8wmkaNEiFC1ShNwFyzF221k0RBb8R2YJRzofcH8j\nDqIJh1LNdWa7ea2uubRt5zLta5L9zXphMvVVkmXyDkMr5+Xbh7mAn2kpBAtvpp5ngRCP+Pytrmx8\naGv+BZp5G+84FeXQk7SfeTn+TOKCmAf0bxSAV35vPtjwMFVccJIxlftxSQi2tXan1S5jFu1aVuz4\nCzb3HsLy81Fp7fErJlEIyc8zGvLe4hsZ1zpLspTOJx3rhxB9uZmJrt74biwtxmwAne4VMUTymsYy\nq7Rg7G9eNvslRBTrOpSlydxraddUCu6emscHTT/lqVlkqpuvKtQLEcue8WNYeDwUGXeang1rcuaF\nK4h9NBY52fEovS9Ma2/E0SEIe2+qNW3EoJZDWXYm3Lr8SYEQx3hfVGR3XKprCoF4tIOcojH70sxv\nFmOG12XLrPwhQ2j2V+2QtVj0T8VM2bO7afonBEfHvEu9UbuJE+KVhbysVkkTo27QO1Dg0+1r4mTG\n7ltfM0Fi3EHGNZ/GbfOrfLyttm3IlXUvmTaOtSY7WfCzGX2HRAi4mxz7oLc+3izEDjKrjsKm3AiE\neMa4MnoW3cj3WmOY9HL0YHEziry3nBc2Fk4IyZ5ehWm6OTHLMYwAtg0phd41N43mnvmHY5irTCrV\ngf3RWckbshcn/vV1zZgrye3tcCo6jSdZsCevtGW2bGAmOpyiC0Ig9nVF6Lyo2bENw+r3YdVVE4/P\nZM1HWeY+kp3DPmLJ6cz8R3Kulu/Pz/kr5ziLtvzmQoRoyQlbdYVXxDeZ+2XLfGzuPZjl52NJeLyP\nD1q151aMY1IMV4wjz2z5ZYEQGqvrCTocdAeeMyfYg/e/jssQ88nsBaWvueYdxm9HfuFheNw/XGu3\nyGvcuoYIkYcaPT8lLCHVGr9aeKzojkAIM8tqCrocyQ08Z2Wr3qy5pdmQZZmlOpNCocg+huwHkHBt\ney+6z3VhxMHnNCpkqdlf2jCQ3j1GMG3ZAqp4XmfH7JMkeIRy4PjvuHjVZ9T0DuQFECa2ju7Atrs6\nZEAH1k98ByElMsk5yKQ2bmycwMS9d5DOBek9aiRVCzhycF4Hlpx4QbVak5jS0Sd56wZgwFXvxPW9\nm+l3bDvxLtUY/WVf/Cz+ksNTO7L0kkTzbsjyWR1wTtWekGau//gttx5FsvXQUeKN+ejepTU/bV7K\nxccmKvWcRu8K7sAlpnaayhWdAYGeZpOW07SgAZ8KFXHK64Ip9jf2rLxIeOxVfjh/C8+AxowY04Jc\nwuKkXgZDoazoNIi90pte7wLCOemuxxNWDJ/IkacxoEmqdJ9Grxp2bPtsPudPPaX7osN8O7QOd39a\nw8yFB4gxGMjpW5oBo4ZQyCGpjaSdfJxfTMfpx9HISevxU2hSOIqtXyzl8s9RdFnckm09C3Fiy272\nXr7InZBcdPqoNg9+iaFp+/q46BL4ZesGHhZ7i/fK5ifuzm5Gj1hJWMkurBj3DtE3D7Hxxzs8ShjN\nmKAF9HL5icMJNehYzw/invDVwj0U7fo+QYYnnNyxL6WNoSvG4HN6A+OW7CNSM1K5/Th61fVGAHd2\nj2fUV9dBFOajtRMpq5PIlH1sevKVKE8pDw+kdtG6XInkz1sC+l3jtuHZtTDbPlrIHX0Vpq0fhL8U\nIMLZOGEye++Eg4TybYYzsH4JosJOcmzvXe7dOMnxO08oWLY1Qwc1JAcgtQvM6jCZs7oSDGiak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RcvX2A/lj9Qjp0HeNZEqYDKSm/KY3yubuPeWrPxIk48VGCanYRg5fiZQHDx7KuKrIwKVXRCRB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\nY+aNFzQ61QFXdzdcO97h+KtdVDV9Y1/zLr/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d+m7LRtXCBpRjU7bB5t1ZOsubqoeuvfjr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\nkevTzobclspqZ5Pf6On3yu4fBkCZnHWYrJep9L+JpMPDjzzKmDFjGbbVUBz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"prompt_number": 75, "text": [ "" ] } ], "prompt_number": 75 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Learning Python ###\n", "Some good sites for learning Python (and learning how to be a better programmer) are:\n", "\n", "- [5 websites for learning Python](http://www.makeuseof.com/tag/5-websites-learn-python-programming/)\n", "- [learnpythonthehardway.org/book/](http://learnpythonthehardway.org/book/) - free online book, can buy PDF\n", "- [Software Carpentry](http://software-carpentry.org/) - created to help researchers and scientists create better software\n", "\n", "\n", "[Stack Overflow](http://stackoverflow.com/questions/tagged/r) is a good place for Q and A related to Python and specific Python modules like pandas. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### IDEs for Python ###\n", "You certainly can just write Python in a good text editor but several good IDEs exist for both Windows and Linux. They have all the niceties you'd expect like\n", "syntax highlighting, code completion, debuggers, interactive consoles, and various editing and development tools. I've bounced around among three IDEs (all free): \n", "\n", "- [Spyder](http://code.google.com/p/spyderlib/) - lightweight, cross-platform and designed for scientific computing (includes IPython console integration), debugger is command line based [Pdb](http://docs.python.org/2/library/pdb.html).\n", "- [PyScripter](http://code.google.com/p/pyscripter/) - lightweight, Windows only, very nice visual debugging tools\n", "- [Eclipse](http://www.eclipse.org/) with [PyDev](http://pydev.org/) plugin - a little heavier weight but tons of great features you'd expect from a mature IDE like Eclipse.\n", "\n", "Lately, since I develop both in Windows and Linux, I've been using Spyder and been quite happy. I do wish it had the visual debugging features of PyScripter or Eclipse. The\n", "integrated IPython console is a huge plus with Spyder though inline graphics no longer work with latest version of IPython (separate graph windows get created). \n", "I'm sure I'll bounce around some more between these IDEs as they evolve. \n", "\n", "Here's a shot of Spyder in use for a typical session of learning to use matplotlib." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.core.display import Image\n", "Image(filename='images/spyder-hacking.png') " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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94nhhn4RCHD5x7EhBr2iUsWMuF6pwtGsX9J3Dihtauq9eOB9cSKxKCT5i6lrd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rT+GtFrPRqJdLpQqVRqPVmi36fWuX/7CrQW8wGJFi0Olla2e+sWpHm81q0Wu1HPyhV577iC5Q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qa4A0dA/pT0HdJT+IDHFtKggRo3qgMtRWeObgG9tmqZVHVgaJQRm9s8qFJHgyzNgUFeXuUo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YthK30Jjc3Dzrq/JbT9xGA298SvDRsVAEvkQEeCLQeAIuNy7AMzwVg8djcYTGoiQn/+hR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\nGoITxSLeUJDzCUtLS+egJNmI+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"prompt_number": 76, "text": [ "" ] } ], "prompt_number": 76 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis ##\n", "Okay, let's get going. We'll use IPython through the qtconsole as our interactive shell. So, open a command prompt window and type:\n", "\n", " ipython qtconsole --pylab\n", "\n", "If you didn't get yourself into the directory containing the data file for this tutorial, you can use the !magic to do so. If that doesn't work, try %cd magic." ] }, { "cell_type": "code", "collapsed": true, "input": [ "%cd " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[Error 123] The filename, directory name, or volume label syntax is incorrect: u''\n", "C:\\Users\\mark\\Documents\\Work\\teaching\\GroupByAnalysis\n" ] } ], "prompt_number": 77 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import some modules we'll need.\n", "\n", "- pandas - Python for data analysis\n", "- numpy - the underlying array engine\n", "- matplotlib - for graphing" ] }, { "cell_type": "code", "collapsed": true, "input": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 78 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas is a somewhat new Python module for data analysis. It focuses on data structures that make it efficient and easy to do \"group by\", time series and other data analytics types\n", "of things. It's not a stat package. Wes McKinney developed pandas while working as a quant in the financial services industry and recently published \n", "[Python for Data Analysis](http://shop.oreilly.com/product/0636920023784.do) (a must have). His [Quant Pythonista blog](http://blog.wesmckinney.com/) has tons of great stuff\n", "on pandas and the computational aspects of data analytics. It uses numpy as its underlying numerical array engine." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of he main data structures in pandas is the `DataFrame`. It's similar to a data frame in R and you can think of it as just a data table with field names and an index. \n", "A simple way to create a data frame is to read a csv file into pandas with the `read_csv` function." ] }, { "cell_type": "code", "collapsed": true, "input": [ "sched_df = pd.read_csv('data/SchedDaysAdv.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 80, "text": [ "\n", "Int64Index: 20000 entries, 0 to 19999\n", "Data columns:\n", "Unnamed: 0 20000 non-null values\n", "SurgeryDate 20000 non-null values\n", "Service 20000 non-null values\n", "ScheduledDaysInAdvance 20000 non-null values\n", "Urgency 20000 non-null values\n", "InsuranceStatus 20000 non-null values\n", "dtypes: int64(2), object(4)" ] } ], "prompt_number": 80 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that `sched_df` just has a default integer index. Very complex hierarchical indexing can be done as well as using time series as indexes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df.head() # Check out the first few rows of sched_df" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Unnamed: 0SurgeryDateServiceScheduledDaysInAdvanceUrgencyInsuranceStatus
0 0 2012-07-05 00:00:00 Cardiology 9 Routine Private
1 1 2009-10-08 00:00:00 Podiatry 34 Routine Private
2 2 2009-06-11 00:00:00 Oral-Maxillofacial Surg 22 Routine Private
3 3 2011-02-18 00:00:00 General Surgery 1 Urgent Private
4 4 2012-08-20 00:00:00 Orthopedic Surgery 14 Routine Private
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 81, "text": [ " Unnamed: 0 SurgeryDate Service \\\n", "0 0 2012-07-05 00:00:00 Cardiology \n", "1 1 2009-10-08 00:00:00 Podiatry \n", "2 2 2009-06-11 00:00:00 Oral-Maxillofacial Surg \n", "3 3 2011-02-18 00:00:00 General Surgery \n", "4 4 2012-08-20 00:00:00 Orthopedic Surgery \n", "\n", " ScheduledDaysInAdvance Urgency InsuranceStatus \n", "0 9 Routine Private \n", "1 34 Routine Private \n", "2 22 Routine Private \n", "3 1 Urgent Private \n", "4 14 Routine Private " ] } ], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df.tail() # Check out the last few rows." ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Unnamed: 0SurgeryDateServiceScheduledDaysInAdvanceUrgencyInsuranceStatus
19995 19995 2011-04-26 00:00:00 GYN Surgery 36 Routine Private
19996 19996 2009-07-17 00:00:00 Oral-Maxillofacial Surg 22 Routine Private
19997 19997 2010-11-02 00:00:00 GYN Surgery 50 Routine None
19998 19998 2012-12-20 00:00:00 General Surgery 21 Routine Medicare
19999 19999 2012-07-26 00:00:00 Obstetrics 1 Emergency Private
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 82, "text": [ " Unnamed: 0 SurgeryDate Service \\\n", "19995 19995 2011-04-26 00:00:00 GYN Surgery \n", "19996 19996 2009-07-17 00:00:00 Oral-Maxillofacial Surg \n", "19997 19997 2010-11-02 00:00:00 GYN Surgery \n", "19998 19998 2012-12-20 00:00:00 General Surgery \n", "19999 19999 2012-07-26 00:00:00 Obstetrics \n", "\n", " ScheduledDaysInAdvance Urgency InsuranceStatus \n", "19995 36 Routine Private \n", "19996 22 Routine Private \n", "19997 50 Routine None \n", "19998 21 Routine Medicare \n", "19999 1 Emergency Private " ] } ], "prompt_number": 82 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis ##\n", "\n", "We will start with basic summary stats, move on to more complex calculations and finish up with some basic graphing.\n", " \n", "### Basic summary stats ###\n", "\n", "Let's start with some basic summary statistics regarding lead time by various dimensions.\n", "\n", "Since ScheduledDaysInAdvance is the only measure, we'll do a bunch of descriptive statistics on it." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df['ScheduledDaysInAdvance'].describe()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 83, "text": [ "count 20000.00000\n", "mean 16.34510\n", "std 13.77599\n", "min 0.00000\n", "25% 5.00000\n", "50% 13.00000\n", "75% 24.00000\n", "max 187.00000" ] } ], "prompt_number": 83 }, { "cell_type": "markdown", "metadata": {}, "source": [ "How about some percentiles?" ] }, { "cell_type": "code", "collapsed": true, "input": [ "p05_leadtime = sched_df['ScheduledDaysInAdvance'].quantile(0.05)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 84 }, { "cell_type": "code", "collapsed": false, "input": [ "p05_leadtime" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 85, "text": [ "1.0" ] } ], "prompt_number": 85 }, { "cell_type": "code", "collapsed": true, "input": [ "p95_leadtime = sched_df['ScheduledDaysInAdvance'].quantile(0.95)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "p95_leadtime" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 87, "text": [ "43.0" ] } ], "prompt_number": 87 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram and box plot ###\n", "\n", "A popular plotting module for Python is [matplotlib](http://matplotlib.org/). The project homepage has many links to resources for learning it, with a very good place to start\n", "being the official [documentation](http://matplotlib.org/contents.html) and the [gallery of graphs](http://matplotlib.org/gallery.html). The are a few modes of using matplotlib. There is a **pyplot** mode which is particularly well suited for interactive plotting\n", "in a Python shell like [IPython](http://ipython.org/) (much like one would work in Mathematica or MATLAB). IPython rocks. You can also use matplotlib within Python scripts either with\n", "the pyplot commands or via an objected oriented API (similar to [ggplot2](http://ggplot2.org/) for plotting in [R](http://www.r-project.org/))." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is a basic histogram for ScheduledDaysInAdvance. For a more API based approach, see [this example from the matplotlib page](http://matplotlib.org/examples/api/histogram_demo.html) as\n", "well as the next version of our histogram below." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.hist(sched_df['ScheduledDaysInAdvance'], 50, normed=1, facecolor='green', alpha=0.75) # normed=1 plots probs instead of counts, alpha in [0,1] is transparency level (RGBA colors)\n", "plt.xlabel('Days')\n", "plt.ylabel('Probability')\n", "plt.title(r'Histogram of Schedule Lead Time')\n", "plt.axis([0, 200, 0, 0.06])\n", "plt.grid(True)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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COQ4iImp3LBwEgOPIcmM+5cNcKg8LBxERWYRzHERE3QjnOIiIqN2xcBAAjiPLjfmUD3Op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\nh6+//tpkvUqlYq7vQ2v5Y25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"text": [ "" ] } ], "prompt_number": 88 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's make the bars white and plot background grey so we can start to see how to reference plot parts and modify them. This takes a while to learn and I make heavy use\n", "of Stack Overflow - [http://stackoverflow.com/questions/14088687/python-changing-plot-background-color-in-matplotlib](http://stackoverflow.com/questions/14088687/python-changing-plot-background-color-in-matplotlib).\n", "The matplotlib [hist() documentation](http://matplotlib.org/api/pyplot_api.html?highlight=hist#matplotlib.pyplot.hist) is essential. A useful [demo](http://matplotlib.org/examples/pylab_examples/histogram_demo_extended.html) is \n", "included in the matplotlib [examples area](http://matplotlib.org/examples/index.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `pyplot.hist()` function actually returns a tuple (*n, bins, patches*) where *n* is an array of y values, *bins* is an array of left bin edges on x-axis, and *patches* is a\n", "list of `Patch` objects (the bars in this case). By creating histogram and capturing the return values, we can make it easier to make changes to the graph. In addition, notice that\n", "we are saving the `Figure` and `Axes` objects. If we were writing code in Python script, we could iteratively update a graph with a sequence of pyplot commands since they always\n", "correspond to the *current figure*. However, in an IPython notebook, the reference to the current figure is lost everytime a cell is evaluated. By creating the variables `fig` and \n", "`ax` below, we can get around this problem. Remember, we can still create a plot with a sequence of pyplot commands as long as we do it all within one cell (just as we did above\n", "with the first histogram)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig1 = plt.figure()\n", "ax1 = fig1.add_subplot(1,1,1)\n", "n, bins, patches = plt.hist(sched_df['ScheduledDaysInAdvance'], 50, normed=1, facecolor='grey', alpha=0.75)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 89 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's change the bars to white and the plot area background to a light grey. For both, we will be setting a `facecolor` property. For the bars it will be the facecolor of the \n", "`Patch` objects in the patches variable and for the plot area background it will be the facecolor of the `Axes` object associated with this plot. So, plots are housed inside figures. A figure could\n", "contain multiple subplots (more on this soon). Each plot contains an `Axes` object that knows all about the axes of the plot. Time spent perusing examples and checking the documentation\n", "at the matplotlib site is time well spent if you want to learn matplotlib." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax1.patch.set_facecolor('#F0F0F0')\n", "ax1.set_title('Histogram of Scheduled Lead Time')\n", "ax1.set_xlabel('Days')\n", "ax1.set_ylabel('Probability')\n", "ax1.grid(True, color='k')\n", "[axp.set_facecolor('white') for axp in ax1.patches] # Seems like there should be a simpler way. Of course, it's easy to just rerun the plt.hist() with the desired color.\n", " # However, this fine level of control makes it possible to set individual\n", " # bar colors based on some condition. In fact, when you originally create the histogram and are specifying the\n", " # color property you can actually set color=[] where the list contains the colors of each bar. In the\n", " # process of generating the color list you could do all kinds of logical tests to pick the color of each bar.\n", "display(fig1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 90 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Admittedly, matplotlib can be tricky to work with because of it's very detailed API. The pandas project provides some higher level wrapper functions to matplotlib to make\n", "it a little easier to create standard plots. This is an area that pandas is actively working to expand. Let's recreate the first histogram with pandas and overlay a density plot\n", "on it as well. Let's also truncate the x-axis at 100 so we can see the details a little better." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df['ScheduledDaysInAdvance'].hist(bins=50, color='k', alpha=0.3, normed=True)\n", "sched_df['ScheduledDaysInAdvance'].plot(kind='kde', style='k--', xlim=[0,100], title='Histo of Sched Lead Time (using pandas)')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 91, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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UDoTn5ubCxsaGnba2tkZSUlKz8+Tk5MDMzAwikQju7u64c+cOgoOD4erqWm8b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\n794Ne3t7qW/vTdHYNYey4FA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"text": [ "" ] } ], "prompt_number": 91 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Box plots ###\n", "\n", "We'll start wiht a basic box plot of lead time grouped by military status. The [matplotlib boxplot demo](http://matplotlib.org/examples/pylab_examples/boxplot_demo.html) and \n", "[more advanced demo](http://matplotlib.org/examples/pylab_examples/boxplot_demo2.html )are quite helpful. In particular,\n", "we see that stacked box plots are possible by passing in a list of data vectors to be summarized. So, we could do the group by data shaping to create the list to pass in to\n", "matplotlib `boxplot()` function. Seems like a job for pandas. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "bp = sched_df.boxplot(column='ScheduledDaysInAdvance', by='InsuranceStatus')\n", "fig2 = gcf() # 'g'et 'c'urrent 'f'igure so we can use it later\n", "ax2 = gca() # 'g'et 'c'urrent 'a'xes so we can use it later" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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DyOmzlJO+EVqtRuoQZInnNBKPnOaIMS8aqQMwGa7pV6J/8iYhAVAqdbct/eSN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\ndhWPnGrPDWXC2bsBaEy6Pyl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"text": [ "" ] } ], "prompt_number": 92 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try rotating x-axis labels. Much searching and trying leads to learning how to set X-axis label rotation. It's easier if you are creating the plot rather than modifying and existing plot." ] }, { "cell_type": "code", "collapsed": false, "input": [ "labels = ax2.get_xticklabels()\n", "for label in labels:\n", " label.set_rotation(90)\n", "display(fig2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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D2Q8//MA9d9asWeyNN95gjDEWERHBnShWWlrKDh8+bPT9zJ07l9nZ2bHdu3czrVbL3n//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\nnxBCGhBK+oQQ0oBQ0ieEkAbk/wEpwN7jznvUSQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 93 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Still hard to read, let's recreate the boxplot as a horizontally oriented set of plots." ] }, { "cell_type": "code", "collapsed": false, "input": [ "bp = sched_df.boxplot(column='ScheduledDaysInAdvance', by='InsuranceStatus', vert=False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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IMSAfHyArq3r1CFRQwXoh8vYGMjOtVh0Rkd3UdgzojkxAKhVQ7bO2qHCdV0dE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\nTXtfrN1rU9e9QLU9nrP3Wjl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"text": [ "" ] } ], "prompt_number": 94 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Group by summaries ###\n", "Everything we've done so far (except for the box plots) has not considered any of the dimensions (factors, group by fields, etc.). Pandas is well suited for grouping and\n", "aggregation. We'll do means and 95th percentiles of ScheduledDaysInAdvance by Urgency.\n", "\n", "Start by creating a `GroupBy` object." ] }, { "cell_type": "code", "collapsed": true, "input": [ "sched_df_grp1 = sched_df.groupby(['Urgency'])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 95 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use it to compute whatever summary stats we'd like." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df_grp1['ScheduledDaysInAdvance'].mean()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 96, "text": [ "Urgency\n", "Emergency 2.171875\n", "FastTrack 18.642857\n", "Routine 17.465120\n", "Urgent 2.520194\n", "Name: ScheduledDaysInAdvance" ] } ], "prompt_number": 96 }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df_grp1['ScheduledDaysInAdvance'].quantile(0.95)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 97, "text": [ "Urgency\n", "Emergency 4.00\n", "FastTrack 79.75\n", "Routine 44.00\n", "Urgent 4.00" ] } ], "prompt_number": 97 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now group by Urgency and InsStatus and recompute the summary statistics." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df_grp2 = sched_df.groupby(['Urgency','InsuranceStatus'])\n", "sched_df_grp2['ScheduledDaysInAdvance'].mean()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 98, "text": [ "Urgency InsuranceStatus\n", "Emergency Medicaid 0.500000\n", " Medicare 2.166667\n", " None 1.880000\n", " Private 2.317919\n", "FastTrack Medicaid 148.000000\n", " None 4.500000\n", " Private 15.400000\n", "Routine Medicaid 22.535554\n", " Medicare 21.785600\n", " None 15.945669\n", " Private 17.047674\n", "Urgent Medicaid 2.466667\n", " Medicare 2.240000\n", " None 2.741176\n", " Private 2.441281\n", "Name: ScheduledDaysInAdvance" ] } ], "prompt_number": 98 }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df_grp2['ScheduledDaysInAdvance'].quantile(0.95)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 99, "text": [ "Urgency InsuranceStatus\n", "Emergency Medicaid 0.95\n", " Medicare 4.25\n", " None 4.00\n", " Private 4.00\n", "FastTrack Medicaid 148.00\n", " None 8.30\n", " Private 39.40\n", "Routine Medicaid 51.00\n", " Medicare 47.00\n", " None 42.00\n", " Private 43.00\n", "Urgent Medicaid 4.55\n", " Medicare 4.00\n", " None 5.00\n", " Private 4.00" ] } ], "prompt_number": 99 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms revisited ###\n", "Let's just see how easy it is do a matrix of histograms - something that is no fun at all in Excel." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sched_df['ScheduledDaysInAdvance'].hist(bins=50, color='k', alpha=0.3, normed=True, by=sched_df['Urgency'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 100, "text": [ "array([[,\n", " ],\n", " [,\n", " ]], dtype=object)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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RkYE333wTOTk52LBhA/bu3Wuyj0wmw9mzZ3H33bGoqTnXfgvYDhLZB3O0iVyblYjIBo4f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\nffo0pk2bBgA4c+YMPvroI5w5cwaZmZl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"text": [ "" ] } ], "prompt_number": 100 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output of the `hist()` function with the `by` keyword is an array of lists of `AxesSubplotObjects`. Each row of the array contains a list with two elements each. If you don't want to\n", "suppress that Out[] message above the graph, just end the In[] line with a `;`.\n", "\n", "It looks like a pandas bug in that the histogram properties (such as color) specified aren't having any effect. Perhaps they can be changed after the plotting. Something to explore later.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### About this IPython notebook ###\n", "\n", "You can find the data and the `.ipynb` file in my [hselab-tutorials](https://github.com/misken/hselab-tutorials) github repo. Clone or download a zip.\n", "\n", "Check out the [IPython doc on the notebook format](http://ipython.org/ipython-doc/stable/interactive/htmlnotebook.html#the-notebook-format) to learn all about working with\n", "IPython notebooks. A few highlights include:\n", "\n", "- IPython notebooks are JSON text files with a `.ipynb` extension.\n", "- You can download a notebook as regular `.py` file with a **File|Download As...** and setting the download filetype to py.\n", "- If you add the proper comments to a regular `.py` file, you can open it as a notebook file by dragging and dropping the file into the notebook dashboard file list area. See\n", "the doc link above for the details on how to comment your Python file so that this works well.\n", "- To create a static HTML or PDF of your notebook, do a **File|Print** and then just save or print or whatever from the resulting browser window." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Related Links ##\n", "\n", "- [Blog post by a researcher on learning python, matplotlib, and pandas](http://brenda.moon.net.au/2012/01/01/learning-python-matplotlib-and-pandas/)\n", "- [iPython](http://ipython.org/)\n", "- [iPython from GitHub](https://github.com/ipython/ipython)\n", "- [Pandas](http://pandas.sourceforge.net/)\n", "- [scikits.statsmodels](http://statsmodels.sourceforge.net/)\n", "- [Pandas and StatsModels discussion list](https://groups.google.com/group/pystatsmodels)\n", "- [matplotlib](http://matplotlib.sourceforge.net/)\n", "- [matplotlib api date demo with tick and label formatting](http://matplotlib.org/examples/api/date_demo.html)\n", "- [matplotlib tutorial](http://www.loria.fr/~rougier/teaching/matplotlib/#tutorials)\n", "- [scikits timeseries](http://pytseries.sourceforge.net/)\n", "- [Blog post on using ipynb's for teaching](http://ivory.idyll.org/blog/teaching-with-ipynb-2.html)" ] } ], "metadata": {} } ] }