0.prerequisites.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Welcome to Molecular Dynamics with Python!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prof. Bin Shan(bshan@mail.hust.edu.cn), Huazhong University of Science and Technology\n",
    "\n",
    "Nano Materials Design and Manufacturing research center at HUST (www.materialssimulation.com)\n",
    "\n",
    "Python is an easy to learn, powerful programming language. It has efficient high-level data structures and a simple but effective approach to object-oriented programming. Python’s elegant syntax and dynamic typing, together with its interpreted nature, make it an ideal language for scripting and rapid application development in many areas on most platforms.\n",
    "\n",
    "**Special Thanks**: This notebook is a shortened version of J.R. Johansson (jrjohansson at gmail.com)\n",
    "The latest version of the original [IPython notebook](http://ipython.org/notebook.html) can be found at [http://github.com/jrjohansson/scientific-python-lectures](http://github.com/jrjohansson/scientific-python-lectures)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The role of computing in science"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Science has traditionally been divided into experimental and theoretical disciplines, but during the last several decades computing has emerged as a very important part of science. Scientific computing is often closely related to theory, but it also has many characteristics in common with experimental work. It is therefore often viewed as a new third branch of science. In most fields of science, computational work is an important complement to both experiments and theory, and nowadays a vast majority of both experimental and theoretical papers involve some numerical calculations, simulations or computer modeling.\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "In experimental and theoretical sciences there are well established codes of conducts for how results and methods are published and made available to other scientists. For example, in theoretical sciences, derivations, proofs and other results are published in full detail, or made available upon request. Likewise, in experimental sciences, the methods used and the results are published, and all experimental data should be available upon request. It is considered unscientific to withhold crucial details in a theoretical proof or experimental method, that would hinder other scientists from replicating and reproducing the results.\n",
    "\n",
    "In computational sciences there are not yet any well established guidelines for how source code and generated data should be handled. For example, it is relatively rare that source code used in simulations for published papers are provided to readers, in contrast to the open nature of experimental and theoretical work. And it is not uncommon that source code for simulation software is withheld and considered a competitive advantage (or unnecessary to publish). \n",
    "\n",
    "However, this issue has recently started to attract increasing attention, and a number of editorials in high-profile journals have called for increased openness in computational sciences. Some prestigious journals, including Science, have even started to demand of authors to provide the source code for simulation software used in publications to readers upon request. \n",
    "\n",
    "Discussions are also ongoing on how to facilitate distribution of scientific software, for example as supplementary materials to scientific papers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " * [Reproducible Research in Computational Science](http://dx.doi.org/10.1126/science.1213847), Roger D. Peng, Science 334, 1226 (2011).\n",
    "\n",
    " * [Shining Light into Black Boxes](http://dx.doi.org/10.1126/science.1218263), A. Morin et al., Science 336, 159-160 (2012).\n",
    " \n",
    " * [The case for open computer programs](http://dx.doi.org/doi:10.1038/nature10836), D.C. Ince, Nature 482, 485 (2012)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Requirements on scientific computing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Replication** and **reproducibility** are two of the cornerstones in the scientific method. With respect to numerical work, complying with these concepts have the following practical implications:\n",
    "\n",
    "* Replication: An author of a scientific paper that involves numerical calculations should be able to rerun the simulations and replicate the results upon request. Other scientist should also be able to perform the same calculations and obtain the same results, given the information about the methods used in a publication.\n",
    "\n",
    "* Reproducibility: The results obtained from numerical simulations should be reproducible with an independent implementation of the method, or using a different method altogether. \n",
    "\n",
    "\n",
    "In summary: A sound scientific result should be reproducible, and a sound scientific study should be replicable.\n",
    "\n",
    "\n",
    "To achieve these goals, we need to:\n",
    "\n",
    "* Keep and take note of *exactly* which source code and version that was used to produce data and figures in published papers.\n",
    "\n",
    "* Record information of which version of external software that was used. Keep access to the environment that was used.\n",
    "\n",
    "* Make sure that old codes and notes are backed up and kept for future reference. \n",
    "\n",
    "* Be ready to give additional information about the methods used, and perhaps also the simulation codes, to an interested reader who requests it (even years after the paper was published!).\n",
    "\n",
    "* Ideally codes should be published online, to make it easier for other scientists interested in the codes to access it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is Python?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Python](http://www.python.org/) is a modern, general-purpose, object-oriented, high-level programming language.\n",
    "\n",
    "General characteristics of Python:\n",
    "\n",
    "* **clean and simple language:** Easy-to-read and intuitive code, easy-to-learn minimalistic syntax, maintainability scales well with size of projects.\n",
    "* **expressive language:** Fewer lines of code, fewer bugs, easier to maintain.\n",
    "\n",
    "Technical details:\n",
    "\n",
    "* **dynamically typed:** No need to define the type of variables, function arguments or return types.\n",
    "* **automatic memory management:** No need to explicitly allocate and deallocate memory for variables and data arrays. No memory leak bugs. \n",
    "* **interpreted:** No need to compile the code. The Python interpreter reads and executes the python code directly.\n",
    "\n",
    "Advantages:\n",
    "\n",
    "* The main advantage is ease of programming, minimizing the time required to develop, debug and maintain the code.\n",
    "* Well designed language that encourage many good programming practices:\n",
    " * Modular and object-oriented programming, good system for packaging and re-use of code. This often results in more transparent, maintainable and bug-free code.\n",
    " * Documentation tightly integrated with the code.\n",
    "* A large standard library, and a large collection of add-on packages.\n",
    "\n",
    "Disadvantages:\n",
    "\n",
    "* Since Python is an interpreted and dynamically typed programming language, the execution of python code can be slow compared to compiled statically typed programming languages, such as C and Fortran. \n",
    "* Somewhat decentralized, with different environment, packages and documentation spread out at different places. Can make it harder to get started."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What makes python suitable for scientific computing?"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "\n",
    "* Python has a strong position in scientific computing: \n",
    "    * Large community of users, easy to find help and documentation.\n",
    "\n",
    "* Extensive ecosystem of scientific libraries and environments\n",
    "    * numpy: http://numpy.scipy.org - Numerical Python\n",
    "    * scipy: http://www.scipy.org -  Scientific Python\n",
    "    * matplotlib: http://www.matplotlib.org - graphics library\n",
    "\n",
    "* Great performance due to close integration with time-tested and highly optimized codes written in C and Fortran:\n",
    "    * blas, atlas blas, lapack, arpack, Intel MKL, ...\n",
    "\n",
    "* Good support for \n",
    "    * Parallel processing with processes and threads\n",
    "    * Interprocess communication (MPI)\n",
    "    * GPU computing (OpenCL and CUDA)\n",
    "\n",
    "* Readily available and suitable for use on high-performance computing clusters. \n",
    "\n",
    "* No license costs, no unnecessary use of research budget.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Python environments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Python interpreter"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The standard way to use the Python programming language is to use the Python interpreter to run python code. The python interpreter is a program that reads and execute the python code in files passed to it as arguments. At the command prompt, the command ``python`` is used to invoke the Python interpreter.\n",
    "\n",
    "For example, to run a file ``my-program.py`` that contains python code from the command prompt, use::\n",
    "\n",
    "    $ python my-program.py\n",
    "\n",
    "We can also start the interpreter by simply typing ``python`` at the command line, and interactively type python code into the interpreter. \n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "\n",
    "This is often how we want to work when developing scientific applications, or when doing small calculations. But the standard python interpreter is not very convenient for this kind of work, due to a number of limitations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IPython"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IPython is an interactive shell that addresses the limitation of the standard python interpreter, and it is a work-horse for scientific use of python. It provides an interactive prompt to the python interpreter with a greatly improved user-friendliness.\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "Some of the many useful features of IPython includes:\n",
    "\n",
    "* Command history, which can be browsed with the up and down arrows on the keyboard.\n",
    "* Tab auto-completion.\n",
    "* In-line editing of code.\n",
    "* Object introspection, and automatic extract of documentation strings from python objects like classes and functions.\n",
    "* Good interaction with operating system shell.\n",
    "* Support for multiple parallel back-end processes, that can run on computing clusters or cloud services like Amazon EC2.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Jupyter notebook"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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lT/b5DI73y8K2s2XWj+w6P3EMSWc1rk/bEhnwFsEek8Gb2uXsCzrN/p23qFnUGawltFtuv2iGtC/tD0ZBuXWubjvSi9MJdZPF7ZvVkm/yaJK8fIbXzjaLOnc+npp9Jvu90fpObTfakVO2fXJ4BzHU0i7miWoJb7di/rbGnq1jek7aWbb7ijrN9njwaa8TR39anmGWXCPZ72kuEW9NY2PRz/T6Ss+sZcuUb/mExofGbI9lMk3j0UN+LFFbpjz13Ky+bD0yWVstOVzyzjFlOjwzpomb3tSt3O+GxljheCGLvOicfcoxjKVSXhqvm8bJLtnM0VTWKLN1KtJrXr3j9lsfXaMZrjHztH1TTSaxsQEBCEAAAhCAQFMJ3PLAHxODJ/9JWhv9J2ldd4/oo9LV4PmfC+80U7TU3NH3eV9bK8eOjYgcuFZk/5dE9i0Qee1zIq9+RmT40yKn0qVY6l3pupo8ZoTNTJk5U9/+SJsjDyyO9y+WnlWLndFAR2TLIptmpvTYAQHhaJ1dPTJz0RY5IkPSY/LPllGOja0nI3nikTxLliwp5LVu3Tpjpqxatco7Z9GiRWa/XSvHTtXSqV86pSt8lTN5fvazn5m87Kiios8f/vCHSbbW5NH1eCbjFXW20xEI2Zv0GbLgZ8PeaJioM+52xEal/5qSlFzzpozJ0/Ezz+IRkWHp+6RjHL3cG40CWhOeF40YWqIdh2SqVNSBzJgmIrLzB/okqHmyKWcmWHmW1kTIPl1r5dIF0n6W8mqXhVU9USqOL+mExdPaNP3aQRn2DBs3qjgG28GL10Y65wfWBHLPTbejtmmT2bf0y+7DgVmSnjburUgvbts7WcUdSbdDFx0NGeSZPMPSe1FJShcFBqDJYEwGlirzJTJgqmTbx3ZKq4nBOcdshjEFvMPTrZlQzijIHLOc4rIyx/OuO1unKJ6EpWFrj6XB5RkmrrHpmSM57RMaR2nO2S3P5AnjCb97yaP6R3WJ6pWav/53LSM9lmbi1SPdra0ias7lpXFPK04fjzxKrs9Ym/a6czNJtrU+2bZIDutIn7Lp0zPDrUyc+jtaKa9qTJ64II+vk7dp26RO5fTq19ukc9jl1Sc0/yqlCfPgOwQgAAEIQAACk0tg4dqn5OO3bHcelf6gnP+tX8jff3OTnGcelb4heJJW9Kh0fZLWh6+9IzF5zv1Krzzy+z+LvHVHND1r33yRVz8rsneeyPCnRP58mchfa5mYVFu9rflRbarikTyR+bL4gSMmK3OeMWVExBg2i2WLWV4oNmniKV/eeWrkzIzPKzR5bH6+iVQpflvPaWnyvPXWW5n6Fy28bKdrlTN57r//fmPA6BQt9/XQQw+Z/brQsr4GBwfNd/tULfdc3S5n8ui0LzV29ElaavgUva2hpPlZk0cXaZ6MV3RzX5LsI9Rvl76tg7I7s/aOiBlyXypJ8sSteLSK19EqZ/KsD12XqKOWdAZyOqNp3YNz7doZOR2hqG62o53mUHkrLiPp9AQpTg1L7xztoM+WZOSSPWVsVEZeHDTTpHpXLEnX3XE7Qnv74ylqUSe/7UNqJvXJwMvu6KCgnnk8bZnu5/GdcvscuyaQTh9rlwVLe2XTrpC5m6j67bJMC9st7jQ6DLL5ZM9xo/LPj9mEo6E0QVEMFdsl4O0W7m0HHXgtz6mXd2ryJUiT7C+zEbd3ZIxEpoKuwxOasHrNGWPgzm4plTqkuyt6Gl54Xva731kvE0l8KGqf5BrXervXnIk3P8+o7eyxiHNiXsUje6J8Y05x3bMxB/U33G1+sX6MkWbLSmuVMU/SQ5FmnDY08XYNemtHufGG6/Xkxumyccsqu611CH6vamKhmbscXF5Rvlq3pA01b43TfHZIR/J75+pV87M83e3070CSn1e3MteTqZPN00vEFwhAAAIQgAAEmkDgk7cOyEW60HLXwzLrO2rwbEkMnr/7xgb5h5vuk6V3/6f8eOsuWbP9D7Jm2y65Y+vv5Sf9z8pPHo7eGx97XvbrA5OO3hOP3vm8yKtXiuy9XOTPc0Ve6RB5+RMib9fn4UF5mKz5kXcsb1+hyROaMo6xY0bxOOv4pN+jUTzJ6B2JvhujKMwvGcmDyZO0iz5yXI2S/fuTBTqSY7/61a/MsfDpWtbk0YWVi16rV682ae3Tsux5x48fN0++uuyyy8zInVtvvdWcp49Mz3uVM3k2btxo0uqooWpfjTJ5/E5MpejiqUPxyJ3RzQuyizHHnROvAxB3wL19pqigQ1DUUTfnBqN+bKcmp1PlGwOV6uQej+NJOjfusWg7mp5WknkbY/Pk1LBsui5aMyjq9M2Q9osWyJLblphHyWeNgDEZ2bVJem9aKB3OQs2zVsRr68QjFJKOdB7PbFjJHl33pu82x2TSBa7n1/iEtCS3dKMs08J2izueYUfa69Bmz0lLFYmm6dkOcKAX98QwhqrbpUyebv5Wb+6oHF3zxv1utm2smtjtNHuZFX7R9XSsYZO9XgqTmSld5a5lzbcv+9NZnKE5ksNGObvXXFHHPWyPWNdujGrAeHXUvNy8YyPITZMGnL1WNT8vNlNmmXprjBltOovRmzq46QOzIw0m3qq9vU3CPIY5LDLF6TlO/NHx/Bg8s8u24VN90re/qE5F+yPuHXMc08gJzBplzq5009TT5ZkeYgsCEIAABCAAgcYTmNMzIP/wr/0y67sPygXf3mIWWj6v8375uxs3yNU/elRG3jos8s4Okb+sF3l7nf8evUfk6N0ih38gcuDLIvu+EE3P2ntFND1LR++88kmRP10i8tJskbfunbQK1s3kMaNw3NE1OmInGpUTGkOpyRON6klNHhE9F5MnaO68NXn0lPnz5xujRJ86Fb56e3vNsSKTR42av/zlL2Eys9bNF77wBZN21y47eS49zRo7OlLIPhrdPoUrPSva+ulPf2ryueeee8JD8sc//tEcc5/ilTkp2NGaJo+ILh6sC+f2vhx3sq4J1nsxN/JB5y3u8HkdOlPfoBM5nulaQadQsy1rSASc/a/ZjqN/XCQ0eXb+IFqMuXPrsIx6s6TKmxdJvod1BI7+5z2YkmTrVWa6lsbS9qEO6X0xyc3fGBuR/qU6dU3byz9U67eyTOP2XaJPuXJfYwNiptg5HdFsPuOYrmXZuGXFMVhDoPp2CTTo5ultB51nLU/r9VS3Y1QEHeOko2515Y6wcLZtfeLzB83aP5rGHfXg5G2uMfeY1byTZ1nzyatYwZcCLoazU3b4XXML2iIqIMov/Q0Iv8cjRCyLOCrPnPAiLUifZyBmWDicQm165YdlOG3gxWK/BBqxuyt95rSnHTWZO1rIrY8Tvxaj15deA+Y6S45pPRxzxWrXxBXXycTgcHHLSLY7pO+BSO+af8f6vhyTM8zDKdcYpe73SmA4DgEIQAACEIDAZBJYfPdgvNByZPB81Bg8G+Uf/3WzjB47LHL45uhx6PpIdPse+Vr0aHSzuPLV6eLKZvSOTs/S0TuXRqN3/vSPIi9dLPLiRSKjjOQxxpA3/cs1lCq3tDWzps10La3y8uXLjVHyrW99y1tEWR+LPnfuXHPspptu8ujYkTw6AkgXTQ4NGjVk9Ni1114r77+fXfH7ueeeM8evvvpq8/nzn//cy9/9smnTJnPOd7/7XXe32da8Fy5caI6vX78+czxvR6uaPPZpWrO6umVh8GQsU4+RTTJPH93rrr8Td/rSDp6tcdSJSv/7Xnnh5fRpVdo5Cf9zH+WbNRJseZU+43gKR/IMm3VA0ula9vxwwWOR0R2d5mlkpcQE2ym3X9IuMxb1e+scidh1Z2weIZN49FRmMeo4Fn10vYxK/9JZcvbFt8vuoIrDa/RpVuHi1MFJVXwtyzTuIJ6zwl83aGSzPk3MX/h3ZOO8TDwVF15eZI3EkI0TuGcs1NIuZfJ0ss+dDmM60Zo+6rhGHV9nelzSmU7P8bLUL8rOGgtmZEXaUdfDhnvcWbeGR6Ycp3OfyT/eUdtInphJYhI4uYaGhNbRxq+nmXbI78hr/OlvQFSGMeXitqtoaCRmQzTaxs/PTiNyDKgwVqcaZjNpn/hAWJfM6KMGmzwu1zB2/a7189poRPq6+uInECrfmIWrMU3n1TuvToPRk9lKHeZpd46ikyjyNKgHdb81WpOT7YZpj3xt2FP4hAAEIAABCECgcQRu2bzLe5LW3924UT5yw71yx7Yhkb9sTI0dY/B8TWTkOpHXF4kcLFhc+c9z4ulZ/yTy0v8T2fNxkRf/QWT3+SJjf5q0ilnzo9oCwlE5abrJWJPHLsQcL87cbJPn9MuDaX0nuHX65fTR4JWyKhrJ88ILL8gnPvEJY5TccMMNomaJjrS59NJLRRdNVrOmaCSPjtbRp1TpSBqdOvXAAw/IN7/5TZNGF1LWp2kVvazBo3G9qfMNC172iVwax8qVK0UNpFdeeSU5W7c1Bj1+/fXXiz5Ra/v27aJrAqkB1dPTk5yrGy1r8qgpcaM+yakkpbbOeEFcN/TYfLm42zwm3KztE3fi0g6ePT/uTDqdmXKPUNdpR+mSzJNp8uQsvHzTQpltFl4uSbvzePbIoHAeXb61T1ZeM1tmlNqkTR977tQtGl3SJrO+mD7mvPe62dHj4ZOFlbNMJHyE+tY+6Tbr78wQa3pFj2cvyYw5S6RXH1G/o1/6Viwwj1VvS4wmy732T+28GbMod8pPbM6VZkjHCn2MfL/0dXXIjLZ2adcnsrkd0VgLs7v0vN3RU7/KPUL9rAWyKXl6Wg4bW5U4X9vBrL5dyuRp8zafwSgNt6NsOq9+W2uS1ITQMgo6t2EHPNNRTtNGHevBtPPuxBe1TziKwv1eUL6Th93UuF3d2v3RZ8QrupbdbWuyONOd/ISxARQbD6a9HEMmPDf+rrHYNs2cEuRh4na0Zpg433PTe8ej35SkvCD/yOgrF3OgkUyBRTu03KB9cnSRSa3nOPFrfU3sVo+lAjPM1a4ZXePWSWPR7/FnUIaNIdJi1v5JYrAnup8mLrcs9yDbEIAABCAAAQg0msCGJ182Cy1/VBdajg2e9qXr5bHn94sc/rfU5NHROyNfETn4ZZEDOnrniyLJ4so6PSteXPnlf46nZ10ssudjIi/OEnnh70Ve+meRD7IDKupV33GZPMnTreKnYtn1dsw6OvZJWf5IGzMSJ37q1hZ90pZNE6/DEz2Ry5o6Ue3SNItlywP26Vp6LF68OXiCVzkmtp4TGslz6ve/kJNbviNyMvskqXKFe8dOvCMnNnXKqaF+b3fRFx1pY42c0VF3MdooxSOPPCKf+tSnjFGiZoluq2mjT7vS7+GTqOxInqVLl8pLL70k11xzTZJWz9cFmXUkULmXPtZcz+3u7i53mjmmxo6NX9PoWkHua9++ffKd73xHrJGl5+hb63H77be7p7awySMiu1aaUSrhyA1bgeEHlySGiJnCYzpL7n/x7ZlRJzHToRwZkNuvmS1nq0mia8qcu0C6N8eGgE1qOiH5nVHTuQs7TUm6chtxPM6IgXR0wQxpn7NQbt/qP3FMZFR2rl0osz8UG19ntUvH0l4ZHBmTwa62wAgbk92bu9NFmUttcvYFUd3SiU7VMGmTsy9ZKL2/86+R0cdvl4Vz2mVGHP+Mcztk4W2DE358uhKryHR0t/QttW02Q9rnr5TBw/FoI6cjqk9U61+qJpi2rZ2iJiKnRmTgNp/jgq5NsturYgEbDTDWWNJBr7pdyuRppeJ0mlM9xAbKnD7pcxZGTsu3nWVDLx4B5pouzrZjBFrWaT42iOizqHPtn1X5m2lPr11sGo3biS3ZdjrnLg8n9kgj2bSuuWuMmDjPojraSPSzrMmjJ8TtbtrFiSUyZALjxM3Yps0wcOsfpnePZeuZjSEssPh7pp4u46QNcspM4nd+uywHm4f9Hhfva8jRqTnf1tnZr4zL5pHWS/MuatdizaXp2YIABCAAAQhAoHEE3vzLX+XCb/8ifpLWvcmTtH770usib34nMnnM6J3F0eidA/W7kPoAACAASURBVFeJ7PsXkdcKFlf+k47e+b/R9KzdF4i88FGR5z8i8saPJrVS1vyY1EK8zJ3Flb39k/vF1nNCJo988IH89Sfz5N1bPiqnBteJnHy3+qhPHJf3Hv+pvNP9ERm78/NVp9N1c6zxoY8sz3uNjY2Jjup58cUXvUeZv/fee2aNHTeNa/LofjWRXn31VbNGzhtvvOGemrut53/lK18xMT3//PO554Q7dbSPTvPau3dv7hQwPV8XdVbTSetx4MCBTNx6jk7x0jqdPn06LKL5343Jc46szC5j1PzYiAACjSCgHd944WW3UxuZGN0y6K3Vox1w23kOgtOOdU4H2uRpO+lFnXxN55ocRed5+x2zJgilFb9mzI8qg/SNDCeRx7SgTZzT/U3H+PAPxN/GO5InnEIVTOPLLStvulZ4ohuvYwJ5Bnh8jtGRqw03rR2llR73+eq51oAqYhqV714rYbR8hwAEIAABCECg8QTW/2aP6JO0/vbr6+Xc6/9D/uZrP5PfvnQwMnlGvhpNzzpwjcj+L5VZXFmnZ82Op2ddGE3Pev7vIoNHR/G8f3xSK2bNj0ktxCzKbEf4zHRG8UxqqV7mtp4TM3nUaHj7DXnnlo/K8Rv+ixz/5v+QsXuukfcev1tO/+kJef/wsHxw7LB8cOxN+eDwXjn9p8flvcd6ZeynV8nxzv9h0ry7fJZ8cDzvWdxevMmXnTt3GkPlS1/6UrJvIhuhyVNrXlu2bDHxhGv91JrP9Dpf15Bpk1L8hK3pVTdqAwEIQKAZBMoYgc0Ip95l5piZ9S6C/CAAAQhAAAIQGB+BJ188KN+777fytd4d8rU7fyUvHXhL5NA3RfIWV37tKpE3louMfE/k9W6Rg10iB78tcuAmkf2dIvu+IfLa10VeuyEawXPqyPiCqiGVNT9qSDIlT7X1nLDJo7V///Beeff7F0VGj5o9Vb7fvfVief+tfVUDfPvtt+XrX/+6MVV02lM9XhMxeXS9HJ16pWv+vPbaa/UIZ2rnoVOoVqyUzi/q48LbJPMkpaldO6KHAAQg0FwC09YImeYGVnNVQ+kQgAAEIACBySHwxjfi0TsL4ulZnxEZvlxk32KR0S0iRzeLvHW/yFv3iby1QeTIvSInXp2cWCrkas2PCqdN+cO2nnUxeZTGB39926ytc/wb/62iyfPOjf9NTmz+tnwwdqwqkDodSRcdnjdvnjF4dKHjd9+tYWpYmVLGY/LoWkD6BC+dNqYmz+OPP16mhDPp0E5ZqQsPt50t827bGTwhqlU5uNMI7HSCos+iaQatWrca46plWk8wfajGkjgdAhCAAAQgAAEIQAACEJjKBF5fEk3PevWzInvzFlfW6Vm6uPKF0eLKOj1rdHtTamzNj6YU3sBCbT0nZPKo+fLi7hfN2jd2XZj333hZTjz4r2Zkzzvf+K+p4fON/yp/XflxOfnQLfL+m+nzj6qtsxo8V1xxhaxZs8asV1Ntukrn6do4ixYtMk/hqnSuPa5rAekTtz73uc/J73//e7ubzylKYGx0VNS4q+adLn48RStbLuxTY1UxiDhNaxLlKHEMAhCAAAQgAAEIQAACEDjwFZFXrxTZe7nIn+fGj0b/hMif/lHkpXhx5b1fFnn7EZFXPhetv/P2L5vCzZofTSm8gYXaek7I5Hn0kUflJz/+iXlv7d+aDX/smJnKpdO55MTEFlPShYh1keNWeemizqdOnWqVcIgDAhCAAAQgAAEIQAACEIAABCDQGAIHl4kMf1rkz3NEXvmkyMs5iysfeyyK5egDkcnzzjONiS0oxZofwe5p99XWc0Imz51r7kxMHjV77GieaUeLCkEAAhCAAAQgAAEIQAACEIAABCAQEXj7QZE/Xyry8j/Ho3cuFtlzkcjuWen0rOEvixz7jcif/0XEPEWrPkuu1NoE1vyoNd1UO9/Wc0Imz0MPPpSYPJvu3zTVGBAvBCAAAQhAAAIQgAAEIAABCEAAAjUTeF/k8NrI4Nmj07P+QWT3BSIvnBeN2nn+I+nny5eLjP2p5hLqlcCaH/XKr1XzsfWckMlz4sQJ+d0zv5PfPv3bui2E3KrAiAsCEIAABCAAAQhAAAIQgAAEIAABh8B7r4scWS9y4LvR2js6kufFj4u8cqXIwX8T0SlbHzR3mRNrfjhRT8tNW88JmTzTkgyVggAEIAABCEAAAhCAAAQgAAEIQGBaEND1dNUAme5vrae+MHmmhWypBAQgAAEIQAACEIAABCAAAQhAAAJnOgFMnjNdAdQfAhCAAAQgAAEIQAACEIAABCAAgWlBAJNnWjQjlYAABCAAAQhAAAIQgAAEIAABCEDgTCeAyXOmK4D6QwACEIAABCAAAQhAAAIQgAAEIDAtCGDyTItmpBIQgAAEIAABCEAAAhCAAAQgAAEInOkEMHnOdAVQfwhAAAIQgAAEIAABCEAAAhCAAASmBQFMnmnRjFQCAhCAAAQgAAEIQAACEIAABCAAgTOdACbPma4A6g8BCEAAAhCAAAQgAAEIQAACEIDAtCCAyTMtmpFKQAACEIAABCAAAQhAAAIQgAAEIHCmEyiNjIwIbxigATSABtAAGkADaAANoAE0gAbQABpAA2hgamugqpE82sgnTpzgDQM0gAbQABpAA2gADaABNIAG0AAaQANoAA20qAYweVq0YTDVMBXRABpAA2gADaABNIAG0AAaQANoAA2ggVo0gMmDyYMDiwbQABpAA2gADaABNIAG0AAaQANoAA1MAw1g8kyDRqzF1eNcXGA0gAbQABpAA2gADaABNIAG0AAaQAPTUwOYPJg8uLVoAA2gATSABtAAGkADaAANoAE0MAEN7N69W5599tkp+dbYMXymj+GDyTOBC5kLYfpcCLQlbYkG0AAaQANoAA2gATSABtDAeDWgBs9UfWns46036VrvmsHkweThgkYDaAANoAE0gAbQABpAA2gADaCBCWgAk6e+ZsfcuXPR4zj1iMkzTnA4lvW9iOEJTzSABtAAGkADaAANoAE0gAamqgYweeqrXUye8fPE5MHkwSFFA2gADaABNIAG0AAaQANoAA2ggQloAJNn/KZEnrGHyZPP8/jRo3L08FE5ejz/uLJskMmzU9bMnSvaUOF7zbMn5MSBh2XZ3GXy8IETcuLZNTJ37hrZOYELLE8k9dtXXJe5yx6W/Xlxu3Vyt/PObfQ+E89cMe0QlL3zjrli6tRqMQdxVtu2+x9aFtVnnOmrLadlzzPXmXMNFuk1h4/Rwh075cSJ/fLwsrmy7KH9Tb0JSONxftxs/Uyczv6c+tStjdzfrskspzDvqD386zfal/k9stdx2Zhbo33r1j5F3IoYFO3PySdXgznnTXpdKLOpv0W0b4N+a9E5OkcDaGAKaKDQ5Dm0RRbPnCkzq3r3yG8eWFzluZpnjwwlCwENSU/m+2LZcig5oXBDY2+1v2nFJk9Bf7yGvk1SV3t/PNn6ivvckRcS+x41lrn/qbtl2YIrPD/liq/0yMMvHs20XUNNHr8j4twYuDfWjQJdI9RECCciURXWJS9ft07utlvvvHQN2RfVJ9tpd/a7MTckJkcbdSyvGSZPy3QETRv6Zp6Jrcofw7QerWECpPFYrTh6raNm0uvelhN8tsA1nM9imSxb5v8BSc4rG3Od2rdsGQHDRraXLasovqL9Np3zmfB09lXUC+dmbkJg1gLXA7pEl2gADaCBumig0OTJtVaOyJZFM2XxA0dyj5bfqWlzzJtdPbJ4VU8FQyknnYh5Ilir/U2uZPL4/fH4n5wV/9kb9OUb0c8N7i9Nn7SmQS1H5fmfLpUr5s6VK669We5+6Nfy26d+K7/su1m++ln9B/4XZcWA/w/41jB53B+WRoB2y6t5OxBGNemL6hQ0eLMuLNNZCTv7RTFXU98WPefMNXmKOu7Vaznt0Bbl1diOShqPllvtj/okxNgK17Beq+71q9/v2CnKKP3jFzFKvxexqFP7tgKXcr9DRfEV7c/Jy9dgEU/2N+vvGuWiPTSABtAAGmi0BmoyeXb1BKNwyts6/tE8kydvn5+q3LepOJInc19bVf816P9UlabO11IN95uq4aO/6TEGzxfv+K0cfTeI5ehLsvGbOrrH/+dua5g8bkVD0OaYnWLiB9/oCzcqLxBGzs2/nmc6APH0tDV3OFPQkvpF+UxkyFbd6m9i8tl6HZgk5lhUuW0SdiJDTvrdL6Nu8Re0QZi/Z/LEmltzx7J0yJvr/Jo6F+gut/522uEaWaPT3ObOlVVrCvKuMt4w/nF/j+tqpkNWKNvVrRoFtsxUD3UyASrEYcst+kzjia811+RI8navsRzDw1yXcxNDZO4da5xppYFWy7Z5cG5SfvAjPFn7TWzpFFfVuRmZpxpO2tC5/kI9uHVbtkbWeNPxova2v1PmenFYR/+JiK+TZL/LPWZT7nqaLC7l8g0Z2HNz9ld/TTyc6idh0SAN2Pj5TH6zin472I8m0QAaQANoYLI0UL3Jo9OqZkrPrjK2S+4ULzs1K2voHNEpXou2iI4LMtsFU8OKypxWJo+5n0vvje0/hNc8697Xxn2DuJ/7sC7rEffd/Rku7n1ttj+x7I41sixZksYts/g68/qkFe/dhuUXX5src6++W54PDR6b9tAv5Ts6yie572/ymjwJQPfGOgYdrckTQU1cOu9YMbjJunCjfP2GtmLQz/w4rZjiRnfr4NbbNlJTPqM6Je0RTklzYy5zzAjWiuvZNWa6SNLJ1Dya3PHxLijDPurgm3aNv0dtqDycjrsXexlNxnmkHGMDwjJpSttWv86VxydYeyc1VVrL5DEx5w53DOL0rrX4mnT0GHXk0zY335Pjldo8TTe5vz1Fv3lRfSLt6nYcj6lz/Luj27Y+OSwSzZprPV1zyddExCG5jr3fhUDrXhnlrqeiOk3yfhOfNXHDz7Q9/fr7mgqvifQ/KLG+mn3dN+v3hnIxmtAAGkADaOAM1UB1Jo8aNDNl5qLFsnjVkDFkcqdsqckTmzaRFaTpCkweawh555cxkHIOTX2Tx73/iraTvrm577MGTN59fXrvG60PbO8F/Xu/vGPpWsJu+QX3sc79ZxJbpWvl8K/l5rlzZeGG4TK/K8fliZ65MnfRRhmO82vtkTxe51phBQ1WCcqkHA+EkVNGevMfN7DbGXK3vY5QgRhy8p+MjqQXsxujlu9+123bWTSxOW3iHNPO0Zpnd8qa+FzNP+lINqhOISevw5Zh77ZrtJ0YVG68Th2j/J36Z/IMOr5uPo3cdtuvsFynHvYcp66pPqLzmt2WJh7jmuvaM45ZZ2M3bWF/zKNrK9Vgtg5p/aJzPa04HKpp81B3jfie1k21a+ut9Yz+SGl9kjZzdepuG3YuG3c7yyUtM/7tcpl7+Za5nmx7NfrTiy+OX2Pw9kf19/4IO1pINROd5/1eVHXNOeU2uv6UV+ZGiXZpxG8WZaAzNIAGpqMGqjF5hlapwbNFjqgxsypaMtns8xZMFpFaTJ5dPdKza0h6zrCRPO5gC7Pt9FHNvXz8Dzd3+0SZAQtGk+69oLtt7p3ce2N3O7qe03vDCte3ydcZIFLuviw+N7mPLzjXlJ30ARo8kse7WXYDdAE6N8emQZLhT+l/WytVcnJ/NFwzIK8Bsw0edRzijpdTP79DkZdXA/c5cWUE6hwr3ybKRjuVyiDvs4H1cfUVb5vY7cXvas4cD9s17pha/bk/Enaf82k0mcmzRUyenLiy10hQ36RukW5TTeToO4d1Nv/6tn30Qxa77KZ+gYloNJv+ZiR/BEw7ZuuQ1i+K09VKWc1Xxba+dc9lq/XVutlPR/OqTa1f8vvrxuxc2zZfPTf6jQ2viROScokYJlwTvbhtEm8711dyfnw92TIb/ukycPXr7Z/ANWHysWZbA9rfrQPbGDhoAA2gATSABpqigUomTzSNKh6N45g8ZmCNWaPHmcJVi8ljMkhNnpyBOhV3Tf2RPMH9lnMv5t0H12LyZO6T3T6Eux2VHfYnyt3fVn3u209Iz9y58vm1z5fRdHxffv0vkid9T7GRPEHjNeUHLNvxCRsw02iuQNxtr0PR7LrZetlPJx43Zt22RkkO/+giSkfwaKdwzUPOVJGcNCG/yfqedlDD/9hrXXPqbWM17RR3ksvVP6c9M1qweTb0M/sjFDF290fbiREQxJfWw03jaCQ4f7La0OabxhPHYDTqmArOD7tNk35m6xDm52mlxjZPy2kgH63vsodlpztiR9tEY7/jYXl4mWM4uDp1t00bumzc7aguLhdlVmi4Z/J1WJhjjunUYO2Y9imKz9sf1b/aa4KRPE4bN6NNKbPMzR9t05TfZTSJJtHAGaeBciZPZrROaPJYo2Zm/PQrPZ5ZV6dgupZNa6drxYZR3iPbp/WaPN41Z+/jtI/n3AeHfT7Th3COu/eC7rbJ2703drejv7Nhf6L4b082bfG5x+WJVVfI3Ctull8fKvh7/vzd8sW5c+Wrm9MpXa1t8oSNYEA3uXMQxuSJKQYfdDhNg1txuULKCKeg4fLKmIR9UZw6+sERupbjxhzWP2iTqBO4TJbZ/9THa/MUdgYnoR5FF4nbQc2OonJMnky76DFrIDjnaexu/TPpWmQkT9KG/rVjeDht7fGxi4c70+2iTmwtP0qTp+e8H1HvOgvWFLImXqTDbB3C/HwWtbV5kf4md7/WSRf9tjq17NVw1SltDyfOvq/9iEViUMR6ttdrHofE5PV+F+JRPlZP7rXgbpvr3b2ebJwN/szEFJcf7PfrH1/PBddE+rsZMG3gb9zkaqzBbQS3M65zhH65xtAAGpjqGigyecwInnhqVjKkJtfkSY7mTNdyjkl24WURZySPPko959HsajSdOSaPvTedGwxQCO7rg/vZvPtke18c9YntvXbl/kSi5+D+0s+niuv+tYdl2RX6+PTV8usD/vlHX9xojs29eo3sPJoea3GTJ+1E22H+CeSm3QBGwrDx+J+pOWI6B/EUhmjV7fiYJ6S4M+Au2ty0elkzJ2d9Ey/mCm1iROz8hz8UdRPr53XYMnHlXfDpdB9Pd3EdbdsnxzJ5OkzdTnazGARxJ511J57U6PPNvtQEyf6gJT9gTj6TvS+NJ/0xs0ZO2tkOrlVrPGYMoKwZ52lF6xWwK9vmDeTgco7aLv0Nio7ltFdGpy6n6OlwSf1iVpHW14h58oCjZfd3Ll14WNsk+G0zvyEF11MzeGUYxDrK2V/1NeE+XcFh5LYR2+71yjZ6QANoAA2ggemlgSKTx7Vnku1KJk9yYt6GuwizPY7Jk7me4vv39L420pu9tzP7c/u51sjR8937ZPcf5tl77Pz+Sazx4F64aKR4pg7xffLRZ9fIwiv0XvoK+fy1C2XhooWy8Iv66HR98tYK+fVr/rXUIJPHL7QoePbDCQ2gATTQuhowpk5ilrVunI3VUPaPfGPLpx3gjQbQABpAA2igFTQw2SaP92h0OzXLejzBSJ68qVq6b3qM5KlW72rQuIZNtela9LzDw/Lrvptl6bWflyuu+LwsXPQdWf3QTtmf82h1TJ5m/BeZMhmGjgbQwBTQgP5HIv3vR/SfjPR7i/4BbDhXTJ5WuLEmBq5HNIAG0AAaaLYGajJ5EnOmXhtn0kieKrWuo2fO0NHVmDwN7xBUKUriwgRAA2ig2RqIh7naqYnJ2j3NjqulysfkafZNNeVzX4EG0AAaQAOtoIHmmjwTM4s09lZg6Mag95/u91q2oylZ02gUT433vpg8NQKrRVycyx8cNIAG0AAaQANoAA2gATSABtDA9NcAJk9923giJs+Zfr1h8mDyjNshPdMvHupf3x9yeMITDaABNIAG0AAaQANoYKpqAJOnvtrF5Bk/T0weTB5MHjSABtAAGkADaAANoAE0gAbQABqYgAYwecZvSkxVY69V48bkmcCF3KqNSlz8wKABNIAG0AAaQANoAA2gATSABhqngd27d4saPVPxrbGjlcZpZbJZY/Jg8nBBowE0gAbQABpAA2gADaABNIAG0AAaQAPTQAOYPNOgESfbCST/6ePq0pa0JRpAA2gADaABNIAG0AAaQANoYPpqAJMHkwe3Fg2gATSABtAAGkADaAANoAE0gAbQABqYBhqoyuQ5dOiQjI2N0eDToMFxbKevY0vb0rZoAA2gATSABtAAGkADaAANoIEzWwNVmTyjo6OiRs/IyAhvGKABNIAG0AAaQANoAA2gATSABtAAGkADaKAFNVCVySO8IAABCEAAAhCAAAQgAAEIQAACEIAABFqaACZPSzcPwUEAAhCAAAQgAAEIQAACEIAABCAAgeoIYPJUx4mzIAABCEAAAhCAAAQgAAEIQAACEIBASxPA5Gnp5iE4CEAAAhCAAAQgAAEIQAACEIAABCBQHQFMnuo4cRYEIAABCEAAAhCAAAQgAAEIQAACEGhpAlWZPIcPH5Y//OEP8uyzz076W8vR8vJejYqjXAzvvPOODA8PTzqHRrCupoznnnuu4XVVvso579UM/s8///wZz6AarXBOdb+Pjb6miq6nRv2eoovqdFENp3J/m8Lfy2a0by3xhfHyHQIQgAAEIAABCECgPgSqMnn0xq2o012fMNJctBwtL+/VqDjKxaAdprfffjsvvEndpx2AZryaUa7yVc55r2bwh0FeS0zevkbznu7lFV1P+nt66NAhOXr0KO8pwkDbq+jvY3hFNurvpVtuub+d7nlsQwACEIAABCAAAQhMHoGqTJ5W6QQ1Mo6isor2T14TRTlTbvM4tBr7ZsUz2Rq3+Te6ftO9POWaV0fdd+LECXn//fd5TxEG2l55bWmvHfez2vPcNPXYbla59YidPCAAAQhAAAIQgMB0IIDJU9CKRTeqRfsLsqnbbsqNUDaDQzPK1NoWlVu0v25ia3JGja7fdC+vSEtabzV4eE0dAtpe1eq12vPqXftmlVvvepAfBCAAAQhAAAIQmKoEMHkKWq7oRrVof0E2dds9rnJPn5Rjo8eS98nTtYdTbbknnXLcMu12rWUXlVu0v/aaVZ+iGWVqdEXlFu2vvkatfWaj6zfdyyvSktYbk6e1r4UwOkyekAjfIQABCEAAAhCAAARCAvUzed5NzQTbsU8/T4bllv1e1Okq2l82MxtXbSG0XAe75rrv2yJLL2yXj10+T+Zdqe/L5PzrtsmRsrCyB6sp90j/Ypk5c6acf6kty/m8/GPSPnOmzFw2IMey2RfuKSq3aH9hRnU4MO4yrclWo/ZsyEXlFu236aTAzDt57JgcO1YumCHpWbQl0ciRB6J21bbNvntkKCkw2hhatVi2HBIpTpdNE2Rhvlasn4iYulQwFqPfn3L1jUqvprxMnLZtRyvnH6atqryCNixq27CM8HtemboPkyck1drfMXlau32IDgIQgAAEIAABCLQCgTqZPEOy+rzz5TLboddO4YWXRebCxe3SfuH58rEbtsnBoo5LQCKvQ6KnFO0PkjtfNa64g1qjwVFUVtF+p9Bo03YCy3aqM6kKd1Rdruawb4ssvniezLsk6nRHmfod+MKCggPVlGs79V2PHklGDSUG36EB6VI9OOZBUETu16Jyi/bnZuLuPDggy69fLtv2uTur2x5fmUdk23Wx9j6/QQ5WV5R3VlG5Rftt4iMPLJWl/WGJ8bVw3uqMOWPTmc9dPTJzVWjfeGfkflENLH6gVgsxN6sqrvMh6ck1nvLMKPcaGG95Trpje2TL9+bL+W75F86XznuekSOnRQ4+2iN3PV3ezqzUflra0I/nyepdgYF0aIssvm5L1b+jTtS5TDUOTB6XUutvY/K0fhsRIQQgAAEIQAACEGg2gbqZPD0ze2RIOyG28xN3FKPO30E52L9UPlZlB6WoE1S0vxii0xlspMlwaJssvVBHtlxmOoPnX7tO9rxbEOWxYRk+VHDM2V113Y3Bs1S2HTwoWxa5HVw1eTbI0AvPyDNP2/eQHCyKKy67mnKtyZMd7eF0uhvJ3+FmNg8OSNelcSznLZYtNRo91TAIixQ5IlsW2fpXN4IlzKOo3KL9Nn3UHucHRo+9FirHMrRqpvTssrlV/tTzx2MMFeVcqX4iti6Wb7lP9xrIL7FyeXE6R0ftF8+XzltXy+rvLZXLLozKb798nlw2c2ZFs6ua8gzT8wKjJ/59ba/yd9StbV6Zug+Tx6XU+tt1NXlOH5PhXfZvQZWfu4blWIV/1uRprfXJEiEEIAABCEAAAhCYPgQaZPJE/+GPjJ7KU4aKbhKL9hc3h9MZbKDJYDrZK56Jwjp9RJ5YcZm0hyOJTh+TPdvXyYYnh+Xg06tl9WMT/++/HNomi8/7mHTe94Q88/Q26bnS6eCefiYa/XDJYln+49Wy+serZfl1l9SlQ5pv8syXzric1SsWyyUzL5PlT1Y/0qOorYv2F2rA6ZgnJlSNRk/NZZpgmm3yqPHgGj32Wqhs8pjwdUSPNWyLPlcNmalZdgSP6sBuF7ZHFQcq87Z1KWfu2GPONVBQduXyROS0mqaaZ7ssvneP39HVY9fb8upo8ih31+hxTPRajZ68Ouo+TJ4CUbTo7nqaPDrN9pLrlpu/Bfr3oJq3/s3ofLQOf6talC9hQQACEIAABCAAgelAYPJMns93pkZCv+3cH5QtVy2WbfZrAcG8DomeWrTfzebkvidkQ3LD2inzbQfVMTdW37NFhiYxBnnpLrnMNRIObpGrdaRTHOiR362Tnnh6h+wbkLvuG/I7jW6F4u1q6q6dbPemfd0De6J1cE4flIHvzpPFq3rkasfsqqZTXm25WUMgra9o5/TK5bL8unlVGz1F5Rbtz0EmkmfwWD247ZObON1ZdZlHnpEN90XTdnJH8pw+Is/ct06eqHIkUVG5RfttxL7pZo0ea4w47WITxJ9m9IjycTSih0x+laZwaRtrukrmUKV8qrrObV1SYyWrP3usTibPrh6zttQltz4jwSQqObKjy4zgsTFUMroqtZ8yT9rCNXock0fLqsXoyStT92VMq0Et8wAAIABJREFUnje3S+ecOTJn2XbxBxgeku3L5sicOZ2y/c1AOBW+PnfnHOnc6ueWTRLlX/m8bMqpvGfjxo3yzjvvZKqg+/RY+KqryRObskee3CBPHDope/q3yZ6TR+SJ+56QI3JQBvr3yMljQ7Jhx0GRQ0/Itl3HPFM3jM1+z9OaPcYnBCAAAQhAAAIQgMDkE6ivySMn5WBm+Lc7JUhHN4y/01XNzaPXObId+pzP8XbEqolBm+3go10y77x44eOL2+Wy766W1beulrv6tsme+B+hBx9dJ1teKP9fUSuBasrNNW2swbNZb9Tjjnicae75tsD4s9pybQc3/XTMBFvuu8OyoUqjp6jcov1B2OUNHquHKo2eqso8OSSr4ylhUec7GMlj2uGyaHTMeV0yUEWzF5VbtN8y8E0eNTvU6NkSr2PjtItN4H2GazepoWLTuNtuIt1ffF3rNVnL9K9K9WvGdK09ay8xo3hW/9Gtd7R9ct+QMwXyGdkzTgPZzTnzO6Yjeh5Yl06HjTVcrdGTx1T35Zs8ndK5LDBz1PxZ1imdmDxuM01oW02cOXPmyNKlSz2jRw0e3afHQqNnMkyeY688I8OjJ+XgH4fk4MljMvz0sByTYzL8x4Ny8uRBGXrlmMiuHjNKr15/MyYEjsQQgAAEIAABCEAAAmUJ1NnkKVuWjgk4Y0weQ+LkEbPmwdDeg7Knf7l0bX5GnnhAR+0ckSfW3iXPVOgMujTzOmnucd3OuwHfs/YymXnpUunR0U06bcqZNpZ3fphnteWm5o4dQWGNAQ1smyy2I6m+d7V8bOZlctdLYUn+96Jyi/Z7qR3DRafXzF+7TdYl6+Mslw2bF0dP/NKOchWGS1Vl6pSd69qTKU7t1/VIz1WWxWLp+m5s8OgIjMvvkqFwOIhXgehLUblF+20WWZNH69ke19lpF5vA+/RNHs3LNWgymklGl0xvkycyXYrr6CGs8KVS+2nyjMljtGrb0OpKP9ula0dlxzCvTN2Xb/L0yvatnd7om0Pm+3bpdU2eoV5jRKgZoe/eeKiiGbmzrNPs05E53kieeKSQe65Jv6xXepe5I37syCE372ifTSum/F55LuZtyzGfd/ZGI5JyRyVVaKAGHVYz5/rrrzecrNHjGjx6TL+7r8kweQ7u0KlaG2To2DEZum9ADuoonh8PyEEdxaOjTPcNyOqb5mPyuA3BNgQgAAEIQAACEGhhAvU1eU7ukXXXO4/PNo/ujr9f2yNPjE6+ySMn3Ue5PyHL7aiNqzbIHueRyyfHuXhkXmcpt311UcvHNkjPTUul89YeWb5qiwy9MiTP/G5ANqwdkD0vbJMN24czUz9y86pqCkueyaO8l8sTTr3dh31lOuw5hVdT31xTIRn9EWXqPvJ6z71XV1y7pajcov1e6InhogbPHjmZswjywdjoqcZwqapMDcCMVEqNnqzxpQbPahmqsNi1rUtRuUX7bbpMe+iIpYPxmkxBu9g06adj8qiBk5le5V/D0Sgdf1+aV7QVnRPuLf5eqX7NGMkzfO88Y+Atf7IKd664auZI5frlmDyX9sjQK87C9uZ3TdcHqu43JK9M3Vdk8jynBkoyZUvNFR3Z81xq8hizJh3toyaQPV9NFrutFbbmi5g0qSlj0syJv8fmj52u5eVhzJyorMhsiqZ+me1lvfH0MRtjVN6cIN/EGKrQNo0+HBo9dgRPnsGjsU2GySPvRn8z9W/iyfgPxMnRkyL6hEj9bp8UeTLvb0yWWJ7WsmexBwIQgAAEIAABCEBgsgjU1+TRTmFgpthHaT+xQqdslO8M2koW3SQW7bfpsp/O2h3BOiPZc/09RWUV7fdSxyZD++Wdsm77M7Ltx/Ol/cKr5a6nh2XPA6tldX+8cKv+p3TtQFWPRK6m3Kxpo7yLR25kz/dqYb5UW27W0JiccquJxwR++ojsecEOlVIOdvRDGteRF/aYx15na+3vqbpMTVbG6KnF4NGsisot2m+j9kweY/DoEXstpPW35/ufqcmTO5rEmqae+VP+up4OJo/s2xCt77Wo4BHm7x6UYSs3H2jmW6X20wQeezV41BhMRk1FI3iqNXg0v7wydV+hySOBoWMMH2dfWCvHFDIGzZ12fI01eYJRQK75E+eVmEESjNiJvxsDyCunV9SMMvvVJIpNKb/8MK8w8OZ/d40eHdVUZPBopJNh8gzdM0/W/fGIDHQX/IPmniGRP66TrkeP5I4WDQnmaS08h+8QgAAEIAABCEAAApNHoP4mT4GZEnX0yncGbTWLbhKL9tt02U/bsc0uJps9199TVFbRfjf1sUc7zeK1B+1ooWDhZdEFePt6ZN3TR8Rs37Ou4tStasrVp6W0X+zfqH/svOJO/bQ2edwGyRnJ4x2u8KUa9l4WOUZPrQaP5ldUbtF+G0Ni8iQGjx6x10KxHkx6NRIKrmGbfzTt0s2n/HU9LUweOSlDq6Ipd+dfe5c8czAd0XPshS3SpesxXbp6QtPwUr6OyWMNHj2YmDzVj+CxeeZpRvcVmzyROaMjYMyIG2Pa+CaPMVPiqVrRlKtosebUrIlKj84Lp4BF5osduaNnpum0nHT6V/aYjv55TnrV1FFzR2NT8yc2ltJ8NGXrmzwapTV6yhk8et5kmDw6kicaxeOOgnW21WDU0TyM5NEm4AUBCEAAAhCAAARansA0N3mGZZ1dDPe7A9GTpqpskrxOkSYt2u9mG5k862TPoWNycNcG6bq0Xebds8c9Jdo+NCRb+tbJujvvkoG9aacxe2J15WbTaefb7Yz7Z9TL5Dm2oytd48aO9CgzLWgi5VbD36+lflMO2ZE82fPy94yrTMfoGY/Bo5EUlVu030ZvTB7P4NEjVZg85slYi6Vn1eLME7Zs3vmf5Uyecsfyc6tUv7Qutk3LfVZeR6dyeXGcpw/KthvOT9Zd8kev2amB+XVy91ZTnhnJ4xo8moExeWo3eDRpXpm6r5zJExkn281TtaLpTo7JY6ZQpVOvzLnOSJpi8yad4uWbMa7JExozviH03J2dsn0oNndis2f7nakp5Ocb5uW2RGttq9Gj73Kvepo8J3/XI+cnv9flriH32PjXUytXL45BAAIQgAAEIAABCNSPQJ1MnmFZd3n5tUiSDtGFXfJEhXVC8zokWuWi/fXDkeZUVFbR/jSl/tfziDxz51K57EJ9utZSuUtH7EzwVVW5mTIaY/JkijWmyuSYS+PjcFKG7pwn7TPb5WPdtZl9WrfxlRlN3dp23zYZrnINnpBjUblF+236I9vvkm0H7Tf7GRuel66TYbsr+Bxa5RgilR6Frp3DZMpW1shJRhOZTmSxFoIQzNdK9VOT564L3Y5nme16LaztBHpk1xbpuX6eXHbhTDn/0nly9U3r5Im9FX7UnPSV6ycy1JezdtORbXJXlWvwOMUVMtU4ypo88To5yfo27hQuz+SJjBS7Do9vsrjmjTsqSH1HXbi5tjV5tDLRWjzpwtBq+nQuSw0nv/ypY/KEbZb3vZ4mT17+9dhXjb7rUQ55QAACEIAABCAAAQjkE6iTyZOf+Xj3Ft0kFu0fbznl0hWVVbS/XF71ODa+co/JEyv86Vvz3MWwr7xa7vrjZIwgmrxyx8dhYi3QjDI14qJyi/ZPrJatk7rR9Zvu5RVpSetd1uSJpzrZaVDimjz2mJmuFY+siQ0b32TxTZ5w+pSea6Z6zcmfzhUdS0fpGJUa8ykdEZROJ4s07JePydPoK7vR11Oj60d5EIAABCAAAQhAoNUJYPIUtFDRjWrR/oJs6rabciOUzeDQjDK1tkXlFu2vm9ianFGj6zfdyyvSktY7Y/I0ue0pvjwBRvKU58NRCEAAAhCAAAQgAAERTJ4CFRR1/Ir2F2RTt92UG6FsBodmlKm1LSq3aH/dxNbkjBpdv+leXpGWtN6YPE0We43FY/LUCIzTIQABCEAAAhCAwBlIAJOnoNGLOn5F+wuyqdtuyo1QNoNDM8rU2haVW7S/bmJrckaNrt90L69IS1pvTJ4mi73G4jF5agTG6RCAAAQgAAEIQOAMJIDJU9DoRR2/ov0F2dRtN+VGKJvBoRllam2Lyi3aXzexNTmjRtdvupdXpCWtNyZPk8VeY/GYPDUC43QIQAACEIAABCBwBhKoyuT5wx/+UPHRrvVip4+Q1fLyXo2Ko1wMw8PD8vbbb+eFN6n7Gt0RtZVpRrnKVznnvZrBHwZ5LTF5+xrNe7qXV3Q96e/psWPVPxVs8lqcnKsloO1V9PcxzKNRfy/dcsv97XTPYxsCEIAABCAAAQhAYPIIVGXyHD582NxYamdost96Y6rl5b0aFUe5GPQmVo2GyebQKvk/99xzDa+r8lXOea9m8H/++efPeAatosfpEEejr6mi66lRv6fToc1apQ7l/jaFv5fNaN9a4gvj5TsEIAABCEAAAhCAQH0IVGXy1KcocoEABCAAAQhAAAIQgAAEIAABCEAAAhCYLAKYPJNFlnwhAAEIQAACEIAABCAAAQhAAAIQgEADCWDyNBA2RUEAAhCAAAQgAAEIQAACEIAABCAAgckigMkzWWTJFwIQgAAEIAABCEAAAhCAAAQgAAEINJAAJk8DYVMUBCAAAQhAAAIQgAAEIAABCEAAAhCYLAIlffIKbxigATSABtAAGkADaAANoAE0gAbQABpAA2hgamug9OqrrwpvGKABNIAG0AAaQANoAA2gATSABtAAGkADaGBqa6C0b98+4Q0DNIAG0AAaQANoAA2gATSABtAAGkADaAANTG0NlA4cOCC8YYAG0AAaQANoAA2gATSABtAAGkADaAANoIGprYHS66+/LrxhgAbQABpAA2gADaABNIAG0AAaQANoAA2ggamtgdLIyIhUetPIU7uRaT/aDw2gATSABtAAGkADaAANoAE0gAbQwNTTQCW/JjxeOnTokLzxxhu8YYAG0AAaQANoAA2gATSABtAAGkADaAANoIEppAH1dNx3CYMHgwsNoAE0gAbQABpAA2gADaABNIAG0AAaQANTWwNq9pTefPNNcd/WAXL3se0zggc80AAaQANoAA2gATSABtAAGkADaAANoIFGaqAavyZj8rgB2gz49Ic/wQMeaAANoAE0gAbQABpAA2gADaABNIAG0ECjNOB6NeW2S4cPHxZ9F53UqIAph4sDDaABNIAG0AAaQANoAA2gATSABtAAGkADvgaK/Brr51hPRz8Tk8futIkVqt3mkyFoaAANoAE0gAbQABpAA2gADaABNIAG0AAaaI4GQo/GNXiOHDki9p07Xct1zVh4aWovvET70X5oAA2gATSABtAAGkADaAANoAE0gAamrgZcjybPZLOGjxo9icmjidxGdzNx97M9dYVB29F2aAANoAE0gAbQABpAA2gADaABNIAGpo4GirwZ3R8aPma6ljV3bELb2CMjI1Lp/frrrwtvGKABNIAG0AAaQANoAA2gATSABtAAGkADaGD8Gqjkv+hx69e4/k1o9pTsDv20CWzmNND4Gwh2sEMDaAANoAE0gAbQABpAA2gADaABNIAG6qEB69NY38b1cuy2N5JHT9REtvCDBw+Kvg8cOGDe+/fvT7btPj4jNnCAAxpAA2gADaABNIAG0AAaQANoAA2gATRQLw24Hoz1Z6xfE47q0Wlb1ugpWXPHJrIBaYb63rdvH28YoAE0gAbQABpAA2gADaABNIAG0AAaQANooAkasP6M9Wusf+OaPdboKVknyJ7sGjuvvfaavPrqq+at2+7b7ucz4gMHOKABNIAG0AAaQANoAA2gATSABtAAGkAD49WA67mEfowdgKOejfVvrJ9jp3Cp0VOyU7KsuWMzsp979+4V9z08PCy8YYAG0AAaQANoAA2gATSABtAAGkADaAANoIH6a8D1YHRbTSPr0einGj7W7FFPR80eNXp0ylZJHSBeEIAABCAAAQhAAAIQgAAEIAABCEAAAlOLgHo6avLYqVsldX94QQACEIAABCAAAQhAAAIQgAAEIAABCEwtAu6IHh3NU9JhPrwgAAEIQAACEIAABCAAAQhAAAIQgAAEphYB9XR0NI9O29LRPCWdz8ULAhCAAAQgAAEIQAACEIAABCAAAQhAYGoRUE/HjubRaVslXcCHFwQgAAEIQAACEIAABCAAAQhAAAIQgMDUIqCejh3NY0weRvJMrQYkWghAAAIQgAAEIAABCEAAAhCAAAQgoATcp23plC1G8qALCEAAAhCAAAQgAAEIQAACEIAABCAwBQnYx6vrlC1j8ugz13lBAAIQgAAEIAABCEAAAhCAAAQgAAEITC0C6um4U7ZKmDxTqwGJFgIQgAAEIAABCEAAAhCAAAQgAAEIKAFMHnQAAQhAAAIQgAAEIAABCEAAAhCAAASmAQE1edx1eRjJMw0alSpAAAIQgAAEIAABCEAAAhCAAAQgcOYRcE2eAwcOSGl4ePjMo0CNIQABCEAAAhCAAAQgAAEIQAACEIDAFCegno4dyYPJM8Ubk/AhAAEIQAACEIAABCAAAQhAAAIQOHMJYPKcuW1PzSEAAQhAAAIQgAAEIAABCEAAAhCYRgTU5PGersV0rWnUulQFAhCAAAQgAAEIQAACEIAABCAAgTOGQN1Nnll970r4vu+++4Q3DNAAGkADaAANoAE0gAbQABpAA2gADaABNJCvgQcffNA8An0ijlRDTJ6JBEhaCEAAAhCAAAQgAAEIQAACEIAABCAw3Qm89dZbokbPRF6YPBOhR1oIQAACEIAABCAAAQhAAAIQgAAEIFAnAjrKaSIvTJ6J0CMtBCAAAQhAAAIQgAAEIAABCEAAAhCoEwFMnjqBJBsIQAACEIAABCAAAQhAAAIQgAAEINBMApg8zaRP2RCAAAQgAAEIQAACEIAABCAAAQhAoE4EMHnqBJJsIAABCEAAAhCAAAQgAAEIQAACEIBAMwlg8jSTPmVDAAIQgAAEIAABCEAAAhCAAAQgAIE6EcDkqRNIsoEABCAAAQhAAAIQgAAEIAABCEAAAs0kgMnTTPqUDQEIQAACEIAABCAAAQhAAAIQgAAE6kQAk6dOIMkGAhCAAAQgAAEIQAACEIAABCAAAQg0kwAmTzPpUzYEIAABCEAAAhCAAAQgAAEIQAACEKgTAUyeOoEkGwhAAAIQgAAEIAABCEAAAhCAAAQg0EwCmDzNpE/ZEIAABCAAAQhAAAIQgAAEIAABCECgTgQweeoEkmwgAAEIQAACEIAABCAAAQhAAAIQgEAzCWDyNJM+ZUMAAhCAAAQgAAEIQAACEIAABCAAgToRwOSpE0iygQAEIAABCEAAAhCAAAQgAAEIQAACzSSAydNM+pQNAQhAAAIQgAAEIAABCEAAAhCAAATqRACTp04gyQYCEIAABCAAAQhAAAIQgAAEIAABCDSTACZPM+lTNgQgAAEIQAACEIAABCAAAQhAAAIQqBMBTJ46gSQbCEAAAhCAAAQgAAEIQAACEIAABCDQTAKYPM2kT9kQgAAEIAABCEAAAhCAAAQgAAEIQKBOBDB56gSSbCAAAQhAAAIQgAAEIAABCEAAAhCAQDMJYPI0kz5lQwACEIAABCAAAQhAAAIQgAAEIACBOhHA5KkTSLKBAAQgAAEIQAACEIAABCAAAQhAAALNJIDJ00z6lA0BCEAAAhCAAAQgAAEIQAACEIAABOpEAJOnTiDJBgIQgAAEIAABCEAAAhCAAAQgAAEINJMAJk8z6VM2BCAAAQhAAAIQgAAEIAABCEAAAhCoEwFMnjqBJBsIQAACEIAABCAAAQhAAAIQgAAEINBMApg8zaRP2RCAAAQgAAEIQAACEIAABCAAAQhAoE4EMHnqBPJMyGawqySlUvl324dmyaw5C2Xl5t0yOklQRp/bJN1dm2QkzH9/n3Q48XWsz5wRppgi3wel26lXpTZwj9eNwakRGbhtgdz+u2YhCxh0DdYnkGmrmfrgIRcIQAACEIAABCAAAQhAYGoRwOSZWu3V1GirMXlcg6HtkpWy83gdQx4ZlN7rZkmbGh5z+jB5qjB+Jm7yjMrw1pXScVZk7nU/Vcf2rCkrTJ6acHEyBCAAAQhAAAIQgAAEIHBGEsDkOSObfXyVrtXkUcOnbemAjI2vuCDViPTNcUYRYfJUHFWl/Cds8jzV7ZWDyRPIkq8QgAAEIAABCEAAAhCAAARaiAAmTws1RquHMh6Tp1SaLb0v16NmmDzuKKlqt6ePyVMPDeXkwXStHCjsggAEIAABCEAAAhCAAASmKgFMnqnack2I2zd5uiWzKsqpMRl+6nZZEE/tsUbEvI31WBvnTDZ58ht7ZH2HM8ompz3yk9W2t2VG8tQWdtVnY/JUjYoTIQABCEAAAhCAAAQgAIHWJ4DJ0/pt1DIRVjR54kjHHlnimA/xlKGxAelsS6dbzVoznF+v0X5Z6Kw1M3vtsPhmRpqHNZGS0Sp5HXazYPBCmf2hNhOTLgy9YEW/DFdYK2j05X65/ZoOmRWnK5VmSPtFC6R7/aCMnMoP3Ysznk428lSfdM9vlxmmTm1y9gULpLtOi1J75ZXyTR7/nA7p2x/EXmjiBGvgOG0Scc8pb2RQ+roWyKxzZ8Ttr/XtkIW39ctw0SrcXvma57D0L50tZxutzJD2+d0yYGIO4slbeHl0WPpvWygdF5wdrdtkYtZ20xgG8tstTzMBIr5CAAIQgAAEIAABCEAAAhCYKgQweaZKS7VAnBMyeWRMBm6MjBZjElzUK3k2z+iDCx2DaIFsOizjN3luWikLz82aQqb8c7tlMNfoGZZ+u7hzxtiI8zprgfS+mF1pyDNUPrlSem+KF4nOyae9a3DCaxV55TXV5BmTnbd1xEZWAe+2WdL5SI7T45k8C6W7q91p/5KU2jplwKCuYPLs3ZQZQWZNwOQzr80xeVrgl4UQIAABCEAAAhCAAAQgAIF6EcDkqRfJMyCfiibP2GjudK2FD8ad+10r5ZzE8JiVs1bPqPRf45gE1/Sbx7D7ZoZzPM6raCRP0rlPyvTT6igh/zUmg6HJUJC21DZP+vb6qSvF6cdzjqzc5aev9ZtfXs7IGgkNsskZyTO8fp4zcsZn7Ne5XbqfCswxz+QJ086Q2T/aGWMpZ/L4U/k6frTb6EZkTEa2dkq704bn/MDmF2eLyVOr7DgfAhCAAAQgAAEIQAACEGhhApg8Ldw4rRaab/KEHfKi79FonKguO2Xlh9PzMlO2vKlabdK5wzUE/I58NY9QL5XaZPYtAzISZxN2+EtXbvIewz72VLdjQpWk7YJO6d8bJz41KjvXL/QMg9LF/mgk33TRUSizpHPrSDRiZ2xE+pee441SScypcTa0X169TZ44qMCEyTxdKzBJSjrKaddoPEppTEZ2dMtsZ5peqW2JDLgjqIL8tc3m/Ww4Z5RTGZPHNQ/bQg7D0ntRqrmMboL4J9om42xKkkEAAhCAAAQgAAEIQAACEKgLAUyeumA8MzIZj8nTHoycGF4zKzU6gilb3lStZJqOZTsOkycwYURGZNOVTof/wyslHdcx6o8iCs2IOIzhn7mLHbeJa3r4pktJMiOF9vZJhzOqpO2WtHRby1o+/fJCcyPKyT+nlpE8cSSBCePWV8/Y+QPXuMp/ktrY452eeeYZKUH+GRMmAVLG5EnOyduooBtMnjxo7IMABCAAAQhAAAIQgAAEpigBTJ4p2nDNCLs2k6dNZt00EE+bcaJ9uVdmJ0aHO2XJN1nOWREaIBU661pE0GHPjBQSEb8OrjEyKJ1JXCVpy1vYV8vwRhuVxC3DN1TypqON16hw+DmbfnluXdKT/HPqbfIMS98nHdMsXmw6Ld1u+SO4SksH0pE6gcnj8rSpo88a2J0ak9G9O2Vgc68sSRa9juMMYww04xlQfgB8gwAEIAABCEAAAhCAAAQg0PIEMHlavolaJ0DfIHE694k5ok9TmiUd16yUTc/lLLJrquKbNckaKZ554po/tv5+utwRH1V02P06OMZIFWmjSIrNhoqGihSntbWs5dMvz6mLk4l/Tr1NnmrrU6btApOn2GSpVNao7N68UhZe4j5ZK0ejmDyOOtiEAAQgAAEIQAACEIAABKYbAUye6daik1ifQoOkxjJHNy9Ip2zFU6a8qVqZaVZaQBmjwJZfhVFTWIcq0kbFFJsNFQ0VTJ6o3V2jJTB5ljzirsNkG1Y/i7nL2E65/RLnyW2lksw4d4EsWbtJdu7dLb1zHLPHLVuzrbrd3VjYhgAEIAABCEAAAhCAAAQg0JoEMHlas11aMqpCg6TWaDOjdkZl0/y0I54/mmOSTR6p93StnFEz5YyKWhlmnpzVjJE89Z+uFa75k2IpNnmG185OTcNSu3Q/7o4iq6AbTJ4UMVsQgAAEIAABCEAAAhCAwJQngMkz5ZuwcRWom8kjYzJwYzry4pzrlsiCZMqX+zQut24VOut6ahUd9uI6jI5j4WV/Wlnrj+Tx41Vku3/kLIRdKnkLSRv6wUib0IQZz8LLCzY7JkyF/FMFFJk8lXRRwYiqQjNpDGxBAAIQgAAEIAABCEAAAhBobQKYPK3dPi0VXbFBUnuYYzs6pS0xdtJRPN6ivF62QWf+w50yqI/i1kV27QyfKjrs5eow9sgSL6aKj1APpv60oskjj3c6o1xK0nZlnwwbXmOSeaR8FSZPx8+GTauMWejeQtolqfgI9Q93y6BtL82p3ibPJ/skijAWT6CJzFpOwfH8UWSeEPkCAQhAAAIQgAAEIAABCECgZQlg8rRs07ReYOUMktqjHZTuNsfcMYZPm3TucB0AP1e//DRt0jGvosPu5xFOcdJHrKcjjEp5JpTd1zZP+vb68bWkyeNNjUuZFdUtHKkTjo5K01l2Y7LzlnbPSErPCctrl+6ngvadsMkTPsb9HFny4IhpmLH9/dJ5QdCe8RpQSctVoZnkXDYgAAEIQAACEIAABCAAAQi0OAFMnhZvoFYKr7xBUnukO1ec45sDYQc8yLJo9E/yhK4qOuwV63A8tyb2AAAgAElEQVRqWDZdN8sb0ZMxLc5aIL0vBmZFZo2c1liTRxEOr59XWJ/2rm5ZaI2rvJE8Miy9F4dmjX5fKP3JrKtR2Xlbh8xw8skwa5slnY8kCdKWrYPJI8cHpfvcvBijfTM+5D5xK5gOWIVm0mDZggAEIAABCEAAAhCAAAQg0NoEMHlau31aKrqKBkmt0e5aKec4xsA5K3ZWzGFkx0pZcO6M2BzSR7YvkO4d0ciNcNRJMsLHybXaOoy+3C+9SxfIrA/ZkSAzpP2iBdK9flBGTjkZOpstOZInjm9kx+3O48VnSPv8JdJruPlr3WRG8mj60d3St3S2nG1HXp3VLh3X9MrO0OcaGZS+FQulw2ufDll4W78M5/g7JrR6mDxxjJu6Fkj7WbHZ03a2zJrfLX1PjYiMDUinjb1UktlrnQldmDyxQviAAAQgAAEIQAACEIAABKYDAUye6dCKU7UOnsmTXRR4qlaLuCEAAQhAAAIQgAAEIAABCEAAAs0ggMnTDOqUKWa9FHeKzcW9/oK5MIIABCAAAQhAAAIQgAAEIAABCECgJgKYPDXh4uSJEfCnBrnrtniP1Z5YIaSGAAQgAAEIQAACEIAABCAAAQickQQwec7IZm9WpYel96LsArnmsd7NColyIQABCEAAAhCAAAQgAAEIQAAC04QAJs80acipUY0R6b8mfdLRjHN1Ud6BwoWMp0adiBICEIAABCAAAQhAAAIQgAAEINAaBDB5WqMdiAICEIAABCAAAQhAAAIQgAAEIAABCEyIACbPhPCRGAIQgAAEIAABCEAAAhCAAAQgAAEItAYBTJ7WaAeigAAEIAABCEAAAhCAAAQgAAEIQAACEyKAyTMhfCSGAAQgAAEIQAACEIAABCAAAQhAAAKtQQCTpzXagSggAAEIQAACEIAABCAAAQhAAAIQgMCECGDyTAgfiSEAAQhAAAIQgAAEIAABCEAAAhCAQGsQwORpjXYgCghAAAIQgAAEIAABCEAAAhCAAAQgMCECmDwTwkdiCEAAAhCAAAQgAAEIQAACEIAABCDQGgQweVqjHYgCAhCAAAQgAAEIQAACEIAABCAAAQhMiAAmz4TwkRgCEIAABCAAAQhAAAIQgAAEIAABCLQGAUye1mgHooAABCAAAQhAAAIQgAAEIAABCEAAAhMigMkzIXwkhgAEIAABCEAAAhCAAAQgAAEIQAACrUEAk6c12oEoIAABCEAAAhCAAAQgAAEIQAACEIDAhAhg8kwIH4khAAEIQAACEIAABCAAAQhAAAIQgEBrEMDkaY12IAoIQAACEIAABCAAAQhAAAIQgAAEIDAhApg8E8JHYghAAAIQgAAEIAABCEAAAhCAAAQg0BoEMHlaox2IAgIQgAAEIAABCEAAAhCAAAQgAAEITIgAJs+E8JEYAhCAAAQgAAEIQAACEIAABCAAAQi0BgFMntZoh5aPYmR9h5RKpex7Tp+MTCT6p7qTPDvWV8ppULrzYih1SN9+G0R0TvdT9nvtn4NdQT2DOprjXYO1Z1xDCsM7LmPX2o1y9trdNaS2p+6WFYs3yooh+30yPw/J/TdvlLMXB+9xxV1LnH4dy7Eqd6yWErPnagwPyv1vZI+Ma88bT8tV9cyvyiBUc5WvQTezEembU5Lca81c190yuVeJiOzvkw7v+nfja/S2/va4v0Vp+eZ6Dn5H0qPBVpPq5P6uub8/QXQT/mryjn/Hc7Ujka68vzdV/95O/Pd/whVsQAaFenL+nnr8Yt61Xd9uRSaXa2F93BDYhgAEIAABCECgagKYPFWjOrNPLLrpNx2DajsvOQg1ffU3nvmdqKjTUJ8OpdvRseGafaU0/7xz7Ll1+dROnsN0/OaEb4DUJba8TIYGjLlz1fZDwdHU+GmM0SRSjlW5Y0HgNX6dHiaPmM51vkmRDwSTx+eS//uk50y1TmzR771f3/F8K6MZk1103P+bEJs+zm/ieEqeTmmq01OxHmtngclTOzNSQAACEIAABJpHAJOneeynVMmFN/3mv86xARKbE312JEz831eTNhmBY82S+MY9s78cloKbVjcG8W9GIxOpzxsBlP/fYy3XT5tG4u+PTJ7u4jxNPO5oIKfjHMfa546MCjovmr8bY2RODJhROdFIGX/UyOHtDzojaNxjscmzNjJhorQDsiutmEhs0KQjcNLjJt+1T3sjdDJGjkmfpnGztttRfGlcUb67I0MmHvmjJpBXD28EUGoW2TjTOHwjq5yRk+XojnLy89HYTTw3Py2H44qY9MlIJVvnKJ2Nq9DMCjiH57l5X7V2wBnJUzkuyzn5NCOB0hFVCSuzf0Dud/Xi1M+k15EAgR6TfDMbZTrswUiejDFqroPwusi/Zvzfj/Qcc43E+XR3OSMNw/i90Q1OmXrFG5O5zO+Ddy13i7luw/wTLgW/T6HJU+k3IGGTZ3jYmO2ox+i3KRm14Yx4UW4d69O6pbxShq6ZYtvI4611DdpSq2vOKeQQ/LYnMQWx5qVP6p5AjTYy+4O8gjLS388gFq/MuL3Wp6NJS46Zbwo25ebzsn8v8tgH0SsxM+otObfk/3Ojog7jv01R+g4xevfqki0xis/Xu57ltW9m5FkFrl1FrKpg6dXBr39GT2WuWa2D0WoyOinSuGnzmrWax419EIAABCAAgalPAJNn6rdhQ2pgbsKSG2mnSHMT7Jg8wc1rdENpjR17g5l+j25ubYfFyTd3M76RTKZmRSdpGWlnJbpJtTf50c1geqMbxuMXE9+IV7h5Lptn3Cmw5Sc39zZP22lIWEbxJvG7POPgrAGQGAPGMIhNk9Bk8b7HBkTSkY/NEmuguPmYsuLz4+PWdMktNzk/NW/ENRe0TM3flO2XG+ZrvydT0rzpSn5aLTY635brmyCRkZM/tS3iaNPZfHyzJqmrLSdmZ8pMOIYGkMaQ5hs3W/rhtYlIxCk938SV5G0NLXvcr19S/+T8tJhoKzzf+W7bx7a/RMcSE8hkkH+NhaVE36PrJdW6c1bQ2TLXTKL5YJpVpWvGyVY3TV7VXk8mjvT6l+B72Ws57pT612apjAlWzM787lQbs+ERxeylMxzcMqLfjpR/1B423ui3zql7xsT207ttZNIm7eWfZ3/T0nLdBop/Q5O0+d/z05rWjczzJL2bt93262njiertxhqeF2snyTs6NzU1w1jdvNLYotjDY9mybLQ2vlJSrv07mLZNfXVoS9YY0zJ0b0ZP3nUa1sH9Xh2rSiytNq1BZr97cQXXaHjNRrr27yHU/CrXLsV6s6z4hAAEIAABCEwvApg806s9J602/k2/LSa4KXY6J9EZ4Y2w7nVvHMP/Stt8iz7jG81k9E/6H9b0Btov0+24mFwzMYZlZcsIbxBrzdO7gc0p38tPb3BtZzAOLWtcREaA6ZyHBoJXHaeDH+8PzQrvdPGnO2XPDfLTsq1hEBsIiUli4krXEnLzcrdN+Z6po3ui+iV5hUF65/sxZVmliTPHyuSjqdw43e00R7ulMVhTxu6zn/l1MfkZdn78JlUNcdlS7GfZOL18oxQZJsH1afPN/4yv/7zr0ewLOmJOJ7fSWjreNeMW7nVKA7MoPi+9nvzfGptNejzs9Af55VyLJm1wfdp8i0ZO6HGvPpV+A9zj7rZm5MSU+5tszo+4e2WaIP3fxjTuaMvlEubtHovaLm1bL5+wffSgV4eoTcLfVC8Pc77z2x4YFVGnv6B818hyWKX5KwNrfGR5uMzc7TR9tBXyMXsd9uH5me8ekyp0GIwwKhdbWpZbV90bfo/O1LY1Zkte2yWZlWdlTRu3Xd0Y3e0kS6e89HilazZHP7FebNlVazUJhA0IQAACEIDA9COAyTP92nRSamRuwvI6c26HJ7hx9W/u07CSm8pkusTERvL4/+nzb0a9Gz4NIYwxDSu7Fd88RkPk005FdXlGcSTD8y2nnPLd/AxntzMcGy/+aAvXjLEjP6LpOb4xkjUQck0A0/lPp/dY4yZ7rp+fGgRReY7plFD0zzXTwgpGxUQjW+yIGs0g3xgxhkQyXcqaKn45WdMiCSi7Xo9nevj5aCq//tHxaFqWLdvmrcfCfe4xh20Sf2yAeTG4aWx+leKyaaLPcvUPRxBpirzzXT36uYffcjpc9hSnA6e7MnnmXAe2o5i5Zmye8fVoO3Nmd04+aVn+b4HNxr3G0nPjo05+7nleWnst253Jp5ZnDYRkp9kwedl0Thn2LC8O77jf6dXz7OgHkybvNzk2BLwy44LMPpsm+J1xY8jU3TVMdDtIa+uRV6ZvLpTRjM3E/TQ6ig2fmF9+GTZR2uZeXW2dzadto/Rcm9rN2+Vhj9vPSuzteeGnn87GUf76cGNK8nPbI9kZbgR6NLpyzbN0WzWVW06SZXlW9tp1r003v1yWJp7QkMyWoyGYvIzmgjqZ+II0LpsyWk2qxgYEIAABCEBgGhLA5JmGjToZVUpvssrk7nVOig0VveFzOyp2u0zO8aG8Gzw95HaE/Bu+zM1lGGPlQoP8y9+Q25td7ajaerk3u3kmkxuju21D0454scljz4o77MZEqNIgcMwdaw65nX7f5NByfMNBz43S5Zkc/j6TlzsNzJ1uZOIoNnlMTFovm+b/Z+/9XWxZkgS8/lvkjSdHCORIyFxkNdx/QM4YEoNcuZd+IMaRJWOdkWT0NYZxNHIeiIckp+9jDT1GCwMSzO6yb9HdZXdZwSLWESoRkRmZEZFZVeecPt19fnwP7jtVlZnx44vIrMroOt2hMDLaZEWqTqYced/0yoYcaR/9l6u+qGY2R1+LNvt/tM+uts9gg1318sbxc7vK2MFHEymfE12z/gfNdZW7sWHXzfmhhdEyZ1fnjOoqfWxONbcm87nPobgW2BjvX+9bW5083y+MtWKNXWyfoq9v3Ntl26TaOKfD+gQ7UntfP6L8MMYEuc8+zl20Q41P2eQbUy9v9L3rln5+M28i5XOus4+1tXptvJcVj0VG0TvXYb0P7Sf9e18b7WV7HtZun1tt1sd/an8pMK3kwCDP5YC3qcn0hYx2MR947uv3Yxs11WONO6xOYqk+vkGRx72xJFyPz7XmNAcQgAAEIACBqyVAkedqQ/e+husD4MpPb5sl7sG0XBsfou0h328s7LjJWT1ID62tn99sRp1bD89tuB2kjaldlk8vxx9rH+/35OE7PDz7vlWBlzfjPG7EZ2/OmLW+bbtA4AsvNtrrGosJUZ701SLPpHjg39zJxaFBro63golY4t/k8QWPamXQN9r0tkUeI+X1Tmy0btWXXKRrzalwptc3/JP2gV8Xttl2aJHH56MTPTn08y41p7k0yPTzYG/O2PyzDbJX5eXU612XL/72Qb09zmvt4eVN7NKxMzt08DoPr3Ov0Du0m03yC4Kd7rCudPfa0V67dPR9vI2zdUjayy9y7sW7pswOUtz1stmvv0ttnVG2x0SWTxfLmY7W2a3/m/1kgOtbx3se/riJn/TLbeP55L4VmByQh2f7utZG0WOT1zark1g6fZ21i7MD2XNzkj/KMvp1UK46+RxCAAIQgAAEbo0ARZ5bi+gb+TN76B9UpQdXaddx7gE1n5eHsXN8Xcs2HvFhtD8cVmsnNnY/ygOk30hpWxqzKdM9uOpYPV//Ca70CfKkv9vISbsWXtzXgXST/6taFMm/k+eIAkEuFhS589+jo76kgoT0L8ULX1iyN0ZMTmnzhZesd/vrWr6YIlaU8180HrHdF6mKzf3/Q1tgle2seta+Yha4S197e6rra0fa17dHXpFHtaPJ27ar6WgHkYcVzDROwd8yYGAS3oprQlcOJhsu65nmwWzeP9hbL6lv+fplnzN5rKnQzzQ35down0yPNKqu/rZN6CvtQV5ZS1oRWtu6Xao//W9qax3X3igIOoqAYMfQXtcleRMkFNqTfbbe1vVDbQlrSVwbZwV3k69jgy5jl21IAGr+mBzTkc8bizy8Fl56/9oh5Ejh0eISYu59rNy8H0GO71v0RGa53estbd6GONY7luWU85b/wf46LuSA12s5up2HRYro6bku19RGdz+OxZmkJ9iVfYgFwiinaI88yvjOK56HvmmO5jmbfdC5037xcuWnMvZytfblAwIQgAAEIHCDBCjy3GBQ38IlfbDyD8szJeHBtHcoD2X2/X8rxpR2eUDrD37jQ2aXIkflwbD9zo72exb8g2x8GA2bJxGxYqPXYw+NXc9oc9iEJJlhvGyy/ENr6qteyZ+cN7baHvXJRvyX3/+4+ifUdaPufteLffXKCiL9PL8FYgWF+jtjfvPH8iZILSDF4oNYmgoIUjSwr1C14kv5WtVP7s9057dYBrlafFh7k2dJf+ZdiiXFjiI32uSLFlmPb9N456KHntvvz/lh+UmKM82/xKoVYUrmWAxmNkkPtcXFKDOx8fI7f379/Y/uT6i7opmOn9sV5AU/rNhmcnyxafY7eWT+9PkUNl/FVff/Ml+nG/awmZYhpa/NqaevUc/6nInjbLx86rqxN59EtW34wu9jKW7srg8qv69d+ifUba46EuEw6JOxnaf227N50m5r6MA62Bc3/tPYZducL4FFk+vXori2Bp/DSYqZ02F5MPixNd5/zan1K7a0fGjFrGxj6rda4CiCB2aNQ80B70tuazY0I/tB4C75UOyye19gL6NUts8b78fTonm4pU81yxgvo5gT5loujuR7bNNR9Pu4RVZ77aLb++Dv+7lgtD1nVZLcM+v9v7xdlv0c7Sne838IQAACEIDAfRCgyHMfccbLKyIgD+H28H/pZg+FkxWDS5HDF3JWOnL5YwnIZtRvZKU48/l5OfRdu481/u2168Y28Hl7nZejQTbOvuhzOZZhyT0TkLycFXnI1XvOCnyHAAQgcO8EKPLcewbg/+URkJ/i1p+g/qf/zf+6lL/oZG+YXM5nAdffcPFvDHWo5U2b/kbMcrH+XCrn97Dr6Xf/W33bJm2Wvj5dTcGx59yZjvTtC79RvPO3A4YC4Jk4IwYCBxMob4n5H4LEN4qqIHL1YKJ0hAAEIACB2yRAkec244pXV07g+t4YqMUc95WkUpyIXw+68rDctPmSc37zdNPOHujc9ldbDhRy9d3s61e+4HX1TuHAtRLY/JocuXqtYcVuCEAAAhA4LwGKPOfliTQIQAACEIAABCAAAQhAAAIQgAAEIPAhBCjyfAh2lEIAAhCAAAQgAAEIQAACEIAABCAAgfMSoMhzXp5IgwAEIAABCEAAAhCAAAQgAAEIQAACH0KAIs+HYEcpBCAAAQhAAAIQgAAEIAABCEAAAhA4LwGKPOfliTQIQAACEIAABCAAAQhAAAIQgAAEIPAhBCjyfAh2lEIAAhCAAAQgAAEIQAACEIAABCAAgfMSoMhzXp5IgwAEIAABCEAAAhCAAAQgAAEIQAACH0KAIs+HYEcpBCAAAQhAAAIQgAAEIAABCEAAAhA4LwGKPOfliTQIQAACEIAABCAAAQhAAAIQgAAEIPAhBCjyfAh2lEIAAhCAAAQgAAEIQAACEIAABCAAgfMSoMhzXp5IgwAEIAABCEAAAhCAAAQgAAEIQAACH0KAIs+HYEcpBCAAAQhAAAIQgAAEIAABCEAAAhA4LwGKPOfliTQIQAACEIAABCAAAQhAAAIQgAAEIPAhBCjyfAh2lEIAAhCAAAQgAAEIQAACEIAABCAAgfMSoMhzXp5IgwAEIAABCEAAAhCAAAQgAAEIQAACH0KAIs+HYEcpBCAAAQhAAAIQgAAEIAABCEAAAhA4LwGKPOfliTQIQAACEIAABCAAAQhAAAIQgAAEIPAhBCjyfAh2lEIAAhCAAAQgAAEIQAACEIAABCAAgfMSoMhzXp5IgwAEIAABCEAAAhCAAAQgAAEIQAACH0KAIs+HYEcpBCAAAQhAAAIQgAAEIAABCEAAAhA4LwGKPOfliTQIQAACEIAABCAAAQhAAAIQgAAEIPAhBCjyfAj261P67cvj8vDwuDz/nG1/WZ4eHpanr/n6O5z//Lw8bunea08mqo+fX9LVw091/Kfn5dsBQ14+PywPJ+gqcXhYHh7SvxNkrZl5qm1r8t7u+lbulbbHL2vR2Gs/s9Vfn1rM1m06RKfYPZuHh4yVPlvMDpVxe/2Ombtv6r3kyYFryHns2MmnVXu+Lc+fHpaWy4f2U6PL2LCGufVL15+8vrXz7dyXsc2m8wC6ICl/XH79q98vv/v7U02S8b9dfv2HQ8Yf03dN3jlkrMj++x+XXx7K4g8/LL/47sflH6uof/z+9+F8RcNFX5b16nbz/KLRYxwEIACBqyFAkedqQvWxhrbiwrAB+cBNoxZxHpfHT7MH/2KXbCQOLUCpj26z8ZbETy2kzG2sm6Z3sv0tuRwneyv3Spvkxhj/vsl8rwfl820+xa9Zvh9Hjt6RgM6rYW2Lfd7lbLVY8lbad/Jp1Z5TizxpnLpV5+OM/6r+CQ/pe9Nr4GuLPBNmq5fesECzqvOIhlcUeY7QcsFdZc5wH7jgAGEaBCAAgQ8nQJHnw0NwHQaU4sKTvrUTN8bjRnv4Sax78C6b3WeVYz/JjZvw+sBvP7l1YwdStcjz/OVp/KmWPvAXe7v8JPuh/9RX/TOdbbOR+rfry7KI7k/Py7O8kSPjPr8seaO4x6FvSApD49GvDx4XHVMmYxwWYWA+5WJXfcvJ2n1M1W6nw/vx+KXEzpjuxzP5kGx6eHha7N2pkmPP+obAzC6RFOL0OcfX66o8vjwvj84X7aGxe1qe/JsI0vAK2zIzzQ8txqQcMn8T/+EtudRe4hPzRGOg/eLDvrdFeFnMhOnT15gnu/ELdjwtz/JGn58HHrn0TXNCmkPMcoEqyO/z0cQeMzYwPNIW1fOp5MRa7plN5TPGIs7ZFHPPS/2tHG1uWnvIvz4vcl7a3BM7JH5PkuMqK+ZBszfIlfXKZEcfvNww1uxrF+Wg+NjWDdFxSD/1f2Ln2vVVucGYao/JHQsUP/3mt8svfvPHPkiKBN/9L8t/991vl19+/w/t+viWh8j6fvmvD+r3w/JTk1QORO8vv//j8rvvfrv84lfyr7yJo/boedS/aPHC+vb+y1J8KjLc2zjylkqVI5/+LR3x5Zff/6hv75S2zOUfnF1FZ2cR+yqXpie+TbTeFmUcxWJSxAkxzO2Jwy9+VWMRrpdrQ4xDn+hbsbkzzIxTuJccp5BzS+Kd81Fs9rZIe8iHlF8Hz43RSq5AAAIQgMDtE6DIc/sxPouHugmSzbJuGOxhWkSPm8bwsK/9+9s0ugF1G72yibNNR90ctU15Pk+utI3By/KUNhi6+Qkb2lFW0d19aT6qmrSJqRuqtplT3XFTquOrHeqnt2nGQf3MevJ59DnaGNtEZ9h0tc1cLUo17jFm0xjWGBRGFp+yqSzFgqJ7O57RvrXcMaZFV8+V3H/PlqjNfBSe3X7pI3Iev7yMXzdpfKRX3QAHDuu2KYeWt5l34dZiU3Onb6pLzPu8MdvNI38uxz1nezHJ+tYYBbtd/9l8dfIi46I3293t7Dr1aGdOaB+dBxYP75e0xnO1ZZhDdewew4ktJZ9MtxX1ynnxez2+0dM8R/25Py6jQm5UuyznzefGWPis+SzidHyPZ5l/zqdo6Op6HfV3eXm4MvP2tA7Jz2z3Wr80r1q3tYNVuWlA6lc251a8qQWS9JUdKWjohr9ttm0T7jbTsun+zR8P7pesWrQw4b5WVM5dYUc39VVf3dD3Qk21p9ktfrgihB8rilPhoxRfXP9aKCryq+zm+1J8bPJdgSbr8ef+WGwI507GspzAwttex5u93lfV6fvWeFtfaW8Mq592nsem8xy/wtTlRwh4YdoLZf48807nVswxm+3cilW1QNRli+J0Lwi2cAIBCEAAAvdOgCLPvWfAgf7rJqhuHHVj0R7848ZsFBfbw4ZHOvtNizyo+8JEbs/C3diXz36jIjpl4xN15+FBt71xYBv1tGkoY0Ve1eN0m9xhU2oN+hlt6RzSZimMGU98HHJrbysyexGh9Ozt0ZYsJ9sW5KjffTPc+1YpEy5Zvj/340d+3s4ZJ9/upcpxbxO53QeRIzGcyYsyDrctFlZUSuIgstpGPqrRM++7Px67il8u15Me6X82uydzQGW3uZ+sG2xJttbunUWPUZK0uoHpY8cRgdtgy3a8w1gVvWHbbJ0ycybMwmZssCvGKxZVis09d4sStdWvxbZmmQ07nz4/gm2zcepr+v1f9gaSexMy2u0FTbgrAy/T5bMfKsdTnrlTfVvMc/Abe9kwf/fD8uvvrBAgG+x6rJtp27RLceCH5de/6W/EyCZfiyKH9kumaZHANu7SpkUE0ycXRKfZlQYvqSAR+pYiQS8IlbG+aKXHVszQ5lh0GbSpj2aL6zvY7EZutYWiUirSiIhhrGMRbCn6AstJu7OqFJSMu+hxHDqXwjAWTqKdQaco2NI7+OMsmrV5Wf5Yh422+dgWyZO55VRyCAEIQAAC902AIs99x/9g7/3GwjbQZdM63wxpf7cZsI1K3GDEIs+40RLz5htFNdxvmL66r2zJxkAf+Oe2qQ3Ntr7B8D5m++0rHO0rIV53pTizP8uZcvAbqbUNtNfhNzP1unx0+4vf3Wa3oapjg11JXo/RjH1k2vtWQyZcnInlMG/yvE3Bf6/LH5vE+Sa4tLr+os98lGPVsfKAfJJtaaMuBqicnlvCaSzyFBtbnKrvA1NzVz9lTJeb9UgXP37MSccl9VXxzu6eT92AUV5vG2zJLNuc6yxW8/CAsUXznOFgiyv6OYvb4ehX5NQ62jwLedpbgz/O3611w8crFjWSb15ezecwtpsxHmWeNh+21leRslpkSfPn0H7Zsr21b1VuFCQcwvzSTXMppsjmWDbyoWDTNv2usCAb8frWTtn4S5sVZA7tF+0aigSp4DAv8ogu95Wtma21gOK/qtWOa3GjFzPMpiI3F4bUxqZvUuRJXzOK40sxwnTHtqjvKBZD0SMWX6bFFh3juHCqA8oAACAASURBVO0WeaJ9RskXUwabJ3aFcS1WdrV8jrGQ66LfFxuNvbSNRTxvl0k/eP7bAD4hAAEIQOBuCFDkuZtQv85R3by0jYF91UE2m3Ez1Dc59hWC2D48lORN5bB5kvFuU+vdcGNLMajoFB2lmDLRLRsl0xHG+yJJPbZ+Xqcdp7Fy2W8Uj+YgAlRmLch41qbTdKy09Y1O9NsNHw/dJss2ST1GM/ZRdu9bRU+4NKXOv1mxy/MrY7wuf2wSDyzy6O8PKTkkOoqfaZP6KttiYUWtSxx6bKS1+CLFHWPufR+Ymrv6KWPdfEh6VLr7y21ebhETOQ66nDwdm3JtlOeMc2P1aj53XYfDnIe7Y7cZfmiR58h1I8QgFDVirAZmsyJd7qQcy5oym3ObRXSRFezxwtP8ObSfFxGOV3xdlesHJ1u0qW+SZaOuxYdaxJE3SPzbG9Iu57KJ1uuykZfNunxaoaB+3eiQft6yoUiwWeQpRQcpmJh9sTjgigLpLRmv047jWLkaixpqmxR3rDARChixr8lsY6w4YQ3t61jj7xGyws9RLIItRUkY79v1uBR3proS885l7qO217gHnWKG1+t8l8MuNzWstrl4DnJ7/po0b5ddm63R1sYnBCAAAQjcNwGKPPcd/4O9nz1M6Obk06P7M+azTXd8eA8bGtHuN3PyQH/i17VElMguv1h2VmASO9zmOOvOBZSZLZ6Wt7te7xvgEzh42Ru6Z3EoQz3n2abHKxiPu+2+YDHxo24a5xvGFM+kZma7zwdvw2E+eZ+TsvTmhsguv4fHciAyep1tnlm1I+WH+GkFndnG2fvuj7NXw6Y86ZH+hzONfVWXlzfZYKvstSKGH6vCtuIzeiZXuu87Yye29bGzPIzxztrD2D3bN+anxjavYV7ZwCjFIPi1bbOI9bH2auxY/UqFujhGONucsFHuM9jjrudfvKx+2brr+8U4jpyt74qvq/ptXPkUn9r8qk2yKS6/eLi+jSMb6e9+XH73G//GRP3a0G9+7F/h0mLID8vvvv99+EXG+vWiQ/o504YiQSo4hLc5hrZcOHBFgenvaHGKp4UFX9Twsuq4UGjwfaNce8vEClGxtRQnSluUcRSLYEvREMa79lnxI/RNXHsxxtvavfBj/bH2cHr7iHoketqbX6l11uZl+WMdeliRJ87lpJNTCEAAAhC4awIUee46/Ic7P9ss+DcSyqY/P6iXc3lj4bCiQO3fNiX5PNmbN0y6+Sp/6ar09BsMfyyt5bx9jcI2mFu6VX7dyGTdNl43wMdwyH23N27zOEw4qa1+8+b1ZBa+LepXfW7Tqg+VB8czxitv8IrsHq/cbjGy3Mkb6GxL1JZ81Hi5t7jSJjXrPta20r9vcottnb+ct02ozyMx2vK2FU+S7cFWaetyjVGTbX7WPM5+WX9jqna2nM/FkWLHILvZGYmHgm1tylyi/i0/a8HH5V4Yu8dwMj9z/nh79zhFT+N8kbbOcW0urq8bfezkzZnNeez1RgvtLPtV4tHnXGHq88lG1k/RP413ZjDx29bESQz7L352ekI/d32qP9qpfvk8lmbdWLs3VeqbLO3NFROhG2x5E8S+mlU22P28djy0n8m1t1vc20Bqk705o/1csSUXAqb2uwKVtrvzVPjpxQwzyBdd/LG0l3P761923t6AamzS2yzZ5lCsiDqGgomMXWNR7WmFJGNvLJ2e7KeeyxtK1jfpCf0zw3Q+2Oz0GtX+ORaN+viaU2aTfQXOzge5hxR58hzslnAEAQhAAAIQoMhDDhxEYPoQLSPrBtU2jWXj1H8HzNPX+PAfNjQyftiM1f72+yfyg7u3dhibN43pvNpafgeKbGxWNrFts1Ha2+9Maddndvu3EKz9QA62MTefNzY1bZNmfetn24g7Prlv6BNY+E3fuHHUmDU98ifU+6ZwP57OoFqsaDztz85Xrmpv8D3Fr20aC1f70+At97yq9CbP8CefQ+FEBo55V/iVzfm+bXF8eaMscvL8PVPdRGs8ev88j/ym2MY2eT6Wn56XF/kz52cp8uQ8rn/6e21ODvOxBMTstbiHeHnbJceS7K2xoU3yxjNcsSXPCbNlP74huVyRuM7xSd6av+HtxIld6kfz29acngvZ5hb3UFzK9tl5zEvhW+TlgqQrQtpQ+RSmwTdrLHK9LdISYiLx3Bjb+az129JvdtTPqZ2lyNAKBbOiiw7PG/D8Bo3pOqCfFgmsWJR+j4yISQWH8CaP2We/H0cKILOiQ/46l/V310VVKGaoC7Ho0opgOl6KRZ5X7KvFCqfHvhYlYtfbJjKsqHEAi2Dfdz8uP33/+164CUWRGhezz/4aWitMFTusgDVwUcb2u3x80WwSv4len19WHLPfURSLWKOdGhb5X5ArF0pfz1nt9vz0HtfXiSaLAwhAAAIQgMCyLBR5SAMIQOAIArIJ5cHyCGA31VULBK0gcVOu4cxVEyhFJyvaXbUrGA+BQwhIYZO1+BBS9IEABCBwlwQo8txl2HEaAocQGH9aP77xcIgc+lwlAX0zpr/xEb4udZUOYfRNE6ib3v/z//q/l/Ymhb3dwSdMbiQH/vv/+f+ob57yw5abXs9wDgIQgMArCVDkeSVAhkPgpgkc8VWym+Zwp87lr9/wpsSdJsKVuC35mr9CdiWmYyYEDiYgP2whzw/GRUcIQAACd0mAIs9dhh2nIQABCEAAAhCAAAQgAAEIQAACELg1AhR5bi2i+AMBCEAAAhCAAAQgAAEIQAACEIDAXRKgyHOXYcdpCEAAAhCAAAQgAAEIQAACEIAABG6NAEWeW4so/kAAAhCAAAQgAAEIQAACEIAABCBwlwQo8txl2HEaAhCAAAQgAAEIQAACEIAABCAAgVsjQJHn1iKKPxCAAAQgAAEIQAACEIAABCAAAQjcJQGKPHcZdpyGAAQgAAEIQAACEIAABCAAAQhA4NYIUOS5tYjiDwQgAAEIQAACEIAABCAAAQhAAAJ3SYAiz12GHachAAEIQAACEIAABCAAAQhAAAIQuDUCFHluLaL4AwEIQAACEIAABCAAAQhAAAIQgMBdEqDIc5dhx2kIQAACEIAABCAAAQhAAAIQgAAEbo0ARZ5biyj+QAACEIAABCAAAQhAAAIQgAAEIHCXBCjy3GXYcRoCEIAABCAAAQhAAAIQgAAEIACBWyNAkefWIoo/EIAABCAAAQhAAAIQgAAEIAABCNwlAYo8dxl2nIYABCAAAQhAAAIQgAAEIAABCEDg1ghQ5Lm1iOIPBCAAAQhAAAIQgAAEIAABCEAAAndJgCLPXYYdpyEAAQhAAAIQgAAEIAABCEAAAhC4NQIUeW4tovgDAQhAAAIQgAAEIAABCEAAAhCAwF0SoMhzl2HHaQhAAAIQgAAEIAABCEAAAhCAAARujQBFnluLKP5AAAIQgAAEIAABCEAAAhCAAAQgcJcEKPLcZdhxGgIQgAAEIAABCEAAAhCAAAQgAIFbI0CR59Yi+kb+/OP3v19+8avfjv+++3H5x4N0/nH59a9+v/zu70tnlXfw2IMUrHf6+Xl5fHhcnn9e73I/LS/L0ytYvHx+WB4+v9wPrrN4Kswflgf59+l5+bYps/R9+rrZ6T4b33Aef/vyeEBsbh17zr3tteKSmKktdY49fY3z7X88cM0639r2bXn+9LCszuGdPD6G6zF9S/bmGL9NTh9n13E2qew3uQdt5/vrSO3kxOuEf/jo882dLVeOy5MtSbntuHyNo1/n+2vzoozXZ4uHp+VlKYwOe9aIfsSzNBd21qw49h7Pjs3NxPesyPZs2Ws/1Jg38OGcefb16XXPdOe05VCkb9CPIs8bQL1FkVqU+c0fB9d++s1vl18cVKz5wCLPYPU9X3jdwvy6B5o75X7UzeZcN+A7ZX2i2695yD9R5QUOy7m3vVZcDrO0UTpqvr1FGJI9WcUZHx6Pj0GOcTbuPOfH2XWcTSqbIs95AnUmKdf+XHBcvkZor/N9Z62IqsYzXUukuFP/O9vat732mzo+jcBxa9iixbi3+sHzsbaYD8d+XniOvHYunPE+fSzZc/anyHNOmjcsa63Is/z9j8svf/XD8tPyD8vvvvvt8svv/8FRkMLOb5df/6F82ptAv/7DspQ3eX5Yfv1dfzsojq192ttDoqP/J8WlX37/o8r3cnsPd5Qmq97Q7c2KvbdaZKFofeVtjH5DLQ+bz/pTW+vz+GX7PY1N3WpnfeNDdcabgD5MNFvMjvKQEPWuLfLlutnaf9Icr0dZjuOyLMMDTeLTZcq4Ypvpk88uW3Q+Lc/yBoX4JG+41AeWds2uRxNWz8S2xy8vLh6R32BP2yiMvAY/xbb2Fk7yq11flqX2e5a3B9T+/yjkj/CZym55ONrSHZa2x+X5q7yZZvLdm0FZt/kXYrTN5OmLf+ttEiMxJsibzYmX4mO1UXwOeW921XyaxUwZ1fEtZzQ/zP7K4oufnzYnKjFv56fnRWPidHeu1T4XR69f4+jGSdvjl+f+dtZDemtD7bR5XHPcZAcfigVDPni7lUH0y9tmdvh5F1i3vPLerh373CvH6nv2rw5XPZ+elqdP5quf39IpzZMw/1NO7NqZZBlP/5NrYfXv/3u7883z8+v5Xhw8Y+lr7COjaGfLXY+85sDT57r2id3NnzEXw3xLebwfA69Yjn2MJzFqdhQ/sv3Fb7vHxRzxb3gWu9zalMwIOfr5SedS5mtc/fwL48zWMN8kF22NSErr6Tz+0Re1ReQab4nR57quubVA1/ugL8opTGY5keOQ4j7RreantcEzK7aszcXEYpOZ2Pa4PG+trWH80/K0+bZc9F/imfPKWxdiPGFrPpdcHO/3Pr5Nj9r7tLx4fi6OY77O4uit7Meqr+ZwydmYf6W9lWHKM4L6Fbk0W7voerRii/fl4WH5s//8z4a1b1iDbc6YjhBHi0vU1+aCsznbWmKxvy6YWv/p4+XnuvQpcscYl/E1T9/weWjM1cimr3nl+tPnjeeR5nSUYflsa3PJIYtFGzQcxHninxEmtoS41/b2tnjMQ38vUqWH5shgYbmwbmeJb3nmrOv2X/jnTxm/YVud09P9QpgbnU20Jc5T0eZz8fHz0018A4Qiz0picjkS2C/yWOHGfX3rDz+4t3wmb/JoAajqkb7561xaPCrtqt+d6xtEG/2D9boY1Amtk79P+vIA7c79QO3rF4K6ONeHA1sw2iI99PfC0kOcNHlb6kLaZNniVhdn1eUWan/uj1WjyHV9oxXiw+hTv2kXH/t5Gu0f5rz90s1zNvvzg1TTHVmqlsog3zjXbImW9QW6MQzxqDeLZk88nz6kOIbCuNhRxnmb9MZgcqsPvl3j7GSF/gO3wqX5EJyszFyhUWWZ7DXdjbnlXI9/GG8xa/0nMQpMxbjYR3PRFQXsvMU05IjFLNnjNwE+x8LYqtd8N9tTHBpHlbP+VUM/hyITY9YLOdreGFmxwtaQYleLf41Jm4/BhxJclWd2H8TXdBm/bpv3Q6V7fiGXZifF9sZs56eNFtvWP9ge55doK/1rrLNd+TyYtzPnauyDHS0vKqPKN/Px52McOue4thn3nrfFN+tf7G32BF9snfS5GHPG22Qb9yZLOfWxRW+Pf7mndLuyapuvRd4212CHChI7TXbOlShrHNstKTYbK2PZfdibfzre5kudX42PrQMu/l3zeA+Odnr/epzaXLZNgOkWwWE+Rwa2QSnjc05kfsm26pfXHZ4XBt1ZXj53FHaZlbFtzTKm5ncen3LSaeqbNBub14HYOT4TSVtYF6JPeR0u525z7MdWm9d8GvOg52OMYzZ4zN88B8O6IsPVFptHOS+y/OjzYIvK6nNJdbfcz/kY18K4Foher0uOzcZoc2Rl46yvlyFtow3ew725bjFt81tjGnUNhXrzv8Z8nEM23vLLzout7VllyNXsiz8vfq/ll/e5HCe+lX23tcjr51GCxsA9B8bzaotrj5xL+yH3gJgTYoMfK8fGLtpnZ9Euewbo+Vri289nc8Mz0P62ltictvPMUHLFcsFi6c7j2lLnRmuvubDjn/l5yZ8UeS45Ohdk27zIU97e+YV9jUvf6um/d6e8bWNv9kyKPOFrXvbWjzjtjw1CfFNIizymV7ok3TZKP/1N1d/4Q6fDTvwiM7/Z+YcDL3O+IIo8v4j5EV6+P/Z99Nj7Vx9E12SWRbovzFO5G4y6/2URbDffapTKa4tusjTY6W8WtV9oL9e6viRrcjr2dTfhmU9en78hyHV9Q8E4iZx67Ps1G1xsvUxrT2MGO8OYCReTE26w9aIf64+12fnfZPgHPWe3tSsn83vLFhvg5aWNinRZscnyZmCh+t1NX32u9gRZo20+l8c8LCz8A1z3YGK3b0zcB5u9XSnWIkb728OD71t1DPKCbs+3+GDstJvKszVnEs/d9cAry0zn8myE512u5fHWs35634c4p77+dMI0rmOJS+rf+W7b1/sledUWn1O978S3XHTyvsix51DbvDzP1essXWMe+76lfdvH8JCeOPXxs/lWN0Q1j0e7zK8yd0e7qqPTTd8RNtvD+to9xtptvpna+rlul3QQO2ztM3/cuc1lr9vHcjOnc06NPgfbvFy1PY8vDvU4jPKqywd9BN1pvRMBvt0fm3Cfv3Zt9XPwzfXcZBh9HHQOY108Zzpdf++THvsYi3k63t+Xus2DHSnHh/ZgyzyuJn3XlmyX+GS5749NoMtx73NrbgeOnVzzNvtjaXN6du1t8tcOdmIc2Ma+KtHb5o+1sbDOz8ZDfLxpXobLF9+lHI+2HMN32ndV36grFtMm7d4PP79d7LpPMr6se1O7Wsfer10KBxM7Qvz8s00d6O3csS3kZB0eYhnGz22V/iUfJrZ6W4Jf13VCkee64vVh1pY3afpXq+wrUvH38ZRCjHwda9Gvb/WCTync9HOVt1bkWSnY+KLRyUWeusjYK5Fhw7RGVyd7fw3aNorjAjhZKExmlqFfwygy402nyDD72g27LszlenzwtAW++CI3stxuRshnXOzComjd1Na9B5pkp/PH+Jg41dHazbYJq8miOrXPBKfPvmD3Bhs/xkr6OBbOZ+krMZGxylTa/Oam+eJywjYHEx/8Q5Bq9W9DyYUwZsKluePsDdecnWaHts9lKQt5iHU+N3GH2qL9nP/1oXjgPOiID7UWn6Y/3JjlqvN5xzaveysXmi534MfaZb3mYm1rxWCzs0vHpA1CkO36mp5BnjRov8zXsbDBdV1oeersbWuIfzOqjZsd5HyZ6evjgl96OY8vfdW/ZpfN/5IHZqOx7dL7UY6Djelfy4k5tTrfJuy7Fv/AWfzoenIcfN8qIchO9nglchz6lkafA56rXI/3h6jb962Shq8+RfU9RodyNf3elhhTx6f+9Hi0y6zo+u1KvH+5q/ZV3po7liMqO82xsk44O2yj28XVIx9by0XrJG3u2k6cdJTrs+6z9Mw5MXII453cYp232/kpbPzaa/Ns4GM++s8kszHbts3nqkmbx8Ray2fMGcc5dNtaF6Jdgx279470TOMYe/bRTs86ja92S3+bI+aKt80fa7vTO+aFSSifu7aoLGeXY6A+WT6Ez8J+sCuoFtYuRhObzWeR44+n66Z7qySoqSfZVpvrXraN63YnG7WDy5FgszS6NhNmBcw0X1RHY1Y4+Bxxw+vhKHu/f+fbfXKSc2ytafCrNHRWO1wch8y9x+6EHDH77HPXzngv02FuzJ5te/fR8Bygcv1c7seau06vmR+ePfvFqzuiyHN1IfsYg+dv8oy2tH5SqBmKOJdQ5Ok294W8L7a91R7Gy2Lgbzrhoao9GMnIcaFv8qaLSGttY2WRtRvm/CbhH4L6zV37yo1K9ASbvA6zsft71M1FrGwFig1fq8rG1+wJDCbjQ3sR0vVlP8Zz6WvsrNXGz1n6m2F/CJcxGm95YBKmX5+a3Lkc02Y50/lqi3vwknOzqY0Kfk+4tI7eXrvo+gc5qmm64Qu5kh++ggwn29Rp+xFzQvv3PM0PtQOLxCrcaHds87ERuWu5YK74Tz9Wj/UBz+yOHAabnV2NrRPuZe8+mGzyPTb+zoiDDqOfgf1kfPBL2+N45SQcp/O/C2z9/KaiN4e3CNxld9jnrl5MOdTi5eLkBrfD1m9rHa+9e996IchO9jQNs77lmpfnucr1rTz2faukPuddLunDu25keozGsdlQ/wZHzD1v7zjKj8utXX9vibzUro35p+1tU1bk7d83u7ZyVHSWTY2f527tDjEtowa/XZ9tntHH2bNCGO/kVs09rtmVfC75XzeoOXe8rHVmY4y8bQODlY2ymaX9D1gHrL99tnFtXYh2DXakeR/WL+Vpca4aHOM9/8ym2afYkTl72/yxjnd68/0wyx/G5g7ZL8fA+5SHyfm2bGG9Phe67NhvW+ZohcrZmOsib51t1F2kuxwJnNXj6RxSG+p6ovav5Gr3efRjdz4PQ6LtU245tiZj8Ks0dFZRdm11vndG2z4dlyONncbzcXkefr9OtnMi3/m2Z9vus5SbC7O+hlM/nd5+fcaxt17LEUWea4nUB9vZijd7duhbOD8sv/v+95Nfwnxgkectv6412F8evvKNRLr5xd+G+cV4XIT64mn9++dWW3zl1caM8q1FPpO8ekOQX0I286WPjAvXVIc+JKYHoiqg+7/OrXSNevRaWEiT/dIhtFcprahUzrf+322zXs7GmU9Jn7Aov0y1+i7t+os33cPOTI6pk88kU5v8zWb2cBXGTLg0+ZM2P9Yf6xjnf5Phb6yTGKl/5u+oT/OlbbCKUM99yCe1yedSsWlWNFVpidX4oL5jWy0ojHYWvVagdTj0sNsd7aseugckz69K8dwH+2v/jULHwG+V78Q21e2/rmXH2cNDznO8J/nhxHRmdtGPn4z1nGxI+yy+TdcuzUmfQ21QPUhcUgw6X29fluHjumFLHdZl1gvBt2RPVhX6lkYvz3Pdy2Pft0oKuZpVh/vGLle3nskv4bUctnujO896Rrusx4ytj8uMnW9P9+UUa9Gyrtts8J9ethzb+uJ8/7n393HSqz6WmzyzX15vkR/s9nK1ecat2zU7CvJ8h11m27bN5A5cmr7EVK4PvrXOkwPvd7Rr0Dn45XTPdLp4eZ/88cSg4dJgxzFfSRne8Irid21Rv9za6Bk4/6LUcrYt27GT7pmfnR+5LkQ78pyQ1p0YB7axr8o2u2TO+mNt9LnULenxSz5LFy9jk+doyzF8p31X9Y26rFhY7p+Tdu+HZ7yqo/CZ2tXQTXi1NjmY2BHi5++5daC3c8e2EJs6vMcy76lmtnhjJ+3eFt/1yo4p8lxZwD7K3IOLPPWvbPlfolxsPuZ38thf1up/UUv151+8fI7fybMxkfMCp+dSpa6bsNw+X9R6xMp4d0P2i2Be0PS8/xR80JX718Wzf4Wh641HeWEui1vfXOXzNNoXXdQG91AcFvC8aJbzbl9uTzfUqjYs2tGU4Uz7+of0wKjc4C12dlPs5/Wm4H+KU+PjNzfr42pcZ/kkdrgNUc6DaPeES/O0MnSyAp813QOTHjMd3+RVRq3/aEvOw+LLxpxQm3zOxwe7YL/4mViVOVXtDf7t2KZ9XcFDc6Hb2ZDWg+5XfhA0Jl3WYPPErjafqh09/sXuoX1lTZnydW9fqS3DL7r2vEdO2fd+nvvKec+V3q8cdWbW4sf7Y2kv523+h7k5n/smdXfO1XXHCoc5h3y8BpudHb6fygi+x7wIfcXQkAMxx7sf9Sj0Lde8vGBjzZ/g2yvuQRaHIq/mti8qOh7Fsp7/Ya2s8Wx5nIorwYcMIOlQ31sOR84t9q19UuRx86HErd83s+rBrmBLyvdJnHS801dstzmSbfebmNLW4mj368a+zg9biye6t3Myz7fRlsYi+Lx+3+u25sJZ0qXy1tbW1DevA82oepBtCxyiLD9ndLSMNX56Qfr7e4e3MfKJeVH0rOV2NjnmQGXlcuSQnPGso/wdW5SPW+8Dg+JjmLeBb+Rpc6347diJQSEOcqHKdmtRsXvH3uBcjIGXaTwy2zIHzN+iy8c85MRgs+W6zdd8nnlU+ZZD4fm2etueh/PYPGeC4/V+6OwY1tMiz+egl5BzKp5Xu9tcyHngbc1txiQytnhYjKY54g2sx9GucW6EeMmYELMd20LfojDIC3Nh1B3vhTleVXeL/cS5K7lEkedKAvXRZh5e5Jn8la1qvP4enV+VP7Ou8oavc8mfW++elsKO/R6gXvCRHqf/Tp764CU3p/qvL2BddzmyiV77fn4pPyWsN3BdwNpCKiP84plllfNy05rrDm0iV2/IdiNItkwWn9GebRv6DaTeFCqPfn0cHxZRe7B3LMNYtd98FT+Knn6D6Btn1XTIou0enrJ1xbby53hLbI2d9UwM2wO2tXv7yrXsb72qPy23/PF/3SHepKrcdLOxG6WNf/oqes3WYsM8J2ub/zOdPv8m/NSCIQ7VLv2ITMqfs1y7wcuA2F8eIP2NfMhBtcnk9fHm38B3YOXYBP9GToNu73f9U8ghPx2GMFb1WN5Kjlafa74MNge77EHFxtc/oe5zLdn1Ir97pLVv8xWTVX+bq/Kn3C13ikO+XXLMWFvs1hjM1i+TNRsTmKnqFBPvp9pY2k2Wye7zwAVkOCxjrW+YczUnm58ph1RP4xv5taKTcXX91L+VtS3LzPO+jXXymks5X5LugavnmPJ46Lt7D0oxapvunq/ujz2ryeZL42uOpHniN1ujXTaofJpMiaf9KfomP8nN86+wFnvLuhLyaLhvRr02B3oezeeO5ugkTnl8XLtFV8pTtz43ny0ngp/1z3tb/6lu26hYrNJXWXyeSN6anozA8s1ye2CWcyRvgNIaZ39mfk1fsEt4F/m2DmTzQjzD+hXtGuZgmvclFjW+lefT58f23Of5DPkaYrNeNNSI61eKZB22uMSc2suZIS8ykC1btM3dX6cMzK4+Z5qKLNvF0OKwdI+mMAAAIABJREFUNhfM7jZvTWiWaTlt7f4z9c1zvcR47Zmu5sM5n4d2c7XobOtH8y3mprg45JT3283BPg+i7H49Daynxr/Y4nJA16DH5VnesrKcbHbK4Gxr1GvratOaYuTnTciRNiAerNvpi+B1jOry82fDtqFvlmdjuzyz17jk3PXt5Vm4j41eXc8ZRZ7ridXVWCrFmV9+b39V62rMvnpDZTHduzFcu5Mvn/3NLHpTHgjyFiX2ue6zfHN+A2/0xrnO+A00vptIyY+PmB/6kOMens/rsOTE9T+InJfJbUv7qDy+bap4d9MEJhvCm/b3RpzbfqZ7h+ehG+EY3eCZIfK47TOKPLcd37N491/85mVpf03rV/ZmTfzsiuQvbPXfvbM37tzt/8F/+T90U+7qSN4AuPHNnjyobWyWtx8IbiEZzv1QM8q7FYZaWPE/vXqvh3z9SaAvko2MT8/E8paPL1QNfp4unJEXSGCI73vl8QWywCQInEyAeXMyuo8cuP08cs5760d6+c66mQvvDPxj1VHk+Vj+t6X9Dz9oMYi3eN45rPUVU7/5e2cLLkLd9gPBRZj4SiPe4KEmvJ68/Yr/K41/5+Hpa0/v+LaL5qG9Jh2+bnAGBPqA5l6/94WsM4hHxKUR+Lg8vjQS2AOBkwmwsT0Z3UcO3H6me4PnoY909h106w8N5Nlk44el72AGKt6RAEWed4SNKghAAAIQgAAEIAABCEAAAhCAAAQg8FYEKPK8FVnkQgACEIAABCAAAQhAAAIQgAAEIACBdyRAkecdYaMKAhCAAAQgAAEIQAACEIAABCAAAQi8FQGKPG9FFrkQgAAEIAABCEAAAhCAAAQgAAEIQOAdCVDkeUfYqIIABCAAAQhAAAIQgAAEIAABCEAAAm9FgCLPW5FFLgQgAAEIQAACEIAABCAAAQhAAAIQeEcCFHneETaqIAABCEAAAhCAAAQgAAEIQAACEIDAWxGgyPNWZJF7QwRelqeHh+Xp6zu49PVpeXh4mPx7Wl4OUv9tef7kbP35eXl8eFyefz5o8JGdiq7HL9+OHLfT/U1t3tEdmhPL0PaGJ5IDn56XM1N9E4NfPj8sD58Py8zlYuIaURzlgxv67cvj4b67cePhO68v75Zb4pdbey4l/sGONMdD2xipfEVzoPFM/ubOG+dRzkbHZVnOl3fbeg5vTQwPH1h7vmX+nx6To914hwGnrlWDaSHPXxu/QfrmhU0fgl2bYvYbt2Rtte1LvuIeZa7pM2Zbty7BnWPWgJSvVxTLY9b510dlm+n72uK9iXZtrgd+2OZxyokl6tgceuONFHluPMC4d2UEVjb4uiA/HFLoSYvdW98Avz4tFHnOnGMrOXBmLWcRd9QN+q1z8SweHS7k8jbbB9j+rrklD1oXWOQJmM65XiZ/g57znVxe3iWGR7v6lg/k7xOTo10+ccBR6+3BOl4bv4MV7Xc85z1iS9ZW276V19vjXdf/t8J0Qfl6pIsfV1gZDf04W95ivb/enBgjc94rFHnOy/NmpcnDxeOXF31LpLxp4h7etWr6tDzLT7blLZT2E4Iyme3NlFwM0AeW+tbK45fn8LaMtD19kbdQ5K2WqktvzP4tF2eDtj0tL3ITszdh5A2DMKYXSexB2dsgb+rodT9eIxoXpcKi2Gu6wls+SadyaUx2UmT1JtwfVtXm8PZEWeAev/zBxUfi9a36/7g8fa6xEd+yLZ6Zsa5mFk7Po1xtF72JqbFLckavi83GL9ik/Fxsa1W+9Q2+L4uPYc4j0evbVYYbvx7LaF/OXfMnyjYWFg//Lo7LoZqrbb74mIRYmLwNH2queftKDvexZqt+htx0c0sat+wyIWH80/K08yaP5/P4+am9VabXXRyWxTOruf7FzeVc4Ax2zP04dC3ItoQ1YCWPQx+ZTxq3yFz71LkmOrbXz/72Xen7BuvLSm4t4bqfdxL0OA/Kmuz7xPY+j0u+25zV9VFjdsxa1JmIJcJluCdYXk5+cpfjqvkt8ah2PP8cbT94vWw66/1CYzzxd2fdcmLKfafmiubN5/maO+RdFRKuh5wVu9K9Wf2f3CudLFtHJX7l3hZZ9TjH630dijzy237B3s9P4d7vucjxcfPBrwXRBp+D/s1Wnydi1+h7ei4IfLO16XyNtV63Z5m4bqg97T4a35T0tva52ccHrlt2bs2B5IKehjVC7E46V/J1Jir6EO9t/h5Rxsb86nlXJQeOPvZ2P/NrlbOm+V+vvcq/aGNeI7O/wxutWz6Ied62T8/Lc77n+vY2X52v9TDmxsq89vdkscv0ST76tiY+zrHcJ+rssRjnWZFjz9HCbH6/jKz9ml3mtMh5XJ63nh08L/Nv6ltxUuO3MR/9etHXSwPk+dR7X13nrUf7nPKO/or8uMY+Ls9fbZ+Un+0j0yXcj3ZsEaM8J/U/z/mX8GxtsZOh6/HT1rDe5/kReXedfb2zddNYREaFT/Y99gl5qvPP3SPF17UYtWBdzwFFnuuJ1YdaahOvTWRdAGzRrgtZWCjLtbgg2aS0h6Y+gbP8ct7brVjT9Nvmwyaj3SjNBjtvDyNlkps9dvMxeXbeJr+Oj/5Z32KbtWVfkt9mh9m5F0XhOu0rcqtOZZ/Z2Hnx02w1bs2vutAbh7KQd1/yuXFp8kLcnTPZpnzuutpi3WywQkyIndlUeDb9oRiQ2fcHRuuvsfI81S57wLH+pivLSyyDD7Wvk62s6rk/1mGi1/paTpi/s5hYX2Pjzu3maz6W8xr/kLfJ4Kq3jdubQ9muPL6y7LkV9UX2dpM9JIdLzBsvs9N4ZTus3RjV9maXna+sBWqnyc55m8+dixpjG1dZZbZ2XtaMnndxnsUcL33XcrL0bXPHfDPfnX3TQ5+H0kH967ry+WYM01wUcYGlMnGyzdbErPmSWWv/Pr5wsXVu9E7am6waj55DZb5qe5Cb5viejUltnOcSG7O3yO325PMoyMvRY79ZSzGKeTeuQ2E9MA6NuW1+/YNsnZu1T9Fvfoido+0xzqXdct02E/08ji/yexxLXN3ciGjqRqLbE8bXeGVdPe4+JuZ7lyWqvC+j73t8k7H5NOeTnW+tRX4ua+w7m25rjJmoVduHsZ1zME3tMA45fqHnuEaknCrMuo15DUnSAm/1p9lcfVqdQzFW9myzGvvgY7LCt6X5Zflr9489/7Z9SDaLGV63Hjt2K/ey5mPNB7MtzvUkO7mspzI+825rQ8qpaltfw7LA0r+3p3O11eWfOx/n2ewe6Ljo2JV89TwtN9d8zLxV7loBq8auybL7ZbdLY9/ytc7BNrePvFcPvFM8bI43fUW+L7jGXPRMj7Ql8Ja4V13hHuHut4lr4dI5xTXB2xXnR17D+vkei9Le5km1t5znsem82t7mVB3b8zrn/XWdU+S5rnh9mLU6advNQMwoE6VMhDhptVXe6vGLo1xsi3yekHZz6ovCqG90vS8ANt5uAtm+Mlb7+0XK26cTfRxfFono32CbHys+ern2EJmujd7UK5Px0qI6m4xoj/fL4tIWO29bVdHt9zHsFvX2yYNjWDz7mB5bd23tcOqj+FT5O5ujb1WgtsvDw34ejSZEdt5X7et0DyyTsJB/qS08yNX4tZtG0FEGBjumfLyC6IPZ+VB/mtr0+CErx8GHHbtC3yov2B10ZBvzHI3tMc6xTcTOdHt1oX3wY8xzr6/7MPbzOvKxlyFtXY752h9wQ5sK8rqiv0Nf788kN7R/Wxuylek8jPc29H5dv9jl10Rbw+u1IMvG+zH+2JhEeV1XsaWtW1WcZ9z7mq706e0RZp+elqdPpk/k12PPM68hoa3I39Ib8k7XRq/PPQQnU/Opl+OPqwXhJ5+eSXn4Np1dqti8dm/Oa5OOEnZ1czLo91ybCh/bGLtoXx2gXPuaHdcokdXv/U1FPRj4T2Lkx0T7vZ17OThbZ9J4Z1P0wVvgjgdbxzk35dVERDbGQj/DnD/SzmBXjF9TvXFgdkiXyFuuRJuzmD520s/btZt3WXKyxcvKXbfa0lq+7d+Eu86lPie7v9WIHd1e35gbJVZlQzqP2zjGOe+Zqp39HqW9vG3+2Inoh2MuH9aW4qSDYi4MzMJ+I/kd7IxyRPThPLv160dR/mCnt2XC19sy6PBjh8Z6IfSJtmiPtfZjbZno977O/PDt/riI8rkS7e594/WJCfFS8DXlhF+DJr6He2CQU1R0m6LKazyjyHONUfsAmyXp80NNnwjj5OxtzlidTHJTkf79Jlh6RBnT8dqx9LOvAbSCyjBR86Svi/1mkcff8Pz4Hduc7tkNdrYgOirxUBek/jpi87P9dKDScvEQVn1z5O3ee6iNfpkh3ofR9vmYVmior7V2e0xq/1SZ/vXXdlxzwvHUPGjtnstheWRas06zb8gzp9t8sr4mq3/6XMz57OMgx6496CjSgh2SA+EBvvRZ80FbVab/6Xy3cjzydrsxO3YFG6tQtSkUf2vDRFbekIo8W1PkuHMec0z1DEwO9cPHotjn7e5+jXpHdv2Kl6FXfdzk2HHxvpqENb39eu3pWA4600OsyV799Db6ByE3oOlQvX5NjOuJ9pvOTct14WnHcayp676mWHq5lWPva6PTp7NXbJPckjGaV9Jm+eN4DnM8tBX5W3qVgcnN9zVhbX60Psnmeurl+ONqQSiCaLvlltrr18V+XObWJKd1zE5cnb2qz/wInxbbOL+UV+hnNtma7ee6eBjHZ0ID/0mMrLAw8j4mB+OGUO3Y5ZutTeeDraOvIZ51eGZua6Nna2vnSXYGu0abkhflNLOoOai2unyxWJjNWVaLZ7DBevV4ZQYttn5N0WFp7TBbpvKrnlnbKf7pmPW5JNqav+biTHddi5uP1QcZG+Ic5CW//Zyz9cF02qdb/8e4qbV9zZ7aaYLq5+oaV2xby4FRd+y/7XfK12BnlCNWel3bcpNv7jTnovm1FVuvt4ly/Ns1Owh+2MXyqXpafG3dFV/t2Pp7//vx0baYOLXJ1u/+xpPKSznmdWxz7naJmsZww38zp/UfWKSccM823q4ux7Gb6G029QFXe0SR52pD976GHzNpxbLpJNHJZA96W4vTbHxZGOQmaDe9MHmHiZon/RUVeewhZSvE7WYhXPxDRvJ74OLZxsXW1PkFPDDWDvMxNlY+Nfa6COcYl16jTD86bganedS6iy1ZR7RPdaktxii2D/IDr8Sy6c0HpV95QDM9Lt9Epo9p0FFkBTtabEvbng/aS2XKzbjrz1baw/fhc8jnSjw22Wpbutl3e2axcdeanxITb3eMkciLOVPaD/djjKO3u7Mf9Zqfs08vo7TL+OKfyLQHQWmTc1u3TNaa3n699nT5MurMbEz6ymdjLu1zf5sO1evjEuem9vN5PajsPLTJ+WFdu69zW6yffPa+/qo/7nGWvspf/JX89L8gPtjRx6ik0FZkb+mNDJK/ZprKrA/Ks7mS8jvKFCGRTYuPNE3sNbXlM47Vazrm8LiO9kQNuUizxSv7UiSlGCTxg7zgc/FvdS1Qdm7NCWOLIi9/8HXSP5m3fTqMH3318dTjvfuVzLksN59vW5XyZrQpDFfZJX9tTdtklvI1yPLzeGpzn0NDLLKgqmc19lP5VYhve41/OnZ9Lok2z0q1e907PsjYQ+8bA57ZBbf+z/l2/vtri1PgGJYfbkzWHdd91B37b/ud8nXC0/JUVHpd23KdgfVQx+7NR7+mO1u83ibZ8W/X7MCNtUuaO6Lf7rOhj4uVDQhzrzM9zZadOe/9Popzt0vMVh9FVvCtOdQOtlmknHAcpr5re70vTPQ2m5r26z2gyHO9sXtXy8ekL5Oq3IDipBXDphNLFjjdzOUJaQ+rfWM06JssjkHHMFFHHdq/LkxhrBis4/3N2o+P/g22ed0TO7W/LdJ7UZuMnw8Rm+ovmAuLrbfb/HIPuX5RDa/Adi3ev4GTWzz7iNlRsSM/oGjPlgezcdHmUb8fk3yVJo2F5dGkPdnvfVXJPpY7P2H2lpTjmCeWU/ILlgOHoKOO9L9MMeTAvg+2yWq/qDDkg7MyyC3XA98du0LfKnbg19QlFnJ9kL+Ww+PYoPtoP0aGKq9y6j6UfiFWzZ/xwMuwVpFVfhGjX0vcg4x1DHMv+tvtqZ09t4nv2v+k9WXub9df4/NzMzr+fg6xJRTnXD89TOO9H7Vr1zW3xUvsff3VeCwxCfxFp/5yTbcGBjtSboS2IntLb8hL/+AYzSpnG7y8HH9cLVh/kyetZ6PamFvaPvHRf9120L9hd9EXGQ7jg1GzOE9sdGMG/t7+yXyI+o/Jwdlzy7Ztzsz5obdVe0RWcknt1bVobMtFMc9Cj9u8P9LOYNdMb3en29eveTsib+mzbUsfO+nn7drLu73Ye1nd9HLk2l7nn/jg1haRrnb3a93faoTTrX1bDEu75znaVmLlv6516P1KpXtmM77eNn9cTd/9aDKLnWu2eR+LzJgLA7Nwv0z5GuyMckS217XNM3uX9GhzlD/Y6W1pLLpcb0u/Wo/82Kar55FeCn2iLZvtR9oycorPMDM/PAt/XLzz+RDt7n3j9TLO/i9tWyxyrJysie/hWTQwLfq6Tab/ej8p8lxv7N7Vck16P8nCxHETqllVrvVFPp7rIuE2CEW+bc7jgqIigz67ka5VuGVEnvT+YSou/CpfJ7rfmPnx0b9hAQiLRPTTig6tEt/4rByIn+mmv9KzVMCH32Xg7Z5trBNb5eoWz3Q+LuaRRbMtxycwab3qQbHRf53FbzLCAlwfGHsexdht51HR08dWvY7ZdiwTy+TGwCYzqDnY/jqcjZ+wCXaInJYD+z4EO1R2n0emUj+zfXq+NYdSruSHdxu/UlQKdq2wyPO+2DvmWJB1tB9jHFXeUOSxdcWtA5NYGVMvw66VPO6vNdv14meeZ6Yn+htyQQQEG868vijLbFc/V1tSLvZ8rvPJxz/ERmztsqIfhUzwNdsSHuxzLhrZ9KkyXE7XnO3zKfNMuRFYT2xM6kJeqi7zN8/bbfu9HH9cLdgo8tT10N1L4yY75pbKq2tEX3+jraP+vTgnhjtrdljr7YcObk1OiPtPeq3Bxyjkm83fHH+LiQhYmT81h0ff9/iaUSuf3lbtkllV+ao/xsGeYeRNFXszIcyX5IvavpoHyb5g12iT752ZFD19jcvtxths9rLk2PsQxxY7Dl5f9mIffExWuLZog8X7cP+210iTZ2t99d/WxYN86PEf7i863ud3zqHkt/TP63lbvyt/O3eMkpR6Ourysc3z3K//mXnOGZVjjERb4FT0tvwKdo7rXdClfTd4Bkezf5XP6nyc31va82fV3fkHZek+L23Zl3Le50c9b/GMcyuOT77s2BKYWaFM3ijy66Tj4GOrlssPLVfjF/3yOZP19rjHMeZb15FyIrCrcbO8tmdROw/5U2LibUpRurpTijxXF7KPMbgkfflTp/LQ0SeX2JMnoNlYFyHtv/LaaWuTPxncb1azSabXan9dKP0NbpioedL7h6l67BbHskj1G7E9YJUbSfRvsC3rtgVUba1/ms8WlFVWlVm4CRvHlc9w4+t9dKEU3aIz25YesnSUyimvZsa4Tjht2B/i428A3TR3FHMjvBGQbQ48/QN8Eef1lp/i9zwq/ptvcnOPC/5eLANLZ305rLIsJ13+WtfhpiUN2b8hJsam+pH8Dz7U2LUHnnZD9rls1tgDZuUh+a/jvR7HbrDLbO/jhz/n2lXpkY9N/tOy2mGaw3G+Sb/M0ct97VqQc6DFvMbVsw3utbh41qPtMqboOGz9zPYM+dL0ShyOXF/q/A3zfGP+2zpY1nz7E+ajv9Ye5rH5bV+x3c37Guc2n+I9Y+ASgmEnhX97sDYb2vprOdzzvMX70PXSVG3kpeoPcRrXLScm5HfO9eH+2uT2OCgbx63n7CQfaxyePj/23xnk+Iz6xdIiZy3OgaF0bzb2teKbc7j119yQe7/beLl+qtm/5dhk9/gF3/OaZvG3HJTxPt8/PS8v8kciqv9z39O6GWwt9wCfb8H8yrr/yfbt55LMLaz15ouLVfFlhUWwM1g13INaPLzsNiTd5z6/lHytBaWR2STnmixbC1/aFR+/8R6xnXd+7P59oKlM/r/Wvzi++NDn5rCGfhWfVmI2yd+cr3LP9fnWYlfnv29zHpdDyX3/3GsbXls7fPyH3B2kHTXPZe2wdWkvZzSun9ful+4+IfYGO8fcG3Sl+Z95Bi/TOrY7H4MtIsnnb71XB/5O2zA2rVWaM0VeiXH19fPa737LLI6wZZIXJc9KXhem8ocN6vruYqte65q9Fr9oV4n1fD3Yfk4pcizfi31WiIo68hy09V7pT7hnm1yUru6QIs/VhexjDH77pJdJ2W98H+Pl22jVxcffPM+lRm5WbyH3XPZ9iJzLyiOJvd2EPgTHpSu9uRyW/PMP+CUAb7l+DuvL16f2MH328OsD0ejf2fUg8O0ITB5q307ZHUj++Xl5+uJLWHfgMy6uE3jjNVLuJbf+TPGW98scuOvlmQsZ2bO3O9dnjrVi1awY/XamIHmHAEWeHUA0FwLnXXTLTz78jWpv0biaOOhPCfwm6O0WYomJ/WTkavic1dBLzyOx7zYLl+cK483l8ErR6mzr5+76Ijnn15/XRGpcu87mx2vMYuzrCFDkeR2/NPrlM2t8QnJHp2+7Rg7PxXcyd9/qPnNbPMfce6+JN3BMit8qfkkNpwcQoMhzACS6jK/YvpqJ3qz6q37xFdJXS/9QAbrA2euv6TXGsxhm7HiLZ/d14bPwPkWIbsZv/ydup6DRMTeXw6XgmL+uZHzO+dDz5uuLGS2fNY/b13RYczyd6zy+k43idQYHq6+OwJuukXZfsWfl+ygonvN+GfPplnhS5Imx5WxGgCLPjArXIAABCEAAAhCAAAQgAAEIQAACEIDAlRGgyHNlAcNcCEAAAhCAAAQgAAEIQAACEIAABCAwI0CRZ0aFaxCAAAQgAAEIQAACEIAABCAAAQhA4MoIUOS5soBhLgQgAAEIQAACEIAABCAAAQhAAAIQmBGgyDOjwjUIQAACEIAABCAAAQhAAAIQgAAEIHBlBCjyXFnAMBcCEIAABCAAAQhAAAIQgAAEIAABCMwIUOSZUeEaBCAAAQhAAAIQgAAEIAABCEAAAhC4MgIUea4sYBdj7s/Py+PD4/L88xtb9F56zu3G16fl4dPz8m1F7rcvj5vtK8O4fFcEvi3Pnx6Wp68nOn3M3Bnyteh+eHhYHh6elpcTTWAYBCAAAQhAAAIQgAAEIPC+BCjyvC/v29F2zAbyNV6/l57X2DgbO2yaZ524BoEtAh9Y5NF5R3FnKzq0QQACEIAABCAAAQhA4BIJUOS5xKhcqE0vn+Wn+uXf4+en9CaP/8n/Q3hLRcd9ju8C6Jss7dr62GUo8rwsT9UGseXxS39XxmR6O/1bEHL98cuLvh1R/ChvIvn+Xt6y7Nn1tDzLGzlmj725IwUeu7byFoR/k6fY/ezsin7ldDjaj2BPfDNjU/fAflkWlbW2+U+8Qnwkbo6XsVpiPB9aThSvfWyUqW9X+1xOulzIzORcfZ3GRWx4XJ6/7MdN5VoBxHMVu4I9kdG67myXvR0XWca8NO+q3V/lrbrKoXFdqj0mz2LXebU3dLwfkq/hvOfilg8Sp6cvZsfj8vwXcpxkbTLazgPzmE8IQAACEIAABCAAAQhAYJsARZ5tPrRWArrZbhtI24DaBrKc+42o9rcN+VAYKP1LAWZnbCg0lI1g1xPPbRPa2uum2wo9pWBgNi9LOe+b2FjAOMSuh6UXJaItKqvxGtNIba3tZrfZWezodubRR/mh7L2supmusdnWPWfQ+AbDSt/Ow4oXpjvqLUPLteZ3LaqZfPXTM6zFh9I/j83nwbha4OmFl+K3nVfbmq7RlyDNijmW33beCnqRW9RlXKruPDfCeZHT+QQrlqUVyMyPmtPmh587O3kw5KuO7XI3fRBLtADc+7eC10GMIi8rrloeZK85hwAEIAABCEAAAhCAAATWCVDkWWdDSyMw2UDnDaRtLMOYuMFvm1W/gZTN59ZYp0c3mrmv2xTP2nXzWTea/ljNdGOL2eJntfkIu8zlIH863nrWjX71ZbR7wrsPLRtq2zzL9S0/3Dg79Hbu6Y7tjo8J2/p0sbOCRMsBe7PG+yGyfG4Msj0Xfzx0TBdmfX1hYWyPfidxwS9p87JKXx2vvo2yQ/8hdl7XYUUezzS8+TbY6WXXwozxz/ka4rDjgxV5TJaoGXRvMRrboqWcQQACEIAABCAAAQhAAAKHEqDIcyipe+43bNgEhmz8SkFEN7T2dZHwaUWeuKHsG2B7q8F/hcSO61in2xcnWjjcZtTLtXa9Vospw/i8sT3GJ2eX6QryB9nWq3x6u/xxaZ1tqvv4oEcuD7p6bNootdfY9jeQdnU7vrpxz0W2pqAfqH0tDywHRp9iP2dbeyOmyFQbm7z+i4jDdV9g6KaUo0mspEH0l7dFRttGLk7oIG8sxuh4sWnoW+R03WWsfb0vFGxq8Shec3a4fO1XnS8z3XrNsTZuOYe0X30zZyYn8IvzW20ZxmwwkgGi32J8QI51fzmCAAQgAAEIQAACEIAABDwBijyeBsdzAsOGTbr1QsLmhtgk6iZONo1xs7c71unWooBtSk2utpfNaNtYW5u9LXJqkWdrs+nsMnXBvrxptk710/vtj0uz26incXIa9MiFQVePTSkylE29FQv8+H3dPV7Sd+srNCpXNurGLTAaffJ2TNx0v0PHvgY0ytBxrkAwtS/Y0TWJ/o8v8kR7SqHDCmOdfe/lj1yc22XHyPutx+t5MOSQ9n/HIo/Z7+z0X/2zZj4hAAEIQAACEIAABCAAgW0CFHm2+dCqBNzG0Yj4DWQr4Fjj7LPK0F/Oapt2+wm+O89DnZ6xIBHHz9p9IcEfq5qt4sieT84uMznIH2Rbr/LpbfXHpXXC2w0PeuT6oEvGl0KByk6FMT+DXqzOAAAgAElEQVT+EN1FhvxiaCs+OGPaYdfZLgVGo0+j7jayfQXKClOlZZQRRqz+WfrZuFJAefMijxZD+9tHxV6v23sgx77tkCJPku2Zu+O9PBhySMfavNzjNyk8Ot3eZx/PmU2Nxt78ax05gAAEIAABCEAAAhCAAAQ8AYo8ngbHqwTihrxsPh/s99fUjWn4yftkk6bFBf+mh2qrsnwhwo8Nm8Wy2exva8RztfHBbXrD2MlGdKM4YpvtVZ+SbHHFF0+GTXMi63n649JttqnuAoIeubzhR5ZtjMyv3D773TntbSB7Q6eb4o6yzeW850hul6HlWo+n/11FvtghfS3nLL5ZXu7vTLM3utzXwAqH9SLGyMXJG2JfdK8VMKIu+4pi1e1zXVQE2aNcZ0Xj196cyjnoZGV/ik39a3tDDulY45NsnvAcctLpLjaPvqgNOu/H2A3youOcQQACEIAABCAAAQhAAAIrBCjyrIDh8khAN17192aUP5fs3+ywTb39vo++QWySdENrX5FpV/tm1X4nh9uMx02vjIl6xgLB0/L0yWywgkDRNWwcN4ojdUT4c+3tT05L47CJTUWeZqdnVKTK//2m2x97vb5o0EdmPdtFHl8csT9BXjb4JT6H6R434d6edlzj279y5Is4uShTRynHHi9fsGjFJcu5r8UOK1BpYaLljCtYNIPiQfHbdPn8HG0buThZQ+y3Chhl3LruGk/nh497G+eLoM2Uavfnld9nE+ys7EzP55f0F8eKrFaU07GekRV6ZvwmORl0i8E7jLS/yXZf+ZOhuRDW/OcAAhCAAAQgAAEIQAACEMgEKPJkIpxfLYHNjfnVenUJhssGfV6sugTr7teGsTh1vyzwHAIQgAAEIAABCEAAAhAQAhR5yIObIUCR541CKW9ZbH5V6430InaHAEWeHUA0QwACEIAABCAAAQhA4O4IUOS5u5DfrsMUec4f2/IVPd7iOT/Zc0ikyHMOisiAAAQgAAEIQAACEIDALRGgyHNL0cQXCEAAAhCAAAQgAAEIQAACEIAABO6WAEWeuw09jkMAAhCAAAQgAAEIQAACEIAABCBwSwQo8txSNPEFAhCAAAQgAAEIQAACEIAABCAAgbslQJHnbkOP4xCAAAQgAAEIQAACEIAABCAAAQjcEgGKPLcUTXyBAAQgAAEIQAACEIAABCAAAQhA4G4JUOS529DjOAQgAAEIQAACEIAABCAAAQhAAAK3RIAizy1FE18gAAEIQAACEIAABCAAAQhAAAIQuFsCFHnuNvQ4DgEIQAACEIAABCAAAQhAAAIQgMAtEaDIc0vRxBcIQAACEIAABCAAAQhAAAIQgAAE7pYARZ67DT2OQwACEIAABCAAAQhAAAIQgAAEIHBLBCjy3FI08QUCEIAABCAAAQhAAAIQgAAEIACBuyVAkeduQ4/jEIAABCAAAQhAAAIQgAAEIAABCNwSAYo8txRNfIEABCAAAQhAAAIQgAAEIAABCEDgbglQ5Lnb0OM4BCAAAQhAAAIQgAAEIAABCEAAArdC4J//+Z+X3//+969y56/+6q+Wv/mbv1n+9m//dvm7v/u75UEuvOa///j5/1nyP6lE8Q8G5AA5QA6QA+QAOUAOkAPkADlADpAD5AA5QA7Mc0AKPH/913/9mpLMcvYiz6usYTAEIAABCEAAAhCAAAQgAAEIQAACEIDASQQo8pyEjUEQgAAEIAABCEAAAhCAAAQgAAEIQOCyCFDkuax4YA0EIAABCEAAAhCAAAQgAAEIQAACEDiJAEWek7AxCAIQgAAEIAABCEAAAhCAAAQgAAEIXBYBijyXFQ+sgQAEIAABCEAAAhCAAAQgAAEIQAACJxGgyHMSNgZBAAIQgAAEIAABCEAAAhCAAAQgAIHLIkCR57LigTUQgAAEIAABCEAAAhCAAAQgAAEIQOAkAhR5TsLGIAhAAAIQgAAEIAABCEAAAhCAAAQgcFkEKPJcVjywBgIQgAAEIAABCEAAAhCAAAQgAAEInESAIs9J2BgEAQhAAAIQgAAEIAABCEAAAhCAAAQuiwBFnsuKB9ZAAAIQgAAEIAABCEAAAhCAAAQgAIGTCFDkOQkbgyAAAQhAAAIQgAAEIAABCEAAAhCAwGURoMhzWfHAGghAAAIQgAAEIAABCEAAAhCAAAQgcBIBijwnYWMQBCAAAQhAAAIQgAAEIAABCEAAAhC4LAIUeS4rHlgDAQhAAAIQgAAEIAABCEAAAhCAAAROIkCR5yRsDIIABCAAAQhAAAIQgAAEIAABCEAAApdFgCLPZcUDayAAAQhAAAIQgAAEIAABCEAAAhCAwEkEKPKchI1BEIAABCAAAQhAAAIQgAAEIAABCEDgsghQ5LmseGANBCAAAQhAAAIQgAAEIAABCEAAAhA4iQBFnpOwMQgCEIAABCAAAQhAAAIQgAAEIAABCFwWAYo8lxUPrIEABCAAAQhAAAIQgAAEIAABCEAAAicRoMhzEjYGQQACEIAABCAAAQhAAAIQgAAEIACByyJAkeey4oE1EIAABCAAAQhAAAIQgAAEIAABCEDgJAIUeU7CxiAIQAACEIAABCAAAQhAAAIQgAAEIHBZBCjyXFY8sAYCEIAABCAAAQhAAAIQgAAEIAABCJxEgCLPSdgYBAEIQAACEIAABCAAAQhAAAIQgAAELosARZ7LigfWQAACEIAABCAAAQhAAAIQgAAEIACBkwhQ5DkJG4MgAAEIQAACEIAABCAAAQhAAAIQgMBlEaDIc1nxwBoIQAACEIAABCAAAQhAAAIQgAAEIHASAYo8J2G7wkFfn5aHh4fl4eFxef55tP/bl8fa/rS8jM3bV2ayZ9e2pZzW2vSIb5N/n4/2xtnxsjw9PCxPX92lpm/O0fV8u8Ofn5fH6muw7e00IhkCEIAABCAAAQhAAAIQgAAEroAARZ4rCNJZTNwpTtxskUeKIZ+el2/HQlwrpOxwPFbNSf3XbDtJGIMgAAEIQAACEIAABCAAAQhA4FYIUOS5lUju+bFTnLjpIk9+G2ePlbSvFVJ2OB4i+tV91mx7tWAEQAACEIAABCAAAQhAAAIQgMA1E6DIc83RO8b2neLEepHn2/L8KX4NaviK0Ez27JrZ29pM7iu++tRkTWS4Ysjjl2/Ly+eqb/Jmj2/7Q/vqmtknn1V+0JfZrHzVrY0xeRNbWx9p25NbvkYmX08bYmGM+YQABCAAAQhAAAIQgAAEIACBuyNAkedeQh6KCKPT8yJPLybk33cjRZP230z27Nqy9ELL5PfnBJlN+M7Bih4dlYo8/e2cXGTpfooNnYUVZWZFHt/mjlMBqRWP9vxtfjhZYYwvIJm92Y8dVjRDAAIQgAAEIAABCEAAAhCAwE0ToMhz0+F1zu0WEay40IsJvUDRr/UCSL+2NNmu6LB57WHxBZ2ux413pm8eNj1m//yzvPHS35Dx+qf2uwJReFvG63MFnc7F+eD6en1Tf11f/zuEel//1o754XRtQqIRAhCAAAQgAAEIQAACEIAABO6BAEWee4iy+OiLCOENkVwUseKNvS0SCzLL0q+34keT7YoOk2utYOGKIwV/l+mLIQeFpunJfrhz9xe2WjHG2TC164AiT/NfDJ30n8pVpyb+Oj/25C6LFXksVgeRohMEIAABCEAAAhCAAAQgAAEI3DgBijw3HuDmnisi5K9exfNaOHBFi9jeiyetINNkbxV5rDDxsDy4okuxb6uteTA/aLq7Xd7eZqONbn6Zrb3gsl9c8cUyG18FN7n2xs2WT5O25see3KKvFJAo8lhY+YQABCAAAQhAAAIQgAAEIACBZaHIcy9ZsFZEqP63N1werrXIk4ojq3HtBRYtADUuqWAyFG2qwNY/6Rv6dz0HFbUOllvs0Hi5t5FW3aUBAhCAAAQgAAEIQAACEIAABO6GAEWeewn1WhGh+j8UedzXsoa3YTKzmezJtaO+vpR1rJ1P9Kx1bdfbmKflyf7iVn67aCja1NFt7F6Rx/2S6aEY098eamyPkNv84AACEIAABCAAAQhAAAIQgAAEIOAIUORxMG76cK2IUJ0eizyuSGFv90jfmZyjr8Xf89OKP/Znytf0zAI00z3rF671Iot9tSt8VUv6nqHI01m9wt+pHd3+ViQK/nECAQhAAAIQgAAEIAABCEAAAvdIgCLPvUR9pxgyK/L4QocVQ9qnf/NlJnt2bedPqIdCy8r4IVyH9ksDe2FJfpdP+qqW9u2FlOJzfXNnTd+0GOMLZePvDDrI36ncbhtFnhRYTiEAAQhAAAIQgAAEIAABCNwxAYo89xL8teJE9X9a5NE297tl6l/lGgoLM9mza8a6tVnhI331Sfq1PpM2k3NMPz8mjJv9IujSuTMpdmpRZs2uaTGmKm1jTvB3KpciTw4n5xCAAAQgAAEIQAACEIAABCDAL14mBy6ZgBY4Zm/ZnMFoV3gJb9ScQTQiIAABCEAAAhCAAAQgAAEIQAACH0GAN3k+gjo6DyKgX6nyXws7aNQhnfzbSW9URDrEDPpAAAIQgAAEIAABCEAAAhCAAATOSIAizxlhIuqMBORNm+GvUr1Wvi/ulK9ODV89e60KxkMAAhCAAAQgAAEIQAACEIAABD6IAEWeDwKP2o8gkIo8b/KW0Ef4hU4IQAACEIAABCAAAQhAAAIQgAC/k4ccgAAEIAABCEAAAhCAAAQgAAEIQAACN0GAN3luIow4AQEIQAACEIAABCAAAQhAAAIQgMC9E6DIc+8ZgP8QgAAEIAABCEAAAhCAAAQgAAEI3AQBijw3EUacgAAEIAABCEAAAhCAAAQgAAEIQODeCVDkufcMwH8IQAACEIAABCAAAQhAAAIQgAAEboIARZ6bCCNOQAACEIAABCAAAQhAAAIQgAAEIHDvBCjy3HsG4D8EIAABCEAAAhCAAAQgAAEIQAACN0GAIs9NhBEnIAABCEAAAhCAAAQgAAEIQAACELh3AhR57j0D8B8CEIAABCAAAQhAAAIQgAAEIACBmyBAkecmwogTEIAABCAAAQhAAAIQgAAEIAABCNw7AYo8954B+A8BCEAAAhCAAAQgAAEIQAACEIDATRCgyHMTYcQJCEAAAhCAAAQgAAEIQAACEIAABO6dAEWee88A/IcABCAAAQhAAAIQgAAEIAABCEDgJghQ5LmJMOIEBCAAAQhAAAIQgAAEIAABCEAAAvdOgCLPvWcA/kMAAhCAAAQgAAEIQAACEIAABCBwEwQo8txEGHECAhCAAAQgAAEIQAACEIAABCAAgXsnQJHn3jMA/yEAAQhAAAIQgAAEIAABCEAAAhC4CQIUeW4ijDgBAQhAAAIQgAAEIAABCEAAAhCAwL0ToMhzJxnw7cvj8vD5ZeLty/L08LA8fZ00vcEltePT8/LtDWQfKvLl88MKi0MlrPT7+Xl5fHhcnn9ead+6/PVpeXh4mPx7WmZRG0V9W54/uTi+xpZROFcSgUvI42TSAacpRw4YkbusryO5562cv+/6uE3t9fEL8mXN+eC1ONhzyMlb2uzW4Mcvp96hXpkvO/7p/JvdJw6Oo9jX71HXuY5JoryG82vGpiQ90302xMHL9MdJ9UefBpuzMR9kd3i225lL2eSznX+Q72ezH0EQgMDNEKDIczOh3HZEb8gXUOTZtvLKW19zc195ING4PRxS6EkbwNfYcuVheA/zNx9w38OAk3SkHDlBxvo6coIwhhxJ4PXxCwpX1pzQ59JO3tBm2SCeXtwxUK8sIOz4tzb/dHN7UKGHIs/rCkQW5/p5pvvs6v3kTPKT1Wc5XbVZpF+C3Ttz6SwQZkIuwfeZXVyDAATujgBFnjsJ+drD4fSBR26O7qeF/i0feZh8+iJvrMhbJ/YTwbL5aGM2Hjbzg4E+nDZd28WM2HfnbRy90fY3Y/zDu8qpBS85fvzyom/BFPuLT15XH1sfkL+a/w/xJ+HDzf1wLsvqA0l/KPd2l7Qt8h+//MHZXzcq1Zanz489ljkuIc4WyypZ3/x6HuVO58sBXD49L8/yBpXE2oqNG/qXJbIrOWc2ir6n5VlsFHnmV5Anuno+Wf77uEpe63XLP7Nr1UfLp8dFuZpe7S82WbvzUdo0Fk/Li7dPdIUc7bbKkGCX86PM18fl+Yufo1tjjVnkqTkt+idx8Yx8vIJNzfcot8WiMgxj2npRG/3HCYzW7BSx0vb45TnExNYxHRdibfNo9vZGiWsZu5bnPvbGeyPu3m+fE4mP2NnX2j9b/rP/pOdXW5PC+FnOr8zhMC7mTzcvxfYhFkHWY7vGqUu2+05Zc9N8GfK/Mp3a7NmPcrxGOY42m9/ZT7tuo4sOyx+5OuRQnUvf7A2Tz+vzU9d6v1bY/J76ZzaUT7U/5G5tt/lT182WH9ps9kdWbf379LQ8fZrkVhU9Z1Yat+ZZHR4/1M41XdG+6EOK3een4Q3kaKebh9GC6VtAcWyOf8oPz1/9cbpqDM12zZMW6yy3G6b6bU31Mv2xdE/y9+ZR11COoj1xvuzH0sdndg902qrdpzx/BBYiMjOo88/PR9Os/kl8dubSsTq28kN09nX6cXn+i/RGd4pZjMF6TphPfEIAAhA4lQBFnlPJXdk4vUn5h5Nmvz0A1gt6Q3I3nnSDLTco1z55qGw32qajH/ibqz+WHvm8j6oP1fYQJA31xjm70duDT2+LPnr7ij/9Ia2cu81M4GEPOd1/7W92BVbjxtHr9b7psegxOaFRdPpNTtfdigfav+hrPqst/iGu2G4Pn4Vf9zufayz81/iUg+s/2Bg3mCMXx1TGZnnpPIxvBR/TX+Pg8zmNtxywglL2x86tffYg2V1M7Ixti1dpb+zznLD+Zq+d2+Yu9S+29TjH8+p70103ICZbOfSxhbOdz3Ok5YRtXptsi1P/GqDaYrqS3cIr5PimLZ2uHhkTk23nK4xifox2arvNG1tbTFa2S3UZo2SXbdr166yZfT13eoL/5kPjOYuV5bT50M+LD96uFL8jc34655pt2e9ka2NY7csMw7lx6bbHeJX21fkSZBmXKkvams3Fxp6/+Tz6FOeRFQ2ijV1WHCv297acB0VWac9tiaP61mOc1ymNUfMv2iBncf65dpfD2sfLCMzEvq6/MOnzO+fIIcz6D3tGps7CSXHF50E5zoztPNtR5ka3e+qzzfdoxGBHlh3PU/zsXhTWKT8nElsXh8FGZ1do01hWOf54JXdW55GTL4dxDtq86gwL02R/Y5jiM6xtSZm1G6e6jlo8c56Fcx3b52WJR7ezzJne7jWrD6Yz5L3vZYWjLmNLR2nLfft54dbPw7NEilmIs81nlyPJSk4hAAEIvIoARZ5X4buewXYTaz85bT9dKj9VKw8K5YGmPzQU/3RsvXGGm6g0T2+k8UHSU/I3OX/s+xx27B8Q84ittrgRnfrTHmxErvdlItc/hPnjI7nMOeYHs6jfx8XefGmx87ZUPN3X+Waot9eH9fDwEXVH4pM2r98f68A9/SKvP2zqkPCwNNEXDdKzTX9WbGr8vDzV7R7i0sNZjEMdqPLrmBVd7YHX5Okcm/nmeY3tYR5NbO2upPk92NV79qOoL/i6l+ObtnQNejTY4n0ufYPuNNw2yxY/H/tR/oZPm3LjOOk66PFMBp9sYyV5MfqX5Q2y6xjzcTA12RPyQjsn+72tM2H5mvdnM7ZJj8hxY6dx1PZ1Ls2UYPOcYesbDiY2pRgIbz8nw3CvV2zVt19sjRI77HjUM8YhSI455PXEbno2ZbdVeKg50f0S+8zWvXV+9MXuMyZvyFEX52z+FodpW8uxWZy9bdEn07sezzzWFxBktNPXbDCpMZdbXte3e/3cnPrkxPjD0NcztOM1+VbQMGHaP96rrGn89Bwma5nplt8xOOEQbM7C/dja1nPF8XXjcruxlOtP8mac+Sq22LEbL4ddxtqzqQ0oNuzriIzK6Gh/0CkdzPe1mIXnKrOHTwhAAALnJ0CR5/xML1Ki3pCnN0Z/EyvH00JQHZtvaCo3FYzK+P4g6YHEBwOvb97fj5XjrM9u0pv9kt/eB3+sMuQBItyExUazzR+bxuKD2mE3959HOztTk2Xj66c+RPXX2Hv/+MAm9voH7O5/fGhpDxrul0B3X53NzgyfIzFO0mk+pgw/nEvvnx+sKzOJlXKMfkd/NmzRsY5jjf3gz6Aj8ctcQk7EB0jlOp0D1QeXF0XsqKuxH/pWYi3uo+/RtyLb8qfnh8hJeld0aU/7Klz1y+Q0Oydz0XT2n+xv2VL8av8fbEm2mr40l9Uex97s7LleNST56/OoWVQPPG9/XJq9HL3i1w/VuZbHoywZ7/kOPuT4VQvL3Dgg5/Mc9raarMmn2tEY2/q1FVvxzfqZwO5vlOfs1uJ672cjw2e22a+beY76gSn+1uTj54+tvX26WEqMZA2W/ppv0tZ0j/ZrTFt7lajynO+W19m/ZkA5yPne5lyQ7+eOHPtYxNiMtjn7D2QWNtwrY8R6jbv5mfyatqksmT/OpjbO+ZhZtlzt98o2TA+cvBV7LRdGPiLAMQy601yvdpcY+RhEa+Qs6PE2bchXZs7Xlgvhh1Qruty4Q9bMYJ+J3MpV70Pt32Ps+JssY1Dzw/gX1k/Li8irOS5tZrMbroddR7xH535yfpCOiR9x7CSvN2Jmz1GH5MTMZq5BAAIQOIYARZ5jaF1xX71JTx+w/A3XH8+dDTdRuzGHB8z5OLs6fViwn0Tqg0d+UCojdVxo37dVR7pNgC+O2INp9md8o0b02AOaPzaPnB3ugWDup42ZfG49MPnurZ/o9azcQ6/0d7bY8O6rs9kaLZY1R0b752PKcGkzRibQ9R9scW3W3evX/t637M9kvI4pmyZ7AOz+podo0TnoSPyyXTnHWxwmD3lurB4O/o+6lLewH/oWYeJLyd/R9zFWfUx8mEx6J7pU1sY8a3ZavDKX7Hs911io3JwntcNgS7LV9Pn83LDTx141ZPktfsIz5VrwwfP2x6VTj0sd1OTOcsyuCYNRlkjwfAcfcpFHfToi5/Nm2dsafO6+af5YjDPDOmaMrfiW49z9Hf3yyns/f7Udr9nsWNja3sbIwYbt/r5gx2GsnvR8FPt1jRFbJB+/PrXCu23ibA2SoWF+OjutT+Cx5l81yOfHaGO/0vqJPoufNsfYBNtauyteDXH0m+PJ2rfCWUQHP7upRevsL16qLJmbs5zo8ViLbVLhTp28FXvFVsmFkY+IcQx1fOG17l+xtazF87Um6PE2bchf1+dcdYeq48Q1M9hnMrdy1ftQ+3d7HX+TZfOkru/tOUzkaP4KQ1lT5HPOUER1HftFnoN0TPwwPbZWBJ3SuBGz7u5+TvS+HEEAAhA4jQBFntO4Xd0ovUnbDTRY72+45cZjN6/QrZ4MNzS50W9ukqKU6cNC6+JtaRfl9h//PLg2rfX14/qx1+t98Mfae3hwET22YZno9A8B/vhILu2Bo5u8clTtkV+8G+KZGHlbqqTu6zzOvT1tTHT8xPdm4aTN6/fHOmZPf/XRvYWkfDbiMMvvTX/UJv+wmPg13+rDYspxn0/+2A9rxyv+2yZP+nX7Jyxr/pd5ObZv6/esk48H2JU3rd3OOZfm8/TA25I6HGBL1538UFGRi4+9Ng/ya44N8yjZFTaYUYf0FD1hvfTrx6DTM5uz8Hb742JV9Lvz6Db7MWNeJPu9rV1EPap8/Byc+dPGeX+SHunjxo52NSFtrQ9MffOmzZ6vHyTHE5vCvJrEMokQu8sv867rhvikv7jc7g9zPd5fPQ7r9nEb09n4ZGY5Vd7ll9NHljGu3rYy0HPyx6bFxznZLl1cnG2EfY66rGV2v/GxjDrLKG+bP+4y1498f39sI5y+2X3c+zgcr79lMs/BojOwGWTW/NLrXX4YY6avfhaf/D0n2+PXDhXj7Zhw2NTvx1abunzH19nb2+WixCXmr7TrLzhO88eJOK7Ic5COnfzIhSUxxvueYuZtLccz+WMvrkAAAhA4hQBFnlOoXeEYvSFPb47pJqM3c//QGm/I8UYsIEp7KDhMHggMmX8w8Mfavjou2tB0+l8MbAr0M/k0eZg3ewd/xIbVn3wWub49jPc39yO5HF7kqQ/Wg++FUXuIC7YUOMHWHOd0PsRmukky6MdwqWOSvljEqT62ONQc2yvytP510yA/taw5P/ijfA4s8qT8sZ/U9Two/vvNVNA3xCLFKhR5zPZum8pqRaac22mDpFz72PDAWf1Yz5H9eaa2tHWkxqWd+41ZOpawDxwsf2ZtW4z27Qy5vqJb+wzzyNmkh563Py79RIaPe5jH6m/PQVu3Wv9D5oBnm+IXcsxyaCvn8xwW/W7ORM+zr+W8fRVvM89qXyc7xqO0Nw5mu/Xfkh1sznkwKTo4p+I8GufZEEs3Vg/VLvfX/CrPyDBzi/NzL2Yhf7J+4xRyYtJJL9W52dZM6yf29ft7tidv/A9hZmusatia4zn/wrqacyKdp5zIczfbmf0w78tnjFEeG88rx8Y8nSd//Vg9tpwWxckHb1Po62X6Y4t/uhesziOvILCWBsuPXjSKczSvyaV/06V2+bkQlE3X+iBfWfQ8zPf/mX2Fbbc3adTTQYfnPwwYGcx0lGv9nprPg07RsREzHett2siJwVwuQAACEDiSAEWeI4Fda3e9ubQHFe9FfOCRlnIT678voN3YZz+1UFFFRnkdWcb1G6LX1GS3m1y/ycavleRRduPsNj19rWOnPtkDVe/vH0T9Tdkfq1a56Tb75Ir4Zg8jlZX/87i+b7q524PmIVz2Hu4DkZUHgxY3YTLYMtkAqRxjZD4WTcPDyPCA7i06lksdu6HfP+QJv/InSi2vqj79i0dmR8qlzy81j8uYwR/lY/JERhnfCiAmtn0WnSWW9c+3D7E3lunhd4jFqEvtc7ncYhlerxdjRt+zb5rTOq7Y431qcldypORN92OYZ+qLtBs7z8VfL+C2bGlo5eBYRs0O8zGuB8O8HuTbGmF+BGGNQs8AACAASURBVGvcieftj0sX0ePXxzCPq87wZ4RdjFXCxhwYfPBrs8o5MueH3LHYxbnfnB9sK/3N3/XYVk5r66QoSPGLa+54D+o5nGzekdN8qQct/4d5VdZH8y2PK+fRf7k2xqj67tamOD+3Y2bzuxXTkiEqK+dQ6mOnUa9drTY/rH0dacX+tp7E+TL4P5tnXfUY9+CLxbbM6RwLH7vyRlXc8K/nozdAjo/z0e4N7T7ubR789etQinV7jsj2xEJgWAs35e/Po6ApzZW8tu/H0sdncg/0yga7J3NlWF+8AFsDXL5NZMYRWYfZu7K+tfV0X4fPvX7vK9r3uR2aE2NeZv84hwAEIHAMAYo8x9Ci750TuJCbsDwc+QfND4/KO3DRBzz3MPbhPmPA1RN463l0wKbk6hlOHXiH9WCql4uegGxMc6HEt3MMAQhAAAIQgMDtEqDIc7uxxbOzE7iMzYv85Kj/ZPvsTp4g8NxcRnnDT8tOsJIhEPAE3nweUeTxuDl+VwLy9sD6GwzvagrKIAABCEAAAhB4dwIUed4dOQqvl8BYfHhXX3TT6H/Hx7tq31D2BlzCq9yX6PMGDpoum8B7zSOKPJedB7dqXV07eYvnVgOMXxCAAAQgAIF9AhR59hnRAwIQgAAEIAABCEAAAhCAAAQgAAEIXDwBijwXHyIMhAAEIAABCEAAAhCAAAQgAAEIQAAC+wQo8uwzogcEIAABCEAAAhCAAAQgAAEIQAACELh4AhR5Lj5EGAgBCEAAAhCAAAQgAAEIQAACEIAABPYJUOTZZ0QPCEAAAhCAAAQgAAEIQAACEIAABCBw8QQo8lx8iDAQAhCAAAQgAAEIQAACEIAABCAAAQjsE6DIs8+IHhCAAAQgAAEIQAACEIAABCAAAQhA4OIJUOS5+BBhIAQgAAEIQAACEIAABCAAAQhAAAIQ2CdAkWefET0gAAEIQAACEIAABCAAAQhAAAIQgMDFE6DIc/EhwkAIQAACEIAABCAAAQhAAAIQgAAEILBPgCLPPiN6QAACEIAABCAAAQhAAAIQgAAEIACBiydAkefiQ4SBEIAABCAAAQhAAAIQgAAEIAABCEBgnwBFnn1G9IAABCAAAQhAAAIQgAAEIAABCEAAAhdPgCLPxYcIAyEAAQhAAAIQgAAEIAABCEAAAhCAwD4Bijz7jOgBAQhAAAIQgAAEIAABCEAAAhCAAAQungBFnosPEQZCAAIQgAAEIAABCEAAAhCAAAQgAIF9AhR59hnRAwIQgAAEIAABCEAAAhCAAAQgAAEIXDwBijwXHyIMhAAEIAABCEAAAhCAAAQgAAEIQAAC+wQo8uwzogcEIAABCEAAAhCAAAQgAAEIQAACELh4AhR5Lj5EGAgBCEAAAhCAAAQgAAEIQAACEIAABPYJUOTZZ0QPCEAAAhCAAAQgAAEIQAACEIAABCBw8QQo8lx8iI4z8J/+6Z+Wv/zLv1x++ukn/sGAHCAHyAFygBwgB8gBcoAcIAfIAXKAHLiwHJA9u+zd3+I/ijxvQfUDZUqy/Ou//uvyb//2bx/6709/+tOH6v9o/9H/sfkHf/iTA+QAOUAOkAPkADlADpAD5MCl5sC//Mu/6MsZb1E6oMjzFlQ/UKa8wXMJiUyRhwX1EvIQG8hDcoAcIAfIAXKAHCAHyAFygBy4xByQvftb/EeR5y2ofqBMijwsYJe4gGETeUkOkAPkADlADpAD5AA5QA6QA+RAzwGKPB9YOLkm1RR5+qRhAYEFOUAOkAPkADlADpAD5AA5QA6QA+TAJeYARZ5rqrR8oK0UeVjALnEBwybykhwgB8gBcoAcIAfIAXKAHCAHyIGeAxR5PrBwck2qKfL0ScMCAgtygBwgB8gBcoAcIAfIAXKAHCAHyIFLzAGKPNdUaflAWynysIBd4gKGTeQlOUAOkAPkADlADpAD5AA5QA6QAz0HKPJ8YOHkmlRT5OmThgUEFuQAOUAOkAPkADlADpAD5AA5QA6QA5eYAxR5rqjS8u/+h//tYv8OMdv6yudr/6PIwwJ2iQsYNpGX5AA5QA6QA+QAOUAOkAPkADlADvQcoMjz2urHO45fK9bsFXPWxh1j+lsVef78z/98OWZC/ulPfzqq/6GyHx4e3kTuofpvrd/Df/WwyL9b8wt/+s0DFrAgB8gBcoAcIAfIAXKAHCAHLi8HKPIcU+mofX1RxY5PEHP0kFmxJl/L56Jkdu1Y5ecu8khxx/4dszBQ5Lm8RSTHzxd3/HHux/nlx5IYESNygBwgB8gBcoAcIAfIAXLgunKAIs+x1Q7X/xzFEydu93CmL1/L5yJ0dm1XWepw7iKPLRSX8iaP2XOrn+/1ptKsqDO7dquc8eu6boDEi3iRA+QAOUAOkAPkADlADtxaDlDkScWMY07PUTw5t76ZTbNrplfattqtH0We6178Di/y/L/L//TvLMtvV//9f8v//m/rLGYFndm1W1tI8Wc9J2ADG3KAHCAHyAFygBwgB8gBcuD9coAij1UxTvjMxRFfMPHHJ4ieDsn6fKctfaeO8/KvocgjhQz/zy8kp14XGTbWy9s7tjHyaX39NTu2Nvu067NxuY+cW/98nPtaPy/X+pzzc1bQmV07p05kvd8NA9awJgfIAXKAHCAHyAFygBwgBy47Byjy+ErGkcez4kkutsz6HKmmdT9E1qzP7FoTeuDBpRd5cvHCn/tjWZDy+dY139cfby1suZ8/t+P8ObPB+hzSttV3Nn7L/te0zQo6s2uv0cHYy76pEB/iQw6QA+QAOUAOkAPkADlADnxcDlDkObDIMes2K57ka/l8JufQa4fImvWZXTtUp/W7tiKPX1R8AUSu5/NDr83GeT35WPrbP2szGflzZoP1eU1b1mvn6598XWudzcct1NgEe3KAHCAHyAFygBz4/9u7mxzJjWsNw7UVa5eeaegt1Ba8hOuJ12CNJQiChwY89MRwXoSEoz59FIfJzCaZzMxHQCL+g6yXL6PUH6q6OcABDnBgjQNCnkgx7ihn4Untq+07LvP7ktleta+2x+JZ3++brqwIeebhUPeSdQFN9Ndy7BN9sWdu53qduzQ22yv69ihnP7Uz69vj2vb0TY8DHOAABzjAAQ5wgAMceHcHhDwrQ47ZtFl4Uvtqe7bP2r7ZXrWvtsfes7645hhbGo95zxby5OAj18cLX9tr+2brZgdInZfbUa/l7B5iTh0b/d1YnRv3l+dH315lDnVyfa/r2dc3cg5wgAMc4AAHOMABDnCAA785IOSJFOOGMoKRXI7l19o3XGI6tQtj6nXr4m5dvue6pra3DnnGP51eP2teyh9//PH3v8i4zo/wYxZodGO5P+pj36iPctau167tvL7WY78o4xq5nfti79inzuv6Y12dn/v3qo9wR8DjG+1eftmXWxzgAAc4wAEOcIADHJg7IOSpacaJ29fCnHrrt86v63N765Dn3hdyKeS5d0/r5ocDLrhwgAMc4AAHOMABDnCAAxx4LgeEPDnJUG8JCHm+vNjxkzOz0gH4hRMWWHCAAxzgAAc4wAEOcIADHDjWASFPG2sYyASEPMe+mA5CvDnAAQ5wgAMc4AAHOMABDnDgVgeEPDnJUG8JCHkcLrceLuZzhgMc4AAHOMABDnCAAxzgwLEOCHnaWMNAJiDkOfbFdBDizQEOcIADHOAABzjAAQ5wgAO3OiDkyUmGektAyONwufVwMZ8zHOAABzjAAQ5wgAMc4AAHjnVAyNPGGgYyASHP/S/m+AuaHWz4ceB+B7DDjgMc4AAHOMABDnCAA+scEPLkJEO9JbBHyPP5+XmJz9oXdq9/Qv3j+32CmK0Dnq33W8v90fPe9et+NHfXX/eNFCecOMABDnCAAxzgAAfO4oCQp401DGQCW4c8I9zJL0Ft57FcF/LsE0ZlxmesC3l80zyjl+6JlxzgAAc4wAEOcIADZ3NAyJOTDPWWwKuHPPe+mEs/ASSYuP3AX2K2NHbv87Pu9meEGWYc4AAHOMABDnCAAxw4rwNCnjbWMJAJbB3y1EPh0T/JU+9nbVvIs+3hthTkLI2tfV7mbfu88MSTAxzgAAc4wAEOcIAD53JAyJOTDPWWwJ4hz9qAZxwes1/XGkFL/cRBk/tHX7S78do/W5P7Yr9Rxtoou1Bi9OdPzP913zR2S39em9ddq8/uI/dFve4T/aOMseibtfNYrte5MTbKGIty1hdjynN9Y/E8PA8OcIADHOAABzjAAQ48xgEhTxtrGMgEzhzyjMOjhiyzdu3Lh85sbPTl/lyPtbO+38dWBBU5uMj1X7+mFetjXl6b63Evs7LOy+2o1zKul/eLOWvGlubO1nfXyf3qj/nmgTvuHOAABzjAAQ5wgAMcOJ8DQp6cZKi3BPYKeW75KZ5xgMx+kmf017DlWrseRnX+mj1nc/K+OdCI/llfNzabu6ZvNieuMSvH/PjEeOxRyzEefXXut4zN9oq+KOt1o195vm8snolnwgEOcIADHOAABzjAgcc4IORpYw0DmcAeIc+tAc84JIQ813+N6ZYwJM+d1aMvyvEMcr227x2LbwB1ffTX6+R+9cd888Addw5wgAMc4AAHOMABDpzPASFPTjLUWwJbhzw14Knt7rB4ppBnfA01tFhqL40FjzpnzTVibS3rXrkd9Vpeu17Mj3m1ne8hj0X/rC/2ijnK830j8Uw8Ew5wgAMc4AAHOMABDpzDASFPG2sYyAT2CHlGsJM/aw6FpZBn/MpVfGKvaOcyxkaZ+6Ne+2ft2CPWjDL6cjkLLUZffPLcUY/+ui73R302P8bq+nqdaOf5tR77R5n3zHNjryhjLK+LvtijtuvamJf7o648xzcPz8Fz4AAHOMABDnCAAxzgwPkcEPLkJEO9JbB1yHPvYbAU8ty7597ramCx9/VebX/8zveN49Uc8/VwjAMc4AAHOMABDnDgVRwQ8rSxhoFM4Mwhz7WfpnmVl/XWryP/tEyt37qX+b7pcYADHOAABzjAAQ5wgAMcOL8DQp6cZKi3BM4c8jhozn/QeEaeEQc4wAEOcIADHOAABzjAgf0dEPK0sYaBTEDIs//L6MDDmAMc4AAHOMABDnCAAxzgAAe+xQEhT04y1FsCQh4HzbccNNbyhwMc4AAHOMABDnCAAxzgwP4OCHnaWMNAJiDk2f9ldOBhzAEOcIADHOAABzjAAQ5wgAPf4oCQJycZ6i0BIY+D5lsOGmv5wwEOcIADHOAABzjAAQ5wYH8HhDxtrGEgE9gj5Pn8/LzEZ+3L3v0T6mvXm7f/oYIxxhzgAAc4wAEOcIADHOAABx7jgJAnJxnqLYGtQ54R7uSXvrbzWK4LeR5zUORnoO4ZcIADHOAABzjAAQ5wgAMcOKcDQp421jCQCQh5zvkCO1g9Fw5wgAMc4AAHOMABDnCAAxwIB4Q8OclQbwlsHfKEgFH6SR6HUrig5AIHOMABDnCAAxzgAAc4wIH7HBDytLGGgUxgr5DH38lz34vrwMONAxzgAAc4wAEOcIADHOAAB6oDQp6cZKi3BPYKeUJIP8njcAoXlFzgAAc4wAEOcIADHOAABzhwnwNCnjbWMJAJCHnue8EcTLhxgAMc4AAHOMABDnCAAxzgwFEOCHlykqHeEtg65Kk/uVPb3QvgX9dyOHZu6OcGBzjAAQ5wgAMc4AAHOPDuDgh52ljDQCYg5HFYvvth6ev3DnCAAxzgAAc4wAEOcIADZ3dAyJOTDPWWwNYhz3gx4i9dXvtTPGONn+RxqJ79UHV/HOUABzjAAQ5wgAMc4AAHHuWAkKeNNQxkAnuEPPdIL+RxWN7jjTW84QAHOMABDnCAAxzgAAfewQEhT04y1FsCQh4H4jsciL5GnnOAAxzgAAc4wAEOcIADz+yAkKeNNQxkAkIeB90zH3Tunb8c4AAHOMABDnCAAxzgwDs4IOTJSYZ6S0DI40B8hwPR18hzDnCAAxzgAAc4wAEOcOCZHRDytLGGgUxAyOOge+aDzr3zlwMc4AAHOMABDnCAAxx4BweEPDnJUG8JCHkciO9wIPoaec4BDnCAAxzgAAc4wAEOPLMDQp421jCQCQh5HHTPfNC5d/5ygAMc4AAHOMABDnCAA+/ggJAnJxnqLYE9Q57Pz8/L2pdt7T+h/vHnP/++Z66vvY555/4G4Jme+/l4fzwfDnCAAxzgAAc4wAEOPMYBIU8baxjIBIQ8j3lBHYxz7kKeORe+4MIBDnCAAxzgAAc4wIH3dkDIk5MM9ZbAXiHP+CmeLX+SZ/zhf/Y54qATPLz3YXqEY67BMQ5wgAMc4AAHOMABDnBgyQEhTxtrGMgE9gh5ItyJcknUGFvz61o5bMn12GOP8qjr7HHv9vRNggMc4AAHOMABDnCAAxzgwGs4IOTJSYZ6S+BZQp4ctuT6mgNrzM+fvGZNf8zJ65bqMX+UMS/3RT3Gooz+vC7GZmWeH/U6L/rznrUv2nlt9OV1ebyrL63rxtb0x5zuuvpf4xuX5+g5coADHOAABzjAAQ5wYO6AkKeNNQxkAluHPPmnd3L92ot67Sd5xh/yY49cj76ujLlR5nm5L9e7Obm/q+d9cn3Mz+1Rr+3YM/dHX1fG3FrOrlf3GGtiXR7Lfbme58zqdW5ud/W8T54T/blv1HM75ijn3wRwwYUDHOAABzjAAQ5wgAOv44CQJycZ6i2BPUKeEe7kz5qDpQt54g/2tVyzZw4Ecn2srfvV8Ziz5joxp+6R27le9x5j9RN7LpWxZy3r/mvacZ16H7F3jHfl0rw6Vtuz+5v1zdZ196P/db6ZeZaeJQc4wAEOcIADHOAAB/5zEfK0sYaBTGDrkCe/fFv9JE/+w32u52t19TF/tmbWV/dYMyevqfNzO9fHmtzO9bzftXqsq2Xdf007rhV7RXttubSujtX27P5mfbN1a+/PPP9jwAEOcIADHOAABzjAAQ48swNCnpxkqLcEzh7y5D/Y5/qal3Npfh2r7bF/9EV57Zp5Xq7nvWKPPJ7rs7mxppaxrpZ1jxjP62d9dd2snffI9bpfbnf1pfWza+d98lp136w5wAEOcIADHOAABzjAgVd3QMjTxhoGMoG9Qp4tf10rXtZb/5A/5udP7DPK3D/bN4/ndUv12ZraV9tr7mV2zbxPrsfcWd+aa+V1ox77XSuX1uWxuk8ei+vlvnrPdb22b+Yc4AAHOMABDnCAAxzgwDs4IOTJSYZ6S2CvkOfWl6z7O3lu3SfmR2DQtaNf6RsCBzjAAQ5wgAMc4AAHOMABDpzdASFPG2sYyAReOeSpPxFy9pfW/fnGwgEOcIADHOAABzjAAQ5wgAMzB4Q8OclQbwm8asgzeyn0OSw5wAEOcIADHOAABzjAAQ5w4BkdEPK0sYaBTEDI44B7xgPOPfOWAxzgAAc4wAEOcIADHHgnB4Q8OclQbwkIeRyM73Qw+lr5zgEOcIADHOAABzjAAQ48owNCnjbWMJAJCHkccM94wLln3nKAAxzgAAc4wAEOcIAD7+SAkCcnGeotASGPg/GdDkZfK985wAEOcIADHOAABzjAgWd0QMjTxhoGMoGtQ57Pz89L/ax5gbb+J9Tjmh8fH5eoKx97mHsW2/P/+Au/vdfbe4UpphzgAAc4wAEOcOB8Dgh5cpKh3hLYI+S550AQ8pzvELnnOS6tEfJs94xHuBOfJebGtmOOJZYc4AAHOMABDnCAA490QMjTxhoGMoFXD3ke+RIecW3ByXm+0dz3LP57+dt3l8tfv/vf5R//uf1r8ZM8tzM74r10Dc+FAxzgAAc4wAEOcGBrB4Q8OclQbwnsEfLkX9daK/ZeP8mz9vrPOm99sBBhwggUZp/7QoZn5bbHfa9/FvkbXjyX+/gLeTJL9T28tievOMABDnCAAxzgwDkcEPK0sYaBTGCPkCcfAiPwye2uvhTyjD8850/e497+sUeszftdq8eaUcbc3Bf1GIsy+mfr6pzRjvm1XufGvLxvzNmjzNer18xj+drX+sfcmJPXXavHmlHG3NwX9RiLMvpn6+qc0Y75tV7nxry8b8zpSyFPz+Yc30zdn+fAAQ5wgAMc4AAHOHAGB4Q8OclQbwlsHfJU+b815Kl/YM7tXB/Xre2lvjw31+v953adl9tRr+XsHmLOmrGlubP1+X63rud7qddeGov7qHNij9yf67FuVtZ5uR31Wsb18n4xZ83Y0tzZ+nydr+sR7Mx+ouq2X93ykzz+h+Nrt/DAgwMc4AAHOMABDryqA0KeNtYwkAk8W8iTX9j8h+7RX9tr+2br8nVqfcyPT4zFHrWc3UPM+Zaxet1o9+W3Bwv5vut16lhtj/lr+mZz6rVye8yPT/THHrWc3UPM+Zaxet1oryvjufh1rXW8/E8LThzgAAc4wAEOcIAD7+mAkCcnGeotga1DnvqTO7XdHUjdr2vlP4TXtXWstsf8NX2zOfVa0c5zZ/Xoi3J2D1uMze4n+vYq833Xa9Sx2h7z1/TN5tRrRTvPndWjL8rZPWwxNruf6LteCnmuM3rPb+K4eO4c4AAHOMABDnCAA9kBIU8baxjIBJ4t5Fn7h/J4GfL8rm82J+bmss7L7ajXcqyPvtgrt2u9tmPNbJ+uL6/Zsp7vrV57aSzuoc6pe8zasbaWda/cjnotZ/vHnDo2+ruxOjfuLc+PvuulkOc6I9/cMeIABzjAAQ5wgAMc4ICQJycZ6i2BrUOecfiMn96Jz9rDqPtJnrE+/sA9+0N0N5b7oz7bK8ZGueZe8/xaj/2jzHvmufU6MZbXRV/sUduxR9cf41uXS9frxnJ/1OvXOmtfu/fYa1bGflGOObFfnh99UcZYXhd9sUdt17UxL/r3KMffxVM/e1zHnv5nggMc4AAHOMABDnCAA+dwQMjTxhoGMoE9Qp57DoGlkOee/aw5x0HkOXgOHOAABzjAAQ5wgAMc4AAHvt0BIU9OMtRbAkKeLy9b/gmNWncofeF0BIvKP7ePuL5rHPu88cabAxzgAAc4wAEOcIADyw4IedpYw0AmIORZfpEcNPhwgAMc4AAHOMABDnCAAxzgwKMdEPLkJEO9JSDkcVg9+rByfQ5ygAMc4AAHOMABDnCAAxxYdkDI08YaBjIBIc/yi+SgwYcDHOAABzjAAQ5wgAMc4AAHHu2AkCcnGeotASGPw+rRh5Xrc5ADHOAABzjAAQ5wgAMc4MCyA0KeNtYwkAkIeZZfJAcNPhzgAAc4wAEOcIADHOAABzjwaAeEPDnJUG8J7BHyfH5+XsbnlpfAP6Hu0LzFF3P5wgEOcIADHOAABzjAAQ68kwNCnjbWMJAJbB3y5HAn16+9fEIeB/Q1R4xzhAMc4AAHOMABDnCAAxx4VweEPDnJUG8JbBny3BLq1BdTyOOwrk5oc4IDHOAABzjAAQ5wgAMc4MBvDgh52ljDQCawR8gzwp74rH0hhTwO77WumMcVDnCAAxzgAAc4wAEOcODdHBDy5CRDvSWwdchTf5qntrsXUcjjkO7c0M8NDnCAAxzgAAc4wAEOcODdHRDytLGGgUxg65CnvnhCHodxdUKbExzgAAc4wAEOcIADHOAAB25zQMiTkwz1loCQ57YXy0GEFwc4wAEOcIADHOAABzjAAQ4c7YCQp401DGQCQh6H09GHk+txjgMc4AAHOMABDnCAAxzgwG0OCHlykqHeEtgy5Bkvaf31rNruXmR/J89tL3jHUT+OHOAABzjAAQ5wgAMc4AAHXs8BIU8baxjIBLYOecZhMoKd+Kw9XIQ8r3cIrX325nn2HOAABzjAAQ5wgAMc4AAHlh0Q8uQkQ70lsEfIc8/LKeRZfqHvYWoNphzgAAc4wAEOcIADHOAAB17DASFPG2sYyASEPK/xwju4PUcOcIADHOAABzjAAQ5wgAOv64CQJycZ6i0BIc/rHgIOeM+WAxzgAAc4wAEOcIADHODAazgg5GljDQOZgJDnNV54B7fnyAEOcIADHOAABzjAAQ5w4HUdEPLkJEO9JSDked1DwAHv2XKAAxzgAAc4wAEOcIADHHgNB4Q8baxhIBMQ8rzGC+/g9hw5wAEOcIADHOAABzjAAQ68rgNCnpxkqLcEhDyvewg44D1bDnCAAxzgAAc4wAEOcIADr+GAkKeNNQxkAluHPJ+fn5f6WXOoLP8T6n+/fP/9x+Xj++8vf//P7AWN8aU5s3Xf1vfx8XFZ87W9x5z/Xv723eXy1+/+d/nH9BldZ/3xl4/L+LwHr+s8cMCIAxzgAAc4wAEOcIADHAgHhDw5yVBvCewR8oSEoxyBT2539ftDngh4RgCU6/sfBkKeyvj+oCeHO7ne+aK/stfmBAc4wAEOcIADHOAAB17ZASFPG2sYyAS2DnnyS7U24BlrlkOepcPq2GAnf32vXr8vxLo96JmFOrO+V+ft61t6z43xgwMc4AAHOMABDnDgvR0Q8uQkQ70lIOR574Ni6RvFfSHP4Hlb0DMLdKZ9Hx+X++/Jc1561sb4wQEOcIADHOAABzjAgXM7IORpYw0DmcC5Q574KZ3xd+3Uv2+njs3mXH9JR2iQP/lgu7d/7BFr837X6rFmlDE390U9xqKM/tm6Ome0Y36t17kxL+8bc66X64OeaaAz+bt54n6uX/v6c7cHRhzgAAc4wAEOcIADHODAMzkg5MlJhnpLYK+Q55Zf1Rov1vKva0WgM/uLl5fGlg+tGl7kdq6P+6vtpb48N9eXDpA6L7ejXsvZPcScNWNLc2frl+7/j2Pbhzx/vMby8zUfHw5wgAMc4AAHOMABDnDgVRwQ8rSxhoFMQMgzP/RyADIOhdpe2zdbt3TIjPnxiXmxRy1n9xBzvmWsXjfa68v1Ac+v9zn7qZ1J3/rrz5+p9bhwgAMc4AAHOMABDnCAA8/qgJAnJxnqLQEhz/yQy2HJOARqe23fbF13qOS5s3r0RTm7hy3G4v7yXtF3vbwt4Pn1a5gEOrNf4bp+7fmztA4XDnCAAxzgAAc4wAEOcODZHRDytLGGgUxAyPPlsMuhtFcwFwAAD4ZJREFURq6Pw6C21/bN1s0Olzovt6Ney9k9xJw6Nvq7sTo37i/Pj77l8vaAJ/bLoU6ux/go69eQx9S/eIwFFhzgAAc4wAEOcIADHHg9B4Q8OclQbwmcO+SJv28n/lLlKOPv5pmNx9i6lzqCg1mg0Y3l/qiPQzTqo5y1rx20eX2tx35RxjVyO/fFtWKfOq/rj3V1fu6f1+8PeGK/Ee50AU++n5ivXOc4TjhxgAMc4AAHOMABDnDg+R0Q8rSxhoFMYK+Q59ZDZPkvXn7+F/JWHuZ75hzgAAc4wAEOcIADHOAABzgQDgh5cpKh3hIQ8hxzaMRPzszKeGmVxzwLnHHmAAc4wAEOcIADHOAAB57NASFPG2sYyASEPA63Zzvc3C9nOcABDnCAAxzgAAc4wIF3c0DIk5MM9ZaAkMfh+G6Ho6+X8xzgAAc4wAEOcIADHODAszkg5GljDQOZgJDH4fZsh5v75SwHOMABDnCAAxzgAAc48G4OCHlykqHeEhDyOBzf7XD09XKeAxzgAAc4wAEOcIADHHg2B4Q8baxhIBMQ8jzP4Tb+0uZ6EP3fn/70a1+UdVz7mOcb/KMc3GfPy/M45nngjDMHOMABDnCAAxzgwKs5IOTJSYZ6S2DrkOfz8/OSP2tfrFf5J9Q/vv9jELOWwdK8WWAQgUKUS+vXjI194lPnR/9W16r7b9GOe9xir9ke3dce/VHmtbPnlsfV/c8HBzjAAQ5wgAMc4AAHOLDGASFPG2sYyAS2DHlGuFPlnPXVOaMt5Fk+2GpYEIFClMF0tOMz+qJe58X8Wbk0d2lstlfXl+8r6t3cW/q3ur/ZNWd7R1+UdV19bnVce9l7fPDhAAc4wAEOcIADHODAbw4IeXKSod4SEPKc49Bc+gmgW4OCGjjU9rVDcmn+0ti1fet43au26/zans2f9dV197bv3fvW53fv/Vl3jnfZc/AcOMABDnCAAxzgAAf2cEDI08YaBjIBIc85DiAhz28/dXTLYTgLXWZ9t+y5NPfevYU853jHlp6tMc+IAxzgAAc4wAEOcODsDgh5cpKh3hLYMuQZL0X++3jW/qrWWHeGX9caQUv9xIue+0dftLvx2j9bk/tiv1HG2ihvDQlqGDFrj77aH9fr+sd4Nxb7deOxdy7r3GjXvZbaMRb71j2iP8qYH/NGf/TVeqyJMq+JvjXlrc9vzZ7m+J8QDnCAAxzgAAc4wAEOvJcDQp421jCQCewR8sRh82whz7jvGrLM2rUvvt7Z+ujLa3I91s76fh+b/KtaMTYrI7TIZcyrQUVtj3mzvm79bP7S+tgn1o258aljS+1Yn+dEX75+V4+5sb7eQ16X50T9llLI817ffG9xw1xucIADHOAABzjAAQ6sdUDIk5MM9ZbAliHPLNSZ9c0kPsNP8oz7qmHLtXb9Wur8NXvO5uR9bw0JakCR2xFm5DJfa9Tz/DVjdX5t1z2ifW1ejEcZ66Kc9de+3M71sUdu53odW7pejC2Vtz6/pb2M+Z8ADnCAAxzgAAc4wAEOvKcDQp421jCQCQh5vj4gakhzrV0P2Dp/jNe+2p7NyfveGhIsBRZ1LF8n6ktzZmO1r7Zj31pemxfjUa5ZX+fmdq6PvXI71+tYve6t7Vuf3637m//1O4wHHhzgAAc4wAEOcIADr+iAkCcnGeotASHP1wdgDWCutevhUeeP8dpX27M5f9j3hl/ZWgoslsbimnVO9I9yNlb7ajuvz/U185bmzMZqX27nev1alsbinuuc6F8qBTxfv19LrIxhxQEOcIADHOAABzjAgd4BIU8baxjIBLYMecYLOX49K3/WvqRn+nWtEcLEJ+4/2rmMsVHm/qjX/lk79og1o4y+XK4NC0YQEZ+xPuo5oJj11bkxJ+4h2rmMsbo293f1bp86f8yrfdGue1xrj3V1zqxvNifmxbXXlmuf29r9zOu/6WGDDQc4wAEOcIADHODAKzsg5MlJhnpLYOuQ596X6kwhz71fw97r3jEwGIHL3lz32v8dn9deLO3rf9g4wAEOcIADHOAAB97dASFPG2sYyASEPF8Oy2s/TfPuh8pRX3/3kzRHXd91vrwTWGDBAQ5wgAMc4AAHOMCBczgg5MlJhnpLQMhzjhfWwek5cIADHOAABzjAAQ5wgAMc4EDngJCnjTUMZAJCHodId4jo5wYHOMABDnCAAxzgAAc4wIFzOCDkyUmGektAyHOOF9bB6TlwgAMc4AAHOMABDnCAAxzgQOeAkKeNNQxkAkIeh0h3iOjnBgc4wAEOcIADHOAABzjAgXM4IOTJSYZ6S0DIc44X1sHpOXCAAxzgAAc4wAEOcIADHOBA54CQp401DGQCQh6HSHeI6OcGBzjAAQ5wgAMc4AAHOMCBczgg5MlJhnpL4Icffric4aX98ccfT3EfZ2DhHs5xiHoOngMHOMABDnCAAxzgAAc4cAYH/v3vf1/Gn933+O+nn366/Pzzz5dffvnl8s9//vPyMTr897wE/vWvf/0qy0gFfTDgAAc4wAEOcIADHOAABzjAAQ6cy4ER8Iw/u+/xn5BnD6r2RAABBBBAAAEEEEAAAQQQQAABBA4mIOQ5GLjLIYAAAggggAACCCCAAAIIIIAAAnsQEPLsQdWeCCCAAAIIIIAAAggggAACCCCAwMEEhDwHA3c5BBBAAAEEEEAAAQQQQAABBBBAYA8CQp49qNoTAQQQQAABBBBAAAEEEEAAAQQQOJiAkOdg4C6HAAIIIIAAAggggAACCCCAAAII7EFAyLMHVXsigAACCCCAAAIIIIAAAggggAACBxMQ8hwM3OUQQAABBBBAAAEEEEAAAQQQQACBPQgIefagak8EEEAAAQQQQAABBBBAAAEEEEDgYAJCnoOBuxwCCCCAAAIIIIAAAggggAACCCCwBwEhzx5UT7rnx8fHZXz8hwACCCCAAAIIIIAAAggggAACr0dAyPN6z3T6FeVwJ9enk3UigAACCCCAAAIIIIAAAggggMDTERDyPN0ju/2GZ6HOrO/2na1AAAEEEEAAAQQQQAABBBBAAIGzEBDynOVJ7Hgfs0Bn1rfjLdgaAQQQQAABBBBAAAEEEEAAAQR2JiDk2RnwGbafBTqzvjPcq3tAAAEEEEAAAQQQQAABBBBAAIH7CAh57uP2VKtmgc6s76m+KDeLAAIIIIAAAggggAACCCCAAAJfERDyfIXjNRuzQGfW95pfva8KAQQQQAABBBBAAAEEEEAAgfcgIOR5g+c8C3RmfW+AwpeIAAIIIIAAAggggAACCCCAwMsSEPK87KP9+gvLoU6ufz1LCwEEEEAAAQQQQAABBBBAAAEEnpWAkOdZn9wd9z3CHQHPHeAsQQABBBBAAAEEEEAAAQQQQOAJCAh5nuAhuUUEEEAAAQQQQAABBBBAAAEEEEDgGgEhzzVCxhFAAAEEEEAAAQQQQAABBBBAAIEnICDkeYKH5BYRQAABBBBAAAEEEEAAAQQQQACBawSEPNcIGUcAAQQQQAABBBBAAAEEEEAAAQSegICQ5wkekltEAAEEEEAAAQQQQAABBBBAAAEErhEQ8lwjZBwBBBBAAAEEEEAAAQQQQAABBBB4AgJCnid4SG4RAQQQQAABBBBAAAEEEEAAAQQQuEZAyHON0JuPf3x8XOJTUUT/KM/6X9zjXvd35q99r6/ZvggggAACCCCAAAIIIIAAAuckIOQ553PZ9K4i6IhAorbXXCzWzuYujc3md335vqLezb2lf6v7m11zz71n19OHAAIIIIAAAggggAACCCCAQEdAyNORebH+GkbU9rUvd2n+0ti1fet43au26/zans2f9dV197b33Pvee7IOAQQQQAABBBBAAAEEEEDgPQkIed7kudcworavYViavzR2bd86Xveq7Tq/tmfzZ3113b3tPfe+956sQwABBBBAAAEEEEAAAQQQeE8CQp43ee41jJi1R1/tDzxd/xjvxmK/bjz2zmWdG+2611I7xmLfukf0RxnzY97oj75ajzVR5jXRp0QAAQQQQAABBBBAAAEEEEDgEQSEPI+g/oBrRmiRy7iNGlTU9pg36+vWz+YvrY99Yt2YG586ttSO9XlO9OXrd/WYG+vrPeR1eU7UlQgggAACCCCAAAIIIIAAAgg8koCQ55H0D7x2DShyO8KMXNZby/PXjNX5tV33iPa1eTEeZayLctZf+3I718ceuZ3rdWzpejGmRAABBBBAAAEEEEAAAQQQQOBIAkKeI2k/8FpLgUUdm93m0pzZWO2r7dk1Rt+1eTEeZd1n1l/7cjvX6/WXxup1tRFAAAEEEEAAAQQQQAABBBB4NAEhz6OfwEHXXwoslsbi9uqc6B/lbKz21XZen+tr5i3NmY3VvtzO9fq1LI3FPdc50a9EAAEEEEAAAQQQQAABBBBA4GgCQp6jiT/geiOIiM+4fNRzQDHrq3NjTnwJ0c5ljNW1ub+rd/vU+WNe91/d41p77FPnzPpmc2Jedy/6EUAAAQQQQAABBBBAAAEEEDiSgJDnSNqutQmBEbj4DwEEEEAAAQQQQAABBBBAAAEEviYg5Pmah9ZJCXQ/SXPS23VbCCCAAAIIIIAAAggggAACCBxOQMhzOHIXRAABBBBAAAEEEEAAAQQQQAABBLYnIOTZnqkdEUAAAQQQQAABBBBAAAEEEEAAgcMJCHkOR+6CCCCAAAIIIIAAAggggAACCCCAwPYEhDzbM7UjAggggAACCCCAAAIIIIAAAgggcDgBIc/hyF0QAQQQQAABBBBAAAEEEEAAAQQQ2J6AkGd7pnZEAAEEEEAAAQQQQAABBBBAAAEEDicg5DkcuQsigAACCCCAAAIIIIAAAggggAAC2xMQ8mzP1I4IIIAAAggggAACCCCAAAIIIIDA4QSEPIcjd0EEEEAAAQQQQAABBBBAAAEEEEBgewJCnu2Z2hEBBBBAAAEEEEAAAQQQQAABBBA4nICQ53DkLogAAggggAACCCCAAAIIIIAAAghsT0DIsz1TOyKAAAIIIIAAAggggAACCCCAAAKHExDyHI7cBRFAAAEEEEAAAQQQQAABBBBAAIHtCQh5tmdqRwQQQAABBBBAAAEEEEAAAQQQQOBwAkKew5G7IAIIIIAAAggggAACCCCAAAIIILA9ASHP9kztiAACCCCAAAIIIIAAAggggAACCBxOQMhzOHIXRAABBBBAAAEEEEAAAQQQQAABBLYnIOTZnqkdEUAAAQQQQAABBBBAAAEEEEAAgcMJCHkOR+6CCCCAAAIIIIAAAggggAACCCCAwPYEhDzbM7UjAggggAACCCCAAAIIIIAAAgggcDiBGvL8P0j+rdido3GFAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Jupyter notebook](http://jupyter.org) is an HTML-based notebook environment for Python, similar to Mathematica or Maple. It is based on the IPython shell, but provides a cell-based environment with great interactivity, where calculations can be organized and documented in a structured way.\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "Although using a web browser as graphical interface, Jupyter notebooks can be run locally, from the same computer that run the browser. To start a new IPython notebook session, run the following command:\n",
    "\n",
    "    $ jupyter-notebook.exe\n",
    "\n",
    "from a directory where you want the notebooks to be stored. This will open a new browser window (or a new tab in an existing window) with an index page where existing notebooks are shown and from which new notebooks can be created."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spyder"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Spyder](http://code.google.com/p/spyderlib/) is a MATLAB-like IDE for scientific computing with python. It has the many advantages of a traditional IDE environment, for example that everything from code editing, execution and debugging is carried out in a single environment, and work on different calculations can be organized as projects in the IDE environment.\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "Some advantages of Spyder:\n",
    "\n",
    "* Powerful code editor, with syntax high-lighting, dynamic code introspection and integration with the python debugger.\n",
    "* Variable explorer, IPython command prompt.\n",
    "* Integrated documentation and help."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conda"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The best way set-up an scientific Python environment is to use the cross-platform package manager `conda` from Continuum Analytics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run your first Jupyter Notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You might not be aware of, but you are already running a jupyter notebook. The following line shows you the python version that you are running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python version\n",
      "3.7.6 (default, Jan  8 2020, 20:23:39) [MSC v.1916 64 bit (AMD64)]\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(\"Python version\")\n",
    "print (sys.version)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now implement your favorite \"Hello, World!\" program within this jupyter notebook environment. Enjoy!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enter your code here\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/stanfordbshan/Python_Homeworks/master?filepath=0.prerequisites.ipynb)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}