{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center><font size=\"+4\">Programming & Data Analytics & AI 1 2024/2025</font></center>\n",
    "<center><font size=\"+2\">Sant'Anna School of Advanced Studies, Pisa, Italy</font></center>\n",
    "<center><img src=\"https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20242025/raw/main/PDAI/jupyter/jupyterNotebooks/images/sssaLEMBEDSdtu.png\" width=\"900\" alt=\"L'EMbeDS\"></center>\n",
    "\n",
    "<center><font size=\"+2\">Course responsible</font></center>\n",
    "<center><font size=\"+2\">Andrea Vandin a.vandin@santannapisa.it</font></center>\n",
    "\n",
    "<center><font size=\"+2\">Teaching Assistant </font></center>\n",
    "<center><font size=\"+2\">Sima Sarv Ahrabi Sima.SarvAhrabi@santannapisa.it</font></center>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20242025/wiki/General-Calendar#pdai'"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "url_github_repo=\"https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20242025/raw/main/PDAI/\"\n",
    "\n",
    "calendar=\"https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20242025/wiki/General-Calendar#pdai\"\n",
    "calendar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notes and references about this class"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The role of this class in the course"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So far we focused on \n",
    "* How to program \n",
    "  * _Well_\n",
    "  * Using the built-in Python data structures and functionalities\n",
    "  * We have also seen some __best practices__ to follow when using python\n",
    "    - Take a look at [this page](https://realpython.com/python-pep8/) for further __best practices__\n",
    "* Applying the studied topics in \n",
    "  * simple assignments and \n",
    "  * in more advanced applications seen in class\n",
    "    * Class 3: A first taste of plots\n",
    "    * Class 4: Load, process and plot official Italian COVID19 data\n",
    "    * Class 5: Creation of word clouds for online news related to a given topic\n",
    "    * Class 6: Creation and analysis of economical Agent-based models using OOP\n",
    "\n",
    "The idea is that\n",
    "  * Before knowing how to use advanced Python features, you need to know \n",
    "    - how to program well\n",
    "    - how to program in Python    \n",
    "    - how to create good-quality python\n",
    "  * This is a more organic learning approach than showing how to solve specific tasks A or B\n",
    "    * in the future you will have to learn how to solve new specific tasks... \n",
    "  * Now you have the necessary background to learn \n",
    "    - how to use __advanced libraries__ (to get more efficiency and/or to consider bigger problems)\n",
    "        * Often it is just a matter of changing the command used, but the logics stays the same\n",
    "        * __See you at the two M2 modules where we will unleash the power of Python!__\n",
    "    - new programming languages\n",
    "\n",
    "__Today we will give an overview of advanced Python libraries for data processing.__\n",
    "* Of course, we won't be able to fully present you these libraries in a few hours\n",
    "  * We want to pass you the message: _certain tasks can be done more easily/efficiently using specific libraries_\n",
    "  * You can see this notebook as a first place to look at if you will need to use such libraries in the future.\n",
    "    * It also contains examples and references to further material\n",
    "  * __This will not be part of the exam__\n",
    "\n",
    "__On February (2025)__ will start __PDAI PM__\n",
    "  * 20 hours\n",
    "  * We will introduce a family of advanced data science techniques: process mining\n",
    "\n",
    "Instead, in the next academic year (February 2026) we will have \n",
    "__PDAI Module 2__\n",
    "  * 20 hours\n",
    "  * Next year: we will start from here, and will present you the main steps in __Machine Learning__ pipelines\n",
    "    * with focus on pre-processing of data\n",
    "\n",
    "In case you are interested, consider attending the two modules\n",
    "     * recall that we alternate them yearly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20242025/wiki/General-Calendar#pdai'"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calendar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python-based graphical sneak preview to M2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This year we will do the module on Process Mining"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<center><font size=\"+4\">Module 2 on Process-oriented data science</font></center>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Process Mining\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "#img=Image(filename='images/tentativeLecturePlan.png',width=700)\n",
    "#url_github_repo=\"https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20232024/raw/main/PDAI/jupyter/jupyterNotebooks/\"\n",
    "url_github_repo_jupyter=url_github_repo+\"jupyter/jupyterNotebooks/\"\n",
    "from IPython.display import display, Markdown, Latex\n",
    "\n",
    "display(Markdown('<center><font size=\"+4\">Module 2 on Process-oriented data science</font></center>'))\n",
    "img=Image(url_github_repo_jupyter+'images/PM.png',width=800)\n",
    "print('Process Mining')\n",
    "display(img)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<center><font size=\"+4\">Module 2 on Machine Learning (February 2026)</font></center>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<center><font size=\"+4\">Part 1: We first build our toolset</font></center>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Python is very popular\n",
      "https://www.tiobe.com/tiobe-index/\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Why is python so popular!?\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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n2ZjTqtsR15Kc/REkqRCr22NY9hHDM2yrDdZc0y0xJFgSWWIbYkQ/Wc+psRJjJu0ivYhr1UJYquUrlBbVvJup0NzmZMunwKsKLUYzWp2MeoySQrpfkjLNeVcQ3bJzT+knjm7nRPOYrdo6XjrXVuOWm6Rc3n5tpFzZ7yxUdaSK6zNW2iq0xHNsRr2jWSNiNHokTXt1GNjQe100lRLhZTZotMY2CsmLZjjNfpuMqt0K283D0k0civWvORk6ta5m5uLGRJpEtGS4q1VskVGXkInSKsRKpEShE4VQcDUciI4BWqKgqCCggokiyF0xXIiI4I4rAkD1YjmClaSVCB0gMZLGNHOGLKpTbdalNt55nWLL1ozWIAJBWEhDFUEBQBRBQFHKg5RiuBo9BiPBjlBqOaCNQeIoCggqCCoPXCLN1cIN8wBd1cATeTDDcdglbhhEbjcUNoxUNtcMNwww3TDDdMJDfTBDeixg2X4DjcMMNwww3Fww3TCI3jBWt0wkXoG4IbxgEdAc+pvmAVvmA2OgOfDebhtTefziHRHPut3kwhNxmMR//8QALxAAAQMDAgUEAgMAAwEBAAAAAAECAwQREhMUBRAVITEgIjA0IzIzQEEkQlA1Jf/aAAgBAQABBQL4KdDEqU9Fy5f+9cv6b8rl+Vy5cvzpu5j2m8/BS+P8q/jSKRRKSoUZw2ZUThSnSmnS4jpkB02mOm0x02mOmUx0uA6XEdJQXhLxeFzoLQVSDoJm/wBmkP8AKjz6Lly/Kk8f5V+OaJcbTTPG8OnUbwxBOH06CUtOgjWIZGQqiSoaqGshrGsa5rmua6GuhroayGshqoaiCpE4dRUrh3C41H8NnQdTyt+Lsdjtz7crly5SeP8AKjz8FKtjLtV+GsVxBQo8bRUzRGxtM0NRDWQ1jXNc1lNVTUU1FSTJS5c78rl0MkMkMmmSGRkZKajhJlEnEmM0H09O8fwtiktDPGeP6FH4XxUefUiKo2nnUhpZEEYiCxwiLEwkmsa9zVUzUyUvyuhqMNeM3EZuWjpcjVmMpz8xjIYKYGm0wYYMMGGDDTaYGMh+c1Z0NyqDamNRso6VcWVF0SVB0MEpJwtCSlmj+K/O5R+LdqnsuzYbJhsWmwYJRQCRUzTVa0Wc1lNVTNTIXujXIiajTNx+YxlFgktpFoi8ZmhqKajjN5dTvztyshZCyHb0XUycarjJimDS8zUjqGojZEUSVRk4jkUlooJSbh0rDZzGznNnObOc2kxs5zZzmznNlObKc2U5TQyMSy2kgyXNiCzGuLKpmpkXL+pjEujEMRELclbdF7crly5f12LehOVvQgkioZRuNOwk72DJ2OEkVBk4j0UVjVFa9B0+Bu2G7Ybthu2G8YbxhvGG8YNqkU1TULl/kTynJOfhZ22k9FjBxivrtyYl3VlI2JjUGQNjgaxryd7V5MbkNppXNW6KjjNBY2qI+WMZUNcNkVBlQI9FHNa5JKFFHwvZ64ULf0G+PQvmob2E8cm+U8TdvgVBhKzUpaKJXzV6+zFtLTJDK9vKhkRo+KOQl4eo5rmrcR4rGuEfLGMna4bIqEdQI5FFRFJKKNxJTSx+mA/z54l7c1HeHpdg3m3ynioEaq8kMHGLhGuUbA80ERjPMC5RUseEmN5apjpnVjmwU4nK70FfIYKpgd0LiPFYjhsj4xkrXDJVaRzooiovKSlieS0cjBUVOUB/invPce89x7i7i6mSmRkZoZoZNEe0iXvzXm9LObzb5QqfMLESFfNNHd9mompEojGitJOzG+aF3ZES5iiLWOdLNyuXPJ3Q88lYWVBFsI8VgydzRr0UZMrRkyO5yQRyEtE5CFqof4vzWF9rkcXE5qTp7m8rDfP+TLeSm90L47zNjbbGwtxnYdMiElQ5zWIUTrPTk7wvlW3Faqcrly/LLmrBUVBFLtcYuaMqEURxHUKgyVHc3Ma4WNyCqhpKaSmmpiWLFvhxQ96CSCLcUXzMnsZyuJ+3+Sp74Uc1jfLF5KxojSVnvkZ2sQuxe1b8nrZq81ZcVFTlcvy8FxEubKa2xmUex8ao9SzXCPfGrJEcI9UI6kR6LzxRRpYxQWNBYhYyxYt8NzsZOVVRwtxO3NqGsgkaSCJYb5U1FQyEkjHO90y8kIEXAqltF6IkRxNTY87iKR075CKGONFla0dNkObrxOjVF7iOFYMnEcMlVpHOiiLybM5BKkSoYJI0ugthyfI5ROxcyPaYMU0UEYrRze7XIhm14/sqKWc4zcidr3FW/KD+VOVZ/D6IEUcxypsZXicORBKOmQSKFgrriyYlRMrlolVEWVcYoGNSzDCFRaSmcS8NFgkjGyIoikc6oNmReVy5kJIpruNYzaX+FVsNT1XLmSmR7TFpge9BdQTJByKdxGIQMtKnKrRFhSJiphGgmmIrTIa/u13ZzjLstTY3Q+VXcqbsx8uJvJDePN4olYNrUNeJ6T0zFMnMEUR/ruXLmamoZp6v2d64Ypp3dPqiaCrhSCConZNHUQybGrQbSVbm7KsHwVbJH0tWxkFPUzsqGTU7oKarlRaavYm7qletNXqQQ1My1EVRAZGZkI9BJBzzUQlaingUQi/Sde/pSRyEdWORqixuaNkRfluZKZmQ53ZqWT18L/kqKhsCdnt4d7JamPKoq34U9LWxOR70jZuI56yp+vwr61czOse5GMpp0njrmIlYUrcKvinjsWYYMNJhooaJh7dFw6CW6xSmlIiNdYeq5euFyovYdE1f6K+bmZf1cL/k4mxz42JZkMmPE1RFXir/AMdIlqyr+tRfZlZnHSU608dT/wDQqvrcJ+txH7I1lp+KeOdy5cuZGRkXQ9orWqSx4L6kUY9zjTl/o/6vKJUPxqYoYrz4X/I97GJPXQsaiuRzVyTiC5VVJ96r+tQ/Zkfpsp6hs7Kn79V9fhX1+I/ZXsiLdOK+PTf0X5XLi2UWA24kDBGtQnZzRbDH5N/oJyxL2MlM1NRRHX5cL/fiv8ODST9KX60/26T7tX9ah+zU/X4V9ep+/UpeDhX1uIfZd+tE/On4r+vy35XL8pFS3OOTH+ighkgre+BgYpz4Z2fxRfwkn60qpt5vt0n3atU21F9mpVNDhf1uJvxngqI52ufHG2WfWrHOTHhb/wAXFP19V/RcuK5ENRTUU1DVNVRVVfQkf9FPhViGm3kvc02jWo0VqKabTBpptMGmDTBpihi0waYNMWmRkZGRkZGRkZGRm4yd8FhGCJb57ly5fvcyMjIyPda5cuXLly//AIFy5kZGXw3+W4+qa6P+7YspipipgpipgpgpgpgYGBghght4DbwG2gNtAbaA20BtoDbQG2gNtAbaA20BtoDbQG2pzbQG2gNtAbanNtTm2pzbQG2gNtAbaA20BtoDbQG2gNtAbaA20BtoDbQG2gNtAbaA20BtoDbQG2gNtAbanNtTm2pzbU5tac21ObanNtAbeA28Jt4Tbwm3hNvCbeE28Jt4TbQm3gNtCbaE20JtoTbw/wBWd9mQvyZf/wB9eySSXWGVEVHpl/70y2jct1RbETr/APnOWyMW7fQi3EVFHrZE8euok9t7coMnCJ/5eSGSD1uMdZEeZd8xXXGriiOsOXIzU1FNRTNTNTUU1FNRR7UkNtGptYxsDWrqGoahmahqGoaimoahqGoahqGZqIZoaiGaGaGbTNpkhkhkhdC6F0/oZMM2GcZqR21YjVjNWM1ozWjNeI3MRuYjXjNZqms012oblhrtNww3UYtSw3UZuWDqxhu0U3RurG6NyhuDcIblDXQ3CG4Q3CGu012ms03EZrxmsw1ozVjNWM1YzUYZtM2maFy5cupdTJTJTNxm4zcajjUcaqmqapqmq41nGopryGvKLNIpqyGtIashqPM1MlHKujkpdS6ly5dS5fncuIVSosvK5cvyuXLmamambiDzqONaQ15DcSGvIa7zcPEqXobp5uHG5cbhwkuRrqblTdKbxTeON4pvDeG7ablglQ01mGo35LKX/FZTFxi4xcYqYuMXGLjF5g8weYPERUHXVe5ZTudzud/U0V1o/j/1y4qX5XLly/oTuMX8ebhX2VzrCOs1j1V2o8V7rNe41HqPe9FR73DXSKrpHDv0yciMe7LN98nKXdksj1V7nCOcpd+LnqI52COUhT8jl790H3y8Ga27mS4+4z7XVRFUuo08l1Fct/AqpfIctlQXE7C4nYd25YM0Oxi09pZBEuK0tyRBvYW5ZRWNVURg7Fyt00djGN02q7SU/EOWJV/ELJEqfhExdCqxKJpIv4hqxIrnROPxCuhU/EasVvxF4rXiKdW6jsLorEHPYp+M9h7S8VlwE07ewRYhcSJEyxaew9pig5iKuIqNurVUc25iorDFykzTFRE/46o4VqllUVp3O4id7CeC3zR/T+Sj/md+3b46b+Z/7fHUeBn1i6l1LqZOMnGbjJSPuQs1DNS/ys+n8fco/wCdzXZsp5XjeGCcPpkNtRtTCgFThxp8OUWigcPop2c6X+Z/7/HUfqR/XipZpCPhXZOG0yCUdKgkECGLT2GLTFhpsJIaZqf/AJpmZjXXTUU1HGo41HivcjNV5qyGrIJI+7nO09WU1JDUlI3vvqSGpIakhqyCSSaSPmUbFWqJTyjWMaewzUcriRquRWuycitUiiWRZqZ8ZHPKwbWQvFpskju2Vz0u5UQyMkMkG4qe09pdpdo/BF9hLjijmFExkjezRaqBDeQG9iI5Ukbew+dcqapV/KrVctNpppzZ+vod+nNPLv4RrHPNtMRU0t9jKbE2UZs6cbFAxLqWcYuMXFnFnCo4uPT8iszelMxEY5G1NWqJTp/EjMltPAsVbFKS0NyVLLzj9Mn7Ev8AGUH8VSvt9h7D2lN+sq2jd5o1/MVX7+hn6+h/6808uvo7xWI6ouMlNU1VNQ1UNdpqopqGopqqhrqJUGqxTsKLHGpoxmk6yUz86m0kTWRtRahWmv7c4M46uBpnT1BNQPaWLKMa8xddlHG5OnodPcPoplXZSj6Z6sWiciUqNa2tfZzYZHJtpR/sdT2SKs+uhS/zFYXUy5s/X0P/AE5p5Y18pLSy5OixUupkOkM1Uu4zGyGV+WRkZGRqKgk6GVzIyMzMzPxqOZTqPjiYlNioyVbyXam4N2iG+QbVRuMmqeR78SJyo+pdYVVWOl/mmgjmEo2obVDZQlU1GpUfUQpv5TiX8F1L82/ryt2H/rzTzI57H5uUyL8nOGsOxc7KObYa4uZGRkhFTQLFtGiwUqTJBTunSmR0LqSISlYsc/4ptVTUU7HYSU1e76h6osjlMSzC1iGoUv3a7URyNgR9bSqNroDeMiclWiolbcWrsLWohHp1LdNluJRMjWnX8hUQ60TuHTIOppm82/pyViWHJduJbknl65P5uXsxBXWO4rS9jyL7V9CSRx0lJULJVo7LikP/ANRJM4k+zCqaVb9r1KIljFVMC6ikc3ZsyDajtK3J0cWQ5jTFp2QugrchjcWnE23p6f8AcT0s/XuYqJHIaTxzX2xLGC20lM9NXWx5L5Qt3RC7FGJkidlkTs30PqM4IJtGRs1qhlXjUbxUidxByolcqE0mrL6m+YEaqze16OHdxFE7O5J5SOMnlYxdw9TWmNaYpVke7lVMzp6b908Jz/AIsaGu1DXQ3CmqqjnJfJhk1DNC7TJLSol/Ccv+3+JyldE5InWFT3v8N5Lb51GEDUcStxfLKj2reyH/AGFQhS8tRI6z2vaNc0V7hHOQp2K2LnG3Gf8AziD3NjoHOVDNhqsEfApqwGTBintLNPYWaWQ7GDVJGKxVVOX/AGQ8KhcbLiiIPUT0X9Vy5dTJTNTUU1FFeNGOsSWVfAq3PAn7XQuMkVjnPzV8jbWUXzQxo+X0SoxtWnjiP6cPT8ZtoTaxCUsKG3hNJhpsNKMwiMIRUpkF2p/xjKM/ZHU1zaDocVPJhc0nKiQOQwkFpZlNrObSY2s5s5DZSmylNjIbGQ2MxsZjYSGwedPedPkOnSHTnnT3DaBo6iaJRqNo2IOo41NlGbKNTYRmxiEpIUNvEbWnNCE0oraMSEWMRrKarjUeZvKlVWt1ENRpqIhqGvEa8ZrtNw0WpQWsU3anZxpXNBDRaaRpiteYSCwuU2kYlPCgkMKCMRDF5g4weYPNN5pvNN5pvNJxpONJTSU0VNI0jRNE0UNFDRQ0kNJppNNJhpNNNpptMGmDTBpi0xQsh2Oxk0zYa0RuITdU5u6Yq3pJPeUbO5E3LhKt5gaZpKOhcotJKbOY2cwivYnvLohuI0NZpqsMmH4i9OZU5qUxrwG4gNzAbqnN3Tm8pje0xvaY31Mb+mOoUx1GmOpU51KA6lCb9iiVb1NaY1agzqjOrMqsvWn/ADRd2iNrKyVVXiiEVVUvk0Kk285tpTaONmbJhsojY05saY2VKbOlNpTG2gNKAwjLIcSX8CNVTAVi/FVKmnblYxUVq80glcm2nNtOOikZ8KIqjYrkVErh2zph3EnnUaoZxJxDUxS85JWxkcqScuIOtTUkSRQMnje/ikSYNW7Tv8bYZdTlxHvGiGDhbt5LIiHsU0kMI0LwiIxTTNMlga9tLC66Mahdpd5WLeHlHJVtbr1pq15NNK/4EaqnuaRO9stc5yWLFhWHdq0dZq8pYdQijw5cT+s39aNzW1nEXsdTNqoGMZUQyK+eGMbVUyr8lf4jie1XRxOHw2O5JHmNR7RULuQR4r5DOYRVLmRm8c66vrJWD5FeqCNVS8pnKOWVgq3O3q7ECJZsaKVLkiiRDEvGhi1RUsObcaqtdBLqR8+J/WZ+uOc6x4FLBqTSMfT1TWyVNRV0+ElNUOmX4rlWvvjfk2W6jf1yLjnqoiKg4c5DcWNyNrGm4jHVCtEqpFFYiucjXk1O+IQpmXHRst7R7rsRsbxYsfWnYpJHPWofnMid5Esirkj7xr+zR3nhr+1+fEvrM/Wg+7xBcYKWs13VNZg+lrFvVVegtFlqfDYsVLrzwqjBY2ZK5iF2nYcxqmLkLCtYosbLvjGNhFSMRqHYarGtda6vyiIHIjh0VxzWNGMY9VhdfQcaeIsbRWsFTnR9mIvdiXHts52ngqKqRt9qj/PDv3517cqajnbNE2KNruJyoqbSdr4KaVs09NLJLtZ1kyaasaGvCLUQILX06C8RgOpsOpnUkF4jKpvqkWrqTK5dFEcxEe9XLiYlixgYPFY4dEqi0ymhKgrJCLsqotoWuO8aMuqK0dcxeYOIWPa+SNHDYGoixRIM0mk7PbePH/UNw+NqEK99NquazF2Mj5ZFSNg5Snn0hOIja5rh1eqC8QkVEcqOWqqVGOxc6rmNzMa0hm4y5d/VYsWMVEa8RsgkMyiU0nruZKZmSGY5yKajBJG8rncxaYxixqg7Nos8gs0hm5SLUcsr+TfI/wAsURRHRytZFG1FkjYSSK5XLblcuXX4bKYqNjHRGi8SnkEpnG1EpDatEpmiQMQ00MSxYsdzv8Fi3quXPcZIXQwaaMSjmI0upiYndo1yKO8oI64jjMzFcKt+VjBxg40ZBKaU2shs3myeJRONmbMSmahotNFpptMGmJiYljFDFCxYsW+axYxMTExLGIrDSMHGDjTVTTQ0zSHQG2a4WjU2UhspDaym1kEo1EpIzbRGhGaTTTQwMS1hHMEsW9FixYt/ac6wjlURylixjzsYmJihYsWLIIllxMSxYsW+HFFEaieq6Hb57Fl9Kpyu0yQVU5adzEsWLFi3o7ncsvNEUVqnn+tihin/AIFi3OxYxMTHn4X+13Lr8Ny6l19F/Rb1WLFvjcl0b3T+3f15HUYjqMR1GM6hEdRjOoxnUYjqMR1CM6hGdQjOoRnUIzqMZ1CM6jEdRjOoRnUIzqEZ1CM6hGdQjOoRnUIzqEZ1CM6hGdQjOoRm+jReoRHUIjqER1CI6hEdQjOoRnUYjqEZ1CM6hGdQjOoRnUIzqEZ1CI6hGdQjOoRnUIzqEZ1CM6hGdQjN/Gb+M38QtfGb+M37Dfxm/jN/Gb+M38Z//8QALhEAAQMCBQUBAAAFBQAAAAAAAAECEQMSBBATFFEgITAxQSIjMlBSYUBCQ2CB/9oACAEDAQE/AehOuC0tLFLFLFLS0jyIL0oQWKaThKDhKBtzQG0kNJpptLGFjDTYaTDQQXDjqKlikeBMrSxTScJh1EoCUELWtd3LmIa7TctNyblxrONZxqu5NR3JqO5L3cmo7k1nciYhw3EcoX03DqLV9DqKoQQQQQQRlooaaFpGeITsSvjgtIzbVcgyu1fY6k13odTc0UlS4uEd4KiS1Rfa9MiZQWrwabhn1MnZSSSNqOT6Mrtd2UdSa70OpqnwVpA3wKVmw5ehckLeyDWwf+Dl7DV/WVRYJkjORBlVzRtVr+yj6HA5vKFuV5qCOJynJ1NHex2F4HYZyC03J8FRSBrRvpM6oi/rKrki5QWyJSLBJQp11T2fmqPoKmVhpGmR1QWpwLQavwXCtFw6fFNNUIcKVFVRG90ye2TTLBrC0lqCuKf6ciGgLhyxzPQyt8cLRa7qjrxK2xBqO5L3cl7uS5ellO427jRcg6mvBpu4LV4KUo5C4uyfSRZj2azmdl8U54v1lAjfzPVhcoILU4LE4NNvBaWkDVFpI7xLJ+hLjF/DDNmZMSn6P+LqwvXBB3yTwpnI5qO9jWNb6HMa72hptiINJnBos4NFnBpU+DSp8DWo311yTlBBvGm8Q3iG8N4bw3hvDdm8N2NxSIbw3ZvDeG8N4bw3ZuzdG6N0br/BukN003LTdN4N0zg3lP8AtN7T/tN9T/tI8aEEEEEZwRnHUvlXJvhgjwQQQR44ynOSSeieiSf6FJJcSXE/0+1SxSwsLfHBaQQdiSS5SVO5J3EY9fhpP4NB/AlB/A3DcjaFNBtOmYlrk/lTsNvUhU+jnQXSK1fhKkqSpcpJI1RXQX5T+hfA1v59dzDs/CSha0fXpNExNJRtjixppEN+mnTHUaa/RcK13pRcGMw8J3KmF+oNwlwuGj6aArP8FpArSzL6fCOpPaGHa21BDF147ISq+8qFZUcgizCj1/Klz5XuXO5L3clBy3p3z7FatZKNFe5falKtCpJpNqtRR+GVs5STk9vo+FpBaWkEDU7oU6kORCexiVl65MQ/3lJ35Q9yaTYU29M27BtBrVmc3/yqL3qKPywa/kqfyqPXupI3J2SFpaWkEZT6G4lYKq3OnJJERbhtWEQWuLWcarjVcarjVearxarlQtdMi03KaTii51NPQ+srkgWk40XDaSoWDmlvYRmXclwk5IiL9LG8lreT+GSzgvTgvQ1DVNU1DUNQ1C9S9S9S9S9S9S5S5SXEqdzuevpd/nqggXw3Fwi+NMndy3pknJetBehF/wBF3yavdCp3Xt1ofehqlxJJcXFxcXFxJOXfqjwoKhcT0QRlBBaWlpaQQR4oLS0tLSC0sLSCMo/6d//EACgRAAEEAgICAQMFAQAAAAAAAAABAhESEBMgMCFRAyIxYSMyQEFQYP/aAAgBAgEBPwHgo3lJYsW/JYsWJ7XclELGwuWJJx5PJ5PJ5PJZS4jxHdLhCxYsXFcTiCpQoUKlSqEEEEFSiFCpIjySSxYsWFdiSeLeySS2aitPJOIIII6E4JxkshccKo3Fcq0VsYkR2F6UynC3kV04ag/9uGc1aK2CSSemSxYRcyLlgpUYnGRXiOw5p9ie2yl1JxBA0nDVLFiSVIUa0cSWLEdzCCDxycSSISSOIIwiwRPazpfxknjMdrB6jeb/AOTJOJUspZSSSezWazWazWazWazWazWazWazWazWazWazWayhQ1lChQoUKGs1/nrknEkkkkkkk5knpkknlJPRJJJJPCSeM/4dSP4kEEEEEEFSpUgj/PkksT1KSSSST0yWT2WQsK8sSNPBYTpXhAnS5cI1xV2JJx5xYsWLmwuWLE5nKdDlx8bcubhMwO4Nb7EQVp9hHc7E4kkkkVMNw5yifYdiVLKXFdPB37Rn2THyCCFRUwmZJ5VEwsKSnsWPZ49nj2fT7Pp9n0+z6fZLfZLRXtUT5GobWjntX+xHNNrTcgvyoXQa6S8GzPgXCrBsd6LfJ6P1SnyezW72alNK+zT+TT+TT+TUaUNSGpDU01IakNbTW0o0o0q30VaVbiEX+irfXOfwIKT0qnahPGCMILyXi7CcF7lG9ioVETEEFSpUgg8Yn+LJJJJYsWLFiSeycSSWLFixYkn/h46f//EADoQAAECBAQDBQcDAwUBAQAAAAABAhEhMTIDEDOREiBBIjBRYXEEQEJygZKhEzRQI2CCUmKxweGiJP/aAAgBAQAGPwL+15MU01JqiE8VDVUvUq46nU6nUuUvU1VJYqElRSwnhr/Fyw1JwQ7WIdVNNCTU9zm1CyB2XqSgpPDX+CkRc5S2JJqd1681SpchchchVCpXnmxDsvgWxTy96kiksNScEJuJzJNTuKlxU6lqiQYpblcahqGoaheXl5eahqEnlxQm08CTsky7TEOw7cmz3S4mqliEkROea5SYpREKqR4ia5ULSmdSpXvptJOPFCCkl5KQXyOz2kKFChQtLShQoUKE0zp3tOZU96mh2VO0hXllM7Tff1F5rVKdynqNeymUxYNQg1M+JpBUymSll4ZTymh2Cae/IvOvcoL6E6INY2rlPOA56Nl1zVrlO0iHYd9FILnKWXhlPOUinvju4lnQopQmLknoYiCL4DMNFlVTgbyScpcvNInzUgSnzUQohQtLS0tUtUopReSovOvPHxynlBSWS5OTNVFXp3kyLVIOJcs0OzMgqe4ovTnRfHmUTKhUWLEJRyVOHKGai9xPmmRap2uaaEp+4ylzenMpIjyUFlmma97RCTYEHIqc0/d5RQhFMqctBfHlipJUyTNI5O5ZkW8tIeZ5+OXYmKj2z6ZzItIOJZT5q9/BOSnJGGU85EyvI3NeWhJCcEO1iFFJMTOQsxfEi5IqWoTYhadlT/o8F7iuVO8ivdUyuKoUKZ1EzUrlaU7ypXkmRap2qePunp3D0a+EDUaRWaHE3EQYxXzcarRFTFbM1mmHh/rJF45y4rZHEmIg3jdE4uLgQi3H4hrIwdGBBcdB6JiQ4RquxEWK8le/kpB6RJTRSLNifvWMNVUqsDyVDHwvM9lX/cYi+Rh4aRjAVy0Q9m4OkTF+VRfmPZm+IruiIcSJAwF8VTL2xPNFMD5yhTOp4ipw52keHLy7jy9zTucYYjWqq8QxPJB3m5UE8hrPFTC9DG+UwR7fFIHCrozieyGN8qi/MeyeuT3eLUMH5u7oUy8u44YwL/cVzWOUncmN9DtORPUXheir5CYn+6IijW/6UMP6mN8pgjneCROJEgeyGL8qi/Mey+ooimD83fTJKVyocSe/Ywz5imWF8qGP6jPqY3ymCYvyqf5Hshi/Kp/key+o70MPYwfm9zn7vJOfGGfNkphT+FDH9TD+piz+EwTFn8Kn+RguTohJfoRVURBipTiREFn0HNjRTB+b3ChT+B69x1K5zVf5KPD/AGFCH8ZpM2NJuxpM2NJmxos2NFmxos2NFmxos2NFmxos2NFmxpM2NJmxos2NFmxos2NFmxos2NFmxos2NFmxos2NJmxos2NJuxos2NFmxos2NFmxos2NFmxos2NFmxos2NFmxos2NFmxos2NFmxos2NFmxos2NFmxos2NFmxpM2NFmxos2NJmxpN2NJuxpt2NNuxptNNpptNNDTQ02mmhpoaaGm0saWJ/a8P7BVf5JPcFQllBERf5SApPuZlVLlLl7qhQp3lSvudybl6bl6F6F6FxcXFSq7FTrsfFsUdsUdsUcUcWuKOKKUUopapap8O5Vm5OG58P3Hw/cdPuKJ9xT8lPyWqWqWqWuLXFHbHXYquxX8FS4vQvQuQuQuQqnPUqV5aFCh0OhUuL1L1L1L1L1LlKlRk+qlVKqVXu5eCc9OSpUn4KVLlLlLlLipXLpsUQoha0dHw6HXc67lVLlLvwV/B0Oh03z6n/neo3wKFFLVKKWqUUopapapapapapRRSh17tvjPvEHd2voPKlralE2IqjfKQ2mx02IoRVZFRO10QhxTIcaknKKvykeJfITtrXxL13Io5fMcquWCKXKN7S0IcSlVjxEEco6a9Cp9BZlcpqISVSvUqKSVSpUqSyWh2oehJELUKIRVqEmlhaUEKCuh1OpU6lSpUqVF5F/qtILiIaiCL+p+DU/Bf+CTlh6FztirqHxlHTqfGPdOEUPiEuPiPiPiPjEukh8R8UfE+IVO0fEJwxFmtTqSihVRJrsXLtleuwva/Bf8Agm4k+RJYl6CReh2XoXtL2k3NIorVLkKpQnAqin/oyHgUHFpRSkCeS5THe4Yvr3qeijvXvGjvXvMH5csUrnVSqlSpUd6D6SQ6Fqd7ipDr3qDpdSUDtYqfQm9ymnH6ljdy1m54fU7GPuU4k8s2j/Ve8wfTLFOyxTtv2JxU0kNNmxamx0LULUJYTEIuwWGl/wAljftKN+0fJsk/0nT7T4ftPh+0+H7RlJp4FU2KpsVEn1MZeJbi9S5S5RYu6KXKXKXKXKOXiWpJXKdU9VO17Sv0L3u+pHgTK6Be7chEhlCJHoSVSGPhJ6nFg8D08ICIrERflF/psr4Df6bbfA02bGmw0sMX+my1TSaaTDSaaTfyaaUTxNJPyYcWJQ0mfkWLEhleVXYo7YimSzILkicuJ6cuH6ciepjfOUOykTTFikJKXITxCeIpc7ck1CUEK8nTKZ9TE9ROzETswSg5RfUkhFIoQxmz8Tiw14kGoqfDyO+ReVPlTLDy+pDx5F9R2SZN9OXE9OXD9P8AvkT1Mf5xrf0+JIEsPhJ5VKlSpXOuVOSbSSqdl4iq6JwwUWOG4gxiNJrGYiqwsVpBxFnaTKi7Duytq9Ci7Gopq/g1EJQodBiRSRPEQ4UdEZMih0IKokx+TcmZVzxPTlw/TkbSqD8NvV81JITdH05ad32pc82N2FThahfFSaEIkY5VOucp5euTTE+gnEajjUeTip8KCpHpk3JF8+TqYnodTqVOph+n/Z1Op1ErVByI5yT8Sar31TBc7ii/zMdsV42UmJhLxxXzFwkV8knMcqK7i/U4Un5wHtR7+NqRqYC9rtQjPyHsRVghUqpTkmpI7SlDsqQUi1Va4hiQ9UOJWq87Xs5BPZ1F/wDzwXrMo37js4UfqTwF3J4DjiXD3IcKGGrWwiNy4CUyzPE9M48SZYfpyIL7h7O5yRpD1Hr/AKk/4E+aGyGP8hGEP6sNlPafkaYKf7UMTuJEyS5RJ5ePkRRPoMbQkhb+OREyj4KN9efE9DqUUk0nIZNKF5cpcVRSHDIjzTyVIRIczMLhtOOET9WHVVgPxeCqQgOajJq7i/IsMNEcvUwf6dnmOfCEe4qSyjyoWkEcSfl0F4umb08hvry2OLVNJpY3KriaL9wnZp5lqblv5LE3LU3JnDzJEThaLIXkr7iqQICIjYQ5aoM9SGHUmUKkniRryQ/3ZMgsIuHxWM8vg/J8H5FkWkmfgoWNJsaWoWoW/gsQ+Ep3CkffYpAi78EBMppTlcnVVjkz1HeuVhaWliFOT/0mv5Ll3KO3JMXc0kKFVKplMqVKKSYpaWlCmdOapcXIajTVaajTtPidl0DUQm4k5UL1L1L1LnFzjqddz4tyEF3LFOywtLS0tGR8iilpapRSp12z6FMo5f8AnLVC/Ym5TqaaEmJ3NSpUqVKlSpUqV7ihQoWlChTLoVQvbuajdzUbuazTWQ4mKXKXKXKXqVOhZhluGdDodBreFSfETc5CT0NRpqN3NVu5rN3NVNzUbuXt3NRu5qt3NVpqoaqGqhqoaheXfgqux12PiKOLXEsJ6kvZsQ/aruh+2/8Ao/bp9xos+80sP7izC3KYX5Iq7BRPqQw0RfoUT8HA/F4F+U/d/wDyfu3bH7vEP3WKfuMXc1cX7i5/3FHfcWLuaZooaLTRbsabNixNih9fcbVKLnFMNTScaTjtMVO7mTm47GGiHTY7eGi+h2V+mcyWS+awGp1qo5iLNo3E6xGr5d7GHXNnzEEQ6bk89R25fibk3O+4opLiLnblztzruP4kVCqlVPiLlrmiNbIlhIWodvuaEeA4WS8V5YocL7skmVy/yG+h7TFUSpJyLMY12JBURCDXxUg96IQTFTvWeo1EakPiU4VQ8c+0hVSpQkwsQplQ0xUUhwIL59MpFuU+6mhwJ1zqpJc4p0Edyf5DfQx0/R4+0pF3sTt1MV2NgShKI5+Fgdjh+hgvfgdiH0MF2BgUmsB6Kzh4e8wyLTi/VWskEzghXlmpehRNyw4qHCpHplFcrkISJuRsDUavcQUXyyqJITke3k/yG+h7T9f+SPg5ByfpwgPwkwlWRhYK4KpKERqcHFxGO5WqnEvewQ4uGfjzznlI7SksqqJFRFShiRXLplRCazKoUOmVyIXcj1zSJKBPkd6ci+SxGz7SJMc5GzWomElYzHOZjI2J+o/F4pQGvZicMEGOxMdHcKlUL0NRpqIVXYo401NL8likkRC/8GqpFVJxOq5V5fhLULEKQLSaKWjuyUkQRsV9CbETKuIVXJFgdYk0iVUkdlCaLHNWpCea8RWKHkQzdIsUoaf5LGnE13D6GspxRXi8TWU1Xbly7le9tUsUs7inJUq46kuSiFEJIh0yqVKkEWHPDE3IcceSh0KIV7mmWpAvjyVK5UKe8X/gqUQsQtLUJd/QtUtUpnUmpXKhTvqFF91qVLibuWRUqhVDoVQm4oWlqFOSn8JQtKd9Dv6ISTnr71RCv930/svTcabixxY4scWOLHFjixxY4scWOLHFjixSxxY4scWOLHFjixxY4scWOLHFjixxY4scWKWOLHFjixxY4scWOLHFjixxY4scWOLHFjixxY4scWOLHFjixxY4scWOLHFjixxY4tcWOLHFililin//xAAqEAACAQIEBQQDAQEAAAAAAAAAAREhMRBBUWFxgZHw8SChsdEwweFAUP/aAAgBAQABPyEklEkkkkkyRYREkk+gSSSSSSSSSSSSSSSTjJJJJJJJJJJOCBJKJ2JRAnElekJJKBsiuOEfhyU/Ek3kXc8ixGjcNZ+ikLN6As/Dzus77O+zssYrP0egfQGFF9fLLeQ01dR/oWmGySSSSQxJwYeElEooSKKTKtuoLoP6SXpFazsZ4IgiAlq48ozQ9QeoQ1I6kNSBDEFrYS1xaworl8/FH6GoWiYLbHVwKFChQoUKFCUSJwJRKJEogQIFYaNnCCCPS1BSw7OEF8Efv4panBD1Bk9Qa6jQe4eoPXN8d0sN4mS1JEkNBtep5Q85hHniOnqSC1hIzNThLeYnIzvPPDpP80Gm0NNP8TwjCMX4S2V9Ekl2XA+VdBXXzBIDtvMWicEJSU8ySXHqjdnhS1JZtB6LBtWo0GDmaQrEuREmcFX9monU116kcC3pvzf40TyCR9oo2lzFdT5CvszQIdgX4akj1H8y8hjuXsNNtVhKKEooSiUNonBKJIFSjFITfNzA1AjdFn5x8LEURuHqDdmSHlRQIabb4Il+UQ+QHrnBDEjDgm3wQZtkOs01NJMPcwU4KNyGpC9AECEU1K6m6R5izKmTp2Ey+mUwIQtFo2KicxGe+YVZwTP6O6zuv8FwtJ7LIwGgKsZIJVhsasesS1JYJJ9EnKMQyIChoNSmthWvL4Ek0ycEiRIlksllfwFkksTRmVWZLHI25mRucbtJ06ZGhHuRFTXFdGV2K6oyx7WToasa2jaNg2DaNosKEzViWg3JE/joVjSsTwj3Rt91IwgqS0PCG69UDwpTdmknGjIbJTmt3JVWjQs1h1oJslNSpykYUTWGhJwT3GLMTFCFReRfKozKRmGEzshymitNGw7N8EU2KbFNimxC1RwiUEUX5poPPoO5aZNyg0LRREYcPAZtgkTFgsIGPdFmRHiKLZrGRViiQfE4lBpqwiEx5fKou63EqzAxphidZmuakFxqjPpELUQwpoJIalGt5rlaoh+i0gP8ysTeqIttI0W4/PgX8yxJFRkGUqMNF+kWRx6tA6IrA3MIW4DihQau1ZTnhtDqTpyEOXPtIZv1xVc9S241cE6Ncu2GN4qRbHXQzIupmhBqJsVBYlAaKlBIyYDuMnR6k+YnzG5x4JfyI/wOJ0OKbxIVIlKnMRInTBkeCAb4Yws8Swb3jg4Rpp1EqtRkVEWrHEbqyKBUdhi56UWZ54LMtmUPRFRMQQoE91CasGkLyHcDQh0Cck9BrCL5czrDk08NW9Sp0hg4DIowR+GuMIhoiiVoYtoSDDthnFaBC8gloJSIc4kdpQosXUjkYDe6jKRWsWqY+kRkLnMtXNXHySupDVEeyH64vBkiCCEJ1zE2Tng1InIuA1CUhcGKRcMVUy5OhmWPywaYe5YNw9zYHoj0BusjhxIRBBBGK9irV+gnkTwETWgiwoeDLxPkueCpiCsJe0Yk7muuYk6whUHDQyxTiKCeodR6SrqyhEiFQewiZ7Fz44qsuXRCYghIps6CkMeEpGz20kr3RKCbig9i9TWyLO4Y4ozKKujxdwh6IgxuNFhMQy8CCCCCMZZXevEUbuAJijt2jiS4nQ1DMprMlYNkSqSNEM5HUtDQNtxUbNZCHhKlDFsvmI21AnDrhyf6aYkoqnU0LCYsBFOhqKQU5mGNWasKQmsPSQoZPoU4s3Mw5GUiGpaUWJkOqGJeGaG0ZxjZkzFcQNIgggjCPS3cYsYEyJFVwzaLG2o5pIZ4JKGrkxGTXnUdwS4jgEjlI5zj8DzKxIwSeLjf0cPQ1Av9wg/XaFlzixXfbjw9KshDUIegOTcDRXgdTwo7l8jSvBkmfxK2k082KU+AQjGroK7knETE4nmFqG8J2ZB2H+BSSOrceMkk4E+FDRFZb82haBpOHJmVwlLQMsXamhlBK1Fq2Vw0iyki6QhZML5GvwnWqPpmoxPMbbZMMrrgERa+H2GUJabio6bivQEuqYxE4SSSTiTWYl5ibNCYSn6XYy9SSRBLdO2ZKZa6M93FRSF2I6DQkoxpJWAMJVo5ciIKSWUl8xUQyZ1oJiaTwcvIa08cC+hiLjPDkS6ERLQTHFhNeBOotYZyhptA+QkseEGv1b2j1RpqVRskOZOIlpNNeifTJJJOBAmEgpUlF9MkknsUPbNA4j2TG2sU4zT8nL4uZY26toTjwSy9WfNMsKe8iX9vsM1dPkjN1QLav7MOCS5zhDc3TcnErzNwb/6I+Q1sM5m+MShM1cUgaBiQ0xlnWokkkknGETwDXIOZaJJJX4aYSSSNKhOJCPq+IaH4Bzy6UbBPaLu0og72jnL8Hvp88i1xNIYPRIxH2O+GwV6N4fNXxJZJLBITkiZwG0HI0ItvqSQEQk2ptfVLwkleqSREwxR3CciOA2fsGnH2olSnVoNHhoZiwSks1ODB7D4Hvp8sU3U2g5v1RXDdm0PfMKeVopFL81PU91G6viSSSTgkknBOIqWklCW7CFqKGrLeor5MXNJAP8ksllcJM45kdAmwS1BKzHSeHx8LRkq2wt0x9n8D30+XhS7x4Jiav+o+Qd1ue+Ei0XsPcySSSSSSSSSSSScE4iaEX9Bitf4rpOqHCEspOI4hGowe70EOofrBKYan2HwLJXHzS2xOk3ETJzPcXWic9GAjsq3gkliriugunA8xOEkkk4JJJ9BjykbWMPJReWRgk2az9a9UMgggW/Ej8DdW2LCJCDjFgY7ltm6xsSluhujfCS7lSjaGy45jjN1nHErX0CeGeGZMmcA3kVK48sZPI1RGT8tCUQIEBIm0I+kGlRmS1JkyZMlqS1wSSSSSSSSSSSTjJJJJJJJLJJJeFSWSSS8EyXqZwkknBLJJJJJJwkkkkUHzM45JJJJJKJRJJJJJJJJJJJJP4YehLQ2jZNs2Tb9BU8MNTcNw8VPHjw08NPCTwg8IPCDxk8ZPCTwk8NPHTxE8JPCTxk8QPEDwg8IPCMGeEHjx4yeMnjB4yeEnhB4QeMnhB4QeEHhB4QeEHhJ4QeIHgB4weMHhh4weIYM8SPCjww8cPHI8QeAPEnjTwh4s8KeFPAHhjxfqkknGnor6kXIONIh/igj/AH0wn8bqTYk8hE8h5qz6o/BBH/QcuMjGNKY103CWYrf82ZKgvhScMhUuIwcMSVrhg/TAxEiidRluSFWE1IFBH/Cj1Rhv4eVdMxUNxCnMz4yG+hGgbmq3Y52iZKWFnkRZI2UMIsLZRtI2ET1Y4wMtUedbUW3DN5E9DgJ6HCLSRPTCT4LgOAjobBtmw8f3jeN82xsjfRvI3ESihK/K0X6Qp/pHWYuXnvkLr1R6cWn6MctfYNqv5JnkA0ZujN9uYzogEtKtisRtV6Qv4Q5dzRHStCv+kof1jyfbK/0iOvyEjZHuYILkoViOhcxwEdOkOJaWgTMvSWt+kW8bNC8KaPsi2jgL+AecFizmPMBa7qO2mbcRnmDyx588oUP3EdfckSwEe4b43Ajb5u4XBJaMQXiDd/CK6fwO+lgGYHM8yeXPMnnxtuxui406h5Y8wecJavqT1ZvEtSRLJJEioqhNLCcHAsE7YHASEjM3xJn6lmTh33mjf9TyQv6x5Y3mE7SRYmuiO8hUn2Bfx8OeqpEPmM6E5ivKa01CjinxFuvIh/gKOwJZv0NCWtNtWJ8Eu5oZy90dxC3F+ND3NhlcKrP3N/0PBHgDwR4Q8EeKPGHiDwR4I8UPFKOKJlD6Ea3Q2RGhkaH0I0MjQyu5Xf0IKSW4TuSThPryuBqdttciWSJwSwSJZLwXkM+ghS3cQRZ+ohqpLRkMakLUqkzCLICaav0lb6B2WlqklRjM0LZDcvRCDfci8Onc+XgnWioSrq5uQptI9WQzPZZh/cQ417onMdfMZu+hMPfZD03Ni2c2TliYqyy70EbQrubs3BZhd1ZriSKplSgVHRUec3Us03ZfBvJ0TGyS0ZDztI1XnE726WonoqkZ3PhZ3J72sTLewrbTk0uROYk9GvgU6mL6FAK7QT+oQ4yQe6Gyp7AiFWlkaAQjOFzGZKXSeY6Pg1FNTSuIq3Ghw3Vp4l0ZzCThoszOLoH4YmwQO0vtIWgpVTQvZyo6iPlQ2hhXHv8ARFo97MSa0aQnYXJF6zddRUJvXWhokill5Edj+xI0SsvslXf2DAoMxRUnT7BIDDxqDCW58EO6ml6Ie/pRLpfaEPMq4I4+hCjbMidXtLGKmiSe9CXAr4Hbgi/VL/PLJFOllpBLtqVaSd1DbpLCCauhOdnShI6yCBM6oRxBcVoulEjPRC4GZgmohIapvToxSg7vDkpmDLu5k7pjC11hJFdzqVFkZug2lv5kqj6M9hMpNvNSKs2FnA6hx0DWot9TV5pKfEudRugk7RqDcBydDKoUUkbR6JJEjUgv0HfIE1mS0ISuzn6IwhYwQcyQ43IwgjcoU1KakLUjchakLXBHvuChQocjkcseWFfMPd8Ofqph0OmO+8JY4Bve55zCt6QYNNbaSILNpWsqlCIHcRzOZzOZzKFChTY6HTCSun8nLHp6IIZD7RD09iNHsK+Qy/KqvQcE79Zht/vhhr7/AMiT/d+yXfkc+jz+CvLefUdHDUFD553rUlkvCpUrhHovMfR2WuQzJvQfPN4J2DpTxganES4I8INf1oSM02RQdFWQdlCX85I89VGps9M2Oid5TuIPFRbZp1PH/o8U+jZ9F9HB1ki5gorgdijvkeKQ1MOtZHhkeOR4pHhkXQktS/1tU0H2EL/YF1a3+o66h6uvyb5ITTJshpdUPySc5sbGyZzGFINVEGbUM5/WIlma27RkfeBkQpXnmYpGqjZgBI/cjxDL/QZSSfN+yf7n9nl39j/r/YSOr9fNzJ/t+w1c1ZV/Yh+7+hiqyhpZlDJJdDy0f1DDDRaa2Y4JJRrGKJlUaQbHub76vHs9zrY+jqVnme8fJU7thHlBuu+Rpq9BSOuO00WIoL6ioSKf6RElnPEc11akSh0bKBsD18Ph9MFAyJWRriISPYJqorgoB5yLcwREC9BVyY2Jje2FRGKGxHtwbFDSSmU0xuLyORTRDsdx0IoZfQReMKyuIwJ0iqZWYe7sQkPwUqaiMYR7P8lBcrHQ6XPdxmfeHtwjLS7MUMcwqC3bVyKRr2C0vATEV8NVopPU1mLOBahqDgCXs0NCLSMoQgQWIsiVCoJyUSP51knd4JEkqU+ommEZKiZHxw1SzE98z+mo2TqmuQmWfwZnznBORRcWJ+ukMJ5PPTNJqK4nyp6yPbnlk69yVdV3kRF6hHUoe52GOqXZW6Lix4YnkOUhkSSfisKaFd+hXU9g+TqaX6Fd+hX30Pcvk7sUnK+h06EbwMgjHtSUGnrKQiktoKaC1BpnKEIdkNkTaDNREmsEsCbUcKrZvDgKChIRTaifUg9GPOXIKpBqimS115WcjyEzDo9aFGY81O9Bn0cUZinAsl0mxfbE4l6jeVtUl2riuHbKWEUKHJJ4ZUl+IU3E6LVCRWKalI3VMuRKE7F6zJEcepzG/s+TL7FfIaqcup+2p7vgfsVHbGZVRmzIkS1xcjkKRMD24RmMoHwjWUNrRJxJCYWrBWoVmuymtsHOUoc5CpWViidcVZSVJM5sKROP5eMmQiWbobPsJJOdvYctILDIULiGkepb0N4Tq5JPkPZKz5DYNnzuht8sZIcXeYxG0VI2QlCjKGjstz9Boz6UjK0c0DfYtBOfMg6iJ0XAk5Q5oXUHcNzu+HtXyU0RTRWIFODNSFsdw5j7Rg5e5ps1mT9WkthJAKcsUIc0GJinAUU6eh7+FgOcoVNGWbgdtwJqHRdXDUx5uXJHxfj0zg7siwSpMqgkwgoLKg6iHtiTu1xLL3iQEZOcJqyHQnN6k7qoUFn0Nz2MpeRWgYcB45lZcCwklaLCT2T5EtHQS/Qa8KdmyCy6H+SWfSR1uQ1yz6odPjENWRhWhd3jWUhIk2lCla4ygSCSUbuouS8JV/IuBqejbarOmxE5KIsdf413G8VwUTGUc8RF6MOYsTIjdSDTCU5euuZWCSKnrQIosjOEmWIUjulqQ1SMsViYhLZuLodxD0RRs9IRrHoTvuLKkuA2KR8rNLlI2Y4eDOcpwXg7thsSwopznYn6E63SHnWA7JXOPI0bWskvQZY5R1DuKDc6CFvC9YjCLm5KmLUaiZPZ6JJJXpgghkFpaTAGNuW4q61zgiqIk4M0I+b/AGuCxYb1uIxTOo+4lBlwKVqqvFqU0yQ0wFZwwOxZZZ8IF+yKzJcikZq4VYR2pExT74S7rwagjJ1kj6A5/WC8AbARpOQ0IdGkFZo1kxBkkhhzkQa8ibTHKZk0s7lKC0kkkYkklkkvBLCizN3A4BInQcfRMLjAjjRxEkdA6usaGBZrMpFplfGOujdoUlS6+h8pd6qhehlrBC1wPdiLAPQjflJDXcSSQ9pmwd8m8IyFc5/EYehpjuOLFYupLE5y4EfAO3LUqtyiQJWIkKATTwZWnyEN/wCkVIKnjFT8/YYd5433SbXudsi03VGw6n9sWIzyHwD+yMT+gzC4SfcIRfUND9awft0WX2fo1H7Po2OUd1zQHjF94ZUUZ0N2b/EqI2QjCWjZ8UZZBEt70Z3GGnBQz6jL+4TaNUzqJRI2R8cF3QhpqxpuZT3ZI7HOS8x4DUYkiG5lk+QsG4KBaWG+94x2Sby6m8jZGxNl6YfgYYwN1m+zeZvs43U2X1NvFHZGwNj0Nn0NgRoRJeWI/oHgBD9Yaftwl/lqEpRnOHiyMe+RfZiyaxVNxLkFk31NNys2eo2uorV0sqlYup4ofZRP9gsAOnP0Av4Yj+gRfWF/FHjR5Y8nir9ozvpnfTN/1Hnw9Qu2jx+Fr4jH0DQn25peUh/ZPZPo8/8Ao8hJ/tDvoCrDzwuVU9NCs7WoueEh4ujuUeQRE+5Dfec84Ev7p32xeZPDiT9ISnY5BKsnggkWRcEQYYT1xMrCCmFMJJFN3HAdbtHUeOE7q4qCFgqMVqkeGPHC5NLuh4U9FccbkwBkO1dmR82S+nwW5+snCGrFTg6YO2+I1VLmmv7qEU2QZuQj64cQp1/FWFG7CorUDHdMaXDg9ISK6Eg5GdcyXUqrJiWzlxGbXFj+O2ZQ8W0MOB2FS7ynMUsVuJbfYX6Er+DFkU8UTNfQxEGzi0Q4aLftj/nIgEwm/W7hIUtQtV0wRXJfLcshoRFEzyGsykdx64TLEbEfNh8E9oHNvhxmPqfRs0xUFKaroQX3oUjBNrrWRTaN2uL8WeEmvUTVm7mLPY0FRiknQQrVKXCtxjyuBYVcS+pkuOsxU6msD6rE4BtrZ5LQxsrNEVc/eo+7KqqhJjiiTSSCdRCgWVJToye23gpjUyJGfVKXQ3I81oIkKeyHQSchJi96oQEpkNqCOvej4J7MN0jvkNqKkKArFVVGwo1C0dpdCnUOhqlqODAJPvXL1SSSiUTgTA92VoMqGoJsKnESExJ0NZQlzjNKwldQ+IlS411eF0TWk1ZCxp1M22aPblleKdaJIVNiWxnTRFSXOQ9jt+BSWOaKMXUuAmSBJkEMrFjMdtKcDrZWZe9KETCMfSRhdaJAhpAxIHvlCEknxT2TBkbG79zJlzcbq409TVGxSy0OBUJ4/jSagl4T6+I4hbVklAikvmQkDa4WyrNm6S9mjMIepEq/c3NrmKgkbpSJUS9/scmfgiRdG5Fo/cuVjOpOnDdxnYcgyXutEyhl1uzg55Cp39YLTcCZnamiauTZ1X1CTMnzIHtCBCmxyzFcWCZme5MIa06jt0kLAtky98cT8li2DkDQMFENlfajz5egdZtEKT7gpE0SuXTBPJDvl8zzB9omZIy3THl9dDx3VTd/IbNNeG7tiQhobEe5boiUt9MJLqR1ZHVjStSF0Tc2jVXMza41G5fQMqfqonWd0zoQOhZQMKJapoVsqfAXDeA+NOCUi6Xmhy/MyTOeZDe43EjaXMKwG3ZKTBo2WV25lBa0FRLa5E06BCJ8MxaIiOb40kre0K7ZbbmoX7GVjjzQWlEnQW6tGyk+8Rjj3G9tuQozOPpDlUP5Mj8RL9obrv5huzdSRLwSVwghkiZI2BD6hq3QMyczNQS9CXoV0K6FcG2oaMhpuPe6EZ+jG1eVJTv7ht0Poyg9g5UaUGuTpfEVjoENVFDXAo7ljXSVzNWqBznhIaXJERHRmhHTpu5FLhy9qv8AhInyIRL0HAHgJzFGE4SV0K6CbYLh8jjW6HRncGJmRoEMLImEahaU4LkESbJCQ4MR7DgRDIHJUqORosG2DwlkvA6bQSju6DcvkT0zsxvzuBEysl0FGqOA3Y3KhTHcu8RoYoQEdEOZEMYhkjd9BPt0BDNBEtVG1MqiXP2keJ/dizwkPCWkQ0ODF2jj9RDgxIfkSyZUkkkeDwoMiPGP0HsDTUJVsLd4iVYgcBtESZIYs3PAEItUIiZ8AhrEFK+oWWvQWgJDhHBdyNQlxoIylNECCCFggQwR6YIK+qcYehGxBA+GFBtDgZr8xZIYcGWMkhrGaaFSwk0EmgkGy6JjoIEBRIkRCCF63cM4osAuBGMYb3sTpFNSCPRJX1zwIeMFCxVXEayTRSNp/uKkvoKENxMSOMjqRuJDVMENmbg1uJPCX+lhUSQV/FHpghkMggkyEiy/zNIghaELCuNR4UYIQ09FgRh0XhGMfgoUIRT8THCzwacq0fglhLQJehL0G8HIqRghHIpqQtSN8XgK6FcIxrhUqcYVho3+SPTP4rCT1NwQ36HeI7xHbI7pHbI7ZHdo7lHnkeeR55HnkeeR2yO/R2SO+R55HnkeWR51Hnkd8jvkd8jzyPPI88jzyPPIX1Kd0jukd0jukd0jsEeeR2KPPI88jzyPPI88jsEeWR3CPLI8sjyyO+R5ZHYI7RHaI8wjvEdwjwQ7BC8EdgjsEdijsUdij//aAAwDAQACAAMAAAAQAxx8wmCChcMGF484iJLX++gT17DHswFNyMc9QAiNGv8A1rOFEwCMQjv2fNss8d+3aEWk9rX10q/Uscvg+Tups0nAx4L+2A32wn4tXMfnbc34rJU/cZW/FySw8mG45ta+Mv8A28H46fMLLAdYU8tKrs8QIytMvWI+nltIDeQfLYsLLI9K+sdU/fWfnN3ovmU4Lx4iBpS2sv10QP3PDV85S/ZI6bkj9aTufNpvXT8I9NvUV+H82qzMLoa4ueZuo4UNqL/+99Qbb+T+iOc47792K8PsESMeTSuZfNt4yo8I45MicHPCEvUF0WBGGzIe7TxyDVBnh4Chm2Mfgd7LJ2dPOhs6YhZNJ70mHVje9PoFD7I8L/qsI/ON5U7s7d3vg0jm42FCddf6D657S4ME123ILFf7y/yL77KIMIIYwyjD44NN7rEEz0wvfuIIPGNEgC4845LPYLELPPcPJ+H9IwXvqj4cgfwcfL54PHPHX0kkw000sPPfde7Q/wDCmb/3LnvGCbih/wA5288TcVdZOhijTt8w7nqd7m58z2npaJ4lpr6ccTclPgEbJhhgJrNxjijIRGFOLaBFjEM2/lVKh+80mFU9edVbAEoEISEDcCywA1HTMUee58pjmVB5v/dNVbzJQgy5dEIfZr7jw9Bk/wDW2PkBIFtTDT66IPYlEjpfTAU67O/fpIKx4e1RVFu4K4yhkVZlOi6wUn4X0YpXE87LlSBNJeuzoIaoqva7TLUhqC16piMAFAuTWo1iWsNdVSxVsWEvbA/FRihqhH2v/wCPiRt1D5vtJjCS972L2hy4XdFUU4i/7tyz72jf5jPMNrnBVzqXVI1fbndXGJUxCrgvW/pqeLLTBx8afW4BP33m8rSfCTeTDbk73NMleshH8ymM+GspvhHMCcMzYDPrm7YWNETF7+XfCCTjJgcepvpbL8pGGxXjl90P6bkAJv6yzJQ9jMf3W69MWyp0ndJVurciq81PezjW+fuMJzKG6iMhBM5ZtxYUsd9JN9TrOazfHnjvDNIPLDuvTClesKy2uCCSCS7xw9PJQR3PIWujP95y/8QAHxEBAQEBAQEBAQEAAwAAAAAAAQARECEgMTBBUWFx/9oACAEDAQE/EM68vcsshtpt83m7tH8h8TzD4qXkJwJEAcZJz3iry/5xHJTiDrFll+phNrDzbOLFhujIS/8AJhteVmvSxIGBhfKFQu82st24dvgwyLAwMEgWFk7sni80vLyWW2GNkJl8FPzn+HQ95wJI27ci222RZ8a8lDMsrav3J5beYw15Awj5MCREf8gEibf3+NRfqbL3oNjByXmefvh1ndYoPYZz04giehyJ6On/AGqjkJGZQxRYLDwPKE+9xzfCWbYYXWBZzRJ90GYJXlIy2aXnzCvbJM8ZDItn5DI0iGOGpf8AeKadIDwSE0J/J68J1CigsgbJbmEGAMcO2Ax7ZZzLJBsWWWRwJx8GyXl3mvH/ADMElzF9iJCk85YRg1AvhlkWfBfrg34QbLP3hHyJOEsrF5hG7lEk/svzlkxDekQz8Q3AHiyh58nmSSSSLLlSUE5G34LZlaWgQX8jM4gtsa/EiR2Ru2lpKSjx6f8AiPiTixYsWIHCU+wfjjNnvmzCDhkg/wBpAkcYLCyyyyyyzy337CyyLmCA4yyyyD5ZZZZZZZZZDyCG2WWWWWWWdMsssssk+WSz5222cbN4c6WkDpttti222xYt+N5rK93m/Ls9z4HbOZe2srG2y3at8b/mPcskgksg9+c4Fllllnzln8A2FiBy5ZJn2fvMfiYJu7cBbS0V7I7SCwst6WCldgvJn90VwT7ZdiPx7uHMtotQqbDj8n6DWDyRlEl6yM5I/JaAT+KnlBiEHy8OAkMNLZjFhCeMAQBtG1Dhk+VNquhPcxGAEptXsz/iLGMQhCqkS5TweEGRnOnoUUxi3hJluFAMAog3sOC4fQa97l4iWzLtS4DYhaReVdLEk2IMTtYUXB7sjDhPeS77ZDFRcvVZ+k/TZbgjidHDsLZ0lrEZngpjvQFWZG6xeymY3e4wmMwQf5MfzjxYsc++n/Vye3vy/O13O/qai222yaQ+dEXkttsMxIIpseshPB/gOu1ttLGSZV/IO+wSSS9ZszYCyHG2mfg+Vl9tvSTZL3hiNpGnCywEnP3bykWBYktixPDVvldqR2DnJOJMCyZ5tvP1emkYlsHllnGoG027fwwx8mWSWSWWJECxY7YglmxYcZzLOJzLLO+STZZZZZZZJZBwPvLP4+Ww7b/XfrbbbbbbZ4MvP//EAB0RAQEBAQADAQEBAAAAAAAAAAEAERAgITEwQVD/2gAIAQIBAT8Q8rLO7YsFixMWLNltO7bzbbfEPg8oCSSJq2Xbl4zsyaYGEcRYR6d23pizJJNo25VIcOKcg2bGDZs2ZErMWEMtoLZsWbNmBIbfG228fvow2c08UjkkjXNJDKWhiCMCzZnH4LHjx+uMWyDincvX3aTglLpAlmxMohSOQdvmPM+z06remY6mRYQYa8PE2daRS+8eOdEQ4ELxZBP3EbfcNMlDYcYd4kvZ6l3G+wtiog29HqWc22DiXcgxSEJitmSCdyyHJez9sctwr2+zr5anjtrbb4nWzYsmHcslnOGYQLN7HVLdI723ueX3wZffm22G21att4hb+PxY4pzhP1f3zZ3e7bDbP4PhjCkphFruzzSd25T55zZbbdvvvy+fi8t+VtW+dW7dq3NtlltttttZc5NW/i/ra2rVttttvdsdNtLZbbMxYbbbbbfIG229Nttt41tthlltYGx5knMZG98zmfjtvN5tizYWFhYQFhYWFhZJFhYWFhYWFhZs2bNmxZsWLHfbZ8R6nlvN5hbb1clzzDw0LSHw22XLNmRF0tG3Hm+DwRFjl3DPMskkyHGScTeYP5LZc9+yk2w/J7wYLIOMzwiyCfS+vNl93uhZU06OMIve22CkIgzRkcl2oTKsOWLZ+X1ZwfBtnJtfbBkkKSY5D3AQDYiB4f3gxJKrGNZebbDpDjenG85sTN/d8Y4S+oMlo9wZyDtSjOn29Y2iHu+4bAgJl6s2SzZlttizSTHDOf1SZk19wKDkLW1vZYWMFnL2UGwXFHLBYU64YxUcf4tfkV+QHC/Zt9m/hAMdTCOAeByFwO5DCPe6mTwIYB8mHoRzOLsAyHcY+TJZ4ptk8LPDmcaiRkoh5tvB8ttiHvnx4tt4EFlj4CW2QkzZa2tvEv5wiZeEstQuMWLMCyuWO7bDbLDDzTgdSSDmhYs2bNme9Tbltrb5DzbYVtq3ambtSrfG22823/A3r5ZZZZZZZZZZZZZZZZZZZZZZZZxllnc2zn//xAAoEAEBAQABAwQBBAMBAQAAAAABABEhMUFREGFxkYEgoeHxsdHwMMH/2gAIAQEAAT8Q30FZs2bMFlcWm4GzZs+oJtwY3JLNmzZgXwL4F8C+BfAvgXwLfYl9ifhHwseCz4LPgs+Cz4INnbPgs+CxMYkiz4XtnoZ82IEU+hj0ZerYmypTCxjasbPXIG6chq2c/qCRJLhRX7Ujs+SIm31v6A/XfPNfsX7F+9fgfot9XZtN5B87/NNuv69zLl9c9csg9csssgs4k/RnoOZcUq+N8bNnxAWLNnYaZ2RxT6AMYB14DY4fcvQTXHfo2dRmu7ylmip4SAGIH1NvzE61qY3loGRM4j6JNllHpAV5C5PGRpECnwo3a35ZzUvIqTV8gEyDwM59b4Sm3xt8fREgIZkTb6WyVp2iBGTJGNq1asfFnzZA8RmzAsKm633n83rXyuJ/Fwh8UaxdxXnrgYsyvK8tI7pbvmeIKW77fuz50edt+SyOfskf9Kf4xH8Yn+aI/ikfwqO0Ie5czlCzVdDfQnOkleJ2EzrRJDueeEEyx/SECWMCwbG1Y2oGKCfOarRa2trCm4Yj4C2C/IEBtbGfTY/RwfPjwiOYImpHLys7VPfVl3lT5mTzeb3gbsIdzamEPFUfekelg79EF3QfgS+pvzZbP3xjviO4v0EmeJ+gCxM+yU4fsS5x/FZqX4m4gVxC1Gmr22ROuqEj0mLoiN80y5KM07sVDjT0d9nobQI9JZsePSzEMgyp/ls+THYUNHCseg3kbGHAE8EE3RFPLPOq7olO7PpMUBJYOM+EbWH5wCCsj+vwIJYPLmhNAdiUHx6xSs9UvlV7pHygvde6b32U8x5m919J7awDo4B0awXfHSN2D0xcgPLgy+9oHUlJD3Y9kb5VMuqyMHOzh9oDU9mlMldDMPEntIeDFnxL2MV9he0jwIKss8mA7SYb9sM6AJnRZC4pfdLnKnzNp6bLlSww8nvLL5y6UD8QPgLk8EQ3CJ84cXl7n5NgpEYJLOxOXCBZXvy17kN3tV9wPlhvoTGGViCimzm4iTuLeCHSz2ZmqQ8Hu6P3bNklsoQD206+3QLuAkBE+I3aB7vJc5GYIf0yCBrmWMfTFz3GX5ZYZfUbfUmfAxAkFxX1KCzinZurm1AoV4UP0+1JuJPw2QQeSAggMzrYwLuR8FtLDoaYNOWaouNOyceC1UJMAN2+DL0sNDyMiYkwGRDfUjpislEfJ6BRUL5QxyuV0CEiBnXipknf85WOHmJvIF8JkfGJ2TR5g0HIkcCXG/oGyyz130GUHyNmPsQw8ktxRcez6WVdmZpA/wCAgHY+iQM4IGOIOXpm88sQtICSEuSwSeFAuQP022csGTYabvDER2tcvmIldGoXFip/Te7H/C9xa/tsYpmZEnZo+qFDTYhvsWYxMEVrkSMSHe5GLiqvSUwEs+IPck3xdCRhwh0tt/Rv6t9CqIShhh30FVh7wdxwZjhOklewSHgbIOBg2DHNnXBqEtJpa7xQJ++ShsVyNwzMOMJGyRmzt+a9goOGrcuzcyDX4I3x5oXQuL1gfhlwLvlsZv7pyO644Mz1bsdNzQUfA92DEiHDHYgwYAwSHqCRD+bdY0qOBg8CSISLpmDrC/1kd6h3xMv4p9ao8Ossv9i9v7I8n0YqTgGG+wiiMzpJNR2STEE8x2+yInO5Ex9OKGDh5TMq6WNAiK0b8neTjGGRsAPMLHCEXBHY7KNbKGB/qzYDm/OEjmakuHEbCDgujOHIW0C/ukU/tkdQlavJxAyHCw+Qkt8kmgLEorGpLOFBhDE9CHL2IdmVl42AYQ6WuIEIGBILGD1MTYSnYY7/ANUXLXgHQY2iSg7N5ZapYaUgQJ83ahukyTMdsgwn8SIE6thhhgKKtiJdn5iPYW0Jz0QrMxLHp1Ppjk0jZQoY1i7fDL+/QvsWzeXext1cUhFnPaywCkB0vaAJ1EgHITd5jLYWx3sWCDbXWeLJ4vOypsgzBzKInp01WEujwdIB0l1Oue1BQrk1NiwjRHoZkWPQlks4cV9Qg3XXzq5AB93P0xsv8iM2LUlwezza3n9qhWM6FgdQlC9TwUxW2E91yLdw4SMgqmmA9O+3JOJkABnxgIB8WkAs3Yk3C8BsF4nHLX8qyQfMN2R/nsbAIoLHkZm69kT6Q3cYeieZXxflkPjsZYIwv7KNa/ukWe4Ee0sQ+6LJpDsExoL8TMGDQhswuc4gN4Z1wlFhHZjWNfSyB4yCxFuLCDwNifM+/D6dIu6GqBlZgdXtba2pDs9mLtmitvEfBMLh5sJ7xqAEmu4cSWEqLyPcmkax3CRWKg5KXGob3gENVjbAWBKzzES4OzffocnTzCNIXl87YyGSLO6JBNIZltvKniLHMfYiQXGbuaHuxjQfKOdMxDEfMSLDA3uDWDPe2zDDdARKwQs/BB9B6AZ9E+mr0JIkOMLJJh4lYBbviR3st2xG9glna44YgITFncQIwSEWxomBzPCoO5HTh54GLjovZfsSuu5+1nZVD0I/tY6EDMTrIvn0E6JtjoD7TcRJkIEe4tz7/F8t93IVKO8O44mOyAy5hOCN4yIcpzpOVig/nAn2b4xqfht0nXzTnT9tw5oIj8ubn6VjwjNCQoiGAQd5bp8H45yXpQvVcXQ+hZ5ZkkkklbeJDI22BAIfEMhdFgvNscwDojn8ZCYfnQH+uAcI+lhbwhGX1J3xtqCCNU66BDkjcMXSQRNIiID8zCDrlw4vgtLmZIC5mwxFtBOeTymRchpdLCbZeoH2Ez7md6bz5d4E0vxyZFSGk9M5GB5RaZr6N9AopDEQ5gru2VmHMmaxzBJfRkvx1Z6L6d4xGWDw3/ZxyWdZfDAs3CVm604fVjwIhoFy6SaZmBZub38aQ9+dzpmrpHHxN74J+THeYZE1eBaQdkjqQnrnJE8EI+3NnmzeufEOblHkkuGyzwIhGwvmAB0JbbbWG6W7CX+whPPyb8CAgncjbbbEWFthz1Chhm4sbNYXUJcy3y8RF+d0Z9FTMbUAgenQ584SMOFB8Y3z9Fl+shMVxW1bNH8Wik0sbfPLDPqLx0ObGirygPBKnAWWx3cy6lqR19Bkfp1HtOnc/l9APNhuSOUy8xiI8SR6BhB/IgPNkCIRK/GWG+wUkfoRBhycILeZiORRsIHsOKUNttpbDbDkMGFEHpM2uHMLbgagwhKPIiTbbz6u/pX1QUHuAW9sG9qk90S+bKkA9Wm02V7Y2P7pBD1Uf3S/4Pb+g8pa35EUOIGGekLzBRQfCfLEuNEM4cm063Sz1BuSK70hS/Kj+KPTfQlYjWKUJaWkMPEiAzVJAi6s7A9jaOr39X03R99uDdrM8ktvoDWWdiftkTuNzM3I17jsk3CHwkfZY/4Xn69NQRRDwRIYef08893DNU+hJhwYfYb6M+0Q4p6ZB2oVo9KvLagKQ1flIOzdcY6HPe0HcgRCz1EZQ+tttsMsNto+upEEDBjGe0+a0LWMJBwnRSnVM5AbD66gcz9zF7aM+8tMvVR/1vP9XT3m9RNjOpaP+vU3/X8ReVPRgwo4pSlKNgkebNz6M+jLKY77hC7ww2oH9AtttvptsMP6ehgKDBAszYAsezB7w3UYDMAIeI9AOLkpYOB8L9mf5IbzLH5kgV/4c8DdnjVeVuqWnNv7K+Qv7zEg33UCH9vcq/7cgTW2vE0rYWxDihiDYUOPQB5uxJ8SH3Vg7rEhkxrMogSUwFZEdhhh9H9IsWBgWINwbMW+JADB+ktk2AHR+xLCq6XL/uSStc7TMvBYLjGT/IHohB02W/jGd+31YJ09F9z7kiY/p8V6Gooae3l4o8/cnaqq3KxsTs2PlY+GyHGKR5vDAtj0G05hiCCyCEIfRAXvel5xM9qx4bHgvYWuwT4L3EU017/rIt49Iy15bfl9ObFg7tmfWbb6Mevn0volWiY20TGpcUUGIGW7YYZmtr0F36S7f6XXn9IGDggJEVv0Zvj+nrPmTZ/T+bNmx6Ca2222+uN7iPKjyL3ML33uYoWQQeQteSO9TyPUMlcfoIJALIoij1RRRLE/TwwBiieqAQTBEk+mTT9OTyKJR/6AYNtoZJNtpJIkk+oWUR6RFPpEEfqD9h44Efwm/ot/Tb+s39Jv6Df0f0b/AEmf4bf12SCz1QZyWLENp6tfTfL1G2FkjuGPeHTIYfRLIksssssssILLLHoSCyyyyyyySywssssmOn6Vtkg9W4bRCWCG23/wcp4NSJMI+NsgAjkg9SwwWWWWWWepkD6pzBZZZZ65IPaz0yz1WW23iW21ttt/Tlsm5Dbb/wCDqHELOTS41sn3E/JnoYLLPQch039GFhYemWWWWMln68s/Uz+jLJf0aCVwYEKBvKbBKCbYC9RAGmMxV5bS29kksF8Q6bBBZKjQnPZk1CRXXWXPGLAYddhCaWxNvEh5IOYgsg9M9M/80s9Gz0yT0yBmZZZ6Z6MJPNV77BkIgmtnKN8J4tsEBdlgzJt5lmPITpzsANFDwBhgnLgBgHoGwGVdCePg6bIoR0YLHs8IYDwPkujW2mBDwU08AEi5i5qYXhYbtiROyF4yKPBh+EjYDvAvfY/ve9hu6S6q8sFvnbTuiL48LA/qV3ir3i3yjyFo+h6MElllnpkhcxS9EeIW3s8mfGx1UIMc/QyBQPob/TEha/d9QtjaNEJmjd/FHLkrAcXluNZj5SWQO6cGmGH0sl/+G1gbIPHpPsxwz60F6N9orO18Q4sP8io/fakJwJ9pSXuecWL3Ej8JHjD6D7Uj+bmKxpyeS0w4ETLduHlHVv8ADC4HX7HHXf8ABFioDvmUb9dQOfsrDm7eaem9hhHDIMOUw/0Nqg5c4TwkN3jQ3HVNIXohg9PnI/a9z1zbXqBzt6bHj7nYR+6EN0VJB7w91RjyvQHt15GK/wDELLxHeISZubp1PrmXRbQ+UI9MR5Ecz/gLrcgPB92Uw/d39lv7DLNn+bZyCPV/Zrsdn7Md37t5PsyX+9H8s3mf3Kc6vcbi5GHzzYSkV5FEQfUIXiGDwddhHUGSf6MkPYbfh9Fg6hgTPzA4OB6fcx/si5s7lew2IHReOUdr7V/L1/ZI8xEzwcgkIejyUdnNfbdxEZM/IMd/YzDWTQIO/tY/ZZNvg4aMR+Fbm78jUIcT8xjH528JvbilfYEC8vvqxQfY3c+xjUP/AKWPp8yJ7klsMp5LB8fZGHchLbHw/TDQD/U2+rDv9+tOn3b++39vv7Xf3+/s9/Y7+zx/I7+xx/I7Os1DQ5zYlcdn96n+CZ/hm3/3L+ib+kbH/BsH8G576/dmREr8WqRxewUZ9i15LT3LU7lqFtbX0Ft4Pqw5+awDmCXfE8M+kbYRxe8wpS28wkAi3/UOdtdAHv6OuN/I1znALncMWV7D/Yfc6Lcjr73XjoWTQjiVkjw1y8dQekuwnHRk0TmXBXsHHVnqewAhg+r9THJADrpnuLCsJyrrA7rYZjsO4pZrWXPy2w98uG08lNg1AwaDYTyAG0zXDm9GYB9ot1wZJi16UPPlb8ybHup3C58LsHkS5E8bxsxfuHfs6Ha5nqJu/KTHywVDte+96FyrwsxQjlwOzpH4ZJPvlVeDKpXfjPlt1u1vIeuGNwnkvXfyWOzQ8ko+ezG0kB17jceZ5as52GOyW6dPB1s8fTvnM+rZyw9iLD7Jj9sh5eh2ee5kU+CgMyvQn5T8ucEUeOAKL7PZnVC+OM4wxPyBsccK9nX2AdIboAgk6m8I25DBzqHfuLgeS8POm2CyPvfobY9iybo1qw5AEHK6OE/GRQ/TNn8ZkVxUWz7SFhSAoEY5vAzIgTPDNL+K2HAaBpmXu7OeI+eQ7cLhFR8EwHYAWewMn2E049ArcJkQazuCLOCc5lfdXqW/rBEzo4vEBARxfgsx240Nv9jWh3dzQQSf758RGncHITVtMYXToUmuPbn2q7DZBtOHT5rA/wCmqcfpvYJjez96asWPUvDAfzqik40Z/iG3XcdtRO95S5sEHAsDA1dCx7/jxUNQ6PO+bTF/DPybBod7T3vKbcl2TxzwGxQbADsM3bLovdodjK12Na0d+oxXNbx+8vVbcN2CV5JDRhdSd2OCgmY8e7kjajoa/HDAlVfcjfgvkMnIPZ6XxpyRBgAEgYBFHWeM4pWPT1IGMPQBxFgiFmBgZrryzwv7DPAbKYcdgfW2mZ57C/nmUxiDkIEgCOc25dGWY/Wti7gQ4y3mgAdzv3j7NC+tnY+zTuXJ7vtI9iowBcLium5rg7PThsIBBe5YWEBsQHhH2YLHYXzLA7ke8seFgggI9lAY8nC9hJMzWsvO8/5Wz3WV9zGpM6qA7K0OihOduPE6wYpomk3nknPC08kPlcW18tq+bY9j6ceI+/L87EJLngZKHiCQP+Sz2UfCn+WWX+6Or+/cN/xLddD+C1S6eo4qnGga4yeLMNfC/C3notPG48L8LfIvmXynHmCMD4X7mpQg9Jj4fTfV9Q72+jfOSEFqO0/sseX914V9p7r+1zi1dQZ4wmvOsKPyN1Zvb0wLtmbrP3pzGB0m92bfFJKfze/cGyEdkx/I2+BcqcKmEwbz7yvzZ37IOowL6M97jzBBGecsdkMuffxG6q+m4+k30BfEZ9D+IEc/goz/AAG1u8ZTK+QZaSnF+Lexwf8ALxIu7pxB9h6Olz7f17pXcNh7tGDHYlY9PxnPFOaDyfgF9iOE1chgEPQn9H6LctYxdwFI9MAyyUH/ABEjgF/BGdzxzmv3eUZaR8FjX51B9XLLxiv8NXOOHgAn9JhwX51vLS8MBkiEAOnK5cDqhAoOogYIGKzLhB2eYyj9sxJ7Wsxc9AbrC0C2l16IZqz/AB2S0/OpP8JTU5i8HkI/maMnYR6LiQ9lPuIiwMd+6jMxLGIfU6KvwXoTuG3sW+AXFJfgnZPI3R7nEakMr7Cwuva6XJU3TNKyury+NZfxFHexhnA8D/GQ44HC3py93oEDrN97+fct5eU8S+/7IBn2cgb33VBZ5BmHbPA9Fa0W5HhSZot1o/h6Jmqa7jdbai+JCEDyF/DMOhnh6SfR+ye+/RJqOT+SA1B4GRi7p+8R8h+6i/T5GNvfzqhQdBFYGY6e2JzH/FEzuv8AhBse/ZCgpUkC/kMni+1Izlw+mV8FvsyB4fTYeFkAa4Jr7/8Aiwhm4QBgitZMAjqaCMgwc+rMZjJ9109IiPmiLTy66yAZOI/eliw8QDvI/d0OC4e9/gy8uTo9mHvHHmAL1UO/9XKTl06knuR3jrwZHP8AOzPtE/BUIMNSfDYgjvVFOKXeie+pIwyA5keROwS6ZReogbO6nHVelZ+555H7LRqfMsCrM3kbPGhltXaNBADzC7pwWAS9wLYOgrDGe9ouD5nQKm7dM2Piq2Hh5HDvuS//AGp2Ia8xHpGpwTr3PUB+Vjd3tvtX7dF9s5K6yd21kkAX1EJgNeCGTBimVy6wf+abDHxPme7QvYZMqsyewjYT8XhIdPP0WvM/YR/7Oye2PITptya39yXGrCjeXon8L9955DkiAc/kWHn7L/qLklMZ4FCgwHzwS+TcgMPZl+ktHR+YDgT7PsuD5Wfc8ksVQc2cDH8PMAhb0P3YXWKM51hd12AO0zTfzogW5A5LC41D6q7w+Q2H7rQDPOwIzBfxmJHWr3kRRzciBNYHNjpD9Oz30S4MMhr5LSOXyQ+d9ywq6iYOm332DR1wVV2hjy3pts+KH93WiJnnj0DDOw8zhHCZ2OKLAjw8ifjYBztBETLNSD/c3vso6n7kChHnfx8CjD6LFnH0QlgucdU4Y53IvJ/Mlzv1HiFf9hCu8K6qfY8YRgrgnWBV/lYETUmKjn4nXwDiEcJ1cS/OlxB4EA8La4kdED1QyfjHoQzs7xOxyOuV6+2uoP8AnlAAQAeDXC5D666kfscpGW2CccPApXYAYNHc5EKAkHQMnj+sG4h6SgdXwhuzlzye5sK3fJ1g8KwdeeOZ8lE+xzh+UGnNDolAxbwzdpxd8Yj0+s1d9xCHa6cIj5onMLJt6T2oRHozs8PG0+JLkcCrey9BdwOgfaB7hE/4+mAACcL3k4ameTAbvdkSnwTzN8v/AJym/junD2673IcB4PyyZvoxlin+rAwtEqb8Q6O0i26rl01o0Ih4JeO2HrnWy99ntmFfPhntD999A6FhK9+LNsPVY/hH6LX03ibVrORuVs4x6/LcbHCoIHfiE8UbGACBg1gzBTmjPKt2zu9xZhciDb1QO4AzmWFD7iJDAPCCR7vtCDKodmB/Z6KXcqD5RPcvCX7m3KBtIA7AO59Nj/5vtlo/vY4Z9yAOsQfS904FgD92A4PznJhDrD2x7PAgIObxuFp74cEqyDDzPobcQgNpb5shl0DYAAwxbFvMeSZnnWQUdGAiaejYTnYOFdH287GL5Z7ns9vOwxTPmGlci+fNSZy+J3+Q7+z9S5sRmdOCduz29L4XWA4WfBv7t0nREQiQRGxqdQfbPqDUfY5C/GaSQN/aR2/2oNnxepA+VTc/jxjTsnpyPF8qxmgTFn2BsYMPzx218Fu8AewP8RIfaxn0Syh+UfrJQMIDW55GRkz/AIe839sHEX/BNV43l3JydDvgj5zM9BIzc6+td8htt35JOEZC52ANo2p0fjLyH7GNxtPayWpbr/JLhhrlBcl0+nokvSAWIjhgssteggTBHI38trn8w/MIWlDAWgISGHluqnmDprAGWPG4/Tab0RJ3uByL3iISNGmR5QwHM6cbrbIi9QumkR+rf+jx7hDFlG7whkNc/krYYiyNhpAzc7zoAPpShPnRicz5x/ckZn7mf4WXd/AIDRnj6bkGP+f/APCB46RnDePqHHgb4BslH3ASZD9fiWbYv+H4YK9SAc/Md24L8KSVQ6XG5NE7nwn6yVjlNFK9C5JVr0BWVv0cPMd8g58X1HimCRyzBMO6diAZ4+dkcOsT5MsINAbHLJC81JKJyz5IxEV15JHWnhD6TSChc4Fc92B2Fg7zj8keXPc2Gw+oAB+jhd9OA53Cnz6f5ayHE9EOGcrpNB6ZPln+abDv+2S04+xJHI+xcgR7aS5bSfV+RAzufgBsjMp5f7KzevtRPYOLlU9k+yDDEH5yw4T8LM2Q9jQ2++FbB/c49FMYqPWbIUfmOy5jwfUz7E8hp5CdhV/X7x/nXjXqaIiHsmDAp1Wrjj+FcCDDoK8p9GH3G9Ar8120/wDfEUVDWAiXB43tHeA92gyJx4aIjzos8ycY6feTgU8D2944RHsAen+JqOw0EeGO2/YRbifgv0tsz76uY+5dA4kANT80NOn0gPH7x6F7c+0LAmHcBktU/NfnC1c/e+/bO7S3JHy7K+6TI/EsfhxvbZfme2fZe+XvkIHF/wDb0o9I728dw2/G3Sj3J7v6jyvr0Z9CAgA7QH/sQPf9sf22DeiEo/gI2yhI8cB9iRzn7BHQfrzzmhGZ6r0gqwoysYehg3cCXJvlMdN94gl74wz0ewQnDEKlrnph95mUgCsDLzAfT/huIRHEI47lnsT8ZDz9SF6/Rj0oZnqPRohenphDbR6+iNgf4SPj+lJ9PihX9ifB6E/22L12Rm1L5kztDL/u16Ah46fY4COKmVb8d6/d60DCh5MRXqp79ZX9ZON2DzS83zadz5c+S/oKfMni/o8kEwLHXkfLCtH8UFle5LpQkHi3R2tCG6Mc9mCwCAexD5FodEseSNj2NyAmsWIZ4gbwPwNh+i/nB6b5f9zEITI33L6RJ7dp39JnsSdg2Flqd30bzY4EMYmz3YR4w8fIGZ6RmLgTzu9LPfZ5HpxNyO0mZFnoLnWILZEk0zdOzA+Wm/hP76O+Qh8bJfxCFZ/TtsufTED/AIkOeJR49C5oSr0DWeduqLVuWvDKgs2hz5DyS5t0HUH7EANJ4Yn68MYLA/LY3PjpfuW+Z9gYHf8AOn+MLtSduzg/Pq/4oggb8J+OCSOwvItxXCNkocvo1cxKAr/zowYqRZfDEvhks9Ms4kTm2yUI8rCcPF1dBvY/jB25Oq8u+7HdiuTBsRKuBYMUWO6TMD7k1zqe2enR9HAnzed3TW1sSPG+hLx9zgQnAcBGDOACDAn0Z/Qskby3CUdgJ6x1LA1DGGjPAjJfh2Q7rRfhiFQKaFPvcluParLhbHzgcmYDYU9C7WATunPddhBxGLEJzaC7Yok749VaIKDAsBojYxAyRQAICie4uptA3hbAXLIyLbA3OXewUEwQPhB4s2EE/NfclNqHF0FzK+xPyYMsKIcOSS4IqBaah+j0fRGQLvjhriK4kSq7KROI5O4SnlOo6wihbtKkLAln5PTbZQ6oSnkkHckHc9JKyYzxZPYyTZa2pIblECEaT4gse2OA8iJ/ANkPsLdrfguVxvCX86xco46QD5JeZ990zfeQbVz+8Rt1MocLFrAPcl0GL+VPLFSt/CfThJZNDcIfsb3wklYH3gLGkAO2P0SejhuZhwFyeZhWjEC3WJRFDFnGnjMCPKdThAiGOLo7EB4YWxwjeznAhZs3SnB6f/ry/b6bzw860Rc+2wXBkrMxTXYZaodPylLX0a+mrLDlyy3uJadb9W63FW+E70TELICoDMTkWPAjqgWmi8aQ9l88mC9A+UmxMyfkHfouEXxg/wAiCY0jaWhprNltXE3jJ+OzOgVDywv0SxoHPk33SIwo68jY4wRugnOnaMTnCnL0Z99JtIrso6E9yJEFwjgHI7NhjrkzoZg/AGsLT/AXdzHjEs3oj1Uvysig5w2Lg05cRoyeMAqwRGts0e8Puen1PiCHU65ZB6SY4eoK5o98kx1+jdFKiBNHq+ibLT2QGpICSW6WeTf4Ks/wWM1Y9os/X9Yu+8Zvz044l2kfFdUl5areQrD8x0Ya2XnMfDirNvjkT3V3dy6QppsTuH2gAJfKPtG48mQvwmLJz7Ir/eJPOLzpgk3OEc6shAXX6mvO/AfYZFZucpms+ITdzEG59Ytof2ESF+47OEWk0EMbxp0zpafTvqZvgG5Yra/opNnH7GBGdu45LAwLuHX2X9TMXF5Rgp6YG3cs4VmYITIdARMb0WO68nTtHlrBOm5DVDz89iLCWvpEungmBmyJ8acQy6RMdMD7SoBX7AR6yJv7aNDfuTAxmSndHJcigbDDQxNpWvRTJi/nY+38pjoHmZHrSzffS+WyESPM/Cv0wnI6gg+2YO/sdjfySKyXWE8HFz3oeQQZcvf/AHEKzhTN7bCkY6S9ydH9vL4S2/pBIh149ts3RnJtEnGtvj0RYw8YFKVRFYUv21Hi2o5dGyOkAQj4BYd8pjMPxwJn+NOtv1wWCCZi/MKwdAAe3Badx9LcvOy2rYz2IYFZyneRbjaI/JuNxN5QghD8RJcGYkbxYd2cNaLvKFRY9xDO/SgdiDwYyM2vDJHBgfWF+VLUOzJB1ScegZlp6Ov5hSIS4ZUmS1RvFIM7MblXHyv8JahTW6RsmAV/cM0AA73T6WdGwepwmNW3yBgQMiz5Uu0RJHux2hlj1VtssQJ0FhOSGP8AuM/MoUc/ZL8EnNjg0nT0Ptd/zlOsY0fogEyDO8PeMD2QOOF+EPgclHkySph+UIWfCD4JPOAv1Y7g+j6IktEstSiSskM5xuCSES6kPEid+i4Zp7CF4YRcCztQvdSGoI8INBey6CxAeUMJ7zx12fpE7i8pH8LrH5G8Lf6QQ9x/hDADAOCQdkaO3sNZCine8m+E8jsp2LEljIgtl2LSDJkJg1gGxOHgsvJJoiuQYdWz0xLApMveJ2JjJkdlxc8qMs6fT6yfUKlu8xAhYPlxPwxdK0lr2gkInUwgsiUZiS6EIJ3AhcgRvBHj4LtQijGcOw28EBCWZKDmALCQgggvyAMFgngZzBOjZAcSUsDoSe6p4oDrPQRYbBaEg6S6tZ2CYN31CAoEkmJrI8CUIfUd/LKzH7eiBEPxOJ6E+3EkZGvyyHqQuJbJTzuQzjAzEWFqslHCAzq5T585nL6289uduzELq9jDNsgFiQB6GT6BZBEIt9NvZiilWp64rJ6A2SSEWR+J5YJIJLLPVJ9MT18AkT3hHgZQDrIpEZ0lUF3lgJGJBIGVJgQM5CAegME8yWGUZYsskWGTpG9wgbGyH0ApDoEYJRjH0WPRT0YR2hPNT9TIqwwQsqw+767LQJ0JEO+oSYwOhq/Uqd06LcVItDujXUE9gSXoIobYjcESY+gEjTxDOWSOLXx5Njdx9MbGxsbGBufFz4ssiB6JHGxNLYLLLJJmXDOhMl5t9R8r2fs9A/3N/v7/AHc/v7/f3+8v9n+rBBBBR/b3+z/8E1iCSECf2F/sL/YfqgCCCCJ8+/1Tn/Y+qc/7b0Af3X6oAEEAn9t+pIdRQD+59En9tP7u/wB36XP7L03/AJFP7Cfyyf2E/sJ/fz+/n9/P/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/jpeg": {
       "width": 500
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Slicing data...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Analysing data: Finance data\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Analysing data: COVID data\n"
     ]
    },
    {
     "data": {
      "image/png": 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+8+bNs7p4ZDrKRuhDbD744INN8CMP/0fLURZ6LwIiIAIiIAIiIAIiIAIiIAIiIAIiIAL5JZAR+xd5Zpz5AxHPwOUNHr5wjAdwLplxDvsQODjOMZc5/Fy2PODgXwC6dMR1LiRFr/f8OOZJ5W+Vt8Rf48/vKd1/WyVXny/ymn+4d3Kbf8jDr/c5Jzr/wJzP5EGKzn+8j85fPv95PtqKgAiIgAiIgAiIgAiIQGkiIHGtcHrLxTWiJ7366qsWYQlhrGPHjib8IbFFIzVJXCsc7qmKWYUlrvHdkBeJ74a8SlJKlU9B2zBlypTwwAMPWNSvLl26hHbt2pk8lWykLpZvRfZCmmWOQmRD2MqMyZ0IVEQR5Ds7AiznIpnxvkGDBiaXEXUNcYtIZoiJRDbjOqKfIX1xb/JMgOsQxuCE4MU5CLzIa0SFI+Lagw8+aILpMcccY2IvUc+Qy6KJspG/iLaIuMYzTURfv+8/+uijhOIawhnjCLEPwQ8Rj+cR5Es7iNiGVEYZyHoIZMcdd5wtiYs8xvNXxLU5c+YYM5YLJbIaEdSIAIdsl0hcI7Lmyy+/bHIf9YCDM0AWnDlzpvUDEergs99++1ldCxohMspQ70VABERABERABERABERABERABERABMougYxY2PctLp3xUCT6oI3PPADx/Ty84Fy2PITxYzwsYh/nkfwcf882u4jGOby4hi3lejn+oI/PXgb7VL74+9jS+NP953NDMvMPc4eLaD6P+OfoXMQ8w2efs7wMH3e+9fwYh36+XaQfIiACIiACIiACIiACIlDKCGQX1xBMkDsQe9555x2TIIhUhOiBuIG0we/NSB1NmjSxpfZYog65gmtWrVplEoX/roxkgWRSrVo1i2LkkX4QMjifCGE5RSIiH2QwoisR7QdBgnz4HZ3oQhxnKTxkDc7x5xEcJzoR5SGXIFrwO7s/Z0BUQQJBhCE/9pMHn5E/OJfraR+SDWX7tYm61sU1hLQ333zTBBLyYvnC008/3YQXlkikPqTcxDXqRF3gyfKjtJP2wpN6IL9RJ9rnkdS8DdQBnogzLPHH0oBEuiJPxBV4wJHvQvQZwg+86G/yI8HRozchvzhf/w5E/cmLPHlPfUiUR3+QL/XhfHjSN/Q1nzmX6+BAPaIiH9fRXvqHNnOdjyHqyPm0l+sZU+wjzY4JR7R5+vTpdn1mTGwigl2rVq3sePYf1IMXYwC5imUVGefkz1KQyFEkeBDdirLoC+oX7Qfe+zKKRLDifPKAH3IR7fBr4EHULI5znke8Yj/thDEvyuF67hG2fKYcxhF9Tvu5nvHp3GHk0hL8uYbxQ97UHaYIYMhZCEhEFUvEJzsv6keetIfr6UvvF+pJfzCuqB/jinYQrQuuzz33nF2DvIlohVTWqFEjG28eKSx7efQN+RNhbdy4cRb1kahtjJkjjjjCIpiRD/cnXLw8zmH8sx9ZDEZIW8xvL774otWb6IfMb/QxYhbX01eUxViYMGGClX1YLEohkScRt8h36NChxo+5j6V3iTjG3BdN5IP4xn2NKEc//e1vf7P7j3GA0JrTPOcR16gr1xAtjkhtmbFxzBhgjJE34hjy27Rp0+w9HJlXDjjgALsfGQ+UwxhAXqPfuE85H/GOvslJXPP74eOPPw6DBw+2+4IlQRHTyJu+pd8p+6mnnrKxAJ/27dsbHzgqiYAIiIAIiIAIiIAIiIAIiIAIiIAIiEBBCWTEHgjGnlP8v9RBhv6Qkfc8yOGzP5jiwQn7uIatP9jlXN/HlsRxzuczefAi+Taal0skfjyah8oXf42/rYJU9J7R/ffH+Yd5JDp3ZJ9/ovOQjynO548enOvHfc6CMS/O9TmKzxxn6/1hE1tkbvPP2oqACIiACIiACIiACIhASSeQXVxDzEBWQOZ45plnAkID4gISDLIEYgi/N7uQ1bRpU5MdEDBY0m92TCRCdOFZAbIOwgnCB7IIeRNJiJSXuIaogbiCPNWiRQuLkkQ+yD/kz3HkGKQ65BykDeqFSINwhLiEfEL9qAe/z5OIWjRy5EhbQpBz+L2evFhCEAkGGceX4+vUqVPIjAkkXEveiZKLa/BiuUA+wwzJhnbzQiLzpRJzE9eoK/IJ7UIWoW7wR0ShHsgotAmeSDj0ibeBSG9vxSQuykf+4jxkJ6QW3rPMYfPmzU3qQS6aNGmS8TzllFPiwhb9Qnn0P3UkEhN86U9ENfIhIhSCDcIb44GEGIWcgxDG9yuXqZBuYMF3J85lycJDDz3UxoRLaFxPfag3/YN4Q5m0mbwQeqg3sgzXE00LUYrEeKPNyYprfLejbiyHOGzYMKszfQ8j+hqhisTYQPBi/NIX1I+2UCd4MwaJ4sV4pB8Qs5DC4I4ERX24BuGLsUM/MH45j3HAfcB+8oQ1nHnBH2GSLZ/pC8YE3BnPXM/4hAmJ+lAX8oA/9yH3DHlTd/qM76+cR92INpYfcY28aD/tIfoYIhdiHPcJ0hLjgGVuaTtlUY9Ro0aZDEgUMe5LzoMrMhltP+2002z+yOm+Ypwg68Hw0UcftfG0xx572P2DTIUwFhX36EvKgBcv+pF7hDGHQMqchBQGb9rNfQg76k+iLO575L5XXnnFzuUY99eJJ55o44/7inGJRAY/hFD6IZoYC9wvLK9Mu7kve/bsaXzoH5YQzo+4Bk/6jfZRR8YRy54yJzB/0QcsQexjgjEDO/ZTT95z71CnO+64wz7nJK5xP5A/keL++9//2rVnnnmmyXnMVfQpxxHgRo8ebfcbY5k+OfLII21ujnLQexEQAREQAREQAREQAREQAREQAREQARFIhUBG7AFN7FnI1n9xyoMtXiS2PCDhQRIPMvjMeX6M936M9zy44zy2fPZrOIfknzmWU16+X+WLv48xjT/dfz7H5DRn+LFE8w8PaqPzj4+t6HzDe9/P/EVZvPxBb3Re4zyf4yifa7OXb5nphwiIgAiIgAiIgAiIgAiUEgIFFdeQaJBVEDtYlg9ZB4GE73Mk5C2PJMSSgYhHyBD8vp0o4hp5IRYhyiDJIZwgTCHAIPsghyCDUDaiBnKF/+6OvILoRIQlBBSkFQQjkreX6EgcQ6ZCLEFeQeyh3vzOTz2PPvpoiypEmS66WCY5/HBxDVGG5Q3JE/EDwYq6IbwQsY58yZ96DBgwwBgg1CD/ZMbEKb5nwBBRCJELMQsxx3nyHYe6IEHBE8GK+iGMJSOuIf7wfYf8iQzFtX369LHy+W7jSzQi8iCr0C4vm3pzPsIa5RKRifzgjdz0wgsvmABEezmXttPP9Jf3EdfSL/QnfYRkREIueuONN6xM6gA/yqVPSYg5sGMsIDAhBNIO+BSluIZchywED8qiTvQr7UPqggfiGmIZ7WUfUhwin7cZrn4f0G8IkWy5L2CD7ISoxZigr5HBOJ+xj7iGjAQn9iN+ISshRpEoD8ENqYw8GDswQ3Yjf8YT9yP7GDuM+WTENdrJddwnSE3cb4hT3CPR+4x60B/kS38yXgoirtFW2oxUOXDgQONxxhlnGDNkLngnk+Dx9NNPW70R3YiedtJJJxnDnK6nbxHdEE9pK/dir169jDP3NH0KX6TJ8847z6K6wZZxQOIaxC76As7cH9zv3B+J5rncIq7R1miCOfcVY9Ejo9EmZE7GE+MvmhhzXMO9ccstt9gYyklc4/5EauS82267ze7Xq6++OhwWi6rGeObeJlFPlhzlPmBccy9GIxRGy9Z7ERABERABERABERABERABERABERABEcgvgYzYA8EtLmpwMQ82/DPvSTyM4WEGiQcw7PdjPAzhfM7hPYljfg3HPPFAh3w4j/f+2cvza/2zl+F5cVzli7/Gn+4/nxuSmX98DvL5hnmE9z6vcJzPbMmP/cwzJPbxmfJ47/t9PvRzuF5JBERABERABERABERABEojARe5EGiOP/54k3CQi5AtklkqlN+VkY6QjRAa+L0ZSYzfrT1yF5HRkK26du1qwgcyB2JOIqEjkbhGNC6kHiJzIdcQAQhRB7GDfS4AIQex7F1U9PH2IrYQCaply5YmfyDgUWfagsBCuxCskHIQhhCnEqXs4hrfHZDR+O5Afgg3CC9ITrQdASU3ce3nn3+2CHBEXuN65Dq+cyA1IRLBk7rSLmQ+pCHkHOqAgJJoqVDaQF8h6ETFNfKizchqI0aMsHLgChcYkT+SFOUj5nEMcYXyqR/cENdoF/IUxw8//HC7FgEG6QkRj74joh8RmxDvkJ1ItBkxiONIWlwDQ8YlMhD9yjkIPYhMiG98V2M/bUbE49rMmHCUSMyCG69klwqlfCQqxg3yEuOMdsGcdtBO2u/CGvWhn2gDbWTcIIERkYs8KJsxgICH/MMxxDXksPHjx9vnw2LSEPkjyCEVIWfClzrD66yzzrJxzb2GUMRSmGwZI4xphCYXMtmP4Ek76Etkw0R8rDNiPxA5ucdo88svv2zCGtdSPkIc9zb3EP1KPWjLsccea5Io/c8Y/d///mfnsbQmEcqSWSqUyGKwos7DYuIq80bv3r0tSh/zCvyTSYzD+++/3wRCZD+YE3GQuSenRDuQsohaN3bsWOu3q666yjgTkY/IZU8++aTduywBSl4udtGn3E8IZTBjzuDFkqWMj0TzHP3DfUP/uuDbObZUaHZxzcctzOGKKIpUSV8fd9xxdp9F28X53M/cG3mJa8iC8E5GXEPiY/6gv88991wTKaPl6r0IiIAIiIAIiIAIiIAIiIAIiIAIiIAIpEIgI/ZgxmwzHmqQeNDFg1GXOlzI4DjvefDBe477+Txo40FV9Jjn41vO5zpenOvJP7P1/FS++Gv8bZVFdf9tFcKYH3Kbf5gv8pp/+IMHeXg+Pv+w9fmI/Bl3nMsDY7b862KOc110DuOYX8sxzqEevPdjdoJ+iIAIiIAIiIAIiIAIiEAJJ+Ail4trCEzIKcgMCDUeQYyoZTmJCgguCFMIZAhZyBweFQlhAxnJBRZELgQSpCPOSSR05CauIYIQjctfiCxEQUKsQlwj8hHiCbIPv8MT+Ygl/5DPSN5eBC3EIAQThD2Ocz77n3rqKZOkPMJVx44dLcpYoq7MLq4hDlEu4tETTzxh3xcQvZB/YImAkpO4RnuQoJAAecZCuxCk+G5CtKsvvvjCIlohcRFlCTHvsJjolBkTtkiIKv369TN56rLLLrNjMCMfEsxnx6JLIeJExTUkG4Qr+CDgIIEhaFFfBCyi5Ll89uyzz1p7iGDFeKEeCDsuriEeIQj16NHDpEDqT30nTJhg7aZ9RKA7/fTTTbyhXow/lkXlexWCFeIXbaYeSGmIUCzlyH4Xh2gTMhdtTlZcoyxSbhwYo9EEK/JHLEO8o3yWukRcQvBEpqKPuVeI8EU7Ef0Q02DHGOOZGREJX3rpJasv+xDTWDKVe4ZrkeOImEebWYqSKFow4jsmY5r2E/GKvkSo8nq6MEW59KG/GH+Ij9SZ+48IcPQJ/ZWMuEZfcy9w/yKwIkkxfsmfe5c+RA5DbKP+9Nn5559vx/lOzLF77rnH+pX7y+cV+CVK5IvMBQ8EStp7/fXXm0TK927//p4oD47RXyyRSTsQZukvJC/mipwSIp4Lc0OGDLF+vfbaa40z/QdHRDjmub/+9a+WHyIeYh33DffTAw88YPcoS+/SP9wXeQm6yYprXmfOZxwh2VFubpHPGDfJiGucw7yJsJdoqVDKY77gvwfcq8wJF198sfW3101bERABERABERABERABERABERABERABEUiVQMbcOXMt4trmTbGIQuViD4Fi/3MRw4WN2K6wZfNW6YMHuS6KcB6J6wJvY5tyGVvlNh5+IIJYHrGDXG8PmH4/hzw4n328VL74a/zp/isp80/57cvbw3geuDOP+VzH/MfcZvNebN4icdyTzXexedHmOt+prQiIgAiIgAiIgAiIgAiUYAIucqUqriF1IHPwHZ/fl3l5VCSEHoQiRAukEKJPEXkJYQd5KxVxDfEE0YJyefH7OHII5fJ7O9GekHkQvJCFWMqQCFXIciRvLyIPEg5yEVINEhK/xxPJiAhTRBZDjEIMOeqoo0KLFi0S9mJ2ca1OnTomuFA/RC+OI8IhmiHvUX5O4hqCENIgPGkP7aJ91I191IsIbtQTkY16nXDCCXExD8kqFXENqYfIUghSiHt8FyJCHAIOEhSf6We4IhQhBEXbQ6QsxDVkJ85DukKQQnBhPBClCcHJl1yk/y+88EITBwHLWKE9tBnuCFywYz95IyI99NBD9n0MQQoRCSGOOtPmohbXGFMIZAhaPXv2tLGDzEdCMnRxifqeeeaZxo0xwDl8h0SwY+xRTyQzxhuCE2IWXLiepVL5fMEFF9j1SHFcy72JyDVo0CDrBxfXOEae7OeeOOeccwLRzSiXMcM48v4iah1SKUJdMuIa4+z111+3NsMf6Y2lL+lz+hNpijFAvwwfPtz669JLL7V+od5E5UtFXCNPJCnyRUClLf/4xz8s3/x8z0a2u/XWW03e+8tf/mLiG/dybpETEXAZS0QeY5zRxr///e8mECKnIZo+9thjdg73L8IrkdxoK/3p9w3cEbqQXb3/Es1z+RXXEHKJzEe/Ivlx/xOBkH6NJu4jxgf3RqKIa5zHC0GRdjNOmStpH3Mj9xj1Z/wjZsKB+5IlSulvtkoiIAIiIAIiIAIiIAIiIAIiIAIiIAIiUFACGbNmztpqnxU0J10vAiIgAmlAoFz5cmHjpo32QJs/zvAi8XCWB7ps/bO9if1gPw/RfZufB+qeh7YiIAIiIAIiIAIiIAIisC0IuMiVqriGTIUgg/hBHmyRaFy8QoQgWhHiEhIPkaaOPvpoE3cSCR25RVxDeCJvJCeicRF5jfIpE1GDPJHCELuQLBBuLrnkEpPF4OvtRZA58sgjTRBCpmOJRRLCzsSJE+16hCSiz7EUH9JLopRdXKOeRKhD+iLSGMISdW3WrJmJZtTz3nvvtaUUEYkQxDIzMy36M23x9sGT9iHp8X2DeiPk0UZ4Z49chqiSiriGkETb4YNoSFStK6+80qS+6Pcb5C2WpuRcxByuY8lPhC3ENbgjnbGfpSNZrpVEXyHdEImLyGkIWkSEQ44h0UaiXnkkvWibOY6og1DH9zFERCKSEfEKeYc2F7W4xnhEvqSPENMQEElIetQb4WngwIEmdEWXMvXvj/QVy0ESVQ525MP4IPoa4hpckLX4zHh1IYgxTd+Tf//+/W2c9+nTx7gxTri3iPSFMEWEMJa35Tusl+v9BR/uG/olGXGN84mwNTsWcY6xQORCIvAxfknUi/IR6ohsRn/16tXLykd2or9Ks7jGGEZcOywWzRDhj36DB2MYsRIeRHJDNKWt9B9Ry5hHENeQ2+gDuCSa5woirhFRj/u/IOKadWbsB/Ugoh9bEu1AhiNCHnMQ9zVjkKVwkWlpn7fTLtAPERABERABERABERABERABERABERABESgAAYlrBYCnS0VABNKPAA9h16xbY/+ym39ZzR9poi+O88Df/xDAA3v28Zn9vGefH08/QmqRCIiACIiACIiACIhAOhFwkStVcQ25CykNoYNoWkg5iBpEZHLBjONEMELWQVRiCU2W0UskdOQmrhGBibwRKJB2ECqIlERUKEQaRCKkL+rFeUQOuvzyy03Aot+8vQhPRJAi2hpyFbINCbmIiGYIPwhJ1JklMRF+EqXcxDXa6cLWuHHjTEwjkhlsHnzwQZNCouIaUgxtgSNRkIiURV2RRxCYaBPc+M6BUIPgRAQwjyiXqrgGA9pMmbSfyFQ5iSm0hXZQL+qAOIOISHsQ1xB8qBdiD2Ig4h/JxS34I74hQ/Xu3TveLx5pC2GKvOlT+pA+5fsY4ht5IyLSXgQt+oZ8i0NcIwoYdaTMU0891QRM2kW/eKSuhx9+2PqNKFiIef49kvMQ+1xChBvj8qKLLrKIgNkj0RFxjeMkZEVetPFf//qXiVCMZ6IFMtaJhEXEMyRCIpMRcS1aLv1FhC64cl94JDz6J1Eich5LjCLrMYaJnIdcSaQ4ktfLl5hEOEToIxIeQiG8UhHXGOvIU9t6qVDGMCKgL+fKUriIhcxLzDlwOPvss01cQ0xFJmW+YLwT4Q0Zln6gjxLNc/kV1zgfsdQjGxZ0qVAfAy6W0m9EyyOKHPMNzzeQIv15B+2hr2lfTktHe37aioAIiIAIiIAIiIAIiIAIiIAIiIAIiEB+CEhcyw8tnSsCIpD2BHggu27DOvsXxr48TfTBPw/o+ez/it0lNd9ynPc84FUSAREQAREQAREQAREQgZJOwEWuVMU1F7YQHhA6iAKE8MDvxPxujCyDuMbv1sgeiGuIWkRuSiR05CauIZQQxQ1RhLoTeYzyvEwiHFEmL0QhBCAEKaQbUm7tJbIQiQhTqYhQzuGzzz4z8cMjriF40E4ku2HDhpnAhNgCG5YQRfiKimt8hiPtgwECCft4wdTFNT7zD20Q11gikmULSdQ9lYhrhSWuIf5Vq1bNRL/OnTvHI3TBALYsiUnkKsQ1IocRuYk+Q1ZDmEPMQdyjnd6nfP9ycY0xRIQphCLGELJQKv2VW318nBjM2I/oeECqyoyJa926dTMxj3Oyi2u0PyqueT5s6XPuA8YwS7MicMIBcS37uPH+9Ouz9yviGtyQRbeluIbMdeedd5rMVBjiGn2PLEd0L+4Xxjj3L/2NnIcAm0wiAtr9999v8wMsGWdIdYiPOSUXJxHxWCoYcZOIa1zDd3/GCxIg8wdLmDLGiTBHFMlRo0bZEsXkTZQyogEi+5EKS1xj7PAiiuQzzzxj9wvR3hhHRIRs2bJllmZxLvMF4ybRUqF+EWIlcybCLG1kDmLe5h6kHOfuAibzRY8ePUxo9Dy0FQEREAEREAEREAEREAEREAEREAEREIFUCUhcS5WcrhMBEUhLAuW3i0VcW7vGIi7wkNwFNI+gxmceAvPHE98Cwo87FI4riYAIiIAIiIAIiIAIiEBJJ5CbyIUUgzhF9B1eLmJlF2oQKZ5++mmLVMY5jRo1sqhDRJzid+d58+aZtEXEIj4jchVEXEOceOeddyyCFLIJUgXRxho2bGhSENGAkNkQv4gehkyCIOVCUm7tLSpxjSUliRrGcoIjRowwEQ35CUkEiYv6R8U12oQYgzjCdwoizBEdi6X7EGgQA2kbgglMiaAVjXyUXXBiqUP6gkhupNyELSLKubRSkKVC8yuuIfoQsQwBi4htRFnr2LGjtQs2RHsiMc5YKhQZp3v37iYHEd2qIOIaUfvoA8QjF+l8nFihsR9RcQ15jr6jvzximYtJjEmWCuW+8aVE6b/s3wv5TD+yhCxjlnGQiriGAMr3UcY4kftyWyoUEZAId75UKBG6ovX3dmbfJrNUKFIT7S7MpULhR5+S76BBg0xgRFT0CHv0UzLJxwtRBJHLELwSRU6knxEn4ck19DMR8RAE6TPqxb2DqDd48GATuuhn+pLIdBwn8iARHJHIPIKjjw/uS5YGpp/69u0buC95hpBsxDXGPfMI9SOyH/IubUJcjYpyzia/4hr505+MR4/wSJvYj2yJQIt8y5yDxMb4p70IbEoiIAIiIAIiIAIiIAIiIAIiIAIiIAIiUFACEtcKSlDXi4AIpBWBcuXLhZWrVtofiHjA7YkH0jn94YH9PBQmseXhM+cRAcGlN89DWxEQAREQAREQAREQAREoaQRyE7mQJJA/EIqQexCnfAlDft/15NcjqCEcIVIQ5QyJDRECCYQIRi5iFVRcQ2pBcEKsQapA3GLJT8Qrfv9GgmL5RCQLJBPkoG0prrno5wIUkemIZIQIgjhF/YjABrvMmCzDeUSaQiJDAkROIdoUx0ieD1IhkamI7hUV1xB+iLCEgHLhhRfatfQdUb5IuYlrlAO7999/3wQxvuewpCkiF5IVnxFZXMBDsEOCQsxD7kEYpF/yK64hwNAmykXsQ4ohghzlIv/w/YooXETCeuCBB0xkKgxxzSN7US7iEZLcVVddZf3g3+ng5bwZbzmJa9wnRIfjHqF+fD7rrLOs/i4Mkp+LQXxP5L5gH/9QChExFXGN8YIExf2J4EW5jAMihCE7coz+4h6GKxHt+H6LKJiMuMb4e/311+0+o28RQLnP6C9EJoQsxgD3GOOVfZdeeqmVT2Q0ZNdUlgqFD20hYtqjjz5qghZ1Rk5lXiHiHhIm5ZE4H/7UhxfjFAmVCIhvvPGGRbKjD5mPaDf5EC0N9iTKImoe9+Urr7xi45cxyNKoUdHN+4/5jkhu5A9r+hLhDaGO+4V9jFt/llAQcY3nC7QPWZfxyrwBF/qTvv3Tn/5k44w5lT735NIadSZyXTTiGnMJdYVhdB537uTBPOr3AHyYSxhH3N/UATGPPiGKHfOXkgiIgAiIgAiIgAiIgAiIgAiIgAiIgAgUlIDEtYIS1PUiIAJpRYAH3avWrLKoBDxs9oe5/scGHuK6kMaWB7z+UNfPdZHNP6cVIDVGBERABERABERABEQgrQi4eJZ9qVCkB6IBIYBNmDDBfj++5JJLbKlP//0XEIg/d911l0XiYWlIhCNkLeQQIvcgkT333HMmaSGPIDsgkKS6VCj1JEIWQhzyCsIaQg0CFzIH+xFQKJfIa0gdJUFcQxhD6kI8GTNmTJg2bZoJIchfLLl38MEHm5yGMPTYY48FZBsiisES2aR+/fomryCOjR49Oh5BCxEnKq4hEhEBi/I8X5YtRD4j5SauIZ8R7YzxQEQpJK0uXbpYfyPx8N0IUYnxgOjF9yDEHiJ/IdURiSkVcY32z5w508YR11MOgiTjCAGK+iLNTJo0KRAJDiHLI3AVJOIaMg6iHvkOGTLERCaWhiR6FePKv/PRD2/FomXlJq5xn8AC+ezxxx83IZExh9iz7777mtjDd0wEJwQpXnCmHfXq1bPPqYhrRCDjHmMcEYEL/txb9CMv+hspjvHG0pLcC0hfRARLRlyDDdy5j2BEWQiDnjf3NtG/EOdY5rRBgwbWbxynvZSbirjm0hWi3bhx44wrkhjy5RFHHGGiJGVRH+Yh+hEJlPZzHgIidUDMYlwxnhk3CGTcRzBq06aN5cf1zCcsAUpbXnvtNRMMD4tFQ2NcI2XSRyTqxQsm8GRL39OXsCBPIrRxHX3r4ydVcY17inGFlEcdaQt1pFzYILVyH1Aeop5HVKSOXMeL94hrt956q82Nl112mTFgbHCfUUd/ZkE9kYK5DsmVNsCHfbNj9wBlEwmSewPRlnKZk7hHlURABERABERABERABERABERABERABESgoAQkrhWUoK4XARFIKwI8vF25emWoXbu2PZT1P1rwUJpjvHiYywNejvHe9/kf8HhAzHslERABERABERABERABESjpBHIT1/gdl+XoEBZYapDfhxHEiLbDMaL2IMIgWiH+IDcgEvkLMQJJh0hriD/IHYUhriGKINKxXCZRiIhuhKhC3kQHos7INkh3CC1IVyVBXCNqEpGrEHrghQBG/RG3XMRCVqHOiHnIKcgoSDq0ATkFuQTeyIJEW+N7B2JbVFwj0pVHqiKKGkIfggkCDqy4hqhJMHr++efjS2QiNNHHiDGIhkh2nI8gw3KA9Cd9iEBDGUQTO/XUU03OYixwfiriGsKPjzMEIzghzDHOiIrFGCIyHfVygeq0004r8FKhSI5IcYz/oUOHmoB03HHHxSOK0SaiSSENUS7jKaeIa35/0y8TJ060fmMc0l9IlUTC8u+L9B+M+R4JW5ctUxHXkKvoA9hwf3Kf8R2Ufma8UH/GG/VGXqLutAfhKBlxjWuRwRDTEJa477iW+xtpDHZIcwhuJPrr+OOPty2fc5tX4JJMQpIkChpSHHkxLhgrCK8wRZiCK/3IuESwQvJirBP1DA7cX0QmZJxzv7CPOQvu8IcX5yD1MX8xthHkGAdIh9FIhV5n+plIdNyD1A1O1IcIeETaQ3aLpmTFNYRb7k3qT9nMZzxr4HruASJaMufRVl+q84QTTrDxiijozx9ccqO/yY/2s8Qu/Oh3hErENPKHg/cH/GDE9Yxfxil50j6PDongx3yEwEg7uT8pW0kEREAEREAEREAEREAEREAEREAEREAECkpA4lpBCep6ERCBtCJgD69X/mYPtXkQy2ce+PLHBZL/i2T2+8Nc9vHQnPN4zwNmjvu5aQVIjREBERABERABERABEUgrArkJJsgNRDNCqhk5cqRFMkOYQFTg91ykKAQiJBbEHs5DbECA4HdnrkeK4PdkpBciTvG+oEuFUgekLsojuhhCB3UiQhBlIrRQJwQMopMh2pQEcY3vDjBA9kGkcRkKmahnz54WCQlxDVEFIYb28ULggScSG+3y7ygw5RjCUFRcc4GKa2FDH3I9eSPXIO6QiCAWFdeIcMb3GReGqCfiEFGs+H7DMfqPaE3IbCwZiexGNDfyR5xKRVxDOqSOlEckOuQcJBvGGH3NGIIRghGyHxG1iPRGW+hbxttbCSKi5Xaz0h8IOr70KW31RNlIZyeeeKKVh2zI2E4krlE/BDzGJrIQMhTCEf3pY58+REyCnb84Rl/R5wiBCEXR/vQ60cZ+/fqZnEXkrMN+F9cYB7BH7EMypc9pG/cD44V7gzrQh7xH/kpGXKNeiGCMJ5ZpRawight95d+D6Xf6hiU8ua9ZttdFqNzmFT/u7cpti5BG3yLmwQb+SHLs4xjjkfHB/eAiFvcCL2RQpD76l2sYU9SfvmE80y7aR2JMkwf/cI17hH5nbqNdMIRZNHF/MFZZkhdhkH5nDBMBj6U7YRBNsEfyo//uvfdey7Nv377WfzwzQCzkvmFsM2YY+0h1jBXayDm0k8/MbYhjsEYmpb4IioxXXiTGEiImW653hvQZbeJ82oQcx5K8RGwkwYVxyziCF9wYM/CBAxIfbWPcIq0xTjnm5Vom+iECIiACIiACIiACIiACIiACIiACIiACKRIoteIaDwzHvzY+tGjeIrRv3z7F5uuyZAhsS9aUzUPKKlWrhAMPODCZ6pa6c/jX7jwsr7ZTtdBu/3alrv7FUeGPP/k4LF+23P7lOP9KuigTD9+XLFti4hoPiHkYy8Nikj8Q9n3s5wEwn3moy3Hek3hIrIe4hkI/REAEREAEREAEREAESjABJAXENCLrEKkIKQK5BkmC33URV9544w2TmJA2EGX4PZeoTohrSEzIJeSDOIN8gViCaMHv7ggkHh0JKYPzWY6RMhB7ECyIMMbv4QhciBTkT/QjlgokwhCRgZAmkDWQVBBBED4QapB2kDNISE0eSYjfz5GREC5OOeUUE3Y4J7f2ci0JgYM60SaYkB/1RdBKlPjuilyDHMOLdnft2tXqHL0OuQmphzKQaRB5EF5oN2WRkEY4RlQn+CMLIZsgtBDdyc8jIhYco+UgF8GGtiOiEC0JFkgryF5ErELUQXBCnqNvonxctKEtkydPtrbQNkQfoq41adLEpBcEn+gSpPQ7/UGd6CPOIxoc9SPR17ClXtFyGW98dyLaE+1FnJkdi34Fe9rMGOIcvnvBhHEVHaewSaW/rFKxH9QbARIZifeMJeqD/IS4Bm/GGBwTjQcYI0rRDqKUUVfeM1bZT1tgjTiIGIVghXjHPZbMuKGNw4cPt3sL8YzxwpjlXqFejDn40/fcM/Ci7oxDZEPKj95/eY1n5+PjCdERRvQv+bjMBCekR9pCv3Mfk/K6zzz/vLYIqNwD9AFjB6b0EUwpC6bcF5kxiQuhivEdjZTGePY86Bc4cX8xHulnxjTXM8cwXplnGHO0Jafk45j+GD9+vN2biHv0B/1K2dEEq0TzHO2h37hXaSdto+94UT+eSVAXxDrGDnMg5SCw+fOKaHk+TtgmStSXCHFsSTyXos/oY55P0c/c8/QzfODCs1fK5zPclERABERABERABERABERABERABERABESgsAhkXH/t9Vt4wMTDJh4gl5Y0/PHhYdK7k0K5jHJhwF0D7GFVSaj7uPHj7CFPsnVp165dOPyww5M9fZucty1ZT/tqWrjn3nvCzvV2Dv1v6b9N2l/UhSJlPfTwQyGzaWa48YYb8yyOh66PPPqIndendx97AJ39IqROHnySenTvYX80yH5Oafr879v/bQ9xLzz/wiIXVRHPENf4YxAPaflDAA/5eXBMcjGN/SS27OOhskts7OezX8NnJREQAREQAREQAREQAREoiQQ8UhSSAkICUZqQg/gdmN9pEYMQ1hAqENIQdEjIMIgUCAycQz58V0Fs4xx+R0aQQq4gL35v5vdl8kao4RhlIvYgc/G7MzKNRxByQQTxA3EDQQVRh3yRVpB1kGrY8pmEyEK+nE/dqRO/01NP2kVK1F6Ou7hFO8iX/KhvXqKGCyrUmzrRbhcAydcT0Z4Qi2g351FnvnvQbsoiUQeOcR75wRN+5El7oufxPloO9aCNvCiDvGABd/oXNjCkHsgq9E2UjwtYlOvlkyd9x7lwoK7w5L2LSvCiPyiP/DmGlOd1pa85Rr2yl0v9qA/XM86cPWOC9lIW7YcJeUfHqY8hv4bykukv7w+vN/XyPKgPY82jblEudU80HrgGRrSD+4D8eA87jlF/58e9Q/4+TmGd17ihL2fHhD7K8MhZzh4G1NHvB8qkPNgxZjiPz9H7L6/x7Hx8PJE/fQMH8on2TXRc+Xdg2s99Td2i/QWD/CTKZ36h/GgfeR3Ij3b6uIQpn72c6Hj2e442UC8S44nzuY7xyjwTvT57XbmO68kLEZP8uY57gn7l2miinlzD+TnNcz7+OE47GWP0lSd40hb6kTZSP8rhfuZY9FyuIZ/ZsXHCNlGivpkx2Y8tibkdvvRxtJ/hQ9mU6xIybWS/kgiIgAiIgAiIgAiIgAiIgAiIgAiIgAgUFoGMLl26bCEzBDD+td1BHQ8qrLyLNJ+333k7PPHkEyY09ftnvxLz0GTosKHhvfffS7rtR3Y5MnTv3j3p87fFiduStcS1P/b4Lwt+CTf23Sq4PTDoAXuIGD2Lf70+/Inhtuv4444PvEp7KlZxbbvy4bcVv9lDWR4G80DWHwjzngfPPBzm4bH/AYIt5/h5pZ236i8CIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACRU0g447b79hCuPzFSxZbWZddepmF1y/qggsjf/4VIP/qryT9Sz/+Jfqy5Vn/ZePYsWPDV19/FfbdZ99wxBFHZGl6zRo1LeR/lp0l8MO2Yi1x7Y+DIZG4xnIQDzz4QNi8ZXPo0rlLOK3HaX/MoBTuKU5xDfls+YrlJq7xr679XzBHxTSX2ZDYeM+L8/xffXtEBPb59aUQu6osAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAkVGIGPWzFlbkCxuv+P2MGv2LIu4ds7Z5xR6gZSRX8EslWtyqnh+88nv+TmVGd3nUdiO6HxE6NGjR/RQju9TKZ9rSIkYc05uEaFSKTOnyuc3n7zOT1ZcyyufnOqa075U88nPdUTn8ghd1CG/S4XmJq59P/P7MGDAgLB+w/pwQPsDwvnnnZ9QmspPnaOsWObCl92I7o++z2/eeZ2frLiWVz7ROub2nnto6fKlJpSyzAyfXVrjvYtoMIAFy64grJGi91e0j3MrS/tFQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREoKwSMHGNxvtykLVr1Q6333Z7nMfN/W4OWzZvCX169wnVq1eP7+fNJ59+El588cWwyy67hJ5n9rRjn332WRj9wujQokWLcOQRR4YXX3oxfPf9d2HlipWhbt264dBDD7VIUAgenlK5BqHpueeeC40bNw4XnH+BZxXuGnBXIDrYeeedF77+6mur49y5c0PlypVD8+bNw6mnnmrLi8Yv+P3N0qVLwzuT3rHIaLNnzQ477rhj2GeffcJJJ54UEM+IpHbmmWeGXXfZNfuleX5ORlxbv359eO+99wLtmvHNjFCpYqXQqlUrqwOR2qIpyqtjx47h5ZdfDt9//70JNvfde5+dGj0H5mPGjAnffPuNHdut5W4Wiat27dq2rOlrr70W5s+fH4guBaNTTjklC6PCZk1/vDTmpfDjjz9apD+izjVp0iQcddRRoeWuLaNNNR733HuP1af/Lf2zHJsxY0YY/9r4MGfunLBixYpQt05dG4vdTu4WqlWrluXcRB/yU58o12THt5c9derUMOXjKWHatGlh3bp1oVGjRuHYY44NGzZuCA89/FDIbJoZbrxh6xKgfk1O25zEtZ9//jnc8Z87wqrVq0LbPduGSy+5NEeJMT/jjLL9fjr3nHPDhx99GL788stA+ad1Py3ElhkOBeExa9as8NFHH1kfc381a9YstGnTJhx80MGhRo0aWZqeSFwrrHHgBSKnLV66ONSrVy/ssMMOJqpVqFAhviyoR1HjPBJzGe892hrHkdaiW89bWxEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQga0E4uIa0tTQ4UNN2Lr7rrvjfM6/8Hx7f9utt4U6derE9/PGZbfWrVqb2Ma+SZMmheFPDA/1d65vcs6SpUtC+XLlw6bNWyOCcU7XP3cNyEWeUrkG4WXwo4NNtLr+2us9q3D1P64OS5ctDW1atzEJzSSTEFvCL7Z0IgkhDAFqp512il+zZs2acPt/bg/z5s2zfeUyyoVYTCyTT5o0bhJWr1kdFi1aFC7/2+Whbdu28euSfZOXuIbk8uBDD4ZPP/s0Xr7Xlx3nnHVOOOigg+LFOS9ErdWrV4eVq1bascqVKgcX1/wc+oH2sXzp9tttb5IUJ3Nt+/btw8tjX7ZrK2xfwSJ18aH6TtVNoHJRsTBZE13skUceiY+HaJ22K79duPiii7MsVZtbxDXa98STT1i/0m4iYzHWSEhrN1x3Q6hVq5Z9TvQjv/WJckU+S2Z8Uz6SJ33sibZu3LTRPu69197h86mfpyyu0f+333671QWxsveVvQOiVfaU33HG9X4/tWjeIsz8YWY8yx6n9rBlb1Pl8cMPP4Q7/3tnfDxG54iGDRqGa6+5PdLcGwAAQABJREFUNlSqVCleXm7iWmGNg3hBsTdIaIuWLLL5DuEVMQ12RFZz4Zb3zC1RWY082EfiPI5xnQtudkA/REAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEjEBcXBs4aGCY+sVUi3j1j6v/EceTqrhGBshRvXr1Co0bNQ4sYzhu3LjwxZdfBKSdAXcNsChonOfyS36uyUumIi+ipR1+2OEmkHD+8y88H9auXRv+dNSfwil/OYVTLA26f5CJQ0RXIrIU0htLDn7yySfhyaeejEtvRSWujXp+VHh13Kthhwo7WKS4PdrsYbLZxNcn2n6knr///e/xaG9RXjWq1wh/PeOvFmkMWcZln+g5RPLqdWEvW/rwy2lfhocHP2xSIY0nmtsZp59hwiKRwJCriAAWleUKizUiz419bwy/Lvw1IGudftrpFllr7o9zw4gRIyzS3C4tdjFpaWvPhFwjrl173bVh0eJF4agjjwp/6fYXE4UWL14c/jvgv2HhwoW2/9RTTvVsctymUp8o12THN9HQbv33rWHd+nUWDe3kk04ODRo0CHPmzAnPPPtMQOIipRJx7c477gxEpJv38zwTrfre2Dcg8uWU8jvOyMPFNd53PrxzOKTTIRY5kbHGUpmp8FiyZEm45dZbLErefvvuF+BB9D+WKh48eLAJeNwDV15xJcVayk1cK4xx4GX4FtFs2W/LTHxEiERGo73IaiSX01xI4xj7+Oyyml+DuObne/7aioAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIxByMoUOGbpkyZUp8GcleF/QK7dq1i7MpiLh26y232nJ7nhnRwfpc1cciTV13zXW2nCjHovJLstfkJVMd0P6ALEuIUs7IUSPDuPHjQjRCHNHILr/ycouMdFGvi8L+++3PqfH0+uuvm1zEjqIQ1xBdLrviMhPJiDaGyBNNLCFJVLDDDj3MBDWORXn9u/+/TSSKXhM9B2nmv//5b5YIc8MfHx4mvTspVKlcxQRCF3C4DqmN5SwR/hDaSIXFGhkQORKZZ8899swSFWz69OnhrrvvMqlx4H0D45JQThHXWNb16muutrplHy9ExmPpUCLqIcElSqnUJ8o+e9m5jW+Wyx3z8phQr249i2TnciF1W7ZsWfhX/3+F3377LSVxjYiAiH8kllmNSqe28/cfqYwzLnVx7cADDgznn7c1+mI031R4ILCOfH6ktZfIaghwnn766afQ75Z+NkaI/MiSvaScxLXCGgdetm+5H4i4xtLGyKzUz8U0zuGzR1Jjv7845u/ZusQWvb84R0kEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERCDmWXTp0mULIBAtjuh8ROjevXsWLqmKa7Vr1Q6333Z7lrz4cMONN4QFvy6wJSFd0nL5JT/X5CVTnXN2bHnNjv+/vCZlf/jhh+GRxx4JLEXY75/92GXCHksWEllp4L0DjYMd+P0Hy0FedvllFnWtKMQ1onHd9M+bAkt1Imxll1y8zs2bNQ/XX7d1SVTnFW1HtM6893MaNWwU/nnzP7McHv/a+DBi5IiQPaoVJ73w4gu2fGhUVCos1lkqEfmwfv36sHz58nDdDdfZ3rvuvCsu2uUkriENXXHlFbaEa7PMZuH4448PrXZvlUWAimSf77eJ6uNc8zNWPaLfCcefEI479rg/1Ieofm+9/VZK4lr2zHwJz+z7Uxln5OHiWk5SJcdT4eEyZreTuoWuXbuSTZbkc8QVl19hgiMHcxLXimocIKYtXLzQIq5VrVo1HkmNe5NjvDZu3GhyJfMmibrw3qOvIa1xPnJk9nvaLtAPERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABESjjBOLiGpGaiNiUPaUqriESXdXnquzZhf639g+z58wO0ehmLr/k55q8ZKqc2sMypfcNvC+LuOYR1Zo3j4lh124Vw7JX+vobrrflLYtCXHt/8vthyNAh2Yv8w2eWC33g/gdMgsmLFxcnOue1Ca+F50Y8Z8uEXnLxJVnKennsyyav5UdcS5Y1BSHyvPnmm4ElS4kUtnrV6rBp86YsdchLXONkhL7HhjwWX8Z1++22twh++++/f2jfrn18GdosGefwIb/1ScSV7HMa3/+45h+2/GVu8tebb70Znnr6qZTENZYFvfmmm8PoF0aHDz78IDBO6I8WLVpkaW0q44wMXFy75h/XxJeqjWacCo9rr48t8xqLjJdXYqnfY44+xk7LSVzjQGGNg2hdENPeefcdW8a2QoUKds+5lMZ5yGm8/D3HXGBj69Iax3nv59oF+iECSRJg7GzYsMHmTC5BgGS5Wo2nJAHqNBEowwQ0f5ThzlfTRUAEREAEREAEREAEREAEyjQBfR8s092vxouACIiACIiACIhAiSfA76sEiGHVtcaNG8eDGZX4iquCRU4go+ufu25Zv2F9OPboY8OJJ574hwJLq7iWk2iTk7jGMpxEgKpVs1a44/Y7/tB+bh6WEl27dm2RLBXq0hIF79Zytz+UT7lEy0JE6n1l7xIpriXLmkhm99x7T/j2u2+tnchmDRo0MMkMIYP+ISUjrnHe/F/mh/feey98/vnn4ZcFv7DLEhNdnyv72GTn+3LaplKfVEStPn/vY0uB5iY+vvvuu2HY48NSEteQLZEuiQx4S/9bjEON6jVMZiNamKdUxhnXFoW41vuq3mHFihWhXEa5sOuuu3oV49tvvv3GJNoOB3YInTp1sv25iWscLOg4iBf8+5vy25UPl1x6if2H0qOlIQtlF9Q43YU1jhN1zZPv90hsvl9bEUiWAPc0kSjZkli2liWQ2SqJgAiIQCICmj8S0dExERABERABERABERABERABEUhfAvo+mL59q5aJgAiIgAiIgAiIQDoQwM9YtWpVaNmyZejRo0fYY4890qFZakMhEMgY8N8BW8a+OtaWquzfv3+oWaNmlmxdXLvhuhtCs2bNshx79dVXw6jRo0LrVq1Dn9597FgqYk8q1+QVcS1ZmYrIT0SAIv3n9v+EmjWztn/27Nmh/7/72/HcxCM7mODH0GFDw3vvv2dLsXIDRtMPP/xgyyBWrVI13HP3PdFDub7PixcXJjqnsCOuJct66tSpYeD9W5djJeLennvsGYhoRVq5cmW4ss+V9j5Zcc1O/v0HgsfkyZPDaxNfM0mM6IFEHkuUUqlPIq6UlVPEtQF3DwhfT/865LY05rPPPhsmvD4hJXHtgUEPxBnOmzcv3PrvWwMiKvfklVdcGY/OlMo4oz1FIa4hL7IE7Ok9Tg+dO3emmDxTInEtenEq4yB6Pe+JuHbRJReF6tWrx6OtubTmQlr2refhAhvHXWTzc/0cbUUgGQJr1qwJS5YsCatXr7bTK1eubP99qlSpUjKX6xwREIEyTEDzRxnufDVdBERABERABERABERABESgTBPQ98Ey3f1qvAiIgAiIgAiIgAiUeAKLFy8O3333Xdhtt91C7969Q4cOHUp8nVXB4iGQ8fW0r7dcd/11YeWqlaFjh47h3HPOzVKyL3OYk3QzcNDAMPWLqaVaXKOxf7/672HZ8mUmDiFhEf2LhEx16223hoULF9rnohDXWArub5f9zZbLvO6a6/6wxCN1QEgiyk5mZqbVIy95ipMSnbOtxLVRz48Kr4571SKEZV+W1UVE6p6XuAYThMMdKu4Q6u9cn0viiQhsQ4cPDRUrVgyD7hsU35/Tm1Tqk4grZeQkrkXLuebqa0yG8vrwr+D6/aufLUWb2TQz3HjDjX4o1y3R5W7su/W8qLjGBR69jffHHhOLonjC1iiKqYwz8igKce2FF14IL7/yctijzR7hisuviEctozwSSwmvW7vOovERPY+Uk7hWWOPACoj8QDR74603ws4772z3nS/N6FHXiMLGe6Ix+vtoZDU/5tdFstZbEUiaANE2ly1bZtE+uYg5DZmSrZIIiIAIJCKg+SMRHR0TAREQAREQAREQAREQAREQgfQloO+D6du3apkIiIAIiIAIiIAIpAOBGTNmhNGjR9tSoZdccklo165dOjRLbSgEAhmzZs7aMmHihPDsc89adn1v7BuaNmkaz3rQ/YPC51M/D40bNQ7nnXteaNSokR17+523wxNPPmHvS3PENRrw3fffhbvuuits3LQxVKlcxZYvREphycLNmzZbBKY1a9cUyVKhlO+Mq1WrZktcOmOi7Tw0+KFAtKx99t4nXHrJpZyeUEqzE/I4Z1uJa+9Pfj8MGToklC9XPvzzn/+MS2ezZs0K9w28L6xYucKqn5e49uW0L8O9991rS01eccUVoU3rNnbdpk2bwvDHhwfKQYoi4liilEp9UhHXGF933nln2Lxlc+h8eOfQ7eRuJkQRSenxJx4PLFdLKgxxjXwefezR8MGHH5gQhhgGC1J+xxnXFIW4Rn/ffsftJmsedeRRJtcReQ/5C76PP/k4RYeb+94cX+41J3GtsMaBFRb5gYz266JfQ926dQPRrfjMi0Q0No+g5mIaoitjj/3s48VntrTJz4sUobcikCcBZFNC5RIyl8Q9UqVKlbhYnWcGOkEERKDMEtD8UWa7Xg0XAREQAREQAREQAREQAREo4wT0fbCMDwA1XwREQAREQAREQARKOIFPPvkkDB482Gp54YUXhv3226+E11jVKy4CJq5t3Lgx3HjTjRbFqtXurcJVfa6Kl89yioMeGBRf9q5hg4bBQk4vXRJq1awVFi9ZXOojrtHYKVOmhJGjRlp7vPFEe+r5157hpTEvhR9/+rHIxDV4/ufO/1gZlF2jeo3AsnALFiwwmW7HqjuGa665Juxcb2erWl7yFCclOmdbiWu//fZb6HtT37Bq9SprBzIkEcd+XfhrqFe3Xljw6wLbn5e4hgxElLKf5v1k5zMm69SpE3766aewaPGisF357cIlF18S2rZta8dz+5FKfRJxpZycIq6xf/xr48OIkSN4a/WjvvQvMluzzGZh1uxZhSauwfSW/rcEIrOxBO1NfW+yJQbzO86oa1GIa+Q7+YPJ4bEhj/HWeBDdbMWKFWH5b8tt3xGdj7B1re1D7EdO4lphjQMvw7dIagsXLwy1a9c2UYj9CGu8SC6ocR51cKmNY7xnPvVzEWAlrkFGKb8EGDsIkGxJjCPGl8ZTfknqfBEoewQ0f5S9PleLRUAEREAEREAEREAEREAERAAC+j6ocSACIiACIiACIiACIlCSCUhcK8m9s23rZuIaVSBCE5GaSH2u7BNat25t7/nB8otjxo4xsY3PRMwiclS9neuFJ596Mkt0K1+qMRqFjWs8/fu2f4cfZv0QLr7o4rDfvlsNylSuQTR7+JGHQ4vmLcJ1117n2Qdf2vTaa64Nu7TYJb6fNx6hqWHDhqHfzf2yHPMP83+ZH+bOmRuIftasWTNblu2mm28KP8//OVx+2eWh7Z6JZSjPJ7odNnxYePe9d8ORXY4M3bt3jx6Kv2dJuBdfejHM+GZGfGnSchnlzDJlucd69erFz82LFycmOscj7MGffoimsa+MDaNfGB06HNjBIuxxrDBZI1M9+uijYe7cuSZtkf9ebfcK3U/tHq6/8Xo+hrvvutvCQ/L+q6+/Cnffc7dFZ7vlX7ewyxJyFiIYS4yuXrPa9iGsNWnaJJze4/SQ+fuyqr+fnusmv/VJxJVCchrfXvi48eOsvnN/nGu7KlWsFI499lgTpB586EET2G64/gY/PdctwtsNfbee9+D9D+YYgQmJj7qs37De7gPuB1J+xhnnJ7qfOF4QHkS8mzx5cpg5c6bVk/yQYbt27RoOPeTQeGQz9t92+21h5g8zQ68LemUJGVpY44AyPCGmIa7Vr1/f7n+X0NjPi88IREhFvqxw9FrOIWXf+jnaikAyBPQvZJOhpHNEQARyIqD5Iycq2icCIiACIiACIiACIiACIiAC6U9A3wfTv4/VQhEQAREQAREQAREozQQkrpXm3ivausfFtWSKWb58eVi7dm2oVatWPKJQMteV9HOmfDwlhC3BRDWiLEUTyzn27tPbljX8zx3/CTVr1IweLpL3S5cuteXhqEs0mlORFLaNMmUc0c6dqu8UKleqXKBaFAavwqxPXo0h0hvCVc2aNbdp/xYGt7zamsxxIpQtXLjQZMWqVasmc0mO5xRWexDTZs6aGVq2bGnznEe6cknNI15xb/pSoLzPLqpFI6/lWGHtFIEEBJBMWVaXLal69er23yi2SiIgAiKQiIDmj0R0dEwEREAEREAEREAEREAEREAE0peAvg+mb9+qZSIgAiIgAiIgAiKQDgQkrqVDLxZNG/IlrhVNFbZ9rvfce0+Y9tW0ULdOXYtARkQ2pJMZM2YEomR9+923geUo+/0z5yht274FqoEIiEBhEUBc+2r6VxZ1EpHOlwP1aGts2VehQgULv+8R2YjAxjEX26hP9H1h1U/5lA0CRE0kIiFbUqNGjUKHDh1sWzYIqJUiIAKpEtD8kSo5XScCIiACIiACIiACIiACIiACpZuAvg+W7v5T7UVABERABERABEQg3QlIXEv3Hk69fRLXYuxYqvDue++2aHKg3KHCDrYM4MZNG41s1SpVw8UXXxx2a7mbfdYPERCB9CVA9LQpn0wJ7du3D5UrV45Hl0RQ27x5c5bPyGoebc0FN7YIbLw4X/Ja+o6VomzZ9OnTw6hRo8LXX39txbB8d7du3UKrVq2KsljlLQIikAYENH+kQSeqCSIgAiIgAiIgAiIgAiIgAiKQAgF9H0wBmi4RAREQAREQAREQAREoNgIS14oNdakrSOLa7122ZMkSkwR+mP1DWLRoUYhpJ6F+g/qhaZOm4bhjjwt16tQpdZ2rCouACOSfAILa5A8nhwMPPDBUqVLFBDSX05DReE9i6VAkNRL7kNT8GO+zR1+zE/VDBJIk8Pnnn4dhw4YFtqS99947nH322bZNMgudJgIiUEYJaP4oox2vZouACIiACIiACIiACIiACJR5Avo+WOaHgACIgAiIgAiIgAiIQIkmIHGtRHfPNq2cxLUc8LNMaFRQyeEU7RIBEUhTAshniGsHHXRQqFixYlxQI3Iay4OSPKoa79mP7Ob72LLP5TXmEiURyC8BPWjMLzGdLwIi4AQ0fzgJbUVABERABERABERABERABESgbBHQ98Gy1d9qrQiIgAiIgAiIgAiUNgIS10pbjxVffSWuFR9rlSQCIlAKCGSUywgfTfkodOjQwZYK9ShqyGmeiLbmcqsvB8oWaY3zOOb7/RptRSA/BPSgMT+0dK4IiECUgOaPKA29FwEREAEREAEREAEREAEREIGyQ0DfB8tOX6ulIiACIiACIiACIlAaCUhcK429Vjx1lrhWPJxVigiIQCkh4BHXDj30UIuw5sIaMlo0shqfeRFdLfoeeW3Tpk22n2NKIpAKAT1oTIWarhEBEYCA5g+NAxEQAREQAREQAREQAREQAREomwT0fbBs9rtaLQIiIAIiIAIiIAKlhYDEtdLSU8VfT4lrxc9cJYqACJRgAuXKlwsffvRhOPjgg01ci0ZX84hqVN8jsSGt+fKgvmWfIq6V4E4uBVXTg8ZS0EmqogiUUAKaP0pox6haIiACIiACIiACIiACIiACIlDEBPR9sIgBK3sREAEREAEREAEREIECEZC4ViB8aX2xxLW07l41TgREIL8EENI++OgDE9cqVqxokdPY59HVeI+UxhZRzWU2Pm/cuNGisnHco7Dlt3ydLwIQ0INGjQMREIFUCWj+SJWcrhMBERABERABERABERABERCB0k1A3wdLd/+p9iIgAiIgAiIgAiKQ7gQkrqV7D6fePolrqbPTlSIgAmlIgOU9P/7049CpU6dAtLWotEZzXUhj2VCX2LgmKrP5+zTEoyYVEwE9aCwm0CpGBNKQgOaPNOxUNUkEREAEREAEREAEREAEREAEkiCg74NJQNIpIiACIiACIiACIiAC24yAxLVthr7EFyxxrcR3kSooAiJQXAQsqlpsqdDPp34eDjjggLDDDjtkEdc47pHWkNWItsY+Ep9J/tm3tlM/RCCfBPSgMZ/AdLoIiECcgOaPOAq9EQEREAEREAEREAEREAEREIEyRUDfB8tUd6uxIiACIiACIiACIlDqCEhcK3VdVmwVzvhxzo8x92KLFZhRLiZgxN5u3rJ5q5ARMkzGIHoQyUUN+xD74dd51CH2c225jHJ27qZNm+xUBA5e5MM1LnjEso/9PyOej8oXf40/3X/bev65b9B94Zhjjglt2rQxcc0msdgPoq+RfD6zD7Ef7Pe50COtcQ7zH3OjkgikQuC7774LY8eODWxJu+66q41LtkoiIAIikIiA5o9EdHRMBERABERABERABERABERABNKXgL4Ppm/fqmUiIAIiIAIiIAIikA4EJK6lQy8WTRsy3n///ZhzscXEC2QLkosZLl5wHCHDZQzEM5fY2HKeX+OfuWbZsmVh1qxZYfHixWHjxo1hwYIF4csvvww1a9YMJ598cmjZsmVgub3Vq1eHRYsWhdmzZ9tx8ttjjz1C7dq17Th5k1/VqlVDjRo1TBThGr6Ivfvuu2H9+vVhn332CXXq1AkbNmwIP//8c5gxY0aoVq1aOOqoo8Iuu+xi9acu48ePD8uXLw+77757qFu3bqhSpUpYuHBh+PTTT0OFChXCwQcfbOdzLfXl5mFL5KXq1avbNevWrQvffvutldW0adPQqFGjwJZ6zp0719rx448/Wj132223ULFixTB//vzw22+/Ba6l3P333z/Uq1fP2pcqf9r44osvGpsTTjghtGrVKi4Mkqf3JVs+e585TzjDP9XyPc/c+l/l/3/0LWfFVvy33s9FMf4QxcgXziTGvCd/71vmNKSzFStWhF9++SWsWrXK5gDuT+Qg7neOe3/5/UMZLqSxj3zYch4vkpfvn70O2opAsgT47+ecOXPsv6Ncw3jkvzNslURABEQgEQHNH4no6JgIiIAIiIAIiIAIiIAIiIAIpC8BfR9M375Vy0RABERABERABEQgHQhIXEuHXiyaNmTEBKwtyBXIF1HZwiUNlzL4jBDiggYiGgmxg/d+3OUN8lq7dq1Ja4ghiB7ff/+9iWOVKlUKZ5xxRmjbtq2VidiGhPXDDz+En376ycS2Ll26hMzMzLgIgpBG+Vy7Zs0aE8S4hsFduXLlgLjF+YhhX331VXjhhResTqecckpAHqP8adOmhVGjRllbTzzxRJPjyI9yEcCoZ7t27UwAa9iwodWFfNiPaIZohzjA58mTJ5sgR77169e3ZQVhNWXKlDBv3jwro3HjxuHAAw+0OiPTTZ8+3QQ5pDgXzeCUKn/aOWLECGPYo0cPq3eUP3XjM+wQ1Kgfn6P9XJDy8+p/lS/+xT3+fH5iXDP++Mz4Z57yuYxx6/cJW/YjvzK/cA2iKXMK15DY5/eP58m5XIvsyvzH/uj8SPmUrSQCqRJgXPHfM/9vLWMQgZqtkgiIgAgkIqD5IxEdHRMBERABERABERABERABERCB9CWg74Pp27dqmQiIgAiIgAiIgAikAwGJa+nQi0XThoxYhDALTYSEQULicLHJxQs+uwjix3zrMhTXc77vR+LgPZIZ4gjRjBCtXnrpJRO5zjzzTBPXuI6oMm+//bZFPqtVq1Zo0qRJaN26ddh5553johVfusifFxHSvvjiC4tshvRGhKRDDz00ZMbENc6jHAQ1/uh/+OGHWwQ16oKg9sYbb5iYctJJJ1kZSABER3vnnXfCr7/+ahHdkNOI+EYUpqFDh5rUggC33377WYQ2xDWivSHiEXmNCHJHH3201fWVV14JS5YssTKJ2tSiRYuw0047mez22WefmWiG7HL22WeHvfbay9oDg1T4E73uqaeesn5DBCS/KH9Y0T9INWxJHOczW15edirlk1+i/lf54l8c449xxvhlGx3/Pu59vHMOx6Pij1/Lfr+e8zjHo635dS6y+WfOp32eB1tPUYnN92krAvkhwJj0/45yHeOOscxWSQREQAQSEdD8kYiOjomACIiACIiACIiACIiACIhA+hLQ98H07Vu1TAREQAREQAREQATSgYDEtXToxaJpQ0ZM2op9n8kqMPGHcRcvXEyieN57clnDz+UP6khjfHaBg3x5IZCtXLkyIG4RwYyoMWeddZYt78k1vuQlwhfCGOIay4ISDY3EFvmLKEhIX0Qv++CDD2z5TfIiOlr79u1tqVDKRyajHJbm3HfffS0iGnUiEhp12HHHHQMR11hak/LJj/1EeyPyUoMGDSzCGiLb4MGDrU0XXnihiWvUBxkPeQ5BDuGOehHxDGZEQGMZU0S6Nm3aWJ04TvkfffSR5QcT8qPOzpd6R19R/tQRfghzbBEBOXfmzJnhtddes/LPjolwlMf+7PypM/1Dnmy9HzmPvEnRsnkfLZ/PJL+O91zr13i+5MU+lb9VYPLxDy/xL7rxx7jMbf6BPQkRjXHKln4heZ9wPxEdkvHL2PWIa8w7nOtj3S6K/WCMc62PdS+f/H0f53Itn5VEIBUC/LeI+Z4tif/28d9FtkoiIAIikIiA5o9EdHRMBERABERABERABERABERABNKXgL4Ppm/fqmUiIAIiIAIiIAIikA4EJK6lQy8WTRsyYlHF/rBUKEW5sBF978IHMoa/9y0iBwIHr6i4xH5ELiSyzz//PIwePdr+8H7OOefEI4555DAEMpbjrFKlSli6dKn9wZ7riby2zz77hMxYRDWimyGUvfnmm2HBggWBCG3s33vvvUPt2rWtfIQuj3y2++672zm0Y9GiReGbb76xqGpESCMiGnUlv6lTp8YjuJEnS3xSh+HDh5ukEhXXEPE4xjVjxowx0eXsmDhG2x9//HGTYI477jiLKEdeHqmJG/GRRx4xgaZnz54mwiHHINNwrbOMMuc9Qt+sWbMswhtR4yibtGzZMlsytXnz5ibCwSAn/i7UcA1l8KLdvqU/E5Xv57El5bf/Vf5WoQl2MIzydClK/HMf/1Fe+Rl/nMv8wfjzOYl9JP/M8eXLl5sEyv1EYo7hnqpTp05cPOM8xj0vT34fsOU49Yzef9Fz/RptRSBZAsz7RPVkS2Jc7rLLLrZNNg+dJwIiUDYJaP4om/2uVouACIiACIiACIiACIiACIiAvg9qDIiACIiACIiACIiACJRkAhLXSnLvbNu6mbhGFVxkQr5AuOBzTsIHx9hPQtZA1CCx9etsx+8/2BcV155//nmLuIa4hmhFeQhgCGKxZUtNGCEiGnIYL/Ilykzjxo3tj/Z77rmnSXATJ04MLBOK1IZkgqDGkqHUmz/2jxs3zkQ1X6qT6iCmzJ492/7w/6c//Sm+hCjR06ZPn25LiSLP1ahRIxx88MEmDLAUJ2LZBRdcYKIZ7SHiGiIey5USYc0jyHFs2LBhJtz95S9/sfYRKY7rSZ9++qmJa0R4+utf/2r5Ed2J44n484UTGY8X4hrtJiHcOLPzzjvP8iOfaKJO3kfs989sSfAnJSrfTvj9B9flt/9V/v9HKhT/reOxKMef582Q5b2Pcd77Z3/POURiJBoiSwaTiPjI/U8kx+zCGveJz3Uuq3EN+ziW/f7jmJIIpEKAuf3dd9+1OZ7rfVyyVRIBERCBRAQ0fySio2MiIAIiIAIiIAIiIAIiIAIikL4E9H0wfftWLRMBERABERABERCBdCAgcS0derFo2pARiza2JbuM4UvmISi5nOHykYsfLmhkFzZc6nC5ifNYhg/Ri+U4o+LafvvtZ8vzIYANGTLEooo1a9YsIJux7CVLbHLdnDlzbFlOIqp169bNIrYRcQ3hDHGN81liFHGN8hG8xo4da4IXx6pXr27CCpHKXFz785//bNHdaCtiGHXgWCwCXahWrVro1KmTXf/000+bWHb++efbsqO0P7r0qYtrHCc9+uijWcQ18mJpN65DXGPpURfX2rVrZ9HYkNecG7yz8yfENxxYNm7VqlVWPly/++678Oqrr5rYh7jmEdcoK8rfZUT286IsEnlQFmUmKp/r/Rqu53N++l/lZ12K11mKf+GMP8ZvdDxmH/+MdfZxjo9f9nEd9wn3EUsLE42R47vttpvNM2yRShm/PobJg/dcy7n0Jfu8fD+P/JVEoCAEvv766zBy5MjAltS6deuAEM1WSQREQAQSEdD8kYiOjomACIiACIiACIiACIiACIhA+hLQ98H07Vu1TAREQAREQAREQATSgYDEtXToxaJpQ0YsCtkWl5ZcqKEoRAzfHy3axQ0EDd4jPiF3IID4Pj/fPxOhjGhnLBWK6MXymOeee64t/4kAgtDlEddYCg0Bi4hHLI2GVPbxxx/bH/ARvHr16mUR0d5++20T14iOxjUurlGnb7/91pbw5NpWrVrFlwolUhmR1cj32GOPNXGN8ufPn2/iGtHMWE4UQY7yeT906FCTVC666KKw//7723va47IbIh6C3VlnnWXtpx2IeieccIK1g7IQ12DBjfjggw8aKyLOIa7Bgjq7BOPs2JcXfxf+OJelR9u2bRsXaMjH+ZNP9D3n85lE+70ctp6SKZ9zkul/lS/+22r8+fimfH/PuCVxz7GPiI8IqmxJe+21l93PRHfknOjLr/X8fPxHxzh5cI2SCBSEAP+9JIInWxL/XTw7tiQ1WyUREAERSERA80ciOjomAiIgAiIgAiIgAiIgAiIgAulLQN8H07dv1TIREAEREAEREAERSAcCEtfSoReLpg0ZMQFrC5JFdlHJRRO2vKJyGlWJHvfrkdfIh8+IHEgh7EP0IlIYAlo0QhkiGOLHtGnTwv/+978Qi/5mUc0QsIh2hPRFtLEpU6bYH/DJkz/cE1mNfZyPFNa0adNwwAEHWPQ1yvd/WUSUMuSw+vXrW11YCpDrWL6TyG3IbpTP8qDcJERco7wGDRqEDh06WPS1+++/38hfccUVJq7xgaVPicxGvV9//XWLeHbGGWdYm5955hlra+fOnU2Aoa7IabCYPHlyGDhwoLG79NJLQ8eOHe0a6pwKf8Q1xAYSIpyLa9n5R/vPTo79YB91ov3ef/DlPSnav9HreZ/9uF+fW/9Hr7eLf89f5Yt/UY8/F8p8/vLxzTj0+enLL780cY37icR9hAi6zz772H3ANX69nfD7D+5Zv084h7LYpyQChUFADxoLg6LyEIGySUDzR9nsd7VaBERABERABERABERABERABPR9UGNABERABERABERABESgJBOQuFaSe2fb1i0jJneZiYRwgXiEzOGyB1IGn9n6Marr+3nP/qgMwjGSi1h8Rk4h4hrS2KhRo8IOO+wQWFqTpUJJLNE3ZswYi3BGhLRdd93VoqGxxCfXf/jhh+GRRx6x9whajRs3tmvmzp1r8hpiWpcuXUJmZqaVhYDy7LPPmmDmS4KSD5HYJkyYYOWfdtppgYhKCCkIa2+88YYJbIhmLFeKvILoRrnIbKeffnpo3769SWoIcSwvSL2J4FarVi2LsEZbXnzxRVtiNNoOosJxzUcffWSCzPbbbx8uvvhia7+zS4U/S68+9thjxv/smNDnog31iPKnjd4PlE3/Zk+plE8eyfS/yhf/bTX+GKM+/hir0fHv9x7zxVNPPWUR19jHvX/mmWfalmtJfi3tIDEvkriXPB/bEfuR/bPv11YE8kNADxrzQ0vnioAIRAlo/ojS0HsREAEREAEREAEREAEREAERKDsE9H2w7PS1WioCIiACIiACIpATgdjfcTfHVgncuD5s2bQuhA1r+cNtyNiuYuwPxhVDRvntYxLF1r/x5nS19hU9AYlrRc+4tJaQEYsetgUpAyEDeYnEe4QNF5x86xIbx3khaPiW61yWcpmDzxxn6UzENUQrhDIikCGu7bvvviaAzJo1K7z33nth3rx5FkENMY1oZERcW7FiRfjggw/C448/bscQvlq2bGnnfvXVV3bdjjvuGLp37x5at24dVq5cadHTiHxG+SzhiaBGQlAhH+qEuIboxbVEaKNelHXQQQfZ+Uhwc+bMCeSzdOlSi8DGEoJNmjQJy5cvD5MmTQqIczAg4htLi1IeS5hyHWWQR6dOnawM5DgitL3//vvWrh49eljEN5imyp8vokOGDLE6IPQhAsI+O3/a7v3EljI5x9+nWn6y/a/yxX9bjz/GoI9Xn9uoE++Zl5544gmbHziP+9wjGHKN308uq3EdL5/fOIfkW/ugHyJQQAJ60FhAgLpcBMowAc0fZbjz1XQREAEREAEREAEREAEREIEyTUDfB8t096vxIiACIiACIlDGCcSkNf6Gu35N2Lx6cdi8amHYvGKB/f22XLUGoVzVuiGjUo2QsX1MYlPaZgQkrm0z9CW+4IzYMp4WQgg5g+Sihr+PCiccc2HDZQ67KNsPFzhYHpTlPBG/Fi1aFBDNJk6caALaiSeeaIIY0co2bNgQfvrpJ5PRiHLG8p9ELKtWrZrJZEhfDOLatWsHhC/ENUQ4RLCxY8eGdevWhUMOOcSW+GRZUvLgfCKdnXrqqSaiUF/OR1BbvHixSV4IclWrVrVIawhnRII75phjTCgj2tv8+fNtKVCEOmS7OnXqWLQ3RLxPP/3UyiU6HK/dd9/d2MyYMcOisc2cOdPasffee1sZyGyUyzKjDRs2tAhxSHAe0SkV/i6ugf/cc881EY/3zp886S8XDjlG8j7leEHK93K25vr/P32/yhf/4h5/jL1E449jPv7ZMv6nTp0ahg8fnkVcI+KaRzB0QS26ZWzzOXvysrPv12cRyC8BPWjMLzGdLwIi4AQ0fzgJbUVABETg/9i78x9J7vr+4+/unvuenb3Xa69vG6+9CyYmMXeAEEABZGQ5BplsQgAlPwQJKUr+hESREvglKATC8nXAsQwOIHGHYMAYYpC9ttfY4NvrvY+57+mu7/v1qandnvXsMTN9VHU/S992zXRXV33q8akuvj37yvuNAAIIIIAAAggg0FwCfB9srvnmbBFAAAEEEGhqAVVWK82bqbragldW8+pqkR4zYx5aO2GliWP+OOJttFqtMHSlFQZ3WGHdZZbr6G9qtnqfPMG1es9Aeo+f83BZlIQ9tE4CGQp16GeFnvS82n1qrbCGHgqblVcg0rbl+1EVr0OHDtkDDzwQKpopmKaHQmV6/xVXXBHCaWrLp5/VolPBrp/+9Kehkpn2l1QCU1W0rVu3hnDY61//+vCzAmAKtP34xz8OLUBVLU1j0vsUeLvkkktCAE1V3RRQ0/kogKZ2pQqXKUim92gsCsopwKZA3Fvf+tYQRFOgReE4VVVTRbZf//rXdvTo0RB00XlrbBr3H/7hH9q1114bqqrp/FWNTS1Ef/SjH4X3aup1bI1t06ZNpvHfcMMNtsOrsSlYp/2Uu2n8GtPF+KuC3Be+8IVwdalClM412Zf2q7aIyTxpf8mS7F+/r+X4F5p/jo9/Wq6/5NrXOrn+9VnR9a/P0X/+53+GAJs+JwqsffSjHw2tQpP7X/I50XuT9519/Se/lx+LnxFYrQB/aFytHO9DAAHuH1wDCCCAAAIIIIAAAggggEBzCvB9sDnnnbNGAAEEEECg6QT833OjhVkPqY16dTUPqXlltcgfpfHjFk2PWDQ76SG2qRBoy7X3WH7ocmvZeK21bN1l+d7NTceVphMmuJam2UjXWELFNQUxtCiUoYBGEs5QiEpL8rpCHUkAStvo9eQ1rfWa1tqHQhwKfamSmYJiR44cCUEwVSvTNh0dHSFcprZ8qq52+eWXm6qlPfjgg6Fimaq06XcdRyE0tcFUZTOFvxQy0/Pap6qoPfXUU6YKZ3qPnt+yZYvdcsstYb/aXgExjVVBNYXnFCxTgE1BNo1ZLUmvvPLK0GpU7Ub1fo1RY9V7tG8F6rRWdTcF3VQpTkE3tQhVq1AF3bQvHUfb/eIXvwiBOoXxFN7Re3QMba/z6O7uDhXeyn019pX464P9xS9+McyRWq8qcFPuX/5zMlfJ/CW/r+X4Z+/j7Pnn+Gc+C4kV/nGAMvGo5vWXfJ50L0qOl/gn16qOn7QQVuU1LaqSuGfPnhBc0+96v7ZP3qvntO9kn/pd1zoLApUU4A+NldRkXwg0lwD3j+aab84WAQQQQAABBBBAAAEEEEgE+D6YSLBGAAEEEEAAgYYRiLzDmVdXs6JXVvOKaubV1UJltdlxK00PWzQRtwQtTSi85sG1mfG4EluSc/HgWq5/s7VsvsFar3iLV167TP+w2zA8WTsRgmtZm7HajTfnldQihaWSIEcSwEjCZ3peAY0kvKHX9fvZwQ29fvZ+1Cr0+PHjNjY2FkJoqtqWvFf7UftNhcYU4tJD71fQa2JiImyfMKiFp9qEqvKaAm86th4KtqnCmcJlqsCmoJmWrq6uECzTPrW9Kn/pPHR8Bc+0vY6ThOgUOtO2qtSmFqF6j8aiMSp0pmMoFKf3JU4akwJ0Gpfeq33oPTo/jUX713nPzc2F57Qvba/KcjpOcg6JY7JfbadF+0rMz+VfHlz7+Mc/HgI35fvRz3poKX8+OaaeT34uf13PX8zxNa5kvMvNP8fHvxbXn67BlV5/ybh0/T/66KOhVWh5cE2tQhWW1XbJ50+fCx1LvyefG/2efAb0OgsClRLgD42VkmQ/CDSfAPeP5ptzzhgBBBBAAAEEEEAAAQQQkADfB7kOEEAAAQQQQKDRBKLivEVzXkFt6pRXVDsSqquVxo+F3yMPr0VzU3GbUK/AZqrCpvahykcsZiTUKjTX3m2Fza+xtuvea4WN1/i/7eYJr9XpQiG4Vif4DBw258GsSEGMJHilMSuUocBGEsgoDzEl55QEN/S7tk22TwIk5QEPvabnFRwrP46e07E5/ur81b703//938OUfOxjHwtBG/zjACXX35mAFZ+/5e8/uhfp3vO73/3OfvCDH4RKj/owqSLie97znrDW79pGnys5Jouur+SelzzHGoFKCjzzzDP23e9+15599tmw26uuumrJdVnJY7EvBBBoLAHuH401n5wNAggggAACCCCAAAIIIHCxAnwfvFgptkMAAQQQQACB1Ano32EjL7bkQbUQQEsqqym0ppagkydDcC1uCerBtenRuAJbaWHpqfi/4ZoH03L5FrPWDsu1dpq1eXBtw9XWdtXbQtvQXK5AcG2pWs1+I7hWM+rMHSgE1zTq8qCPgmoKpiXPa63wRvk2ej3ZLnle250dkkme01pLsp8kBKL3akn2Ub7f5Hmtk/dprW3Kt0veq+2a6fhqd1reKvR1r3tdU50/19+r2/o20/V/vvnXawqmJfeE8IP/J7mPlN9/VOFRLYRVWVH3ElVQvPTSS09XRtR7k/cl95/kvpXslzUClRZQxU5dl1prUaVOtc3WmgUBBBA4nwD3j/Pp8BoCCCCAAAIIIIAAAggg0LgCfB9s3LnlzBBAAAEEEGh4AQ+gRaqYppDa+NHFh1dY88BaCKnNTsZtQj3QZvO+nQJuHnTzcMRSmnzBcqqy1tFnud6Nlu/dZPm+LVYY2G75dZdbvmtwMbRGu9ClcLX5jeBabZyzeJQQXFMIIwmCJRXRkt+TgIbWSWhDoQ89kueS9wgg2Zeqq2kf5dslFdb0vLZTuKT8PUnYJAmkaK3tkm04fhzaS/wfeeSRUHFNnqq4puAa/vG1zPXH52+5+48+O2fff/Sc7i26ZnSP0qL2wlrOdf9Jng8b8R8EqiCQXJO6PrXomtP/1ur6ZUEAAQTOJ8D943w6vIYAAggggAACCCCAAAIINK4A3wcbd245MwQQQAABBBpOoKTqanNx1bR5r6rmwbRodsJKagk6oeBa3BY0mhoOr9nC3KsJlCPxymq5lnYzf+RChbWu0Bo01zkQQms5D64VejdbrnvIn+/1UFvbYnDt1bvjmeoLEFyrvnFWj5DzcFhoFap/DNcXm+QfxfWP5AqOJa0n9Xyyjf4hXa/r9yRkJoAkFJK0BNVz5eGz5d6vYybHTdZ6H8e/sP+jjz5q//Zv/xasPv7xj4fgmozxj1vScv3x+buY+09yDyu//yT3qvL7n+5JLAjUSkD/e5qE1pJj6hrkOkw0WCOAwLkEuH+cS4bnEUAAAQQQQAABBBBAAIHGFuD7YGPPL2eHAAIIIIBAwwjo38Dmp6007SG1MQ+oDb8U1pGH1qKZca+8NhMH2rRWZbWitwONSktPX/9uq+pq7T2W61lv+R5VV9vs6w1eVc1Daqq45kE2a1G7UF97YE2V2NRGlKV+AgTX6mef9iPn/MvMkuCaBqwAhwIb+qKT/EO5nku++CjUkQSkku30WrLoPcl7y59TQEQVY7QvPbSd3q+fk6CIttfvyX45fhxUkMnZ/g8//HBoFarnk+Ca/PDn+uPzF9+79HnQos9E+X1FP+s53XdmZmZM7UK11qJqawMDA9bW5v8fGN+GBYF6CMzOztr4+LhpraW9vd16e3vDuh7j4ZgIIJAdAe4f2ZkrRooAAggggAACCCCAAAIIVFKA74OV1GRfCCCAAAIIIFBRAQ+ehRCaB9biymrDcWW10YNWPPWSRd4eNJoeCaE1OxM7iYegf6/NeUitxaulqbKah9FM1dXavLpaZ38Iq6myWr7HH90Krg16WK1T/0Bc0VNgZ2sXILi2dsNG3UOouKaTU9BFYbFkUbAjCZMlIRj9rp+1aK3fk4pG+vnsJan8pW2T9yXb6fckTJLsj+OvzD+puCa/T37yk3bzzTcvmQL848prXH98/s53/zlx4oQ9/fTTNjw8HD4/Q0NDds0119jGjRuXfJ74BYFaCiTX5cmTJ8NhdV1ed911tn79+loOg2MhgEAGBbh/ZHDSGDICCCCAAAIIIIAAAgggUAEBvg9WAJFdIIAAAggggEBVBKKFWa+mNhIqqxVPPGulkYMeXDseh9XmpsyS6mreQnTJEkJrXujHg2i57nVxSK3HK6v1eoU1D6nlOvo9wOavJdXVFGxTO1CvxsaSPgGCa+mbk7SMKATXkjBZUoUoqTKkUFpSEU3PKfyhbbVOqhclATedkLbXkmyT/Kx1sp3WyX6S4BrHj0N/spHJxfrv27fvdKvQT3ziE7Z7925R418WsCy/tvQz1x+fv7PvPy+//LI98MAD9uKLL4bP3mWXXWZve9vbbMeOHeHzxH8QqIeArkddly+99FI4PNdlPWaBYyKQTQHuH9mcN0aNAAIIIIAAAggggAACCKxVgO+DaxXk/QgggAACCCBQMQFVWCt5i08F0mYnvS2oKqwd98DaK1Y6+ZyVRo94aG00rrBWflD/9/wQPFNrzySM1ubV1bz1Z757vbcF9Ypq3hI0p9ag+r2t2/9917MWnrFgSb8AwbX0z1G9RpjzII/nOOJAmkI9WpKQmn5Ogj/apjxolvyusFqyzdnvTbZPtk0CWck6eS/HX53/I488cjq4plahqrgmW3kmc5EEtfR84p6s8Y+vXa6/1V1/uo6SayhccP4fPZel60/B3CeffNLuu+++sNZ53HDDDXb77beHdXJerBGotQDXZa3FOR4CjSPA/aNx5pIzQQABBBBAAAEEEEAAAQRWIsD3wZVosS0CCCCAAAIIVFMgKs7FgbWJI1ZUUG34gFdb83agU6fC8zbvgbbSnKofnRmGZ8/UBlTtP3PdQx5Q89afoQXoRn/O23+qNahagKpNqNqFKtyWbyG0dkYw9T8RXEv9FNVtgDkPmZzdJbhug+HAKxPgg70yL7ZGYDkBVS7cu3evaa1FlQv37NlzuoLhcu/hOQSqLcB1WW1h9o9A4wpw/2jcueXMEEAAAQQQQAABBBBAAIHzCfB98Hw6vIYAAggggAACVRVQ5CQqhgpqqrAWzYxaafKkV1Y7GAfXRg9Z5L9Hc9NLh1FoicNqCqXpodafXYOhJWi+b5NXVvPwmldXy7X3eiW2Vg+pxZ3slu6E37IiQL4lKzNV+3ESXKu9ecWOyAe7YpTsqIkF+INOE09+ik+d6zLFk8PQEEi5APePlE8Qw0MAAQQQQAABBBBAAAEEqiTA98EqwbJbBBBAAAEEELiwgLcFjeanvR3oMQ+qPe8V1l720NohK4UKaxNm/lq0oAprxTP7Use49h7L9222fP8lVli3I1RYy3V4SM1bgFpLe1xZTesQWlM7UFqCngHM3k/kW7I3Z7UaMcG1WklX4Th8sKuAyi6bToA/6DTdlGfihLkuMzFNDBKBVApw/0jltDAoBBBAAAEEEEAAAQQQQKDqAnwfrDoxB0AAAQQQQACBRCBUWCt5kbVZr6KmCmtj3gZ02NuBHgrBteLIKxaNHwuvWXn/v3zBw2jtZqHCWrflu9dbfmCbFQYvtfygB9d6Nng7UG8DqhagLA0nQL6l4aa0YidEcK1ilLXfER/s2ptzxMYT4A86jTenjXBGXJeNMIucAwL1EeD+UR93jooAAggggAACCCCAAAII1FuA74P1ngGOjwACCCCAQBMJeOW0aGE2bgc6/IIVVWFNYbWJExbNTnj1tSl/zHqFtYUlKKEdaO8Gr7DmYbWhK3y91fJdQ94itC9UWQuhtlzBC6tRWW0JXIP8Qr6lQSayCqdBcK0KqLXaJR/sWklznEYW4A86jTy72T03rsvszh0jR6DeAtw/6j0DHB8BBBBAAAEEEEAAAQQQqI8A3wfr485REUAAAQQQaA4BL5vmVdbU7jOaV4U1D6dNj1hp/EjcGnTkgFdbOxye13a+ccyiCmuFNjOvohbagnat87DaFq+utt3y6zy41rvRK6x1x61AmwOyqc+SfEtTT/95T57g2nl50v0iH+x0zw+jy4YAf9DJxjw12yi5LpttxjlfBConwP2jcpbsCQEEEEAAAQQQQAABBBDIkgDfB7M0W4wVAQQQQACBjAlEags67+1AT3l1tZe8utrLvj7g7UCPe4W18bhd6PyMWVEV1s70Bs21dlquezBUVisMXRkqrak9aK6zP1RYsxYPtHm4zf+TMRCGuxoB8i2rUWuO9xBcy/A888HO8OQx9NQI8Aed1EwFAykT4Losw+BHBBBYkQD3jxVxsTECCCCAAAIIIIAAAggg0DACfB9smKnkRBBAAAEEEKi/gIJqavMZKqx52885f3gL0NLEMSudetGKHlwrjRz0qmujnlMrhWpsYdAKoBVavYqaB9LavJKaKqz1bbT8wHZvDerBtd7NXnmt13ItXoWNpekEyLc03ZRf9AkTXLtoqvRtyAc7fXPCiLInwB90sjdnzTBirstmmGXOEYHqCHD/qI4re0UAAQQQQAABBBBAAAEE0i7A98G0zxDjQwABBBBAIDsCUdFbgs56S9DJE1YcfcVKowe9FeiRUHEtmkkqrE17hbX5M6E1nV5Lu+U6ej2sttkK6z2o5oG1fI8H17oGPcjW4697oK3QQoW17FwKFR0p+ZaKcjbUzgiuZXg6+WBnePIYemoEnn32Wfve975nWmu56qqr7I//+I/DOjWDZCBNJ8B12XRTzgkjUDEB7h8Vo2RHCCCAAAIIIIAAAggggECmBPg+mKnpYrAIIIAAAgikSMBbe5aKFi3MWqR2n/PTof1naXrYSuNHvbKaB9fGDoefVXVN21q02A5UFda81efpCmudA5brWW+FgW1xhbX+rd4W1ENrHlhjQYB8C9fAuQQIrp1LJgPP88HOwCQxxNQLTExM2JEjR0xrLT09PbZ58+awTv3gGWDDCnBdNuzUcmIIVF2A+0fViTkAAggggAACCCCAAAIIIJBKAb4PpnJaGBQCCCCAAAIpF/AAmofQorlJK3l1NVVVK6nCmqqrTZ600syYmdqELszEoTa1D01CazoztQVt7/YWoJssP3SFB9a8wppXW8t7i9Bcu1dYa+30CmutXmGtkHIHhlcLAfIttVDO5jEIrmVz3sKo+WBnePIYOgIIIIAAAggggCgCYzUAAEAASURBVAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAArUSUOgsKlnkLT6jBW/1OefV1eY9mDY1YqUJr642dsiKIwctmjhm0fRoHFYrH1tSYU0tQdu6vC1ov+W611m+3yusrb/CQ2vbLN+93iuwdXpYLVf+Tn5GwMi3cBGcS4Dg2rlkMvA8H+wMTBJDRAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoN4Cagmq0Nr0iBXHDnp1tUP+UFDthEUz4155bcLDah5oU9tQ3y60BS0fc6iw1hXCafl1OyzvFdYKfd4OVGE1r7CWa1OFtfbQPrT8bfyMgATIt3AdnEuA4Nq5ZDLwPB/sDEwSQ0y9wOzsrI2OjprWWtrb262/vz+sUz94BtiwAlyXDTu1nBgCVRfg/lF1Yg6AAAIIIIAAAggggAACCKRSgO+DqZwWBoUAAggggEB9BRarq4UgmgfS1BJUAbW4LWgSXDvkFdeGvQKb/1upB9uWLPmC5by6mrV0xKG09l7LdfZ7ZTVvDTq4wwpeaS3fsyluC0qFtSV0/PJqAfItrzbhmViA4FqGrwQ+2BmePIaeGoFjx47Zk08+aVpr2bhxo91www1hnZpBMpCmE+C6bLop54QRqJgA94+KUbIjBBBAAAEEEEAAAQQQQCBTAnwfzNR0MVgEEEAAAQRqIqAwWjQ75m1Aj3tltVfiCmtjR73imgfV5rxFqLcKNQXainOhhaiplWiyeBBNLT9zPUOW790cqquFtaqreXgt19Ydv+6hNiu0JO9ijcA5Bci3nJOm6V8guJbhS4APdoYnj6GnRuD555+3H/3oR6a1liuuuMLe8Y53hHVqBslAmk6A67LpppwTRqBiAtw/KkbJjhBAAAEEEEAAAQQQQACBTAnwfTBT08VgEUAAAQQQqI5AFLcCtfkZD6xNWGlmxKupnbLS+FErjnhwbeywtwU9Hl4LIbXTQbWcmYJq3grUWr26mgJrbV1xdbWejZbv3+KP7R5g2+jPDXoVNg+rUWGtOnPYwHsl39LAk7vGUyO4tkbAer6dD3Y99Tl2owio2tq9994bqq7pnFRt7Y477gjrRjlHziN7AlyX2ZszRoxAWgS4f6RlJhgHAggggAACCCCAAAIIIFBbAb4P1taboyGAAAIIIJBGgWjBA2szo6GyWvHEsx5WOxiCa9HMmEVeWS0E2kJL0AWvsFZeXS3vobWWxTagCqlt9ccl3gZ0g+U6+kIr0FxrV9wyVOE2byHKgsBKBci3rFSsebYnuJbhueaDneHJY+ipEdi3b5/t3bvXtNaye/du27NnT1inZpAMpOkEuC6bbso5YQQqJsD9o2KU7AgBBBBAAAEEEEAAAQQQyJQA3wczNV0MFgEEEEAAgcoJeABNrT6juYm4utrYESsOv2TF48/GFdZmxs0UVitfcvnQ3jPX0r5YXc3bfqr1Z7e3BQ2htW2+9kfXOn/dq6vlaQVazsfPqxMg37I6t2Z4F8G1DM8yH+wMTx5DT40Af9BJzVQwkDIBrssyDH5EAIEVCXD/WBEXGyOAAAIIIIAAAggggAACDSPA98GGmUpOBAEEEEAAgYsXUGhN7UG9HWjx5PPhUTr5grcGPebtQMe9ytqMWXHeq6uVlu6zpS1UUcv3rI8rq/V5hbW+zZZXG9D2bjO1CVW70EKbtwT16mq0BV3qx2+rEiDfsiq2pngTwbUMTzMf7AxPHkNPjQB/0EnNVDCQMgGuyzIMfkQAgRUJcP9YERcbI4AAAggggAACCCCAAAINI8D3wYaZSk4EAQQQQACBCwsorOaBtGhu0qLpESuOHvIKa89Y6ZSH1tQe1FuDnm4FqtCZt/ZUdTVr6fDKah5Ka++1XNeg5Xs3Wn7AW4L2enDNfw7PqxobQbULzwFbrFiAfMuKyZrmDQTXMjzVfLAzPHkMPTUC/EEnNVPBQMoEuC7LMPgRAQRWJMD9Y0VcbIwAAggggAACCCCAAAIINIwA3wcbZio5EQQQQAABBC4oEC3MxIG1kVesePQ3Vjz1kkWTJ/25Ua+yNh1XWdNeFEDzR2gDqupqfVsWg2peXU1tQDv6vLKaqqt5O1CF2tQSlNDaBf3ZYHUC5FtW59YM7yK4luFZ5oOd4clj6KkR4A86qZkKBlImwHVZhsGPCCCwIgHuHyviYmMEEEAAAQQQQAABBBBAoGEE+D7YMFPJiSCAAAIIILC8gNqCFme9BahXWZs6aaWxIx5Ye8EWjj5l0djhxbagC/F7VWGt0Bq3/PRwWr57KG4F2u+V1fq3W75ng4fW+uMqbMsfjWcRqLgA+ZaKkzbMDgmuZXgq+WBnePIYemoE+INOaqaCgZQJcF2WYfAjAgisSID7x4q42BgBBBBAAAEEEEAAAQQQaBgBvg82zFRyIggggAACCLxaQKG1krcH9cBa8eRz/nje24K+6OG1o6EtqCqwmb+etAdVBbVc50CorlbYdJ0VvB2ofg+tQL3Cmnnb0BBsU1tQFgRqJEC+pUbQGTwMwbUMTloyZD7YiQRrBFYv8Nhjj9mXv/xl0x92tOzevdv+7M/+zHbt2rX6nfJOBNYowHW5RkDejkATC3D/aOLJ59QRQAABBBBAAAEEEECgqQX4PtjU08/JI4AAAgg0qkDkYbXifFxlbXrYiqMHrXj8mTi0NnLQnx/zsNriyavFpwJpbT1eYW1dXGFt3eXW4sE1tQjNtXaaqRUoCwJ1EiDfUif4DByW4FoGJulcQ+SDfS4Znkfg4gUef/xxu/vuu01rLTfddJPdddddYX3xe2FLBCorwHVZWU/2hkAzCXD/aKbZ5lwRQAABBBBAAAEEEEAAgTMCfB88Y8FPCCCAAAIINIqAKqlFCqwNH7CitwQtDr9s0cSJuMra/JRZcbE1qEJrag/qLUEL66+ywtDlVhjcYfnejd4StC8OreUKZtqOBYE6CZBvqRN8Bg5LcC0Dk3SuIfLBPpcMzyNw8QLPP/+8/fCHPzSttVxxxRX2rne9K6wvfi9siUBlBbguK+vJ3hBoJgHuH80025wrAggggAACCCCAAAIIIHBGgO+DZyz4CQEEEEAAgewKePk0tQUtznk1tYnQGrQ0dthbg75oC8eetsh/jua9LWgSWFNYrdBq1ta92Bp0mxU2XmuFdTus0Lc1tAYlrJbdq6HRRk6+pdFmtHLnQ3CtcpY13xMf7JqTc8AGFJicnLSjR4/axMREOLuenh7btGmTdXd3N+DZckpZEeC6zMpMMU4E0ifA/SN9c8KIEEAAAQQQQAABBBBAAIFaCPB9sBbKHAMBBBBAAIEqC0Qli0reHnTqhBVPPOeBtee9LehLVho/FldZ8wps5q8r3KYl19phua5Byw9cYoVNr/Eqa5d61bX1lu/st1xLh5lCbSwIpESAfEtKJiKFwyC4lsJJudgh8cG+WCm2QwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIUCCqupytrcZNwadOSgFY//zkNrL1pp9JBXXxv3sJrG7a0+vd1nrqXNq6n1eGhtneX7t1h+3eXWsvE6y/dtCWE2y7ek8CQZUrMLkG9p9ivg3OdPcO3cNql/hQ926qeIASKAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIHBOgWh+ejGwdsCKR5+yoldZiyZPxlXW/LXTrUFzeTNvD5rvHrLChqssP3S5V1m7zPI9myzX0ReH1nKFEG4758F4AYE6CZBvqRN8Bg5LcC0Dk3SuIfLBPpcMzyNw8QIzMzM2OjpqWmvp6Oiw/v7+sL74vbAlApUV4LqsrCd7Q6CZBLh/NNNsc64IIIAAAggggAACCCCAwBkBvg+eseAnBBBAAAEEUi+w2BLUFmYtmvcqa1PDVho77K1BX7CFY09bNHbEn5/1tqAL8al4WC1XaDNr77Zc56AV+rdZYeM1VljnobW+rV59rZewWuonnQGSb+EaOJcAwbVzyWTgeT7YGZgkhph6gaNHj9pjjz1mR44cCWPdvHmz7dq1yzZt2pT6sTPAxhXgumzcueXMEKi2APePaguzfwQQQAABBBBAAAEEEEAgnQJ8H0znvDAqBBBAAAEElhOIivMhsFaaOG6l4Zf88bI/Dlhp/HhoCxrNe8GNqOiP0B/UK6l1Wq570PIDl1ph0/VW8HW+ZyiustbSYVZoXe4wPIdAqgTIt6RqOlI1GIJrqZqOlQ2GD/bKvNgageUEnnvuOfv+979vzz77bHj5qquusne/+9125ZVXLrc5zyFQEwGuy5owcxAEGlKA+0dDTisnhQACCCCAAAIIIIAAAghcUIDvgxckYgMEEEAAAQTqJ+AhNIXVzANp0fyUtwAdt9K0V1kbPxLagpZGX/Eqa0c9tDa5OMZcqKCWa2n3ampeZc1bg+b7t1p+3eXWsvE6y/du9jBbu7cNbanfOXFkBFYoQL5lhWBNtDnBtQxPNh/sDE8eQ0+NwP79++3ee+81rbXs3LnT7rjjjrBOzSAZSNMJcF023ZRzwghUTID7R8Uo2RECCCCAAAIIIIAAAgggkCkBvg9maroYLAIIIIBAkwlECx5Ymx7xoNpRK6rC2tghi8aPWWlqxKI5D6vNTy9tDZrLW85Dabme9VZYf5Xlhy63wqBXWevdFNqC5lq9ylquQHvQJruOsn665FuyPoPVGz/BterZVn3PfLCrTswBmkBg3759tnfvXtNay+7du23Pnj1h3QSnzymmVIDrMqUTw7AQyIAA948MTBJDRAABBBBAAAEEEEAAAQSqIMD3wSqgsksEEEAAAQRWK1BasGhh1sNoixXWpketNOltQccOx61Bx45YNHnSX5/2dqBlB8kXPI/W5uG0Hst1eWvQ/m1W2HitFdZdZvm+LZZr6yGsVsbFj9kSIN+Srfmq5WgJrtVSu8LH4oNdYVB215QC/EGnKac99SfNdZn6KWKACKRWgPtHaqeGgSGAAAIIIIAAAggggAACVRXg+2BVedk5AggggAACFy8QRaGKWmnyRAiqxRXWFoNqM2NxhTVVYFuYMysVl+w319oZtwUd3G4tm663/IBXWfM2obmOXm8N2klr0CVa/JI1AfItWZux2o2X4FrtrCt+JD7YFSdlh00owB90mnDSM3DKXJcZmCSGiEBKBbh/pHRiGBYCCCCAAAIIIIAAAgggUGUBvg9WGZjdI4AAAgggcC4BD6pZqLDmYbS5qfgxPextQY9YcfRQXGHN24JGM+NmXoVtybJYYc289WeurctynV5lrW+z5dftsJaN18WtQVvaPbDmbUFZEMi4APmWjE9gFYdPcK2KuNXeNR/saguz/2YQ4A86zTDL2TtHrsvszRkjRiAtAtw/0jITjAMBBBBAAAEEEEAAAQQQqK0A3wdr683REEAAAQQQCAIKrUUli2bHF4NqBz2o9rL/fNSi6ZEQVgthNgXWivNh23K50xXWFFYb9Opq/Vst37PR8l3rvF1on1dZ6/DWoHnag5aj8XNmBci3ZHbqqj5wgmtVJ67eAfhgV8+WPTePAH/QaZ65ztKZcl1mabYYKwLpEuD+ka75YDQIIIAAAggggAACCCCAQK0E+D5YK2mOgwACCCDQ3AIKqnkrUIXQ5qctmvcKa7MTFk2d8upqHlobfcWDawesNHkyVF6z4kIZV86sULBci4fRVGGttcsDaoOW6/WgmgfWCgqu9WzyqmsD8TY5354FgQYSIN/SQJNZ4VMhuFZh0Frujg92LbU5VqMK8AedRp3ZbJ8X12W254/RI1BPAe4f9dTn2AgggAACCCCAAAIIIIBA/QT4Plg/e46MAAIIINBEAqquprag06NWGvOQ2sgrVhx+xaKJuBVoCLEpzKYKa6ViCLnFOh5C8yBarr17aVCt1yutqbpah6qrdZl5qC1XaKU1aBNdUs10quRbmmm2V3auBNdW5pWqrflgp2o6GExGBR577DG7++67TWstu3btsrvuuiusM3pKDLsBBLguG2ASOQUE6iTA/aNO8BwWAQQQQAABBBBAAAEEEKizAN8H6zwBHB4BBBBAoEEFkgprc6GCWjQ3Gbf/nDxuRQ+tlUa9upqvo6lhD6t5FTaF1ZJFFdM8hKZ2nwql5do8tOYhtXy/h9UGtvnjMst3b4jDbIW25F2sEWhYAfItDTu1az4xgmtrJqzfDvhg18+eIzeOwP79++2ee+6xJ554IpzUjTfeaHfeeaft3LmzcU6SM8mcANdl5qaMASOQGgHuH6mZCgaCAAIIIIAAAggggAACCNRUgO+DNeXmYAgggAACzSKgCmveFjSaHvagmofUhl9erLB23INs3iLUg2w25xXW1DrUt1Ub0bAotJb3tqBeSU1tQPP926wwoFagG70VaL8/37NYYa3dcvkWr8aWbxZRzrOJBci3NPHkX+DUCa5dACjNL/PBTvPsMLasCLz44ov24x//2F544YUw5Msvv9ze/va3244dO7JyCoyzAQW4LhtwUjklBGokwP2jRtAcBgEEEEAAAQQQQAABBBBImQDfB1M2IQwHAQQQQCCjAkmFNQ+reSDNFE6bGbPS+DEPrL0Uh9dUYc1bhcatQD2spkVBNX/kVDmttTOurtbu4bTuoVBdrdB/ia+3e1vQIQ+stXuozcNqLAg0mQD5liab8BWcLsG1FWClbVM+2GmbEcaTRYHJyUk7fvy4aa2lu7vbNmzYENZZPB/G3BgCXJeNMY+cBQL1EOD+UQ91jokAAggggAACCCCAAAII1F+A74P1nwNGgAACCCDQAAKqsFZa8NafIx5Se9nbgMZV1krjXmFtdswf3ip0ftosVFhTdbXFCmv5vBdN87agXYMeUFNIbfGhVqAdvXGQTe1CWzzYlivEQbcG4OIUEFiJAPmWlWg117YE1zI833ywMzx5DB0BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoI4CZRXW5r3CmoJpqrA2EVdYC8E1VVibGg2BttAOVKNVhTW1Ai149bQ2VVjz6moeUMv3bIgrq3lwreDtQXOdA75Nq29PK9A6TjKHTokA+ZaUTEQKh0FwLYWTcrFD4oN9sVJshwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQJlAUmFtWhXWVF1tscKaB9eimXFvFzrh7UKnLTq7wlqhxVt+dsStQAcvs7yH1Ap9Wy3vrUFz3iLU2ry6mlqGqnWoQm6mBwsCzS1AvqW55/98Z09w7Xw6KX+ND3bKJ4jhZUJgZmbGhoeHbXray/r60tnZaYODg9bR0ZGJ8TPIxhTgumzMeeWsEKiFAPePWihzDAQQQAABBBBAAAEEEEAgfQJ8H0zfnDAiBBBAAIE0CpRXWPN/G/RgmgJqpXGvsKbWoMNqD6oKayPnrLCWUyito8/bgno1td5NVlgMruV7N8fPq7paCKul8fwZEwL1EyDfUj/7tB+Z4FraZ+g84+ODfR4cXkLgIgUOHz5s+ixprWXLli128803h/VF7oLNEKi4ANdlxUnZIQJNI8D9o2mmmhNFAAEEEEAAAQQQQAABBJYI8H1wCQe/IIAAAgggsLzA6Qpro1YcfcVDal5h7dRLIbimFqHR3KSH2abOU2FtvRXW7QjtQEMrUFVYa+sO1dVMFdjyagtKdbXl8Xm22QXItzT7FXDu8ye4dm6b1L/CBzv1U8QAMyDwzDPP2Le//W3TWsvVV19t73vf+8I6A8NniA0qwHXZoBPLaSFQAwHuHzVA5hAIIIAAAggggAACCCCAQAoF+D6YwklhSAgggAAC6RCIIg+izZnNe8vPpMLaxPG4wtpie9Boati3WTAvsxaPWeGzXMFyLW1xMK2j1yusDZqqquU9uFYYuCT8HNqC0go0HfPMKFIvQL4l9VNUtwESXKsb/doPzAd77YbsAYH9+/fbPffcY0888UTAuPHGG+3OO++0nTt3goNA3QS4LutGz4ERyLwA94/MTyEngAACCCCAAAIIIIAAAgisSoDvg6ti400IIIAAAo0uoNBaqejtQEespAprwwesOFxWYW12Ig60LXiwzbf1/8Qi+RavotZuuR6vsDboFdYGt1tcYW29B9l6/NHpobYOs0KLb0+FtUa/jDi/ygiQb6mMYyPuheBahmeVD3aGJ4+hp0Zg3759tnfvXtNay+7du23Pnj1hnZpBMpCmE+C6bLop54QRqJgA94+KUbIjBBBAAAEEEEAAAQQQQCBTAnwfzNR0MVgEEEAAgWoIKHgWeUitOG/mj6g46xXWVGXNW39OLlZY8+CawmuhwlrJtystV2Gty3IdfZbr7I8rrA1d7qE1r7DWt8WosFaNiWOfzSJAvqVZZnrl50lwbeVmqXkHH+zUTAUDybAAf9DJ8OQ18NC5Lht4cjk1BKoswP2jysDsHgEEEEAAAQQQQAABBBBIqQDfB1M6MQwLAQQQQKA2AiG05tXVFjyoNj1qpelhK02dtNL4UYtGj1hp8oRXXRuzKFRY8yCbWocuvicMMKmw1j1kBW8Fmh8oq7DWrgprHmajwlpt5pKjNKwA+ZaGndo1nxjBtTUT1m8HfLDrZ8+RG0eAP+g0zlw20plwXTbSbHIuCNRWgPtHbb05GgIIIIAAAggggAACCCCQFgG+D6ZlJhgHAggggEBVBU5XVVvwqmpeUU0BNG/zGS3M+tp/n50MobVo6lQcXJs4btHYkRBmi15VYS3vYbR2M4XS2nstrwprfZst78G1ggfX8r2qsNbrnUC9FageLAggsCYB8i1r4mvoNxNcy/D08sHO8OQx9NQI8Aed1EwFAykT4Losw+BHBBBYkQD3jxVxsTECCCCAAAIIIIAAAggg0DACfB9smKnkRBBAAAEEzidQWrBoXgG1sTiY5lXVokl/hKDaiFdVG/cA20zYJgTbFGib998VWltSYa0QQms5r7CWX3eZFQY9qKZ2oN3rQzvQXFt3XGHNK7ERWjvfhPAaAhcvQL7l4q2abcuqBtempqbsxIkTNjY2Zvq5WCxaoVCwvr4+27Ztm/X2ekJ5mWV2dtZGR0fD49SpU9bW1mbbt2+3gYGB8P7cYqJ5enra9Lr2r58XFhb8fzdy1t3dbUNDQ+E4eq+OqWVubs4mJibC9tr/zMxMeL6jo8P6+/vD9j09PeF4ekHj1VjGx8fDeegcIv8ftJaWFuvs7Azbr1u3Lvys7fVayftg6xjHjx8P79OYtOg9Ot8NGzaYjpHPe4J7jclsPtiBlv8gsCYB/qCzJj7eXCUBrssqwbJbBJpAgPtHE0wyp4gAAggggAACCCCAAAIILCPA98FlUHgKAQQQQCCbAqerqnnYzCuqRV5R7fR63luBzqmqmrcDVWht8VGaPOVV1Ty4NjdlVirGIbXys9e/y+f83+cLbV5hzUNpHd7+s2PAK6xtssKQtwbt99agfUmFtTxhtXI7fkagQgLkWyoE2YC7qWpw7eWXX7af//zntn//fnvllVdCeE0hsZ07d9oHPvABu+6665YlPXbsmD355JOmL1q//vWvTeGwP/3TP7Xdu3dbe3t7CIEpJHbw4EF7+OGH7amnngr7V2BMAbEdO3bYm970Jrv22mtDgE0hMy0KuT333HP2m9/8xh5//HE7evRoeH7Tpk1200032Wte8xq78sorw/H0goJqJ0+etN/+9rf24IMP2osvvhjCbAqeXXLJJXb99dfbLbfcEkJ4CqElQTcd44EHHrBnnnkmhNi0L73nmmuusbe+9a3hGDqPJFCn11ez8MFejRrvQWCpAH/QWerBb+kQ4LpMxzwwCgSyKMD9I4uzxpgRQAABBBBAAAEEEEAAgbUL8H1w7YbsAQEEEEAgBQIhtFbyimkeUJtROE0tPz2UtlhVLYTTZib8dS84EwJtXn0tCbYVPejmFdlCZbWzTyWvCmttluuKK6zlvcJaIamw1tFrObULbfFMARXWzpbjdwQqJkC+pWKUDbejqgbXXnjhBfvRj34UAmiHDh0KVcsULtu1a5f99V//tf3e7/3eElBVK1P46/nnn7ef/vSnISz20EMPhZDYpz/9aXvLW95iXV1d4T2qsKZA2f/8z/+EgNj8/HyouKb3q9qaQmg33HBDCMmpypn2reDZz372sxB0U0W0ycnJsC9VaNM2CqK9+c1vDsE3VUTTNgrd6aFwnEJsCpspHNfa2mpXX321vfOd7wwBOYXjVJ3tyJEjIXSn4xw4cOB0OE3juvTSS8P+NS6F5RRmW8vCB3sterwXgVhAIda77747hFn1jEKsd911V1hjhEC9BLgu6yXPcRHIvgD3j+zPIWeAAAIIIIAAAggggAACCKxGgO+Dq1HjPQgggAACdRNIAmoKmnk7z6joLT09gBaptadafc5OeFU1r6Cm4JqH1kJ4TdXVZsb8Na+qppDacosXmwmV1RRAU1BNFdZa2i3X2hm3AO1drLA24G1Be7d61bU+75JGhbXlKHkOgUoLkG+ptGjj7K+qwTVVTlN1s8OHD5uCZS+99JIpiLZ58+Zlg2vaRmEyvee73/2u/epXvwphMwXEFHS79dZbQ3BNoTVVcFNVNlV00/LGN77R1q9fH8JxqsSm8JvCYbfddluodKZQmf4vjv7rv/4rtApVQO2yyy4L71VlOAXl1ML0zjvvDME6VUT73e9+Z/fff38Io6kSm9qbJscoP64qyOk1tRRVBTgdW61ItT+F4bQo+KbX1ZL0iiuuCKE9vWctCx/stejxXgRiAd1H7rvvvnA/0TMKlt5+++1hjREC9RLguqyXPMdFIPsC3D+yP4ecAQIIIIAAAggggAACCCCwGgG+D65GjfcggAACCNRNwNt5Rh4+i2bHPZh23CuqnfD1idD6szTlgbWZcbN5D7ApyFbeLjRUVVMr0NLyQw+V1Tyo1u6tQLvWWb57XVxlrXu95Xo2WN6fC695u1Br7fCMWyttQZeX5FkEKi5AvqXipA2zw6oG11RdTe04k8pmCm99/etfN1U4W67i2sjIiKlKm1ps6kvW008/HX5W689PfvKT9vu///shuKaWn4899lh4XdsroPbBD37Qtm/fHqqk6YL/7//+b1MVtI997GOh+trY2Jg98sgj9rWvfS1US9uzZ09oPaqZTEpoKzinwMprX/vaEDDTGL7whS+YgnIKwN18882hMpsqqX3jG98I53b55ZeHlqeqIqfxf/Ob3wxBN1VXUytUtTdNjqEKcQrvKbinVqlqZbqWhQ/2WvR4LwKxgD6TqpCotRYFWsuDrfFW/BeB2gpwXdbWm6Mh0EgC3D8aaTY5FwQQQAABBBBAAAEEEEDg4gX4PnjxVmyJAAIIIFBDAQXMFFIreYU0VVYLFdW8sppagc55u0+1A/XgWgithfCaV1VTpbW56fC+Zdt+mldV8+5puYKHzryiWlxVzddeYc283Wdo+9nZF4fUQnht6HR4zTywRoW1Gs4/h0KgTIB8SxkGPy4RqGpwbWFhwWZmZkLwa2pqyh599NFQ8UyBsuWCa6pUptafatF5ySWXmCq2fe9737OBgQH7xCc+cTq4pmprakGqtVqHqoKZQm0KhKmymiq1ffGLX/T/HYvsz//8z03V0tSqVBXUFF4bHBy0D33oQyHQJg1VeFOgTsEzhdauueYa27p1qz333HP2pS99yf/HKxcCcGptqkpsagf6y1/+MlRW03lprO94xzvC+3VcBfbe+973hn1t2bIlgKvqnM7/O9/5TmgRqkCdjrWWhQ/2WvR4LwKxgD7DuudorUX3FLUOTtoSx1vxXwRqK8B1WVtvjoZAIwlw/2ik2eRcEEAAAQQQQAABBBBAAIGLF+D74MVbsSUCCCCAQA0FVFVtPgmoeVW1iaS62qk4oDY7uRhmK2sX6hXWFHY7Z2jN/+0+p2ppavPZNRgH1LqHvLqaB9Q6BuLn1RrUW4QuaReqtqFqIap2oiwIIFBzAfItNSfPzAGrGlxLFBReUyhMgbKvfvWr1tHRsSS4pkpn+lKlimxqEarA29vf/vbQ0vPLX/6ytbS0LAmuKVCmimcnTpwIVctU2UwtOdXGU4uO87nPfS6E2NT6U8GyF198MQTdFCBTwO0973mPXXXVVWH7Z599NgTKVB1OQTNtv8OrvCkYd88994Tx/tVf/ZW9/vWvD9sr5KKxqoKaHjquKr7pHD/72c+GtqhJ0E4hPS2q2qaw2+c///lQ8e1Tn/pUCNuFF1f5Hz7Yq4TjbQgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAClRGI1PpzYbGtp7f3VHU1BdBUVU3tQKeGz7QEnVBL0GGvtjYWh9a8GM2rFoXLcgX/fx40W1JVTWE0bwWqymldA5bvHLSctwPNd3loLQTX+v01bxOqamwE1F7FyhMI1FOAfEs99dN97FQE10ZHR03tN1URTS1Ae3p67I/+6I9MLUH/9V//1Uql0pLgmra79957bXh42FQFbefOnaaWnaqkpkWVzf7jP/4jtCh93/veZxs3bgzBNVVwU9tSBdMUjNN7tKjd6P/+7//awYMHQxtTba/gmrb/9re/Hcajym1JhTQdV9Xh1EpUITkd94477gjBtX/6p38Kld4+/elP26233mqFQiEco1gs2s9//nP7l3/5l1DB7W//9m/tjW98Y3httf/hg71aOd6HAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIILBmAQ+eRUUPqnkQTQG1aPLYYutPb/sZAmrjcVtQtQn1MNvpdqElD7qpstpyi1dGy7V6QK3dQ2hq9xmCaYtrr7KWa+/118uqqqm6miqqeWAtF6qq5ZfbK88hgEAdBci31BE/5Yeua3BNFczUzlOBsYcffjisFVJTsEytP1Xx7DOf+cySCmZq3/f000+Hym0KvL3pTW+yG2+80S699FLr7+8P3Aq/qVLb+Pi4vetd77J169aF4JqCcKrmtn37dnvLW95il112Wdj+pZdesp/85CchPNfa2hq2V3BN26t1aW9vr330ox+1Xbt2he11XL3niSeeCGE0HffDH/6w6fl/+Id/CNv8/d//fRhb+MX/o/N88MEH7R//8R+XfT3Zbrn13NxcOBedjx76XYscvvnNb4bxlVeEW24fPIcAAssLqBqiPutaa1GVRN0zkmqJy7+LZxGorgDXZXV92TsCjSzA/aORZ5dzQwABBBBAAAEEEEAAAQTOLcD3wXPb8AoCCCCAQAUFPGgWlea9opoCaP5va/MeWFN1tblJK02PeFDtlLcDPebhNW8L6o9QVW12ygNr/p7llrwHzPIeNlOFNFVSS9p7KpSmqmreDjTvFdVyHlwL4bUQYvNiNm1dBNSW8+Q5BFIsQHAtxZNT56HVNbh28803hyDZb37zG7v//vtDu1AFyl7zmteEdp779+9vmOCa5lnBNQXbcl6W9O/+7u+WBNvOdx2cPHkyVKNTW1JVm9PvWlT5TdXirrnmGvubv/kbe8Mb3nC+3fAaAggsI1AenNXL27Zts1tuuSWsl9mcpxCoiQDXZU2YOQgCDSnA/aMhp5WTQgABBBBAAAEEEEAAAQQuKMD3wQsSsQECCCCAwFoFVFlNIbWZEQ+lnbTS+BGLxlVdzSurzYx6S9BJi+Y9zBbahKpdqIfbFFhTVbWo9OqjezdQK3hYrcOrp6ntZ/cGy/Ws97U/1AJUVdUUUFMltRBqU0W1tvj3vHc9839z9/+8er88gwACqRQguJbKaUnFoOoaXNu9e3eocvTrX//a9u7daxMTE/bud7/brr32WlPls6eeeiq0BFWVtA9+8IOhCpvaex46dMi+/vWvh9acWWoV+tBDD9k///M/W96T42oVqlaiF7MQXLsYJbZBYHUCCoR+61vfMq216P7z/ve/P6xXt0fehcDaBbgu127IHhBoVgHuH80685w3AggggAACCCCAAAIINLsA3web/Qrg/BFAAIFKC0RqKRYHzxZmQiBNobTQDnTylEVeVU3BtdLEca+u5sG1WW8H6kG1ZVt/KmCWKyxWVfPgWaiqFldXC1XVOvtDO9DToTUPruU6B7wVqFdcUyW2EFCr9PmxPwQQqLUAwbVai2fneHUNru3cuTO06PvFL35h/+///T97/vnnQ5Wjvj4v+enhLrXv05cttdm88sor7Q/+4A9CoKSlpcW+//3vh+CaQibXXXedXX/99bZ+/fog/6tf/co+97nP2ezsrN15552h9eiLL74YWo8ePnw4VHN7z3veY1dddVXY/tlnn7XvfOc7dvToUduyZUvYfseOHWH7e+65xzo6Oqy8Fefx48dDqE5j00PHVbBuZGTEPvvZzy5pbZq0G1SZ7l/+8pf2+c9/PoTyPvWpT4Ug3sVcKrQKvRgltkFgdQJq+fvVr341tP7VHtR6WK1/tWZBoF4CXJf1kue4CGRfgPtH9ueQM0AAAQQQQAABBBBAAAEEViPA98HVqPEeBBBAAIFzCniFNFVLC0G18cNWGvPH6KE4qDYdV1czBdq8ulqosFZaiKuq+b/rL1lCaC3nITRv/akwWre3/FQwrWdDXFmtw0Nr7d1mel2BNlVUC2tvH5pv8dCatxJlQQCBhhAguNYQ01iVk6hrcE3BELW7VEtQBdEUXFMoTaE1Lao0tlxwraury1S9TEEz/XzFFVeEENjmzZtDWE3BtS9+8YtWKpXsL/7iL0LoTVXa1GbzkUcescHBQfvQhz4UWpLqOGpVqgpuGsvrXve60Hpz69at9txzz9mXvvSl0NrzYx/7mKm6W3t7ux05ciSE0DTeqampEHR7xzveEYJrOq4qx733ve+11772tSEIp2MoMPfoo4+GgFxPT49pf3p9LQsf7LXo8V4EYoF9+/aFio9aa1ElyD179oR1vAX/RaD2AlyXtTfniAg0igD3j0aZSc4DAQQQQAABBBBAAAEEEFiZAN8HV+bF1ggggAACZwl4O8+o5G091eZTldXmpvzhrT+9mloxBNc8tObBtWhq2KurTZmpBeiSRVXV/OEtPOOKamrp6UG0VlVW6/BwWk+oqpb34FpcWS0OroV2oAqqqfUnCwIINLQA+ZaGnt41nVxdg2sKic3Pz9vo6GgIg01OToaQWG6x3KcCbffee6+d3SpUFcj0mkJtqqS2adOmUPFs+/btpmpouuDvv/9+U7Wzv/zLvwwBtbGxsRBau++++6ytrW1JMCX5Qqf93n777SG8pqpvCrR94QtfCO1Mb7vtNrv55pttw4YNduDAAfvGN74RgnOXe+tSVXzbtWtXCL5985vfDOdy2WWXhecVgtGiYzz99NP28ssvh4pvH/jAB9bcipAP9pqufd6MQBBIPv9aayG4Fhj4T50FuC7rPAEcHoEMC3D/yPDkMXQEEEAAAQQQQAABBBBAYA0CfB9cAx5vRQABBJpdQC1BFVibGQkV1UpjHlJThbXxYxZNj8QhtnkPq82rwtpiO1CvyLZk8cpooUJae5dXVVsXV1XrXqyqprBae5/l2lRVrcPMg2qnw215tQL1ojaL+YAl++QXBBBoKAHyLQ01nRU9maoG11SNTEEyPU6cOBFa8f3gBz8IwTFVPFPFsYGBAVNIrLe3NzxffnZqrfmZz3xmSetNVVhT281XXnklhNd+/vOfh7e88Y1vDC07VaXt4MGDoVqaKrApcHbNNdeESmz64qbWnwqxveUtbzGFy7S89NJL9tOf/jSMQ61FFVxRZTVVaFMAThXW1Kp027ZtNjQ0FM4lOe6b3vQmu+GGG0LVtfHxcfu///u/UDlOx9A5veY1rwnHeOqpp8Jx+/v7Q4W4W265JewvvLjK//DBXiUcb0OgTIA/6JRh8GNqBLguUzMVDASBzAlw/8jclDFgBBBAAAEEEEAAAQQQQKAiAnwfrAgjO0EAAQSaQMBbeSqopoppavWp6mp6zIxZafKUB9eOemW1gx5aO2rRxHGvrjb56hagobJay2L4zKuptSYPD6Z1eEBNQTW1BPV2oLmu9ZbvWhfagdL6swkuL04RgfMIkG85D06Tv1TV4JoCYT/5yU9CYE1BM1UqU8UxtQJVEEyhLoXXtL766qtDKKx8Ps4VXNM2CsWp4toPf/hDe+aZZ0JVNlVmKxaLYT/apwJlakeqKmlqG/rCCy+EgJpCZArSaR9aFIZbv359GIcCbTt27AhjVODuiSeesCeffDJUX1MorlAohHamra2tYczvfOc7Q2U1VXebnZ0NLUG1/c9+9rNwvmp9qkXjUkW4N7/5zWFcCtWpZehaFj7Ya9HjvQjEAvxBhyshjQJcl2mcFcaEQDYEuH9kY54YJQIIIIAAAggggAACCCBQaQG+D1ZalP0hgAACDSrgldIUWgtBtdAC1CureQvQ0sSJuLra7EQIsoWWoV6FzUoLIeh2WkOhNVVXU+vP3o0eTvNH72ZfJwG13rKKal5ZrdDmv3vb0Lz/m7nea3qwIIBAMwqQb2nGWb+4c65JcE1BLlUtGxkZsZmZmdAOVEGvSy655LzBNbXq/NrXvhZCaX/yJ38SgmWqhKYwWORJcIXhVOFMQTRVWZuYmAivKXimCmxq4akKaQqmaTl16lQIuWn7xx9/PLT61PNqNXrTTTfZ9ddfH8Jo69at09Mh2Kawmlp8Pvjgg6EtqQJoCpyp+prCcW94wxvCz2pvquCcwmvPPfecPfDAA+FYGpNe6+7uDpXf3va2t4XQns5DIbi1LHyw16LHexGIBfiDDldCGgW4LtM4K4wJgWwIcP/IxjwxSgQQQAABBBBAAAEEEECg0gJ8H6y0KPtDAAEEGkSgVLSopOpq3gpUldXmpvwxadHkSSuWBdeiqVNeXc2LvqgSW/miNp75QlxdLVRW81agbf7oGvTAmkJrm+LgWvd6y3UOhuprBNTKAfkZAQQSAfItiQTrswWqGlxLWoWOjo6GwNr8/HyoPKYgl0JbCq+dr1Wo2m0qnKaQ2pYtW0IrT71P79eilqEKlmk7/azgmKq5JRXU1KqzPCA2NzcXwm3aPhmT9tPR0WFq4amWpQqltbV58tsXhdQURFMLUFVom5z0/xH3sSg4p7FrewXj9LMWvab3aLtjx46FY2lMWvQejUfV33QMjTM5j7DBKv7DB3sVaLwFgbME+IPOWSD8mgoBrstUTAODQCCTAtw/MjltDBoBBBBAAAEEEEAAAQQQWLMA3wfXTMgOEEAAgcYT8H+7jhRYmxn1NqDHrTTmLUDHjvjD24BOj8QhNg+zmQJtC3NeXa0YtwUtlyi0xm0+1fqzb6vl+7dYoXeLB9cW23+2envQlo64ypqqq/m/gVNVrRyQnxFAIBEg35JIsD5boKrBtbMPxu+VFeCDXVlP9tacAqq++JWvfCW0BZaA2gt/5CMfCVUYm1OEs06DANdlGmaBMSCQTQHuH9mcN0aNAAIIIIAAAggggAACCKxVgO+DaxXk/QgggEDWBaLQ0jMqelGVhZm4upoCaTNjVpo66a1Aj3lLUA+ujR+xaPy4V1ebjENqHm47vah4jLf0zLW0m4Xqah5KU0vQzgFvBbrBQ2seXOvbEiqs5Tr6Ftt/KqjGggACCFxYgHzLhY2adQuCaxmeeT7YGZ48hp4aAbUOvv/++0NLYA1KLYZvu+220Do4NYNkIE0nwHXZdFPOCSNQMQHuHxWjZEcIIIAAAggggAACCCCAQKYE+D6YqelisAgggEDlBaKStwRd8KDaeAinlcYOx0G1CQ+pqbra7EQIs9m8h9q8Cpv5tt5O7Mw4FFrztqAhqBZagG6Og2r6udOrqymopupqHmgzr7CW80pstAQ9w8dPCCBwYQHyLRc2atYtCK5leOb5YGd48hh6agQOHDhgDz30kGmtZfv27XbrrbeGdWoGyUCaToDrsummnBNGoGIC3D8qRsmOEEAAAQQQQAABBBBAAIFMCfB9MFPTxWARQACBtQssBtVMrUBVWW1uKlRRi6ZPWVGhtcXgWjR5Mq6uVpxfekwPqVm+4NXVvL1nCKR5KK2tO66u1rcprqymCmvdG+LQWsGrsCncxoIAAgisUoB8yyrhmuBtBNcyPMl8sDM8eQw9NQJTU1N28uRJm56eDmPq7Oy0oaEh6+rqSs0YGUjzCXBdNt+cc8YIVEqA+0elJNkPAggggAACCCCAAAIIIJAtAb4PZmu+GC0CCCCwVoGoOOeBtHFTMK048kocVFMb0KlhD7FN+sP/3UuBtlBdrRi3BS0/qFdMy7V7UK17nYfU4hagBW8DmusaigNsbV2hwpp529BcocVDa4Xyd/MzAgggsGIB8i0rJmuaNxBcy/BU88HO8OQxdAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQOBCAt7SU21AbcHbfKrVpwJpCq1ND3tb0GNxS1BVWBs/6s9PeBtQBdXOagOab/Hqal41zVt9hpaf7T1eXa3f8j0b4pagHlrL93hwTS1BQ1DNK7KxIIAAAhUUIN9SQcwG2xXBtQxPKB/sDE8eQ0cAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTOJ6DQmtqCelAthNTGPaA2ejD8HKqrzYwtVlaLQ22mgNvZoTVvCxqqq/VutHzv5jio1uPtQLvWxUG1xTCbtXiozSuxxS1BaQt6vmnhNQQQWLkA+ZaVmzXLOwiuZXim+WBnePIYemoEKKGfmqlgIGUCXJdlGPyIAAIrEuD+sSIuNkYAAQQQQAABBBBAAAEEGkaA74MNM5WcCAIINLuAh9RUMS20AlVltbmp+KHqamNH4pagCq5NnrBoZtyrsM0uFct54Cxf8ABam1dX6/S2n97yU4/OAW8J6mE1VVbr22b57vUeWuuPq7DpPSwIIIBAlQXIt1QZOMO7J7iW4cnjg53hyWPoqRE4cOCAPfTQQ6a1lu3bt9utt94a1qkZJANpOgGuy6abck4YgYoJcP+oGCU7QgABBBBAAAEEEEAAAQQyJcD3wUxNF4NFAAEEzi1QnPdWoFNWmjrpldUOWdEfkbcBjSZPeYBtMn4o0LYwZ+bbeg/RpfvyNp+5Vg+qdQ8utgDdaoW+rZZTdTW1B23rDq1CraXNcnmvruYhNxYEEECgFgLkW2qhnM1jEFzL5ryFUfPBzvDkMfTUCDz11FN2//3329NPPx3GdN1119ltt91m119/fWrGyECaT4DrsvnmnDNGoFIC3D8qJcl+EEAAAQQQQAABBBBAAIFsCfB9MFvzxWgRQACB0wLe2lMhtGhhJm756S1Bo+kRr6h23Iojh7zCmoJrR7y62phXYVMb0PKg2mJ1tZZ2r67WHgJpIZzmldTyPes9uOaV1VRhrXeLV1zz6mqhDWj+9KH5AQEEEKilAPmWWmpn61gE17I1X0tGywd7CQe/ILAqgccff9y+8pWv2BNPPBHef+ONN9pHPvIRu+mmm1a1P96EQCUEuC4rocg+EGhOAe4fzTnvnDUCCCCAAAIIIIAAAgggwPdBrgEEEEAggwJRFNqAhupq40e9wtqB0A40mlAb0FF/TZXVFGib8dCaqqtFfpJ6aPHQmrf4DG1Ae4Y8nLY5Dqpp3T0UtwFt81ahLR1xy9AQWlNLUNqCBj7+gwACNRcg31Jz8swckOBaZqbq1QPlg/1qE55BYKUC+/bts71795rWWnbv3m179uwJ65Xui+0RqJQA12WlJNkPAs0nwP2j+eacM0YAAQQQQAABBBBAAAEEJMD3Qa4DBBBAIO0CHjhTUE0BNA+jRWr3OTvlATWvrjZx3ANrh73C2gGLPMAWTQ376x5YK188pOYl0+Kqaa0dcTtQBdM6Bzy0ttErqym4dolXWtvgzw3GgTW9hwUBBBBIiQD5lpRMRAqHQXAthZNysUPig32xUmyHwLkF+IPOuW14pX4CXJf1s+fICGRdgPtH1meQ8SOAAAIIIIAAAggggAACqxPg++Dq3HgXAgggUDMBb/EZqS2ot/xU+089isOvWOShtVBdbXYyVF8LoTaF20rFpUPLt3hYzduBKqjW7+0/+7b6w1uBhupqvV55rTu0CjWvsBZaguYLS9/PbwgggECdBci31HkCUnx4gmspnpwLDY0P9oWEeB2BCwvwB50LG7FF7QW4LmtvzhERaBQB7h+NMpOcBwIIIIAAAggggAACCCCwMgG+D67Mi60RQACBqgt4UE3hs6g459XTvLLanD9mJyyaPGnFsYPeFtTDayMeXJs6FVdXKy4sHZIHz3KFNm/z6WG11q44mNbhAbXu9R5c89BaEl7rGPDqau1mBNWW+vEbAgikToB8S+qmJDUDIriWmqlY+UD4YK/cjHcgcLYAf9A5W4Tf0yDAdZmGWWAMCGRTgPtHNueNUSOAAAIIIIAAAggggAACaxXg++BaBXk/AgggUGEBr5qmwFpp6mQIqBVHFVY77EG1kx5gW6yupnahHmwL1dW8jejpRV1BW70NaNc6y3kb0IJagKoVaLfagHpQzV8ztQkN1dU83JbL+4O2oKf9+AEBBFIpQL4lldOSikERXEvFNKxuEHywV+fGuxAoF+APOuUa/JwWAa7LtMwE40AgewLcP7I3Z4wYAQQQQAABBBBAAAEEEKiEAN8HK6HIPhBAAIE1CCTV1RZmzJLqajPDVho/ZkWvrBa3Bz3ibUHHzwqqKaXmj4K3AlUQTYE0hdYUUOvZEAfW+r0laM8my3cN+etdhNTWME28FQEE6idAvqV+9mk/MsG1tM/QecbHB/s8OLyEwEUK8Aedi4Ris5oKcF3WlJuDIdBQAtw/Gmo6ORkEEEAAAQQQQAABBBBA4KIF+D540VRsiAACCFRewKulRV49rTR9yoNqR73C2gEPqnl1tYnjFk2Pxm1C52csUqjNK7HZkupqXi1NbUE7+hZDalutMOAV1no2enit34NqPd4udLG6WotXV8u3VH787BEBBBCogQD5lhogZ/QQBNcyOnEaNh/sDE8eQ0+NwBNPPGFf/epXTWstN954o334wx8O69QMkoE0nQDXZdNNOSeMQMUEuH9UjJIdIYAAAggggAACCCCAAAKZEuD7YKami8EigEDWBRQ8Ky2EsJoCa2oJGk2PWGniRAisFT24Fo17dbWp4bCNlXUBDdXVFFQrtMftPlu7LNfeE9qC5vu3eGjNq6upNWi3V1dTS9B8a9a1GD8CCCAQBMi3cCGcS4Dg2rlkMvA8H+wMTBJDTL3Ab3/7W/vWt75lWmu59tpr7f3vf39Yp37wDLBhBbguG3ZqOTEEqi7A/aPqxBwAAQQQQAABBBBAAAEEEEilAN8HUzktDAoBBBpRQKE1VVibHbPi2CErjR6MK6xNHPOg2pg/Px6H1VRhrTgXtwUtd1BLUIXVutdZXpXV+r3CWu/W8HsIsLV1x61CVV0tV/CHV2RjQQABBBpAgHxLA0xilU6B4FqVYGuxWz7YtVDmGI0ucPDgQXv44YdNay3btm2zW265Jawb/dw5v/QKcF2md24YGQJpF+D+kfYZYnwIIIAAAggggAACCCCAQHUE+D5YHVf2igACCJwWUIW1hdm47efMuJUmj4fAWnH0lbCOJk+F16y4cPot4YdQXc1DaK3tcWBN1dW8BahagSbBtXzv5tAqNKc2oATVlvrxGwIINIwA+ZaGmcqKnwjBtYqT1m6HfLBrZ82RGldgenraTp06ZVpr6ezstHXr1oV14541Z5Z2Aa7LtM8Q40MgvQLcP9I7N4wMAQQQQAABBBBAAAEEEKimAN8Hq6nLvhFAoOkFVGFtbtJbgR6zEFQ78ZxXWvNqa2oF6hXWTO1CPdRmpWKoxlbupXafue5By/Vu8jag2y3fu8VDaxtCeC3X5pXX1A60pcOLq3lL0FzO36oHCwIIINB4AuRbGm9OK3VGBNcqJVmH/fDBrgM6h0QAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgcYWiIre6nOPXAfWAABAAElEQVQ+DqXNTHhI7YSH1jysNvyyFU8+b5Fag3o70CUV1hQ88wBaTkG01g6vstZlea+ulvOgWr7PA2tqDeoBtnzXUBxYC0G1xmbk7BBAAIFEgHxLIsH6bAGCa2eLZOh3PtgZmiyGigACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACmRCIFmYsmh4OldWKXmGtOPKKh9VO+HMjXn1t4tUV1hRCU1vQjl4PqW32x9Y4qKaWoJ0DlmvvDUE2BdpyBW8d6tuyIIAAAs0kQL6lmWZ7ZedKcG1lXqnamg92qqaDwWRUYGpqyo4fP25aa+nq6rINGzaEdUZPiWE3gADXZQNMIqeAQJ0EuH/UCZ7DIoAAAggggAACCCCAAAJ1FuD7YJ0ngMMjgED2BaKSRaUFM2/5Gc2qwpqH1iaOWmnkgCm4Vho7YtGMtwVVS9CweFDNw2qhxadafrZ1ezitx9uCDlm+36ur9W+1Qv8l4fdcq7+mVqAsCCCAQBMLkG9p4sm/wKkTXLsAUJpf5oOd5tlhbFkReOmll+xnP/uZaa3lsssusze/+c1hnZVzYJyNJ8B12XhzyhkhUCsB7h+1kuY4CCCAAAIIIIAAAggggEC6BPg+mK75YDQIIJA9gag455XUJq00fjQOqnlL0BBWmzoVno/bgnrrUA+4hSWXt1y+xXJdA5YfvNQf2z2s5o+e9XGATWG21k5vHdru23l1Nd+eBQEEEGhmAfItzTz75z93gmvn90n1q3ywUz09DC4jAk8++aTdd999prWWG264wW6//fawzsgpMMwGFOC6bMBJ5ZQQqJEA948aQXMYBBBAAAEEEEAAAQQQQCBlAnwfTNmEMBwEEEi/QBR5CK3oLT8VWPPWnzOjVpo86a1BD3pw7VmvtHbIIv89mp8+cy6hHaiH1TyQFqqrdfRZvneT5dddFsJrocJaZ38ItBFUO8PGTwgggIAEyLdwHZxLgODauWQy8Dwf7AxMEkNMvcDjjz9ud999t2mt5aabbrK77rorrFM/eAbYsAJclw07tZwYAlUX4P5RdWIOgAACCCCAAAIIIIAAAgikUoDvg6mcFgaFAAJpFvC2oJG3/SxNnrDSyeetqAprI6+E39Uq1OamPdc2Z1Yqxmeh0Jpagyqs5m1A8wOXWmHoCiv0brach9VMbUIVaFNLUG1rerAggAACCCQC5FsSCdZnCxBcO1skQ7/zwc7QZDHU1Ars27fP9u7da1pr2b17t+3ZsyesUztoBtbwAlyXDT/FnCACVRPg/lE1WnaMAAIIIIAAAggggAACCKRagO+DqZ4eBocAAqkQUIW1KITRorkpr7A2ZtH0iLcDPWzFk895aO2A/3zUQmhN1diSRe1AW73dZ6u3/uzwcFrPhji05lXWCoM7LNc9tBhWoxVoQsYaAQQQWE6AfMtyKjwnAYJrGb4O+GBnePIYemoE+INOaqaCgZQJcF2WYfAjAgisSID7x4q42BgBBBBAAAEEEEAAAQQQaBgBvg82zFRyIgggUC2BqGSRqqxNDXt1tRet5BXWVGUtGj/mIbZxbxc66RXYZsyKC2dGoCJrbd2W691ohYFLQoW1fN9Wy3Wt8xCbtwRt8zBbS7tvRIW1M2j8hAACCCwvQL5leReeJbiW6WuAD3amp4/Bp0SAP+ikZCIYxhIBrsslHPyCAAIrEOD+sQIsNkUAAQQQQAABBBBAAAEEGkiA74MNNJmcCgIIVEZAVdOioofR5vwx7a0/vcqatwAtjR+14qkXTrcGjaZHfbtSqMYWDpwvxBXU1PbT23/mvaJaaA06GLcGzfdsDC1BzSuxsSCAAAIIXLwA+ZaLt2q2Lam4luEZ54Od4clj6KkR4A86qZkKBlImwHVZhsGPCCCwIgHuHyviYmMEEEAAAQQQQAABBBBAoGEE+D7YMFPJiSCAQKUEVF1tftpKXmGtNHYofowctNKEV1jzsJpCbHrdivNnQmt+7Fxrh1dUGwhhtcLQVd4W9BLL96z3CmsDHmTz6mstHb5RYbHKWqUGy34QQACBxhcg39L4c7zaMyS4tlq5FLyPD3YKJoEhZF6AP+hkfgob8gS4LhtyWjkpBGoiwP2jJswcBAEEEEAAAQQQQAABBBBInQDfB1M3JQwIAQRqKaDqagqqFb262ry3+/QKa9Gst/6cGbPS5Imy4NqhOLRW8rBayausacnlzVRlTYG1th4PrQ1a3luD5ge3W2G9B9d6N3tgrTduCRq/g/8igAACCKxCgHzLKtCa5C0E1zI80XywMzx5DD01AvxBJzVTwUDKBLguyzD4EQEEViTA/WNFXGyMAAIIIIAAAggggAACCDSMAN8HG2YqOREEEFipQGgJWrJobjIOqXkr0NKYV1Yb98pqHlpTeC2am4mrq3mFtUihtfAeD7tpKbSGSmoKqOXXX2kFbwkafvYAm1qFmldYy/k2IeAWv4P/IoAAAgisQoB8yyrQmuQtBNcyPNF8sDM8eQw9NQL79++3e+65x5544okwphtvvNHuvPNO27lzZ2rGyECaT4DrsvnmnDNGoFIC3D8qJcl+EEAAAQQQQAABBBBAAIFsCfB9MFvzxWgRQGANApGH1EpFb/Gp6mre6lNhtLkpr6Q2YkVvA1oaP2KlUa+sNnHcnxuOK7AtZtTCUXO50Ooz19LmFda89Wdnv+W6h7wl6La4wlr/Nst3DXkFts41DJK3IoAAAgicLUC+5WwRfk8ECK4lEhlc88HO4KQx5NQJPPPMM/btb3/btNZy9dVX2/ve976wTt1gGVDTCHBdNs1Uc6IIVFyA+0fFSdkhAggggAACCCCAAAIIIJAJAb4PZmKaGCQCCFRAICrOexjN24BOnrLimAfU/FEaOxJ+V9W1EGJToG1h1luHqiWoh9zKl3yLh9LaPay23gpDl3tg7VIrDFwSfs91eKvQ1i6vsNYW2oeWv42fEUAAAQTWJkC+ZW1+jfxugmsZnl0+2BmePIaeGoHDhw+bPktaa9myZYvdfPPNYZ2aQTKQphPgumy6KeeEEaiYAPePilGyIwQQQAABBBBAAAEEEEAgUwJ8H8zUdDFYBBC4WAFv6RlaeyqENj/jYTSvrjY7YaXp0bgt6Ki3BB07bJG3B42mvSWo2oCWSkv3ni/ErT5bPKzmVdTiKmt9cTvQoSs8tLY9/BzagqoaGwsCCCCAQFUEyLdUhbUhdkpwLcPTyAc7w5PH0FMjMDMzY8PDwzY97f/XN750dnba4OCgdXR0pGaMDKT5BLgum2/OOWMEKiXA/aNSkuwHAQQQQAABBBBAAAEEEMiWAN8HszVfjBYBBC5CIITWih5UG7eStwCN1AJU1dXG/eepYSvNjMdtQhc80OahthBa8/eYHsmirqAtHZbrGrBczwbL9231xxYr9G7y59ZZrr03DrL5NlZoSd7FGgEEEECgCgLkW6qA2iC7JLiW4Ynkg53hyWPoCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQC0QlD58txC0+vdVnNKeHt/6c9pCaV1QrKbg26q1BJ0/E1dW8CtuSRdXScvnF6moeVmvVwyusdfZ5SG3Iq6ptjINrvZst7yE2VV7T9kaVtSWM/IIAAghUS4B8S7Vks79fgmsZnkM+2BmePIaOAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJBICrOhepq0eRJKy62AC2NeQtQr66mAJvNTy22C/W2oUVvCepBtyWLWoK2tFmuo98Dah5O88pq+X6vsNa93p/z8Fpbj5nCbKrA5m1DLe8V1gitLSHkFwQQQKCaAuRbqqmb7X0TXMvw/PHBzvDkMfTUCExOTtrx48dNay3d3d22YcOGsE7NIBlI0wlwXTbdlHPCCFRMgPtHxSjZEQIIIIAAAggggAACCCCQKQG+D2ZquhgsAgiENqCqruYtPtXmUxXWvCVoqK7mbUFLI94SdOxw3BbUn7dS8ZxBNVMQTYE0r6CWa++xXLdXV0uCa2oNqpagXnktBNWQRwABBBComwD5lrrRp/7ABNdSP0XnHiAf7HPb8AoCFyvw4osv2o9//GN74YUXwlsuv/xye/vb3247duy42F2wHQIVF+C6rDgpO0SgaQS4fzTNVHOiCCCAAAIIIIAAAggggMASAb4PLuHgFwQQSLOAQmtqC+qBtNK4h9TGPaDmLUBLE15dbdKrq82MeXU1D7KFUJu3A1X7UH+P/+fMWXmltNAGtNtDad4CtKCAWtICtGPAQ2wdXl3N24S26NHmldUKVFc7o8dPCCCAQF0EyLfUhT0TByW4lolpWn6QfLCXd+FZBFYisH//frvnnnvsiSeeCG+78cYb7c4777SdO3euZDdsi0BFBbguK8rJzhBoKgHuH0013ZwsAggggAACCCCAAAIIIHBagO+Dpyn4AQEE0iagkJoqpqkVqAJpc97yUw9vAVoaPxJXVhs76MG1Ex5a8+pqCx5WK188pKbgWa6l1UxBNFVXUyits99yPes9sLbJK6wpuObrLm8L2tZFSK3cj58RQACBlAiQb0nJRKRwGATXUjgpFzskPtgXK8V2CJxb4LHHHrO7777btNaya9cuu+uuu8L63O/iFQSqK8B1WV1f9o5AIwtw/2jk2eXcEEAAAQQQQAABBBBAAIFzC/B98Nw2vIIAAvUViIrzHlib9Gpqp6w46gG1sUMWjR7x4Nopr7o24a95iC1UWJvzcNv8Mi1BW+KwWteAB9S2xCE1rb0laK69Nw6qhepqHmhTdbV8S31PmKMjgAACCCwrQL5lWRaedAGCaxm+DPhgZ3jyGHpqBPbt22d79+41rbXs3r3b9uzZE9apGSQDaToBrsumm3JOGIGKCXD/qBglO0IAAQQQQAABBBBAAAEEMiXA98FMTReDRaBxBdTS06urRcVZD6PNxC0/1RJ0ZtQrqnlbULUEHT1s0Zg/vLpaFNqAlpZ6ePAsBNCSympt3Zbr6LOcB9Xy/V5ZLYTXPLimlqAt7R5U8zagLAgggAACqRcg35L6KarbAAmu1Y1+7Qfmg712Q/aAAH/Q4RpIowDXZRpnhTEhkA0B7h/ZmCdGiQACCCCAAAIIIIAAAghUWoDvg5UWZX8IILBiAYXW/BHNTVpp8njcBlQV1saPWjRx0sNrY3GQzaurqR2oKrFpe//PmUN5W1C1+jzdAlRBtZ7NXl3NW4AqvNbWaRaqq3mr0IK3Ds3laQt6Ro+fEEAAgVQLkG9J9fTUdXAE1+rKv7aD88Femx/vRkAC/EGH6yCNAlyXaZwVxoRANgS4f2RjnhglAggggAACCCCAAAIIIFBpAb4PVlqU/SGAwAUFQlBN1dXmQqtPm/OWn3PTFk2PWHHiqLcEPRwqrEUTx8NzoQJb+U49pObpsziAdrq6mofWOvst37vRK6t5YK1vmwfXNvpzg94u1ENreg8LAggggEAmBci3ZHLaajJogms1Ya7OQfhgV8eVvTaXAH/Qaa75zsrZcl1mZaYYJwLpE+D+kb45YUQIIIAAAggggAACCCCAQC0E+D5YC2WOgQACSwS8zWc0P2ulqVMeUHvFg2peXW3siEWTpyzy9qCRgmzl1dW8heiSRS1BW9s9lDbgLUC99Wef2oD6I1RX6/Xqat4iVGE1bweaK7TREnQJHr8ggAAC2RMg35K9OavViAmu1Uq6Csfhg10FVHbZdAL8QafppjwTJ8x1mYlpYpAIpFKA+0cqp4VBIYAAAggggAACCCCAAAJVF+D7YNWJOQACCESluL1n0dt8KpQ2O+GV1Eat5BXVzgTXvC2oPxfagL4qqKbqah5AO11dzYNpHR5Q86BaXi1Bk/Bax4DlPKxm+QLmCCCAAAINJEC+pYEms8KnQnCtwqC13B0f7Fpqc6xGFeAPOo06s9k+L67LbM8fo0egngLcP+qpz7ERQAABBBBAAAEEEEAAgfoJ8H2wfvYcGYFmEYgWPLDmldRCUG3kZQ+rLVZYmxpZrK42ZaZtivNmHnIztRJNFm/xqeppua51lvM2oIV+bwGqVqDdG0LFtVBZrc1fb+mIw225PG1BEzvWCCCAQIMIkG9pkImswmkQXKsCaq12yQe7VtIcp5EF9u/fb/fee69prWXnzp12xx13hHUjnzfnlm4Brst0zw+jQyDNAtw/0jw7jA0BBBBAAAEEEEAAAQQQqJ4A3werZ8ueEWhaAbUCXZjzx7TZ3LRFM2NxW9Dxw1Yc9uDa2GGLvNpaNDv5qpCaefAsV2j1Np8eRFNgTY/Ofsv1bIgDa6qw1rPJ8l1D3hK0i5Ba015knDgCCDSTAPmWZprtlZ0rwbWVeaVqaz7YqZoOBpNRgeeee86+//3v27PPPhvO4KqrrrJ3v/vdduWVV2b0jBh2IwhwXTbCLHIOCNRHgPtHfdw5KgIIIIAAAggggAACCCBQbwG+D9Z7Bjg+Ag0m4NXS1A60NHUiBNRKIwd8fcSDav67B9iiOQ+rLcx4qG3WrLiw9OS9xadCawqq5fu2xA9VWAvV1fo8qNbt7UIXq6u1eOvQfMvS9/MbAggggEBDCpBvachprchJEVyrCGN9dsIHuz7uHLWxBI4ePWqPPfaYHTlyJJzY5s2bbdeuXbZp06bGOlHOJlMCXJeZmi4Gi0CqBLh/pGo6GAwCCCCAAAIIIIAAAgggUDMBvg/WjJoDIdCYAgqqlbzF57yH0ea9upoH06LpESuNH/XA2iGvsHbAovFj/tyoh9Vmlhqcrq7WHqqnKZiWa++xXPc6D615ZTVVV9NabUJbOwiqLdXjNwQQQKBpBMi3NM1Ur/hECa6tmCw9b+CDnZ65YCTZFZiZmbHR0VHTWktHR4f19/eHdXbPipFnXYDrMuszyPgRqJ8A94/62XNkBBBAAAEEEEAAAQQQQKCeAnwfrKc+x0Yg4wIKrUXFuBXo+BErjR60kgfVShMKqo348xMeZpvyUNush9vmzEqlJSeca/HAWqdXUlMb0IHtIaRW6Nn4/9l78+dI7vr+/zWXRqP72vs+7V0cew3YXPYHB0hxOOFyqBQBkiVUDvgBqqDyV6QoQlIVKikCCxQECgwBAjmAxIDNZb6wPljbe3jvQ6vVrZE00vT09/V8vbtHo7X2GGlG6p55Nsx2T5/vfry7ezzSQ8+XzutxZUBbkK6Gl6arJVIsC7qIHt+QAAmQQPMQoN/SPH1d7ZlSXKuWWITW540doc5gU0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEgg6gRUVFMDTXxvztLVBOlq+irlh8XTdLXSmIprWhrUz484Ye0lpUDTTkJDuc9Mm0lryfZ+FdY2aLoaxDUtD4qyoCgJmkhQVIv69cD2kQAJkMAqEaDfskqgY3gYimsx7LSwybyxQxIckwAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJ3JJASdPVigUpzYxqutoF94KsNjUsfmHSJDaZ03KhXkHT1TyV3FR0CwcV0RItKqt1DDhBrWe7jjeqqKbiWmu3iMlsKrSlsloSlOlqITaOSYAESIAEROi38Cq4EQGKazciE4P5vLFj0ElsYuQJ5PN5GRwclKmpKWtrR0eHbNiwQdrb9S+BOJDAGhHgdblG4HlYEmgAAnx+NEAn8hRIgARIgARIgARIgARIgARIYBkE+H1wGdC4CQk0CwFLWHOyGpLV/IKW/pydUFFtSKU1LQkKaU3Lg/oz4yqrFS2NrYwGiWmpjCastaqwFiSstfVKslPT1Xo260vFNZQFVWkNJUM5kAAJkAAJkMCNCNBvuREZzqe4FuNrgDd2jDuPTY8MgRdffFF+8IMfCMYYdu/eLX/wB39g48g0kg1pOgK8Lpuuy3nCJFAzAnx+1Awld0QCJEACJEACJEACJEACJEACsSLA74Ox6i42lgRWl0CpaCVBTVQbPSPeGFLWLos/PWrpav7ctMg8Etbmg3S1IGEN0pqmpiVau1y6WvcWSfVsdaJarkfnd1ipUIHUpnKbJJKre148GgmQAAmQQKwI0G+JVXetamMprq0q7toejDd2bXlyb81J4Omnn5YvfelLgjGGu+++Wz7wgQ/YuDmJ8KyjQIDXZRR6gW0ggXgS4PMjnv3GVpMACZAACZAACZAACZAACZDASgnw++BKCXJ7EmggAn7JSnyi1KclrM1q+U+UBZ24It7IGUtXK00OWvKalQENS4FCVEuoqJZWCS2j5UBRErSlXRIoA2rS2hYdq7im7xNaElSS6QaCxlMhARIgARKoNwH6LfUmHN/9U1yLb9+xBnCM+45Njw6Bp556Sr7whS/I0aNHrVGHDh2SP//zP5d77rknOo1kS5qOAK/LputynjAJ1IwAnx81Q8kdkQAJkAAJkAAJkAAJkAAJkECsCPD7YKy6i40lgfoS0OQ0f35aSvkhFdXOailQLQc6fkn8/HCQsKbpasWCym0oCxqkq6FFKqIlMllJoBQoktUgq+kr0T4giaymq0Fig9CWbjHBTSC6cSABEiABEiCB2yRAce02QTXhahTXYtzpvLFj3HlsemQIQFg7cuTIInHt8OHDAoGNAwmsFQFel2tFnsclgfgT4PMj/n3IMyABEiABEiABEiABEiABEiCB5RDg98HlUOM2JNAgBDRhzS95IiqjuYS1CU1YG3EJa1Ya9KL4E5qwNpdfLKqhtGdKZbW0ymoQ0iCn5bok0bHelQRVaS3ZtVnndWsVUE1XYynQBrlgeBokQAIksDYE6LesDfc4HJXiWhx66QZt5I19AzCcTQJVEOAPdKqAxVVXjQCvy1VDzQORQMMR4POj4bqUJ0QCJEACJEACJEACJEACJEACt0WA3wdvCxNXIoGGJOBbwlpeSlNDUho5LaVRTVjTsqD+9IiWA81r+pomrM3PuoS1SgKanJZo7ZRkx4AmrG13CWudGy1xzaWraTlQLQmaSGnpUEtXY8JaJT5OkwAJkAAJVEeAfkt1vJppbYprMe5t3tgx7jw2PTIE+AOdyHQFG1JBgNdlBQxOkgAJVEWAz4+qcHFlEiABEiABEiABEiABEiABEmgYAvw+2DBdyRMhgVsTsIQ1LfNZkbBWUkmtNHFZS4Oe0bKgmrA2eVUT1qYXJ6wlkxqapmU+UQ4UZT+RpNbWp6lqG0xcS2m6WrJzvS2jqHbrbuAaJEACJEAC1RGg31Idr2Zam+JajHubN3aMO49NjwwB/kAnMl3BhlQQ4HVZAYOTJEACVRHg86MqXFyZBEiABEiABEiABEiABEiABBqGAL8PNkxX8kRI4JYEfG/OktRKU1c1XU0T1sYumLRWyo+6cqCWsFZ4ScJaIt1qspqJan07LWEtqWVBTWBr0VKhSFfTdSSZ0jYwXe2WHcEVSIAESIAEqiJAv6UqXE21cl3Ftenpabl27ZpMTEwIpj3Pk1QqJV1dXbJlyxbp7Ow02DMzMzI6OmrrYXp+fl5F/oStm06npaOjQwYGBqS9vV2S+GsAi6MVmZ2dlfHxcZmcnLTX3NycLcvlctLX12fHwTT2gaFYLAr2j/aMjIzYtO/70tLSYm1Be3p6eiSbzdr6pVLJtsH+h4aGJJ/P2zmgDVgH64ftCtuE/WE9nDe2KxQKgv3gvNH+devW2XZoE/azkoE39krocVsScAT4Ax1eCVEkwOsyir3CNpFAPAjw+RGPfmIrSYAESIAESIAESIAESIAESKDWBPh9sNZEuT8SiBCBcsLarKWo+bPjUsojYe3SQsLa1DUnrfkV7VYBzcp8QlhDwlpbjyTbURZ0s6R6d2nSGsqC9jlZLfjda8XWnCQBEiABEiCBmhKg31JTnA21s7qKa+fOnZMnnnhCnn32Wblw4YLJa62trXLXXXfJO97xDrnzzjsN5qVLl+TXv/61PPfcc3L+/HkTviB1YV3IYfv27ZPXve51smvXLpPMIIFhGBwclGeeeca2O3HihMloEMi2bt0q999/vxw4cGCRIAeR7OLFi7b+L3/5S5uGaAbJDcc4ePCgtW3Dhg22f4hw2Ab7/vGPfyynTp0yEQ2iW39/v7X/wQcflJ079a8SAgkNct6ZM2fk8ccfl+eff16Gh4cF+4HotmfPHnn9618v+/fvNxkP+1nJwBt7JfS4LQk4AvyBDq+EKBLgdRnFXmGbSCAeBPj8iEc/sZUkQAIkQAIkQAIkQAIkQAIkUGsC/D5Ya6LcHwlEh4BLWJsUS1hDKVBLWLsiKA/qz+VF5lRoK85qwpq3qNGJjAprkNVUUEtCVOvZouLaOknqPIhsAqEtpb+rtIS1RZvyDQmQAAmQAAnUnAD9lpojbZgd1lVcO336tPzoRz8SfGGCnIYUsqmpKbnnnnvkIx/5iNx3330GEoLbT3/6UxPKkGyGVLRQTkNKGtLZHnjgARPRIJUhRQ2pbCdPnpT//d//lRdeeMH2G6abdXd3y44dO0xEg8CG7TFAWvvVr34lv/vd7+Ts2bOWvBYKckh1u+OOO+QNb3iDCWaZTMaW4xwg3kGsu3z5sqW3hZLa7t275Y1vfKO1C8fEMDY2ZueBdr344os2L0xu27Rpk53zy172MpPwent7bfly/+GNvVxy3I4EFgjgefC1r33NnguYi/vzT/7kT2y8sBanSGB1CfC6XF3ePBoJNBIBPj8aqTd5LiRAAiRAAiRAAiRAAiRAAiRw+wT4ffD2WXFNEog8AQ3dEN9TGa2gJUEnxZ8Z04S1YSsH6o2quDZ+UXxLWJvW9SrOJkxYQ8lPlP7MqbTWud5KgqZQGhQJa7lel7BWsRknSYAESIAESGA1CNBvWQ3K8TxGXcW1q1evyrFjx0z4gmgGWexnP/uZbNy4cZG4hvXwpQplP1GqE0lrkMMw/6mnnjKBDCU5kYoG2Q1pZxDEnn76afnOd75jKWhIMoOgBukNx4FohvX+9E//VO6++27rHaz/la98xQS6V77ylSa3oXwnhLbHHnvMUtHe/va32/poB2S7H/7wh5YC19bWZmVBIcSh7CluKiSpIT0NwluYHofUOIh0SGlDotorXvEKwbZoE8Q9tG/btm0mvEF8W8nAG3sl9LgtCTgCEEwh2IaiaSikrvT+JF8SWAkBXpcrocdtSaC5CfD50dz9z7MnARIgARIgARIgARIgARJoXgL8Pti8fc8zb0ACpaL48wVNWBsUb+i4lEbPqrQ2qAlroy5hbX7GpLalE9Z6VVDbJEmIat2asNahCWsqsFnCGhLYUhnRfxoQGk+JBEiABEgg6gTot0S9h9aufXUV15CuhnKe+bzG1OoAqevRRx8VyGKViWsoxwlJDGU7kUqG8qAo+RkmsSFZDfuANPaWt7xF1q1bZyIYpDaU8Ozq6pL3ve99lnwWSmVf/OIXTX77i7/4C7n33nvt+L/97W/lc5/7nCAB7QMf+IBAXoNUhpKeX/7yl02cgwCHRLjt27fbMb70pS/J6OioJb5hPsqVQrCD6AYZDe3cqaVCsR0GtAelQnEMzH/ooYcEaWxIbkN7UToVSWvvf//77Ti20TL/4Y29THDcjAQqCITiLMYY1q9fb2lrGHMggbUiwOtyrcjzuCQQfwJ8fsS/D3kGJEACJEACJEACJEACJEACJLAcAvw+uBxq3IYEIkbAL4mv5T79woQT1bQsqHf1OfFGz4uviWv+nCasVQ6WsKalPiGkaenPRJtKaxDVtCSoJax1ImFNpTUtCcqBBEiABEiABNaaAP2Wte6B6B6/ruIaynzOzs5ayhiEMohjX/3qV63UZ6W4hvWQRIYBaWvpdNqEsCtXrpjsBbEMkhjKhL7zne80UQ0XNYQ2lBaF7PbmN79ZkJCEfaE0KYQzHPvhhx+2VDTs+/jx4/K9733PjgFx7dChQ3Ys/CXSf//3f1syHKS4vXv3ystf/nJLWvuHf/gHS1b74Ac/KK961atMqpuYmDAJDyIeEuWQBvfII4/gECbmIVnt4MGDJtIdOHDA2gs575e//KV8/vOftyS2j370o4IyphDfljvwxl4uOW5HAgsEUGIYMirGGLLZrMmmGHMggbUiwOtyrcjzuCQQfwJ8fsS/D3kGJEACJEACJEACJEACJEACJLAcAvw+uBxq3IYEokXA9+Y1aS0vpZFzUrzw/4l37ZQT1gpTN0hY05Kg7X2arIaEtV2atLZZxbUBSbZ2M2EtWl3L1pAACZAACSgB+i28DG5EoK7iWnhQCGQo7fnkk09aqU7IaZXiWrje9WOksGEblN2EDLZ582Z561vfKplMxhLPLly4YJIJks1e85rXyNatW20XzzzzjAlyOGblfKz/85//3MqRvve975W77rrL1j9//rz84he/sKQ0fLlDydEHH3zQUuA+9alP2Tqf+MQn5LWvfa2JZkh/u3z5sglyEN46Ojrk8OHDtt6RI0cESXMQ6SDGQapDwhzS5FAm9ZOf/KRNf/zjH7f9pVKpW8prKEkK8S184T0GCH3f/va3Tab78Ic/bAlytoD/kAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJRJ8AktYgrc2OS2n8kpUHLV74jZTGLi4W1pCwltaEtbQKa5qwltSEtUTXehXXti4krLV26Tr8w/zodzpbSAIkQALNR4DiWvP1+e2ecaTFtRdeeEG++93vysWLF6183/79+y31DHLZ9QlpKAcKSQwDktC++c1vyvDw8KKSf2FUdn9/v7z73e+2RDSsDwntN7/5jZw6dcoS3JC6htKfkOU+85nPWCrbxz72MXn1q19tkhnS4UZGRswI/frXv24Jcn/913+NXck///M/W3rce97zHhPJUBY0l8uZrAY57u///u/F8zz5m7/5G5PqkOqEhLmbDTgPpMWBB8Z4jwElTFGCFFyQ4IZEOA4kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQALxIOAXC1oedFKT1s6Uk9ZKU0M6Ly9aO1Rfvp1IogUJa/2WsJbq1YS1bk1Yax/QcqBBwpqWBE2kMiKJZDxOnK0kARIgARJoKgIU15qqu6s62UiKa0hoQ+m+Z599Vr7//e8LyoxCykJC2p49e0wow/zBwUFLWdu3b5/cfffdVkoUZw/BC0lkKCOKZX19fQYFshnKi0JMe/vb3y533HGHzcd+nnrqKUt2gySH9R966CGT0z772c9awlulGBZGbiMN7stf/rKlviFBDsM//dM/WcnB97///XLfffdZmdCw5CBKhX7605+W+fl5+cu//Es7p7a2Ntu/bXyDfyiu3QAMZ5NADQggIRFliTHGgATFjRs32rgGu+cuSGBZBHhdLgsbNyIBElACfH7wMiABEiABEiABEiABEiABEiCB5iTA74PN2e8865gTKHkuaW1mRLyxC+JdPS7exaOWuuaX5kVKKq0lEpqgpkIaktRQBhRlQXu2acKaimudGySR7WTCWswvAzafBEiABJqFAMW1Zunp6s8zkuIaRLKnn37axLVjx44JUsv+8A//0MQ1SCVnz541oa1ZxDWWCq3+wuYWJHC7BCCz/td//ZdJrdhm79698pa3vMXGt7sPrkcCtSbA67LWRLk/EmgeAnx+NE9f80xJgARIgARIgARIgARIgARIoJIAvw9W0uA0CcSDgD8/K/7MqHjDL2rS2m9t7OeHxZ+fLqesIT0Nglpq08sk1b/HiWttfVoqtENLhmaZsBaPrmYrSYAESIAElADFNV4GNyIQKXENghb+KghfsJ544gkrEYoymhBJ3vCGN8iuXbusVCdKejZTqdAbdR5v7BuR4XwSuH0CR48elSNHjgjGGA4dOiSHDx+28e3vhWuSQG0J8LqsLU/ujQSaiQCfH83U2zxXEiABEiABEiABEiABEiABElggwO+DCyw4RQKRJ4CkNS0PWpoe1vKgZ8UbekGKl56R0sRlTVnzVFrTM0DSGkqDqqSW7Nsp6a33qri2W0uD9ksi0xb5U2QDSYAESIAESOB6AvRbrifC9yGBSIlrYSnPZ555Rn71q19ZCc3f//3fl9/7vd+TTZs2SWdnp7X7zJkz8thjj8mFCxesTOfOnTvlNa95jZUNxQrY/qtf/aqMjY0tmo/1f/7zn0tPT4+8973vtQQ3rH/+/Hn5xS9+IdgvyoBu2bJFHnzwQbl06ZJ86lOfwiryiU98Ql772teaOJfP5+Xy5csmukCgQwocRBcMEGAg3735zW828QXtbm9v1/LzvvzsZz+TT37ykzb98Y9/3PaXSqVsn7Zxlf/wxq4SGFcngSUI8Ac6S0DhrDUnwOtyzbuADSCB2BLg8yO2XceGkwAJkAAJkAAJkAAJkAAJkMCKCPD74IrwcWMSWFUC/ty0lPLXNGHtlCWtlUbOiD89qklrMy5pTVPWEsm0JLQsaHrz3ZJav1/Lg25XaU2T1lJZkWRqVdvLg5EACZAACZBALQjQb6kFxcbcRyTEtWKxKDMzMyaOQVh78cUXZWJiQrZt2yZve9vbZP/+/YLktWQyab0AaQwXNZLZhoaGTGqDKLZ7927BvvAF7Utf+pLtEyVG9+3bZ9udOHFC/uM//kNyuZx84AMfMLEM+8Xxrk9we/nLXy7nzp2Tf/zHfxQkwX3wgx+UV73qVSbPoW3PPfecvVDKdGBgQB555BE7xqOPPirXrl2TgwcPyoEDB+zV1dUlk5OT8stf/lI+//nPS0tLi3z0ox+V+++/f9nSGg7GG9uQ8x8SWBEB/kBnRfi4cZ0I8LqsE1julgSagACfH03QyTxFEiABEiABEiABEiABEiABEliCAL8PLgGFs0ggagRKRZXTZlVaG1Jp7bR4V18Q78rvpDQ5uKg0aKKlTSW1AUkO7NaktZdLShPXErkeSaRbo3ZGbA8JkAAJkAAJ3DYB+i23jarpVoyEuAap6+LFi/LUU0/J//3f/4nnefLAAw9Y0hrS1JCQlkAkrr4wIEnt7Nmztv5PfvITgRj2vve9zySx6elp+fWvfy1f/OIXTXT70Ic+VC7599vf/lY+97nPSalUkj/7sz+TV77yldLW1ibPP/+8fPnLX5bx8XH5f//v/8k999wjO3bssGNAgBsdHbX2YD7KlWI9JL4hoQ0yHdr4+te/3pLUfvzjH9t8JKxh/kMPPSTd3d1y+vRpa+/jjz8uvb29Js5hfysZeGOvhB63JQFHgD/Q4ZUQRQK8LqPYK2wTCcSDAJ8f8egntpIESIAESIAESIAESIAESIAEak2A3wdrTZT7I4HaE/ALUyqpXRHvmiatXXrKyoT6M+NaNnTWiWuapJZIZSTZvUWFtUOSWoekta1OWtP5urD2jeIeSYAESIAESGCVCNBvWSXQMTxMXcU1SGRIRMMLKWQo4fk///M/ljiGhLJ7773XpDSIa0guwxcrJK5BJnv44YdNRGttbbVyoBijJCfSzSCwQV6D6Pad73zHyntCEEOJTyS3QWp78sknpb+/34S2u+++26Syp59+Wr7yla9YW+677z4Ty5C+BmkOIlo2m5W3v/3tJq5BlkOp0B/84AdWShRtWrdunQltOC/cVCgrijS4O+64w9oKWQ1JbC+88IIg3Q37e8UrXmHngzaBAbZFktyb3vQmS4hbyTXDG3sl9LgtCTgC/IEOr4QoEuB1GcVeYZtIIB4E+PyIRz+xlSRAAiRAAiRAAiRAAiRAAiRQawL8PlhrotwfCdSQgDdvZUCRrOZdO6lJa8f19byUpoaC0qAa3KFSWiLbLsnO9ZIa2GtJa8m+HTqvUxe11LAx3BUJkAAJkAAJrA0B+i1rwz0OR62ruAZZCwlkENYuXLhgAhjKbyKlbM+ePVZOE/IaEtZQRhOyFyQ3lNJE4hmSyVKplLS3t5s0duedd8qrX/1q2bx5s8zPz1up0B/96Ecmik1NTVlJT6SpIYFt+/bt8rKXvczKe0Jow4A2QIz73e9+Z3IbSn5i/zgepDgIaG984xtl7969kslkrFwpyog+++yzluJ25cqVcslSSGpIX4OAhpKgEN0wIJ0N8hrahZQ1SHZoE0qYbty4USDMoV0oa4rzW8nAG3sl9LgtCTgC/IEOr4QoEuB1GcVeYZtIIB4E+PyIRz+xlSRAAiRAAiRAAiRAAiRAAiRQawL8PlhrotwfCdSOgD87Id7YeZXWToh3+VkpjV4QzPOLBXeQZFoSmaylq1lpUCStdW3SpLVuSegy/ad2jeGeSIAESIAESGCNCNBvWSPwMTjsqohrEMUgfSElbXZ21mQuJJ1t3brVUtcgd0FuwzqQ2CC2Ia0sndb/GNMhTDsLxTUklmEYHBwUpKghre3kyZMyMjJi20JUu//++00owzRENgwQ1SCvoTQoBDZMQ0Dr6+szWe3gwYOCdLYNGzbY+nNzc4I0uOPHj5uAd+rUKUtZg+iGNDe058EHH7TkNghwGNB+CGs//elPTagbHh42oQ7nA1kPJUWR0tbZ2WnCnG20zH94Yy8THDcjgQoC/IFOBQxORoYAr8vIdAUbQgKxI8DnR+y6jA0mARIgARIgARIgARIgARIggZoQ4PfBmmDkTkigtgS8OfHn8uJNXNaEtRfEG9KktaGT4k+PaNKaHgpCGsqDtnZq0toGLQ26z5LWUr3bVWRrE0F5UA4kQAIkQAIk0CAE6Lc0SEfW4TTqKq6FpULHx8dNWENKGsQuiGoQvSCvIakM78N1IJJhwHLMD6crS4ViOwyQ4LAdhLQwcQ3zIbpBRoMchnWRnoYBx0cpUawPyQ3TGMLENQhu3d3dgmNhCJPSIK8hCQ7HwDyIddgG66N0KRLhwrai/fl83tbHdpDfwm2Q6oZyo2gXpDzsZyUDb+yV0OO2JOAI8Ac6vBKiSIDXZRR7hW0igXgQ4PMjHv3EVpIACZAACZAACZAACZAACZBArQnw+2CtiXJ/JLBCAvr7Qn9mTLzR01Ic0qS1K89Jafyi+IUpkeKc27mKaYlsmyRVVEtvebmJaxDYkloeFEIbk9ZW2AfcnARIgARIIFIE6LdEqjsi1Zi6imuROtMGbAxv7AbsVJ7SqhNAIuTXv/51KyGMg6OU73ve8x4br3pjeEASCAjwuuSlQAIksFwCfH4slxy3IwESIAESIAESIAESIAESIIF4E+D3wXj3H1vfWARQAtQvTJqoVhx8TlPWTkhp+IyJbHamSFpTaS2Z65Jk92aXtKbiWrJnqyTSWZXWXEWqxqLCsyEBEiABEmh2AvRbmv0KuPH5U1y7MZvIL+GNHfkuYgNjQODMmTPy2GOPydmzZ621O3bskIceeshKAMeg+WxigxLgddmgHcvTIoFVIMDnxypA5iFIgARIgARIgARIgARIgARIIIIE+H0wgp3CJjUnAU1aK+WHxbumKWsoDXr1uJQmrljJUPHmHROV01AeNNW3w5UGHdgryfZ1mr7WrilrSFpzFamaEyDPmgRIgARIoFEJ0G9p1J5d+XlRXFs5wzXbA2/sNUPPAzcQgWvXrsnzzz8vw8PDdlb9/f1y5513WhngBjpNnkrMCPC6jFmHsbkkECECfH5EqDPYFBIgARIgARIgARIgARIgARJYRQL8PriKsHkoEliSgJYGndektdkJKY2dk+LlZ1ReO6XTWh5U59mg5T8TKA/a1mvpaql1+7VE6CFNXdti81kadEmwnEkCJEACJNAgBOi3NEhH1uE0KK7VAepq7ZI39mqR5nEamUChUJDJyUnBGEM2m5XOzk4bN/J589yiTYDXZbT7h60jgSgT4PMjyr3DtpEACZAACZAACZAACZAACZBA/Qjw+2D92HLPJHBrAr4IktamhqR4VUuDImUN0trkVZXZpkW8ou0ikWlVaa1Hkn27NGntXkn179GktX5JtCBpDSlrTFq7NWuuQQIkQAIkEFcC9Fvi2nP1bzfFtfozrtsReGPXDS133EQEfP0yiVflkNAviHhxIIG1IsDrcq3I87gkEH8CfH7Evw95BiRAAiRAAiRAAiRAAiRAAiSwHAL8PrgcatyGBFZIwC+JX1IpbX5GU9UmxUPS2qWnxRs+Jf7EoPiFvDsAktZQHrS9T5K9OyS1XpPWNt0tya6NGrKWVl8tucKGcHMSIAESIAESiD4B+i3R76O1aiHFtbUiX4Pj8sauAUTuoukJlEolKRaLZXkNwlo6nZZkkl8Um/7iWEMAvC7XED4PTQIxJ8DnR8w7kM0nARIgARIgARIgARIgARIggWUS4PfBZYLjZiSwAgK+N6dy2pQmq10Wb+iElIZPizd6Tvz8sJUNFUhtOiRa2lRa65fUwG4tDXqvJa4ltVxoIpNj0toK+HNTEiABEiCBeBGg3xKv/lrN1lJcW03aNT4Wb+waA+XumpLAxMSEXLhwQTDG0NXVJVu3brVxUwLhSUeCAK/LSHQDG0ECsSTA50csu42NJgESIAESIAESIAESIAESIIEVE+D3wRUj5A5I4NYELGHNEynOij+X15S1cSmppFYav6Di2kkdXxR/ekyltVm3L01Ts/KgHQNaFnSXpNZp0trGuyTRuUGrvugfz7Pyy62Zcw0SIAESIIGGIUC/pWG6suYnQnGt5khXb4e8sVePNY/UuAROnDgh//mf/yknT560k9y7d6+89a1vlX379jXuSfPMIk+A12Xku4gNJIHIEuDzI7Jdw4aRAAmQAAmQAAmQAAmQAAmQQF0J8PtgXfFy5yRgBHxvXqW0vJSmrlq6WmnsvMpql01eQ/KalQzVdaSkcpsOiWyHJLo2aNLaXklvvkdSWiY0kevWsqGtlNaMEP8hARIgARJoJgL0W5qpt6s7V4pr1fGK1Nq8sSPVHWxMTAkcPXpUjhw5IhhjOHTokBw+fNjGMT0lNrsBCPC6bIBO5CmQwBoR4PNjjcDzsCRAAiRAAiRAAiRAAiRAAiSwxgT4fXCNO4CHb0wCvi/ie+IXCwsJa9MjKqtdEm/ktJTGLog/dc2Wia5aHlIZKwOa1GS15Lq9Lmlt/Z2S7FhHYa0MiRMkQAIkQALNRoB+S7P1+O2fL8W122cVuTV5Y0euS9igGBLgD3Ri2GlN0GRel03QyTxFEqgTAT4/6gSWuyUBEiABEiABEiABEiABEiCBiBPg98GIdxCbF08CpaKV/SxNDQWi2jmV1S66hDUtFSpzMyq1aVnQIGEtPMlEa5cke7epsKZJa1oaNNmzTTAvkc6Gq3BMAiRAAiRAAk1HgH5L03X5bZ8wxbXbRhW9FXljR69P2KL4EeAPdOLXZ83QYl6XzdDLPEcSqA8BPj/qw5V7JQESIAESIAESIAESIAESIIGoE+D3waj3ENsXCwKWsFbSkLUwYW1S/OlRKU1cNnHNQ8LaxJUgYa0iYi2ZkkSqRSST0/Kg7Zqstl6SA7sk1b9Hy4TukWSuj0lrsbgA2EgSIAESIIF6EqDfUk+68d43xbUY9x9v7Bh3HpseGQL8gU5kuoINqSDA67ICBidJgASqIsDnR1W4uDIJkAAJkAAJkAAJkAAJkAAJNAwBfh9smK7kiawlAU1OQ1nQ0vSwlLQUqDfqEtb8vJYDLUypsDZtCWyiSWyVQwLCWnufJLs3q6y2WxPWtqq8tkESbb0qsnU4qa1yA06TAAmQAAmQQBMSoN/ShJ1+m6dMce02QUVxNd7YUewVtiluBPgDnbj1WHO0l9dlc/Qzz5IE6kGAz496UOU+SYAESIAESIAESIAESIAESCD6BPh9MPp9xBZGkYCmpmnKml+cUyEtL/6sJqzNjEtp8oomrL2oZUHPS2lcE9YKk7Ye1rXBEtYyIulWS1iDoJbs3KjlQbdKqk/FNZ1OZDu1NKimsHEgARIgARIgARIwAvRbeCHciADFtRuRicF83tgx6CQ2MfIE+AOdyHdRUzaQ12VTdjtPmgRqQoDPj5pg5E5IgARIgARIgARIgARIgARIIHYE+H0wdl3GBkeBgI+yoPNaDnRE09XOuoS10fPiTw2ZrObPqcw2PyuWsBZKa9ruREaFtVy3JLs2SbJ/lyatacJap5YHzfVIoqXDCW2ptK6YjMJZsg0kQAIkQAIkEAkC9Fsi0Q2RbATFtUh2y+01ijf27XHiWiRwMwL8gc7N6HDZWhHgdblW5HlcEog/AT4/4t+HPAMSIAESIAESIAESIAESIAESWA4Bfh9cDjVu05QEkLDmIWFNy37OavnPWSSsDWrC2hlNWNPSoOOXLHVNVGorJ6xBQEtlNEEt60p/qqCW7FxnJUEtYa1LE9YgrWkCGwcSIAESIAESIIGlCdBvWZoL56rr7+tAEPEkwBs7nv3GVkeLAH+gE63+YGscAV6XvBJIgASWS4DPj+WS43YkQAIkQAIkQAIkQAIkQAIkEG8C/D4Y7/5j61eJAKQ131MxbTRIV9OUtZFzmrB21ZUJtYS1GRFNYStLa2gahLXWTpXVNkiqX0uB9iBhbYMk2/o0Ya1dBAlsKrbpP6t0IjwMCZAACZAACcSPAP2W+PXZarWY4tpqka7DcXhj1wEqd9l0BI4dOybf+MY3BGMMBw8elD/+4z+2cdPB4AlHhgCvy8h0BRtCArEjwOdH7LqMDSYBEiABEiABEiABEiABEiCBmhDg98GaYOROGpUAZDWUBIWYNjMmpYnL4g2ftvKgJZQG1XlS8hZkNSSsJVOuJKiKaZam1t4vqZ4tTlzr2iwJSGuZXKMS43mRAAmQAAmQQM0J0G+pOdKG2SHFtRh3JW/sGHcemx4ZAufOnZPHH39cMMawfft2eeCBB2wcmUayIU1HgNdl03U5T5gEakaAz4+aoeSOSIAESIAESIAESIAESIAESCBWBPh9MFbdxcauMgG/OGtymjd2QbzBY5a25ueHdd6ElgxFwtrcgrSGtqEsaLbdpar171JhbZtOb3IJazpfVFhLpFpMblvlU+HhSIAESIAESCC2BOi3xLbr6t5wimt1R1y/A/DGrh9b7rl5CIyMjMjJkycFYwx9fX2yd+9eGzcPBZ5p1Ajwuoxaj7A9JBAfAnx+xKev2FISIAESIAESIAESIAESIAESqCUBfh+sJU3uK/4EfBPRfBXS/MKU+NMjmrJ2RcuCnpbi4HPia+KaPz+rwlrRnWoi4RLW0lryEwlrrV2SaO+TZPdml7DWvUWS7QOasNam5UB1XQ4kQAIkQAIkQAJVE6DfUjWyptmA4lqMu5o3dow7j02PDIG5uTmZmpoSjDG0tLRIR0eHjSPTSDak6Qjwumy6LucJk0DNCPD5UTOU3BEJkAAJkAAJkAAJkAAJkAAJxIoAvw/GqrvY2HoT8Evia+lPf3pYS4KesrKgpZEzKq8Nij+rKWuawLaoNGgqbVJasmNAkv27JakJaymUA1V5LZHtsGWJNBLW0vVuOfdPAiRAAiRAAg1LgH5Lw3btik+M4tqKEa7dDnhjrx17HrlxCPi+L56nX2B1jCGhfy2VSqVs3DhnyTOJGwFel3HrMbaXBKJDgM+P6PQFW0ICJEACJEACJEACJEACJEACq0mA3wdXkzaPFVkCkNW8efHnNGVtZky8cS0NOnRCTFobu6jpa5OaxBa0Hslp6awlrCVz3ZJoQ8KalgPt2y0pJKx1rtdlHUxYi2xns2EkQAIkQAJxI0C/JW49tnrtpbi2eqxrfiTe2DVHyh02IYFisSiFQkEwxpBOpyWbzdq4CXHwlCNCgNdlRDqCzSCBGBLg8yOGncYmkwAJkAAJkAAJkAAJkAAJkEANCPD7YA0gchexJ4Dyn/7MqHhj58UbPKalQc+Jnx/WlLVxLQ0689LSoO39khrYI6m+nZLSlLVE+zqXsNaSk4SWDWXCWuwvCZ4ACZAACZBAhAjQb4lQZ0SsKRTXItYh1TSHN3Y1tLguCSxNYGxsTM6ePSsYY+jp6ZEdO3bYeOktOJcE6k+A12X9GfMIJNCoBPj8aNSe5XmRAAmQAAmQAAmQAAmQAAmQwM0J8PvgzflwaaMS0Pg0rabiF+dcyppKwIGUSgAAQABJREFUaqWJy1YatHj1efEnrqiwhrKg7g/XJanVVlIZkZZ2TVjr1YS1LZJat0/FtR1aGnSLJFo7g4Q1TWPjQAIkQAIkQAIkUFMC9FtqirOhdkZxLcbdyRs7xp3HpkeGwIkTJ+R73/ueYIxh37598vDDD9s4Mo1kQ5qOAK/LputynjAJ1IwAnx81Q8kdkQAJkAAJkAAJkAAJkAAJkECsCPD7YKy6i42tFQG/JL5KaUhV866dNGGtNHJWSpODVhbUpDXfM7kNh0xkWp2w1rtNUusPSKp3h6as9UuytUuX5URSaaxVq9ZxPyRAAiRAAiRAAhUE6LdUwODkIgIU1xbhiNcb3tjx6i+2NpoEjh49KkeOHBGMMRw6dEgOHz5s42i2mK1qBgK8Lpuhl3mOJFAfAnx+1Icr90oCJEACJEACJEACJEACJEACUSfA74NR7yG2r6YESp74XpCyNj0m3vgF8a4el9LoGSmNXTZpzR1PJbREQst+trgSoG0qqXVvkmT/Lkmvv1OSnRtNZmNJ0Jr2DndGAiRAAiRAAksSoN+yJBbOVAIU12J8GfDGjnHnsemRIcAf6ESmK9iQCgK8LitgcJIESKAqAnx+VIWLK5MACZAACZAACZAACZAACZBAwxDg98GG6UqeyG0Q8OdnxJ8eEW/snHiDz4s3ek78qWHxZye0NOjMQmnQRFJQHjTZPqAlQfeosLbbUtaSHeu1LChS1lr1N6Upk9tu47BchQRIgARIgARIYAUE6LesAF6Db0pxLcYdzBs7xp3HpkeGAH+gE5muYEMqCPC6rIDBSRIggaoI8PlRFS6uTAIkQAIkQAIkQAIkQAIkQAINQ4DfBxumK3kiSxLwrdynX0TK2qSVBi2NXxJv5LQUVVzzURp0vrAgrKmslki1iGTbJZHrlVT3Fi0Nul9SfTsl2bXZ0teQxMaBBEiABEiABEhg9QjQb1k91nE7EsW1uPVYRXt5Y1fA4CQJLJMAf6CzTHDcrK4EeF3WFS93TgINTYDPj4buXp4cCZAACZAACZAACZAACZAACdyQAL8P3hANFzQCAb8kfqmowto18a6dFG/4tJRGzkpp8qqWBUXKmkprvmdyG043kclJor1Xkj3bJbXhgKR0nOzodylr6ZxIKt0IVHgOJEACJEACJBArAvRbYtVdq9pYimuriru2B+ONXVue3FtzEuAPdJqz36N+1rwuo95DbB8JRJcAnx/R7Ru2jARIgARIgARIgARIgARIgATqSYDfB+tJl/teMwKQ1YoFTVnLiz8zpqVBL4o39IKT1sYvq7Q2GTRN09M0QS2RzlqaWqK9X5LdmyTZt0vS6++UZOdGldmyWjaUwtqa9SUPTAIkQAIk0PQE6Lc0/SVwQwAU126IJvoLeGNHv4/YwugT4A90ot9HzdhCXpfN2Os8ZxKoDQE+P2rDkXshARIgARIgARIgARIgARIggbgR4PfBuPUY23tLAr5vwlpJU9ZKY+dUWDsh3uh5KxPqz2q50PmZhdKgiaQkVEpLdAxIamCvJPt3Sap3hwpr61Vk61RprVXFtpTJbbc8LlcgARIgARIgARKoCwH6LXXB2hA7pbgW427kjR3jzmPTI0OAP9CJTFewIRUEeF1WwOAkCZBAVQT4/KgKF1cmARIgARIgARIggaoJ6O/QFw8a8IIhGLk3/JcESIAE1oAAvw+uAXQesrYE8CFrCWuzKqzNBClro1oO9IoKa05c86eGXFlQXc+GZEp9tBaXstampUG7t0pq/X5J9e2UZJemrLV0UFarbS9xbyRAAiRAAiSwbAL0W5aNruE3pLgW4y7mjR3jzmPTI0OAP9CJTFewIRUEeF1WwOAkCZBAVQT4/KgKF1cmARIgARIgARIggaoI+Eh+0d+ph+6ayWo3EdcSWrKMAwmQAAmsFgF+H1wt0jxOXQjYB2zJSn+WJgfFG78oJZXVIK2hRKg/M6HLpqxsqPiefhi7T+NEJidWFrR3m6Q3HJBkz3ZJapnQRGuXS1ljadC6dBd3SgIkQAIkQALLIUC/ZTnUmmMbimsx7mfe2DHuPDY9MgSee+45efTRR+XYsWPWpoMHD8ojjzwiBw4ciEwb2ZDmI8Drsvn6nGdMArUiwOdHrUhyPyRAAiRAAiRAAnEnAMmshOAWG+t0Cb/jxjxMX7/MvV9yua6rm9h2nk2798bnBtLagtCWuHUSm66M9SG5JfFKihvb9E3m6UbJZLi8coz96f+sEXHvRbafBEigGgL8PlgNLa679gT0w1U/YH1vXkRLfvrz0yqm5cWfHlZp7bKUxi84cU3LhCJ9TbCeDfjg1M+5dNalrKmkluzeYqVB0+vv1NKgG2yZaBIbBxIgARIgARIggWgRoN8Srf6IUmsorkWpN6psC2/sKoFxdRJYgsCFCxfk5z//uWCMYevWrfKa17zGxkuszlkksCoEeF2uCmYehAQakgCfHw3ZrTwpEiABEiABEiCBKgmEAtpcsSTzXkkwtmkbezIfvJ+zZQvv3bpexbq6PfaBl66LF+S1cuTazdp1nThW+XbRtP3+PSHpVFIy6aS0lF8pacngvY5t3sI4e906WawTrJvR/aRMaHMy3M2ayGUkQAKNRYDfBxurPxv+bHxNV0NZ0JlxKU1cMlHNGz0v/uRV8WeDdDXIbMU5tceRsKYGOoZEUv+flkTHgKTW7VNhbbekNG0t2bFeRbYgZU3XocHtcPFfEiABEiABEogSAfotUeqNaLWF4lq0+qOq1vDGrgoXVyaBJQmMjY3J6dOnBWMMPT09smvXLhsvuQFnksAqEOB1uQqQeQgSaFACfH40aMfytEiABEiABEigyQlARPPUF/M0Ns3TCchjCy8nkxVt3sLyBWHtehHNvXfSGqS0YHkguIXvQ9HNJDdIayqvFXWMxDYksC1nqExBq5TXkLSWUuEslNZMYMukxAlqC8LaIoFNRTUT1iCx6brhMohrmZTuT+U1d7zKIy2n1W4b7Mulwonu28lxOEbajlXxHsvKx9c2LP+Q3JIESKBKAvw+WCUwrr66BPDhCVnNm7N0NUG6mpb+LGmimod0tTG8VFybHl2Q1cIW4kMoldEktVaXsqZlQJPdmyW1/g5J9e10KWstHZTVQl4ckwAJkAAJkEBECdBviWjHRKBZFNci0AnLbQJv7OWS43YksEBgfn5e8vm8zM3pX27p0NLSIu3t7ZLJZBZW4hQJrDIBXperDJyHI4EGIsDnRwN1Jk+FBEiABEiABEjACJi0plJaQcWxmbmizBSKMj3n2fR0wY3dPF2my2eDeVgfohkEt0WlQfFef3muIyehXfferRuUDq1YFqa4LVdau747FwldZSkMJT+XKAFaOU9/ee9KhEIgC0qEludhmZsfLsPv+heGRW8WZgdTi9ddvBjHxD4hyOVa0vZqy6akLRtOp6VN5+M9Xq0tKRXoklb2dPGe+I4ESKBeBPh9sF5kud+aENDUNL9YkNLMqApq5wJRTZPWUAq0MKnlQPMiWhIUYpulq4UfuPhw0rKfCchqXZsk2bPNyWqY1jKhiWynJDKtuk66Js3kTkiABEiABEiABOpHgH5L/djGfc8U12Lcg7yxY9x5bHpkCJTsr7U9/SG2ixpP2l8Gp/QHvfqTXg4ksEYEeF2uEXgelgQagACfHw3QiTwFEiABEiABEog5AQsj01824/fNlk6m5xOmlDn5S38frQshjmEcrod1FlLUMO3S04qasIb0tMK8p8Kak9NmVE6z6UBSc9PBMpXaZnU9JKZhf9h/PYZQAavT7pfdZPv9vv4TCnCLdxS2evFcvLMlN1iMfSJtLa07RRocBLUcBDWV09w4eK/z2kNxzRLjUpLW9S2ZzcS3hTS2NH7+YvOQDOfaizGOhQQ6jJHXhjEHEiCB2yPA74O3x4lrrRIBlPaErOYVVErTkp+aroYSoKWpq4G4dlHLg17SUqFaFlRLhi6UArUPHUmkWkQyOUm0tKucpq/2AZeypuJasneHJNv6NIEta1LbKp0RD0MCJEACJEACJLBCAvRbVgiwgTenuBbjzuWNHePOY9MjQ4B/iRiZrmBDKgjwuqyAwUkSIIGqCPD5URUurkwCJEACJEACJFBjAiai6T6RWgZpDMJZUQU0yGdIP5sPxph2LzcfZT6RkAbhbCZIUwvT1WYhos27Up0mswX7dqVBA8EN86yEqJPVLGUtkOJqfIq2OydVuT1Ximv1kuSqPYdy+3SiZt5XIJK5RLekSWyheGalQ7U8KMQ2TKN8aFrT1lDKFMlruSCZrSy8mfQWJLOp4AYZDulsJrjZfrAP9153aWJbtQy4Pgk0IwF+H2zGXo/wOXvzVhIUiWql0XPioRToxGXx88OWrgaZTeZnVWybh8muJxJ8ournSCKpZUHbejVdbYu+tqqwprJax4AKbF1OYoPMBrEtoX98TsM5whcBm0YCJEACJEACiwnQb1nMg+8WCFBcW2ARuyne2LHrMjY4ggRGR0fl1KlTMjIyYq3r6+uTPXv2SG9vbwRbyyY1CwFel83S0zxPEqg9AT4/as+UeyQBEiABEiCBZiUQJqBVCmcQ0TyT0TQxTWUx/f+i1DSIayaN6QKIZfMmrYXJaYvFtbLEhnV1n0hIM1lNk9VQ+jMU15C0VlBxDfutZoCwVU7wUvsJKV4mQUGugtAVvHdlN5dariEu5e3cti4JzKWAVQphlS2rnLb2vmTG4rPA4uuT58rlSvWc1ccLWIM3EuTA3qXYeTbt5mOeLbN1Fh9jLd6BHWS0rIppKClqyWwVwlpYVhTLUX4UopoJb7qdTQeJbK4Pwr4M+tD6z7kKUPN0k4W+Dpahr5xYp+VKdQX0Od7bNMYU4tbisuAx60yA3wfrDJi7X5qAfu6ofeYENC3zaaU+izqe04S1mTEpTQ6Kp+JaaVwT1iYGrSyofmDhQ8vtT5/PVgoUIlpLmyasdWhZ0E4V1dY5aU3FtVT3VknkelRWy+gDn5VSlu4IziUBEiABEiCB6BOg3xL9PlqrFlJcWyvyNTgub+waQOQump7A8ePH5Xvf+55gjGH//v3y8MMP27jp4RDAmhHgdblm6HlgEog9AT4/Yt+FPAESIAESIAESiAQBCFCQyaY17Wxqdl4mZvQ1PSeTOs7re5TmnFWhLExSWxg7wSwUqypLhOL30+H7soCF31vjf1gGSctErWAMSS6YF25XDZxQXMqkEypGBaleKkhBksro+xYVpdw0xrq84n3W1gnmYxtdhlQwjFP6MoHtFo1xv463EwwzZMpbuGXuLc4d5wnehaJnAt8cxirrYYwkOkh9c8p7zgS/cB2k0AXLddm8ro91sZ/l8Co3rkYT8BAgB5owpilqoURmqWz2XkW1QCRzQmBFiVDdDlqCyYU6YWVFw22CRLYUxjavQnTT9xndp/UV0t5UikPim40z6YVpnRcmvOEYHEigUQjw+2Cj9GTMzkPLfPrzMyaklaZHxNcXUtb8qSGV1q6avGalQud0neKsfuCjLGjFJ2EqLYlMq5YC7VdRTZPVIKp1adKavk9kO5zMhpKhlrCGZzaf2zG7QthcEiABEiABEigToN9SRsGJ6whQXLsOSJze8saOU2+xrVElcPToUTly5IhgjOHQoUNy+PBhG0e1zWxX4xPgddn4fcwzJIF6EeDzo15kuV8SIAESIAESaCwCENMgS4WpZ1bSU4Wn8lgFKIhpeU0+M3FtGvKaE9fwflrnIwkNktSCtIaUNchm+H20k9FqSQ1yU5iWZRKUCUwQolxJSSdGLbxHaldG14Gc1hKkellJShPQXMqXE5yw3uL3C1Lb4vmQnSBRQXa6Hd8JHK4frp+j3WDSHthXCmuQ1UKRDYlzWDYPgQ1Sm4112gsEN0htwbL5outbyGsYrj/e9e0pv7/FihAMw7aiZCv63YmFOq0LbFrPwc0L0+HKe1/WBBib/KYyGvrXSW9hMhskwlBewzwnwkFmcxJiKK2psFYpsAUim5MV3fVSeV2F6WyL5oX9rYyAKZQtgdiudcxbNO2u//J6tjyYZ/vAXhaG8HpaSI+DluGuscpl4KEY3PWnm5eXoX3Be708Tay0+yVs98KhONXgBPh9sME7eM1Ozx5wmqSmwlmYqKZjN41yoFrus6DparMTKqmptDatpUBRHhQlQadUZFOpbZGohsQ0yGrprAprmrCm6WqJXLckOjdIqne7lgVVaa1zk87XsqAsBbpmvc4DkwAJkAAJkEA9CNBvqQfVxtgnxbUY9yNv7Bh3HpseGQL8gU5kuoINqSDA67ICBidJgASqIsDnR1W4uDIJkAAJkAAJNCWBUFqb0TS1SZXQJlVIm6gQ05CuNqnpavlZldNUhkKqFwQ3SFMQ0yCrhXJSKKiFCV+VEk8t4ULQgZAEASnXktayk0HpSZWQ7D3m6XSblqLEe4yxbliCEtKTpXpdJ/WEkg/278S4SulHp8PtsDzYNhSKlnt+i5Ul3UsgMoVSGFiWS4XatEuqW3Je5bqBPIb1IJLZ+tg9jKpbDIvWWPRmYUP0OeQ6CIsQF+2lyXuVY5R4nS54MqvzIdKF18XCXqqfUvQVEteCrKX6oAoNC+9dH7r3kLsWiY7WfwuCI/rVktn0GkG6HsqVlpPZ9Dqy9xXz8B7JcUAZlmfFOLwXkDAIPk7g0/PWach9dp/oeuH94gWyn/Vx0C9oJwQ8CJgm5mnbQgkzTJqzcTA/TJkrrx8IeyZwQtrD+SBRUMcQ+MACbDg0BwF+H2yOfl71s/RLVgbUL+SlpGKaPz1qgpolq2kpUBPWdJlAYIPQViwsjLVkqJS8xU1Ot1iSmpUC7d1holqqa6Mk2vq0TKiKbCqzCRLYkigLyufXYnh8RwIkQAIkQALxJkC/Jd79V8/WU1yrJ90675s3dp0Bc/dNQYA/0GmKbo7dSfK6jF2XscEkEBkCfH5EpivYEBIgARIgARJYMwKQYkJRppygpsJRUZO48B4CmslHKheh9CeS1CCumcAGaQ3z9D3kI6RqYX/VDvg9M37VDGEG0yaNYZ69hyTmpsNxuI5JPIGgYwlbKt44iQdlO5Mmp7UG4lpb5TgQ13IqrGE+XpCNIPGEx6j2HOK4figSov9DaQypX9cPL5nzkhnXb+HELFw7SOJDqViT1HRcltgCmQ1CJJYhLa6cxgeRC9egCV3h9enELifkOcEOl1o5pQzTOuM2mvbSxt7GHJPX9PrCdZUNUtjK8ppeO+V5ENggrumFpM13UlrFPeYENcfHiWnBeanosfh83Xk7qQ3pa+7MErpfJ6yF13r4HkJbKLO5ZaG0Vl5fRbWy1Basu0hcg7ym+zcBU8U4nMOC0Fch9+kNGEqato6uB1HPzXP36m0g5SoRIMDvgxHohLg2wR7AnglqlqQG4SxMV4OIhjKfhUkV10Y1UU3FNaSq6bQ/reKazkfqmiCRbakhmdIynyqhQUazhDVNUmvvk6TKakkV11JdmyXZsV6ltXY8cJbaA+eRAAmQAAmQAAk0CAH6LQ3SkXU4DYprdYC6Wrvkjb1apHmcRibAH+g0cu/G99x4Xca379hyElhrAnx+rHUP8PgkQAIkQAIksLYEIMNAFpqZL1pimklos67Ep8lpmqSGeUhTm1HpyJLUIBRBaCuPdR8qKEF+Wo44VJbQNKEMUg1kGyvjGKZKQbDRF8p4hvPde5cUZalqENA0VS1MUHPpaSm3Lwg4tq8wmWpB+IF0E4o8oYjTbL8DN/fAxbjVVPrCtQBxy0mRQZqYzghTxzA/nMY1iKQ+SG64ziC3oewshDcksoXzMEYyG7YLJTfbv25fTo3DCdVhwHXhUtrcdYTrBddPKGxVClyYxvqO7YJQZ/eHNg8ttGX6j1vHzYR25+Zjneumg3OComFCZzhGuyqmTfqseG/trkib06bhnbXPnY9LCgzvhUw64RLYAhkPaWzZjEuZg9xZfm/zXdpcuBz3HVLb3PmjVRyiToDfB6PeQxFtnz27NBVNS3qWZsZNSCtNa7JaOV1N581CTpsW34Q2LQ+qMpt4805uK6mwhlQ1PPCWGBIQ1tp6VVTbYKJa0kS1dVoetMdktUQmZ2VDJZleYmvOIgESIAESIAESaCQC9FsaqTdrey4U12rLc1X3xht7VXHzYA1KgD/QadCOjflp8bqMeQey+SSwhgT4/FhD+Dw0CZAACZAACdSZAH4fHKapOdEHshkEn0A8CwSgMBELcpqV/USiGpLUgnKgUzoNkQjC0A1+x2xnEoo9JsCYaOYkNIgsEM0w39KbIM7oyljfvYcAJE4CCtYty2u6jZPVAqGtQmxD8lWLyjOQZSCstaEMqI5R+jMUaMLj1Bk1d79CAqFAidS1UFJbKCnqSo1iPl4oRxuKa0hlQ2qZJZXp2NLMTKiADwH1y40h0OHaDWU6J5A5sS6cVy7pqfeHpZzpBpDiUNbTpbxhb407hPcj7tcWE9UwDsS0NBIJK+W1henW68Q23JeL7vfwvrfx0qltelsvJLtpQ1zKm5uHe5hD/Qjw+2D92DbUnlUycyU9tbSnympIS7NxYUpltTGXqKbSmpPXUBZUxTWUAkUZ0Bs9OnFvJ4JkNU1XS2g5UElpSVArC6oJa50DKq5tllTvdkl2BmVB0634D4iGQsuTIQESIAESIAESuDkB+i0359PMSymuxbj3eWPHuPPY9MgQ4A90ItMVbEgFAV6XFTA4SQIkUBUBPj+qwsWVSYAESIAESCBWBCDdIBUNsg9S08qvWTcNIQ1lP6dVWIOUFiZZLUpSC1LVwjSrmwFAAhWEM4hjnbmMvlqkqy0jXZhubVGpLGVlFi2RKUhPy0BE0+1MatOxS4BanAYVymeWJIXfc5vYsiC92XGDfaBUIvaFFKxwu5u1mcuiQwCSZVgW09LY1BirTFNzJTbdOpDQVKMsy2hlKU0lMw8lNwOJzQlt+t7S3ZDwhhfeu3UwjevdXf8u8W1WS5fOagIhhE5MF+ZdqVxsC8mtkQf4IKFMajKZ3kt4X5ZOg/vMiWXuPrPkOdyTWFdfuJ9xj6MEqcmlJr85yTSUTTFGelv4Pot1sV4wtuW2vSu5inuZQ30I8Ptgfbg21F71uecXVVbTcp+lqUEpjV+S0uQVndbSn1ryUzRRzaWp6Riimqaq+Zaspqlq+jxecsA9nUhqGVBNVst1W5JaUhPWEm1aDrR9wI1z+r5VBbaWNo1j1fVUahMtIcqBBEiABEiABEiguQjQb2mu/q7mbCmuVUMrYuvyxo5Yh7A5sSTAH+jEstsavtG8Lhu+i3mCJFA3Anx+1A0td0wCJEACJEACdSMQSjpIiDLBx+QyJ+SE0hkkG8g4lqZWWJDWJiqktVBkm1WxDetDHLrZYAILhDOIKSqVhOU6w7GTUZKafqaimglrTlwziU3FNZTyxHYugQ37cdNlaU0PTkHlZj3AZbciYOlp6kmYmKayGmQ3k9XCcSiuBfIa0tpCcQ1pb4VAWptRWc1Ja+E8z9arlOdMqrNjuHsH78OkNozDwQRKfWOeRkWJTvfeXfPQskLR8kbT4f6w5/AZYOOywBckytnyCqlv0XuEH7lluN/DtDm0t7zP8EDLHOM5ESYmlkU0TWtDOqKJaqGghqS2QE6zhLcgua28XrAsFF3x7ECSIsRYvDAfDDmsjAC/D66MX+NtrU8YPBsgnlmyGtLV9DU7LqX8NSlNqLA2cVHFtavi51Vcm5sOH0hLozADVtPUNFFNkKoG+QyJajbOSiLbHkhrWgJURbWkimsJiGut+h7LsB4HEiABEiABEiCBpiZAv6Wpu/+mJ09x7aZ4or2QN3a0+4etiwcB/kAnHv3UbK3kddlsPc7zJYHaEeDzo3YsuScSIAESIAESWA0CoWiCpCiINtMFT/KQ0QIhbVIT1EIhLa/lPWd0eUGTo8JkKUg8lXIb5kO4wX4XVJuXngkEEYgiKMXZ0ZrWJDWV0halqrVIRw7lOoMynSqhOKENEst1gpruC3ILnBMbYyJ4/9Ijcw4JVEcgFLCQ82PXtXkYkMsW3pu0FSx3SW8LZXVD+awsoiH5LbhvTG4Lktggts1gOnjhPjPZTe/LOX1hP7i+LZFMZU+kAFoaoIocKRVAnbCp0+X54XInh4ZCZ7iN7sLuUZyHCXSQ8PQN2glRD20sT2N+cG+bvGfvF9Z3Qh+kPk2cK/r2jEAZYbT5VgLrrXrD3c4uNXFRGpuxCBLd9GSMTcAH52bnW34PbjpP30NYQzpbd3uLbOjJyebedtna3y7d+gwqPz9u1SguvyEBfh+8IZrmXKAJaZDWrPzn5GVLV/M0Yc3PD+m8CSv/CZFNiloqFOlqWkLUrNelaOn9a6U/WztVSuuSJBLUNFUt2dZvklqiVZPWIKelVWDTl4ltVi40mE6m9b8N9EHAgQRIgARIgARIoKkJ0G9p6u6/6clTXLspnmgv5I0d7f5h6+JB4LnnnpNvfetbgjGGAwcOyLve9S4bx+MM2MpGJMDrshF7ledEAqtDgM+P1eHMo5AACZAACZDA9QRCAQ2iCSQSk2UwrdZNOA2BxC1fmGdiCmQTfUGUgbg2tZS4pvNQAtRJazdT0vT3wto4pD1BHIFkhrQkl4rmhLNM2s1vbUlJu4prSFCDuGZjLQcavofQlsukbXsmp13f43wfZwK4XyF9lsW1QFILy4mG8hrGuOdMXNNtQjnL7i29v0IJzSSt6967ZeE6bhxKb0gnDO8pPBdC4bQsqpWlNfc8QVtNbgueL5DaQsktfIaE5VLnNZkRbca4vJ0eY+E5pG6K7cdJbTYdLA+fURhjvj7KbinBVnMdwHtBwmNWnz0Q1SCubelrl+3rOmR9d86ePZBlIbaBH4fqCfD7YPXMGmoLFc/8kqarFQsuWU0T1PzClKWpeRNaEhQviGvTI7p8Vq1ZLf9ZOeAm1fKdixLVNCWtnKymZT6t3GdOE9TaelyiWk7LgQZlQCWT02ebymnYDwcSIAESIAESIAESWIIA/ZYloHCWEaC4FuMLgTd2jDuPTY8MgUuXLsmTTz4pFy9etDZt2bJF7rvvPtm8eXNk2siGNB8BXpfN1+c8YxKoFQE+P2pFkvshARIgARIggdsnAAkG8khYyhOlOq8XYCCSVM5zJQzdvDldBsEkTFnCGGlJkFksQcnGC+KKHu6mA+QayGqtKoBYWU9LUtNynyqldWPayn5mtNSnE0RQ7i9MUascYx8m5PAX0DflzYXxJFCWs4L7F/dwKHRdL5xiPm47UzH0fsAYt4WVA7Vpl0iGJW4+1r3FtO0FqWtISFwQxPRQC8lylcswv+K9rafHXiqFriyz6XNkznPyXSjhFbRsKp5HobRn05iH0qrlscp6WEffQ5KzY+ixajHAR4PAB5kW8mxHa0Z6O7Kyqa9N9mzoNJGtv7NVy4eqPMNnT9XI+X2wamSNs4E+SHwIa7NjUpoaciVAJzRlbULLgM6MWRlQS1dDqdAbpaul0pIwOa1jodQnxDRNVkPpz0RW09YyrWqgIlVNy36GUpuVDdXyoYmUezg2DlWeCQmQAAmQAAmQQI0J0G+pMdAG2h3FtRh3Jm/sGHcemx4ZAhMTE3L+/HkZHx+3NnV3d8u2bdukq6srMm1kQ5qPAK/L5utznjEJ1IoAnx+1Isn9kAAJkAAJkIAjAKEklECQijanLyQZWZpRUM7Pko5Qnk/FDyenBeJaIKuZtKZlCBeJa5BCgnkQ3izdCAe7xQCPIxTTXJqaSmeBBBK+h4iGVxtKgAYJah1IVdNplAN1JUEzJrZBTsP+OJAACTQOAYhmENtCofalopp7HoXy2lxZZgukNpPWIK+5NEiT+rBP3Wko9WH/4XOrPNZ19BFp5UnL83RFkwR1/VCyqySNZxAS1tZ1t8ruDV2yTcuGbuxtkz6V2SC1QW6jQFtJ7ObT/D54cz6Ns9RuKBXQNDENZT4ho+E1OyGl6WEpTQ5qstpFHV8Rf1LLgs7lcQO6VwjB/oMioyKaSmialGZpaS1a6lNLgSZzWvYzkNWSbX1OYlNxTbBc5TaW/AwhckwCJEACJEACJFAtAfot1RJrnvUprsW4r3ljx7jz2PTIEJifn5eZmRnBGEMmk5FcLmfjyDSSDWk6Arwum67LecIkUDMCfH7UDCV3RAIkQAIkQAL2O14IF7MqmE3MzMn49JyM4ZUvyHh+3kp6Thdc+c5yWT6TOzSlCIJHIGzYOHi/1Dz3u2RkKd18wO+YkUCUVSmtPZc2qcMS1VTucMlqrsxnuwprKLfXqjKIJai9JFHNlQqFDBImRt38yFxKAiQQNwL2XNGnCsp94jkWPntMPqt8Ntkz63opza3vSpI6URfSLiRbSHAonYo0toWxW+beY7lbBvHN5un6JvxqehuOXznguYZnEeQ1lC5G+tp6LSEKgW33xi7ZoCVEkQ6JhDYOtybA74O3ZtQQa/glLQladKIaJLWgBCiS1ixdbXbSRDaT2jSFTbSEqP1HTXjyJq1pqqEmqCU7N0iye5O+tkqyY50rBWqCmiaoIVGtnKym75OQ1iC7U3gPUXJMAiRAAiRAAiRQHQH6LdXxaqa1Ka7FuLd5Y8e489j0yBAooQSLSmuelk7AkEqlTFpLJvkDsch0UhM2hNdlE3Y6T5kEakSAz48ageRuSIAESIAEmoYA5A5IHWFJTsgVYaqayRcqaeRVTpsIpTUT1+b0fUEmZ4oyA3FNpQyU+rxeyKgGov0OWf9BCT1IHC49zZXTS+v3U0gbmXRQXk8ljg6V05Ci1lmW1jC9IK7lMmkrF8pSe9X0AtclARKoJICENAhvSJvEs7EQCGlOXgsltpdKa7aeCW6BwKbPSDxPbR8qsyF9ckZLKk/PFm1+ZSlSJKz1tGdls5YO3Y3SoSqw9avM1tXWYmJbRkVcCreVvbR4mt8HF/NonHcuLc1KgWp6ml+YshQ1f3pEPCsHekkT1i6Jnx/WZZqu5rk/0C6ff0J/zo0yoCqiuWS1Ni0JqulpmqqW7FJxrWuzpHq26vsBldmQqqbrcSABEiABEiABEiCBOhCg31IHqA2yS4prMe5I3tgx7jw2PTIECgX9S3ktE4oxhmw2KygXijEHElgrArwu14o8j0sC8SfA50f8+5BnQAIkQAIksHoEIK1BmICEMTk7rzLavCaqFTRRzSWrTegYwhrENZcg5MSLef3DpzA9KEwxWqoE3u2eSSitQchASlquUkxDac9ASEOqGtLUcpqmhnUhs1mimpbaC8uEYh7EN7xYAvR2e4DrkQAJ3IgAnm0ISbNyn0FSm5tWNwbLwnk3LBHq1sGzsqgvPGcHx6fl4vC0nLk6KaNTBSf+4oGsA55deL7hOYdSoSghum2gXbav65AdAx2WyMbn2416S+znm/w55435xHYJEta0LKifvybe8Cnxxs5pypqWAZ0edQLb3LTIvJYMLaer6Q1ZOWhqmglp7f2arLbFiWqdG105UAhsLSqyZdpEsJ6lqvEPuivxcZoESIAESIAESKB2BOi31I5lo+2J4lqMe5Q3dow7j02PDIHh4WF54YUXBGMM/f39cscdd9g4Mo1kQ5qOAK/LputynjAJ1IwAnx81Q8kdkQAJkAAJNBABiBUQJsLUIIxd+o+mAGn6z7Qm/0BQGw/ENSsJqtIaxpM6D2IbRI3Aq1iSDOQzpAClgtS0MDktfB+KFhjbdDjW9dMQzzRVrUVljaymDaHMJ0qBLqSptUiXSmtIWEMpvZZ0yqQ0HJMDCZAACcSBAJ6feI5Ozqi4NjYt54fzcnpwUqdn7FkLQRhlmZF+GQ54pna2ZWRzb5vJa7vWd8oGLSMapq+F5ZDD9TkW+/kmf87ZQFeCCWvzTk7TNDVv7IJ4Q8elNKrimpYI9QuTNygDqulqaf2j7EyrCmk5KwmaaOuxUqBOXNPSoBDXtFRoIpnS/4ChqNZAVw1PhQRIgARIgAQiTYB+S6S7Z00bR3FtTfGv7OC8sVfGj1uTAAgcP35cvvvd75q8hveQ1v7oj/5I9u/fj7ccSGBNCPC6XBPsPCgJNAQBPj8aoht5EiRAAiRAAjUkgLQgSGpW7nNGk9SQppZ3qWoQ1ZCqlte0NZS2g6BmcltQFi8U3W5XWsuogJbVxDS8IFRAQsPYpoP5ObzHfJXTKudDWsP2KRXYILaFpUJdoppLVgsFNySpUVqr4UXCXZEACawKAchrENNQKnRKn7uQg6+ouHb66oRcuJaXK6MzNh/rhYMlUeozE+lrPVoudGNvTkuIdslWLSG6vjtnZZNZEjmkxZ9zLpBojCkrDapyWmnsvBQvPSPeyGlXDnR2Qvx5rR5S0pKglTcM/uNAJbREtkMSnetUTlNBDQlrnesl2dYnidYuJ7KlW53UZulqsOBpwjfGFcOzIAESIAESIIHoE6DfEv0+WqsWUlxbK/I1OC5v7BpA5C6ansDRo0flyJEjgjGGQ4cOyeHDh23c9HAIYM0I8LpcM/Q8MAnEngCfH7HvQp4ACZAACZDACghAUkM5OghnECOQ3oNXvqCCmqb8hElqkNfGg0Q1JK3N6DphubulDm9JaiaTJSwVDeU4w1KdYblOyGaWmBaIaSavBeJapcxmIpvORxm8UHDDdng5IY2/PF6qDziPBEigsQhACMazeniyIGeHJuXc0JSWD83LtYlZLd3s0tewHM9mDHjG4rnb35mVnZq8tk3Lhm7pa5OBzlZLo8zpcxWib7OXSOb3wQa5TzxNWZufkdLMqJYEvSzeNS0PevlZKY1f0vmzKqwV3YkiKU0T0xKpFieioeQnXrleLQe6QV+BuNa+zklrSGHjQAIkQAIkQAIkQAJrSIB+yxrCj/ihKa5FvINu1jze2Dejw2UkcHsE+AOd2+PEtVaXAK/L1eXNo5FAIxHg86ORepPnQgIkQAIkUC2BMMknTPG5qkk+g+MzMqoJa/kZFSFUZgtLhLo0NSdOQIyA9FYR8rPo0JAhIEWgVGdPe4u9ujX5By+UsWuHhKblOyFVQK5AalpYKtTGmoBSfq/Tbp2FkqEQLXQzKzW66MB8QwIkQAINSgDPW0vE1HLNkIvx3L42OSsXVF47dWXC0tcmglLNQIAgKTwrIfm2a/oanr8DXa2avNYmezd1ycaeNunUZzRKKTfzwO+DDdD7+O8RTVnzxi9qwtqL4g0+r6VBz4s/M6YlQ2f0xvEWUtZSGRXVtBRoe59Kaps1XW2zpDRlLdHer/M1dQ0Sm5YKFRXWErouS4I2wPXBUyABEiABEiCBmBOg3xLzDqxj8ymu1RFuvXfNG7vehLn/ZiDAH+g0Qy/H7xx5Xcavz9hiEogKAT4/otITbAcJkAAJkEC9CUB4KHq+lvj0rMQnpLTpQlEmNVltZKogg4G0dlXFNaSroQwo1l9qCIUIK8upUkRLZaKavkdKGkSJLpUiujucuIaSdSau6by2bNpkibTaZyxZtxRhziMBEiCBmxOAVIzyoYNj03Jq0JUOvTo+a89vlHrGM7yybHNLJmmiGoS1PRu7ZIsKbP0drfY8hhxcKQ1DeAvnuWknwWEdPLMbKeeS3wdvfp1Fd6n+9wmEtWJBfC0DWpq8It6wSmtIWrt20sqDWklQXQcWZwIiWrZTk9W6JdGm6WooBarSmslrENdQEpSiWnS7my0jARIgARIggSYmQL+liTv/FqdOce0WgKK8mDd2lHuHbYsLAf5AJy491Vzt5HXZXP3NsyWBWhLg86OWNLkvEiABEiCBqBIIS4JOaTm5axMzclVLy0FUQ1rPqJadm1T5oYAyoSo6QHZAuhpKiOL3vUsNEBpQtrO9Na1palmXqgYxLUhXQ9Jam6aqQWCzEqGh3KaCG2S3VAqJae611P45jwRIgARI4OYEIKVBLp6dL8qUCsgoIXppdFrOX5uS04OT+n5Wn+fuWY49QTpL67O3NZNWgc09u9d1t0qXPrutJLM+r61MsyawZVVyW5jW9y36HvP1hed3I8lr/D548+ssskv9kvha/tOfGpLi1edNWCuNnlWBbUjT16ZEvDmXsqb/rYHSoMmOAUmtu0OS/Tsl1bVF5bU+l7xm6WqtgbQGJbORtMzI9h4bRgIkQAIkQAIkUAUB+i1VwGqyVSmuxbjDeWPHuPPY9MgQ4A90ItMVbEgFAV6XFTA4SQIkUBUBPj+qwsWVSYAESIAEYkIA0hnkszmV0CCjzaiUNqMJPCgtN6Ti2qCm8qAkKMSGibxKa7pO5WC/utVf9kJQQJk5k89UOENJuYyOITnksilL74G4ZsKayg8oC4rp9mzGpAckqnEgARIgARKoLwHIyUjQhJR8UUuHvqji2mWV2Ma07DNSNfEZgNLQoYwMl6dVyznj+Y1yoXimZ/W9yWkmsOlz3gQ2nRe8xzj8DAjLN0OGK6ezQUZOumS2stimx0E+G45nryWnscYtllfsp9Yk+X2w1kTrvL9AWJO5vJTyI+KprOYNHtMSoWfEn7yq0lreNSCBizHlSn+qpJbs3SbpjQcl1bdL09Y2WFlQuyjr3FzungRIgARIgARIgARWSoB+y0oJNu72FNdi3Le8sWPceWx6ZAjwBzqR6Qo2pIIAr8sKGJwkARKoigCfH1Xh4sokQAIkQAIxIACBAbLaxDQSeGbligpqKP95DSXkVFyDwDYTCG1zmsYDwa2kolvlABEByTwo6dmLUp8dKqeZmJaVXhXTOrUMKJZBfDCRAXKbiW1unEKqmu4DogIHEiABEiCB+hOAmFbQ8qHTmqw5MTNnqZpnhiY1gS0vF0fy9pmAz4dQXoN8FkrJViY0kNBsWh/elWMIaXimYxukZqLsKCQ3G5vY5qS3UHRO6QZYN5TaQtEtHJfnB58V4fFtG90uXC8d7MeSOoP91fpzhd8H639t1vIIviapQU4rjZ8X7/LTmrR2WlPWVFibHRd/viCiKWw2aNnPRLZNy4FulfTm39Oktd0mrCVbeySRaVWpLV3LZnFfJEACJEACJEACJFA3AvRb6oY29juuq7g2PT0t165dk4mJCcG053n6160p6erqki1btkhnZ6cBxJfMUqkkU1NTMjQ0JJOTk1Isuv8oT6c17lvXW7dunXR0dOiXzKT+oND9pHBmZkZGRkZs/5jGNljW3t4u/f39dpyWlhY7Jg40Nzdnx0B7xsfHZXZ21o7f2toq3d3dtj6OgW0woL2Fgv4ll7YH54FzQFvRplwuZ+v39fXZNNZf7nlg2+UMvLGXQ43bkMBiAvyBzmIefBcNArwuo9EPbAUJxJEAnx9x7DW2mQRIgARIICSAn6uE6WqQ1WZR7lNfKP05OlWwUqAoCYqUtWuaxJNXoWGpEqCQBCActKiAYGlqKqTlVEzr0iSevk6UAg3Lgbpxh4prkNaQqBb+zClsE8ckQAIkQAJrRyD8XBjNz1nZ0HNaOvTckP4OQT8DLH2t4Mlc0bPPgmpbiV8xlD8vLJEtKCmKNDZLZHPyMoSzUEYLReiylKY7CcU0CG6hIFdeXiGuYTkkahPYbOy2xTbYLz5/wmmdtTBty51sh/XK6wSJcG5bPXtd9tTRo3LkyBHB90IMhw4dksOHD9vYZvCfaBBAWdD5GSnNjElp4oqUhk9J8fKzKrBdFH9uWn8xFQhrKqRBTEvkuiXZtUFSKqylNqm41rNV57e7kqDROCO2ggRIgARIgARIgARuiwD9ltvC1JQr1VVcO3funDzxxBPy7LPPyoULF0z8giR21113yTve8Q658847DXooiJ06dUoee+wxOXHihAlmWAiRbP/+/fL6179e9uzZI9ls1kQ0fGm9ePGi/OpXv5LnnnvO9g/xDVLZzp075YEHHpA77rjDBDZIZhggueEYx44dk6effloGBwdt/oYNG+Tuu++WgwcP2jEgo2GAqDY8PCwvvPCCPP7443LmzBmT2dCmrVu3yoEDB+T+++83CQ9fLJdzHnagZf7DG3uZ4LgZCVQQ4C/4K2BwMjIEeF1GpivYEBKIHQE+P2LXZWwwCZAACZBABQEk7EBYQ5LaFRXUruoLJUAhrUFQQOk4lAG1lybxVJaKC3ejP56RnEpokNP6u1plQ3errO/OSX9nq3RpypqVkNN0HSSqZZCwo2OIBKEIEO6HYxIgARIggWgQwO8B5pC+Nqfpa5q+OTI1K5dGpq2E6EUdj04WtHxoIPpU2WR8ZoQyGFLY7LMAsplNwwVD6U9IZTcp/6nHtPV0HZ1y61bMw+xwOfYFKQ2lq5EQZ5I1PousjLUbW/pbsCwTCHRYnkU6nK6L7Vyp04XtsT+cB8S1L3zhCxTX0BURHvzCpAprl7Uk6GkpXnlOSqPnxJ8ZddJaScud6zWPIZHtkASENS0JmkJp0N7tksz1irSotKalQ/WfCJ8lm0YCJEACJEACJEACLyVAv+WlTDjHEairuHb69Gn50Y9+ZF+ULl26ZKllkMvuuece+chHPiL33XeftQLzrly5Ir/73e/kpz/9qZw/f76ckgYZbPv27fLggw/Ky172MoFkBnkNCWsQyn74wx+a6DY/P2+Ja1gfaWuQ0LA+JDmktSHRDeIZ9g/RDclu+Xzejo+ENqwDEQ3H2blzp35JTdo6kO7wwjaQ2JAYBzkuk8nIvn375E1vepMJcpDjkM5WzXlAgFvJwBt7JfS4LQk4As8//7x861vfEowxQKh917veVRZr3Vr8lwRWlwCvy9XlzaORQCMR4POjkXqT50ICJEACjU0AIkJRS3qGIhqENYhpENRGVFRDshqkNZQFHdekHaxX9F5aAhSpNvglvhPSNGFNpTWXrNYq6yCu9bTKQJcT19o1da2cTNPYeHl2JEACJNCQBCAsQ1K7qolrLw5OyoXhvAxp6egp/ezAMqRwlvTzBSWjvWC8+L1WXwzX0eX6/zUZIMhlyvKaE9YgpZVFNhWsy9OBxLb4vZYzDdbJ4PcVgbh28sQL8r3/+I6cPH7czgt/2P+Hf/QO2X/HnWWhDhP6f1XoINRhtfB9OHZpb+Hnq8lyoeTtNrB9858qCeB6Kxa0NKhKa5ODJq2Vrp0Sb+i4lKauqaxWcsIa+ieVddJa53otC7pTUgN7Jb1uvyQ61mmfQVizjquyAVydBEiABEiABEiABNaeAP2Wte+DqLagruLa1atXLd3s8uXLArHs7Nmz8rOf/Uw2bty4SFwLk9NefPFFK+GJUqKQyDBAGEOpTpTy3L17t8luKB2KBDeIbkh0w/C6171OBgYGTI7D/rAvSG7vfve7LbENUhkSKL761a9aaVEIajt27LBtkQz3k5/8xEp/vve97zWxDnLccf2C981vftNkNKS9obxpeIzK40KOwzK0Ewlwt3se2GYlA2/sldDjtiTgCOD59Nvf/lYwxrBp0ya59957bezW4L8ksPoEeF2uPnMekQQahQCfH43SkzwPEiABEmhsAmHpt7yKaij7eVWlA0hqKP+J5ByUBi2gTKjKahDW5gMZ4XrBAKlpuSzS1VpUUGuzZLX1mrDW15EVlP9sU1ENqTRhMg3Ks/F3vY19bfHsSIAEGptA+PmBzwd8hiCBbSxfsDHkZ0htBU1nC6XogpYRncNniY7dPLcMCW7z+oLothYDPouQwob0tTDxzcaYpzNtvo1dkpp+fLn1yssXrxPub3zkqpw5fkzGR4ZsH/3rNsjeO++S/vWa2lW5re5bP0IXjq0HCJerA2elUiF7I6kUn6ndOm5vTVtKKdrNoUoCJkl64k8NSVFFNU+FtdLIGfFVYPMLUya0mUVpHaklZ9sHJLVunyQH9lh50GTnBhXZOiWRzlJaqxI9VycBEiABEiABEogWAfot0eqPKLWmruIaktRQjjNMNoOE9uijjwoSzioT15Cc9u1vf9sEMaSrIfHo0KFDxgmyGZZDeoPwhhKjPT098tRTT1lCElLdIKi9853vlG3btllKGi54JCghBe1DH/qQpa9NTEzIb37zG/nGN75haWmHDx9edIwjR46YXPee97zHpBWIchDjPvvZz1q6GwS4V7ziFZbMhkS4f//3f7dz27Vrl7UXKXJjY2NVnQf+4mklA2/sldDjtiTgCEA4xS/5McYAMRbyGsYcSGCtCPC6XCvyPC4JxJ8Anx/x70OeAQmQAAk0IgGIAZDPIArMQkhTsQByAUqCIjUHqWooDTo8OSsTeZXWVDKoHPArcvyiHIkyoYiGhDX8Er0zl5G+zqyWBF0Q1/ALdqyHtBgOJEACJEACjUsA8hkENkhrGOPzZZG4VpbWApktENjm5t1nElLayolsQRLbQmqbBmDhf+q22Suc1rH930ZLL79+G7eJWxfHw/JaD3CeioUZmZkcFk/H+AjM5tqls3fAxqEgFwpqJsOZwAYJTmUpTOtOMB/lSiF/Q1zrh7imgjjSTHMtKq9Z0luQDqf2G8pu4/PZyqHW+qTivj9NUfNR+nMuLyUtBeppSVBv8Jh4w6fFn3DSmp0iOk9LfyZa2iShpUCTvdskveGAk9a6Npm0FncUbD8JkAAJkAAJkAAJgAD9Fl4HNyJQV3GtWNQvi7OzJn5NT09bqhESzyCUVYprSDv613/9V4Ho9ra3vW1R2lGYGvH9739fUFoTIhrENZQgRepaW1ubJbG9+tWvNrENyWpPPvmk7Q9/gfXBD35QkJaGUqVIUIO81tvbK4888ogJbQBz7NgxE+ogniFpaf/+/bJ582Y5deqUfP7zn7cvXTguSpsiiQ3lQH/xi19YshrOa+vWrfLGN77RxLVqzgPHWsnAG3sl9LgtCTgCeE6h9DDGGFAKGM8ojDmQwFoR4HW5VuR5XBKIPwE+P+LfhzwDEiABEmg0AvjZDES0cS3jBjENJUCRsIZ0NZQAnQ4kNqTnQCSA4IYybpUDftmOX4p35NJW9hOpahs1Ya1fhTWkrSFdrTWj6WpaJhRCG5LYsA1+D8yBBEiABEigcQlAAvO0jDRKT3uloFQopnW+lQQtT2uJUKyr7xe2calr5VQ2/QyypM8gpc1S2bA+9hGOVUQqTwfz8T58lSqXa7vQjkXro61IEdX5+v+aD5CkvPk5k6WcC6VSWSYrqZT+nFM/E/GxWBbM8N7mhZ+Xbox1ILGl8dLPU0hs2RZNOFVpDbJ4r4psSGHr7WiR3nYd66tNRfLws7fmJxXjHfrevPjzKq2NXRTv8jMqrL0opYkr4s+M6/xZvSjdz6NF+yeRaZNkz2ZJb/o9LQ+6W5IqrCVzPTo/px3Cn1PH+DJg00mABEiABEiABCoI0G+pgMHJRQTqKq6FR4K8BikMQtlXvvIVaW1tXSSuQQL79Kc/bYlnf/VXfyWQ0CCOYIBQguX/8i//YklpH/vYx0xcQ+LZtWvXBKllSGhDaVGU8cSA43zmM58RSGwo/Qmx7MyZMya6QYRDcttb3/pW2bt3r61/8uRJgRiHdDgkLWH9nTt32vr/9m//Zu398Ic/LK985Stt/aGhISthiiQ4vHBcJL7hHKs5D5zn7Qxzc3OWBoUEDbzwHsPzzz9vCW9Ihqps3+3sk+uQAAk4Ap6nvxzRewpjDKmU/sVgS4uN3Rr8lwRWnwCvy9VnziOSQKMQ4POjUXqS50ECJEAC8SSAX8Ljl/FIwIGsNjuP9BtPplRaG9FSbtcmCk5c0/KgwyquTc0WnVhw3W/vkZTWkk5aqTKIaDkV0nKa/AJJbX13Tl+tVhoUvzjvVGkN67J0WTyvGbaaBEiABNaCAD52ILC5NNDFZUStpCjkNf0sKwbyWSivQY6zad12Yd6CuFZevkhmW5DXsD8rf23ymrYBQlywLxujXYvmuXYuWseWB/N1Guei/7ox2gdZSscYEhqflkxlbLwSzvhczuhnLZJOTVYzeS0Q13S6I0hjC0tz22e4Cm+Q2SCeQyZvmgEdokKaPz8jpdlxKU1dlZIKa0UV1yCw+YW8/sfSvMOhQhrKfyZyXYJyoKn+XZKCuNazTVPWOiSRamkabDxREiABEiABEiCB5iBAca05+rBMtacAAEAASURBVHk5ZxkJce2JJ56Qv/u7v9MvV758/OMfl9e+9rVlaQS/fMPyT33qU/ZDyL/92781ce1rX/uajI6OWgraXXfdJbu0ZCeS1DAgwe1zn/v/2XvPZ7my+vr72zndHBWusmYkzTAJGNIABgOPH0MZDBSPC4z5jXHEroIq+4X9J9gv7DJv7LLLmMEujG0K8OAH+3GAIgePi0meIM1IGo3izalzfNbap4/U0lxprqQbzuleu3R0Opw+vc9nn+67T++11/obF1H6vve9zyYmJpxwbWZmxj1GYdo73/lO9xpuf/r0afvWt75l58+fdzGm3J7CNW7/jW98wzm90bnNd0jj+546dcpFiVIkx/f9pV/6JSdcu5njeOihh/j2r1rm5+edWxxFcnSN430W1oN1p0Pcpz/9aXvjG9/4qvvSBiIgAlcToDh2YWHBiWT5DEWzIyMjl8WzV2+teyKwNQR0Xm4NZ72LCHQjAX1/dGOr6phEQAREIDwE6Hjj3NUQATq9VHQRoHRYW1it2CrEa4xyc242cLWhww1dcvhbEIZ4LxeObVOoNgQHl9EBCNQgUqNYbbQ/bYwApYAtAzEb3dU4MJ7goDwG1FVEQAREQARE4GYIOH0R/usUhTl3ND6Gv2f4557jdizu7xVuXxaJXfXYlefdFtzuOtvyPei6VsVSawvkqlhX2vGlngOcF2XqXN846ZaCcG5LZ9LLr/Ec45wQDvtk/erVilWKq9BFVVydY3BbS2X7jevbKfzbTPFZDCK0JARpSQjSPHEa14gVhaCNsaIUmPuObBSX8+82xW7cvicE5q7R0RaVFWusXLDGwkvWmDlhzeVz1iosWguRoVAW4uRoCwuTOYv0j1tsZL/FdtxtseG9Fs2NmvFxuqwhwlVFBERABERABERABLqJgIRr3dSaG3ssgRCuff/737c/+qM/ckf2h3/4h/bWt7718lHygovP//Ef//Hl5wcHB51z2/Lystv2nnvusb179xofZ3nyySftC1/4gnMne8973uNEKHRcoziF8Ul79uyxt7/97bZv3z63/ZkzZ+w73/mOnT171rm6UbSyH8I1bv9f//VfRkezT3ziE3bfffe57fm+fM3TTz/tRHV834997GPGx2/mODqP0+34Ov9JuHYdMHpYBDaAAB0UGRfMNcv4+LiLEeZaRQS2i4DOy+0ir/cVgfAT0PdH+NtQRyACIiACYSCAsXg3QE7hmRtsx4A6BWkUplGgtpAv28wSYkGXEQsKAdsSIkH5PJ1mOgsHsX13Nbq00F0tDUEao8goVBuncG0o7eJBeT8H0ZoiQDsJ6rYIiIAIiECYCFz++wmhGd1Jq21RWpVx2RSnOfGad5v3vcW/f2XtXsttIX5z0aP4+0oB3tLCvJ059YItLXoT3weGRmzPgTuM68tCcVTCr4e3JkEK37y/7RTs0TnOE9Z5daDYzhfuXcsbf8pdnGh/NuGEahSucRmlcA1CtgH8Tc8iZjTZdlDNpeCUmvCEbF0jO2/AYa1edsK0ViVvzcIc3NXOWmPxjDXmTkK0hvZwgjXAJTA4qdFRLdo3btGRfRYbO2TxiaMWwX0J1q49w3RfBERABERABESgmwhIuNZNrbmxxxJ44RoP1xe28QfNP/iDP3ACNUaOhkm4ttZxrFe4pqjQjT3ptTcR6CRAJ8Ovf/3rLvaXjzN++P3vf79bd26n2yKwlQR0Xm4lbb2XCHQXAX1/dFd76mhEQAREIKgEODhOEVqhUrPFfMVmEftJkdoc1vN0V4PjmueshrhQRIVecYO5+ojicGDx3NWSLvpzYijjHNY44M0I0CyEahS0+dFjcbircbxXRQREQAREQATCSsATi3lCsU63N7q8Ud/tub35TnCe69tV2+FvMA27rjzmCc4oLGNay79+4/+1Ey8cd0K0g4fusHf/3M/bAawZ5e07yTlnOb4fliv78Zzg+De7WGnYEv6WL+Fv/BKivgsQpvPvPl+/VqEInX/TGQ3q3FDhiJqCE1sqyb/zdGNL2BgE6DtHsrZ/vN9G+lNu266IEGV7UKy2eskaEKs1F05bc+WSNYtwWCuveC5rdTjgYTvXiUFHJgJXtdjYYSdYi40eREzoDoukB1xsqNfRUWdnrfNMj4mACIiACIiACISfgIRr4W/DzTqCQAjXXi0q9Ic//KH96Z/+KaIfosaoUDqchTEq9NrjYCTq7RR9sG+Hnl4rAh6BJ554wh555BHjmuX++++3hx9+2K29LfS/CGw9AZ2XW89c7ygC3UJA3x/d0pI6DhEQARHYfgIcX/XjzDiI7Uea0eWlgoWCtNVSFe5qFSdYc8I1iNaWcZ+iNb7eLxx+de5qiBijq5ovRqODGt3VOIA9OZSFaC2DWNC0ixvjNnFFgPoItRYBERABERCBGxKgcO1x/L75BfzOyTX/DN9zz3320Y//ir3mnnsvC+LwJ92J1XzxmieY80RpdFrj33wK1ZbhlrqIheI1uqn6gvROJzj2CRgTfiNBWwIitj7EhTL+e2o0Z4d3DGDdBzfVtHNiC6UgvUmHtQpEaUUnWqOjWmP5PFzWXnbxoK38nLVqZYCue23Gg4zELJLMWCQzZNGhKYtNHjOK1mKDu+G+1u+J2m7YwnpSBERABERABERABMJPQPqW8LfhZh1BIIRrP/7xj+2zn/2s1Wo1+83f/E1705veZJlMxh1zqVQyPv9Xf/VXLsbzM5/5jA0NDdk///M/29zcnHNFOnr0qB07dszGxsbcax577DH7i7/4C6tUKvbRj37UpqamjFGh586ds4sXL9qOHTvs53/+5+3w4cNu+xdffNH+9V//1aanp23nzp1u+/3797vtv/SlL1k6nbZPfepT9vrXv95tzwim5557zjk00dWC7/uLv/iLtrS0dFPHweO8naIP9u3Q02tFwCOgAX6dCUEkoPMyiK2iOolAOAjo+yMc7aRaioAIiEDQCVB0RgcWitNWMFi9TNeVoue6wthP3l8t1lw0aAUiNUabuXUd7moYxOZgeGeho0oUIrT+TNzFflKcNgl3NbqvDCFGrA/uamk4sjAmlMI2urbE8BqO86qIgAiIgAiIgAisj0CncI2vuO++++wTn/g/du999+Oe5/LGv9D8O497/I//cN/d89Z4gO5qTrSOv+tV/I1nFPgKxOrsA1CwzoWOq+wPFMo1F2nKfV5b+HecfYA4hOtJOLAxOnQH/v4f3jlg9+0ftZ0QrVPYHqq/92RVLVgzPwux2jlrzp+Cw9pFxIEutB3WIGZzDmsNgvWQROMWSaQsOrjLYjvvcYI13o5mhvE4xsFiiWvR6b4IiIAIiIAIiIAIdCUB6Vu6slk35KACIVx7/PHH7XOf+5zl83l773vfaw888IATkPEIKTTj8xSW9fX12a/92q854do3v/lNJyzLZrN28OBBJ3ajII1iNQrXuL8mZgh98pOftEOHDtmFCxecVfZPf/pTGx4etg9/+MN21113OYjPPvusfeUrX7HFxUV77Wtfa3feeaft2rXLTp48aZ///OfdxRPf98EHH7RUKmWXLl1yYrpTp05ZsVh0Qrd3vetdTrh2M8fB47ydog/27dDTa0XAI6ABfp0JQSSg8zKIraI6iUA4COj7IxztpFqKgAiIQFAI0CGFTikcnKbgrErhGd3VcJtCtEIZA9UQqHFgerFDuLaC+3kI2ridPybbeUyMDKPDCuPCKERjTFgG7moUqVG0NgFnNQrXRhAJOpBJuu04cK0iAiIgAiIgAiJw6wQ243qQojYK1FchUHP9gbZwjeK1ZcSIUuBeQrQo+xCdbmy8TSG7E8W19VupRNQ5rR6cHLA33jluB7AegPMqRW2BLk04yTbgsFYrwWGtAJEaHNZWLsBhDdGgFK5BxNaqlmBVW2sfBvo0FORRkJaEOI8xoNlhiw3vtTiEa1Gs6bIWiacCfdiqnAiIgAiIgAiIgAhsNAHpWzaaaPfsLxDCteeff94effRRJwjbt2+f0UGNcX0svNji8y+//LJzSvvABz7gokKffPJJ9zid1CYnJ53j2Z49e4xuaDzhv/rVrzrXtl//9V93ArWVlRWjaO3LX/6yJZPJq6IA/Qu6arVqH/nIR5x4bWBgwCho++u//muj69uHPvQhe93rXmfj4+N29uxZ5/hGh7YDBw64+nL2EoVvN3McR44cua0zSR/s28KnF4uAI+B//rlmUVSow6D/tpmAzsttbgC9vQiEmIC+P0LceKq6CIiACGwxAQ4kc1CZcWAUork4MAxA+45qjAijcK3SHoh2wraG56hGcVsDbizXOqvxEKg/Y8wnXVVG4ahGZ5UJxIExEmwwm7QsBGzOXQ3bUNiWgLsa3dhUREAEREAEREAEbo/AZl0P8u99nSL3trjdE6jRcbXhRGuMEnUubOhH+G5sS7jNPgbd2/woUf69T8B9jeL1Y1PDdufuQTsE8RqF7IEt6C9RsNaEWK25ct4azmHtgrXy89YqLTv3NeewBnGbtZDDyhKJ4h9c1rKIBYVIjUtsZJ9F+3fgsRFEhuY8URu2UxEBERABERABERCBXiIgfUsvtfbNHeumCtfoRkYhGRfGej799NP2H//xH044RsczOo4x9nN1ddWJxBjlSYFZf3//ZTc0RnLyscHBQees9oY3vME9z23/93//137wgx+4I37ooYdcZOf8/LydP3/euaXRgY2CMzqo0YmNF26M/uT+3v72txtFcixnzpyx7373u0axGqNFKVyhs9qJEyecAI4Oa3Rt2717t42Ojrpj8d/3rW99q919993OdY3H8ZOf/MToxLae4+D+bqfog3079PRaEfAIbNYPOuIrArdDQOfl7dDTa0Wgtwno+6O3219HLwIiIALXEqAbGiM/OdjsDzJz7bmrIfqrWrf8ZQcVRoDRPcWLAqWYrYSoUL6e+1mrcAA67gah4a4GIRqdVOiw1p9NuEFoitUm4a5GhzWK2HIQrdGNTe5qa9HUYyIgAiIgAiJwewS2+nqQgjb2KShQY3Rop3htCfcphqcjG/sajBvltiz9cFnbNZq1O3YO2gMHRm33SM6J3tlHCERxDmtwT6PDWjVvzeICRGvTiAZtO6ytTjvnNatXr1SXyn04rEUScFhLQZiWGoBQbdKiFKwN77HY0BSc14YgaIO7nARrV7jplgiIgAiIgAiIQE8RkL6lp5r7pg52U4VrFIR95zvfcYI1Cs3oVEbntGg06oRgjOqkeG3v3r1OjMZY0O9973tuu3g87g6kgdm8dFJ729ve5gRiFKNRVEZR3PHjx+0///M/7YUXXrB6HbN3sHB7isu4bwrK7rnnHueSxtjQ06dPO4EaxXAU0nEfLIwbHRsbc6+hoG3//v2ujhTcUWz3zDPPOGEdRXGxWMxYt0QiYXfccYe9+93vdo5rmUzGieN4DNx+PcfB6NPbKfpg3w49vVYEPAJb/YOOuIvAegjovFwPJW0jAiKwFgF9f6xFRY+JgAiIQO8S4IAyhWocMJ5fLbsBZQ4ie0vFPV6GOM0TtVHQ5kWFcmDZuarh9dcTrXF8lnGgFKPRSY3CtHHEgPoRoP3pBNzVEm4gOg1BG4VtFLlJtNa756OOXAREQAREYHMJbPX1IPsIFLh7/Y0r/QkXG4p40fl82V6ezduZ9kJxPEscbquZZMz2jvfZg4fH7DAEbGPoR9CVNQilVSvDTW0RYrUL1pg7CcHaeTiszbUd1vLmHNYa9Q6HNXSKIEiLZAYtCoFabAgOa8N0WJt0MaGW6oOgLdN2WcO2xkVFBERABERABERABHqPgPQtvdfm6z3iLRGuUchF17KlpSUrl8vuR0oKvaamppxwjZGZFK8xavPb3/62E6Ll83m3XS6Xc45p73jHO5zYjaI1iscYaUExHB3OKESjyxpfQ1EZhWd0YGPkKEVsFKaxLCwsuH1z+6eeesoY9cnCqNF7773Xjh075sRoIyMj7nEK2yhWY1Tp97//fXsJsaQUxlFwRrc0iuPe+MY3utv84ZXCOTq7nTx5ct3H4d7oFv/TB/sWwellItBBYKt/0Ol4a90UgesS0Hl5XTR6QgRE4FUI6PvjVQDpaREQARHoUgJu0BhRXBSbuWhPDBZz0LiMCC86nCwXPeHaIhzVFvOecG0Zt+m41hnhdS0eitPofsIBZkZ6+tGeibgX85lJwV0NArWhdiyoE67BXY0xoYwLjWPioooIiIAIiIAIiMDWEAjS9SDHb5bh3vryXMFeuLhsT59ZsIsLJdc/odCNZRzOrMf2DNmR3UNwXxtw4rVtcWZFxGerAYe1OgRrFTisUbS2OmPNpXOIBj0JAdsla5VX8XzlSkOyk8Q4UArSnMNav0X6JyBY2+NFgw7tg5BtGGI1iPHksHaFm26JgAiIgAiIgAj0NAHpW3q6+W948JsqXPOjQpeXl51grVarOeEXRV4Un1G8xqhQRoNSXMbnZ2ZmnACNIjAWCtH4/Pj4uBOM0a3Nn51bKpWcsIyxnLzN1/B530GNr/OFbtxXtVp1++b2fp34eDqddlGkjAqlKC2ZTPJhV1cK0RgBSoe2QqHgBHOsE+vO7SmM420WXoxR2MbtbuY43Itv4T99sG8Bml4iAtcQCNIPOtdUTXd7mIDOyx5ufB26CNwmAX1/3CZAvVwEREAEQkiAv0VQsFasNNwAMZ3V3OJHdMHdhBFeflSoHxN6xVHt+q5q8VjERX/2IdJrKJdyArUhuKsNtm8z6ouOKRSppSBmY1Qob9OJLYbffvzfb0KIVVUWAREQAREQgdARCNr1IPsexUrNXprJ22Mn5+zkpRVbXK0gitwb+0mjDzGMPsVhiNbedGTC9k/0WSYRd4L5rYRPB7VWeQVitYsQqp1ygjUK11rFRUSFYkwIDmxGYRsEbq5QtMZ+ThpxoIO7vSjQYaT49O9wrmsROqwlERkawzgTt5XD2lY2p95LBERABERABEQgwASkbwlw42xz1TZVuLbNx9b1b68Pdtc3sQ5wCwjQUfHRRx91zop8Ozo1fuADH3DrLXh7vYUIrElA5+WaWPSgCIjAOgjo+2MdkLSJCIiACISUAPRpLo7LCc8gVPNiuBpwWOOgcN3ypZqLAJ2jcA3RXAsYGKbTySoer8KBba3CsdQo/qO7CcVmXJJ0V6OjGtYpDCgzCrQ/e7VwzRexMdKLTmx8vYoIiIAIiIAIiMD2Egji9SAF9tPLZfvflxft+IUlO31pFdHlZRcvCukXjAgiNjWWRWTouB3ZNWg7hrNwc016eq/NwslOVavhIj/psNYqLVkzP2MNOKw1ncPaRYjWljzB2uU6oK8D97RIPO2J0ihO6xtvi9a8aNBIdtSLA0VsqIoIiIAIiIAIiIAIiMArCUjf8komesQjIOFaiM8EfbBD3HiqemAIMDJ4rehgRgiriMB2EdB5uV3k9b4iEH4C+v4IfxvqCERABERgLQJufBX/MfqTYrQlxHzOw1GN4jS6qzEKtFCuwcGkAZGaJ2ajsI2uajeKAvUFaxSgMe6TEZ90VKMwbRi36aiWSyWcgO1KTCjFbW1XNQw2U/jmzETWqrgeEwEREAEREAER2DICQb0epMCe/ZYXERn6kxMzdmY2bxX0VxqIOac76wAE8rtHc4gMHbTXHhyz3SO5ze1fNOsQpVU8sRqFaotn4LJ23pqFeTis5c3gsOaiQ5uNdttBtMb+DsRq0YEdFh3aY7HRA+62iwNNISb0ssMaYtLVMdqyc15vJAIiIAIiIAIiEC4C0reEq722srYSrm0l7Q1+L32wNxiodteTBPxoX0YbszBqeGJiwnK5XE/y0EEHg4DOy2C0g2ohAmEkoO+PMLaa6iwCIiACVwhQoNbEf/Vm0+isxoWOak6MhgHePMRpSxCuLearzq1knsI1DASv4jEOAFOktlahQC0OZzSKz7zFE54x1pNRnxSoDTrBmideY2wXhWx96YSLCuVrVURABERABERABIJNIKjXg+zbUEx/dq5gj704YycuLNv0UtmJ7tn3Yd8kl47bgcl+e+Odk3ZocgD9Egjn0U/ZsII3ajWqEKwVXSwoY0Cby+etMfcinNbOWovRoJXC1W8XhcNagg5rGSx0WBtz0aCx4b0WHUE0aG4MDmwp2NfGr36d7omACIiACIiACIiACKxJQPqWNbHoQRCQcC3Ep4E+2CFuPFU9MATq9bpVKhXM8PNm0MXgHJBKpSwe1w8OgWmkHqyIzssebHQdsghsEAF9f2wQSO1GBERABLaJQKPZQgRo0wqVmi0XIFCjsxrEaQsQpy3CWY2xn3RVo0iN2zlRG5zV6hgM5ms5+HttoekHB37pZkIntZF+LHRU60vZAARrFK1lkoj8bIvaGP2ZRFQo78cheKPojW4oKiIgAiIgAiIgAsEmENTrQXZPGBm6hL7N2bk8IkOX7fFTc3ZxseQeZ2RoPBax8cGMHZ0aRGTokN2xc9BG0WfZkELRGtzTWqVFa9BdDUtj4SVPrFZegctawTmwGZzYLhc6rCVzFhmYsNjQlMVGDsJhbac5h7X0gPdcPIkRNojr1E+6jE03REAEREAEREAEROBGBKRvuRGd3n5OwrUQt78+2CFuPFU9MASC+oNOYACpIttCQOfltmDXm4pAVxDQ90dXNKMOQgREoEsJcNC2CXEZBWYUmtF5xIvy5Np7jIK0MoRpzlmtLVxjHKgTrkG8xqgtF/15jUKNsjKKy/zoz2TCE5+lID5LQYSWhYsJHdSGIFYbxULRGl3VKGbLISaUYjWJ07r0xNNhiYAIiIAI9AyBoF8PMsacIvxT06suMvTU9Iq7X6k1XRvR6XXHcMaJ1h44OGp7Rvuc+J6itlsqLhIUsZ8UppWXrbk6DcHaaSwUr8FlrbQERR3e2+9XRWNwUIMYLZH1YkFzo3BY22VROKzFRhAN2jcOB7aMHNZuqTH0IhEQAREQAREQAREwk75FZ8H1CEi4dj0yIXhcH+wQNJKqGHgCQbXQDzw4VXBTCei83FS82rkIdDUBfX90dfPq4ERABEJMwHca8dzU6pbHoO1KqWorRW/NQVzeL5TrVsRCARtFbdzeWzyHtQYEbnQsudZYLQrRWhTOaFmI0Ib7kp6rmhOppW0EawrU6KpG5zU/KpRrRoByMJivVxEBERABERABEQg3gaBfD7o4dPRvppdK9uy5JRcZevLiihPokzz7JWn0VfaM5ex1h8bsMFzXJuHCxhjRmy7sL1Xznlht6WVEgp5ENOgFY0Roq7zqIkOtUbsiWsMbuEhQitWGdlts9LAnWsuOwmWNDmuICmUsqBzWbrop9AIREAEREAEREAER8AlI3+KT0PpaAhKuXUskRPf1wQ5RY6mqgSUwPT1tTz31lHHNMjk5affee69bB7bSqljXE9B52fVNrAMUgU0joO+PTUOrHYuACIjADQn4wjQKy664qF1xUnPuahChlaoQrUGYRke1lSKEax0CttW2cI2iNbqqrVWoL6PIjAO7dFWjmxoFaBSkcaCXsZ/DjAKlaM2tPeEaB3zpqiaB2lpU9ZgIiIAIiIAIdAeBsFwPUrB/YaFoL1xctidOz9u5+YIT7dOVlmW0P21Hdw/anVgYGzo+kLbYeoT2cE9rUYxWQwRpZdWa+TlrLJ+zJhzWGvMnrYX7rXoFFrgNr8EjUXSs4LKWSHsOaxCpRQd3OIe1KIVr/ZNeJGgs4W2v/0VABERABERABERABG6LgPQtt4Wvq18s4VqIm1cf7BA3nqoeGALPP/+8Pfroo8Y1y9GjR+0DH/iAWwemkqpIzxHQedlzTa4DFoENI6Dvjw1DqR2JgAiIwE0RoIMIxWklRHn67mmeKI0CtRoeq7rH+bzvonZVXGjde32j2XRRon5i1bWVYBRoCoK1PgjURjCoy9hPDu5SqMYoUEZsUcTGbZJtURvXdFVjFKh81a4lqvsiIAIiIAIi0D0EwnI9yD4QxfxnZvP2Pyfn7EW4rs2tlF0kOluDfZnBbBKOawP2xjsn7MBEvxdtDrH+jQpFaa3yijVXLlhj9oQ1GAean/Vc1hgXStFaZzQoBGmRVM6iAzssNnbYYogEjfbvsEh2xAnZLA5BG4Rt+O9Gb6vnREAEREAEREAEREAE1klA+pZ1gurBzSRcC3Gj64Md4sZT1QND4IknnrBHHnnEuGa5//777eGHH3brwFRSFek5Ajove67JdcAisGEE9P2xYSi1IxEQARFwkZw0/qhTTAYHNLqA+LfruO2LzOiORtEandKKFU+o5mJAnZsaRGsdwjVuw/1cT5hG7J2uagkM0NIpzY/3zCRjiAONIfoz6QRrdFWjcG04l7JBCNfoukZXNe5DRQREQAREQAREoLcIhOl6kNHnFKs9d37Jjp9fdu5rcysV10+Cusz1Z3aPepGhR3YN2u6RnIs+pxD/cmGHqtVwgjTGgraKS3BZm4FgDdGgsy9AwHbRxYIaBWssfC37STFEflKwlh60SN+YxYamnHAtOjgF0dowHNgy3vb6XwREQAREQAREQAREYEMJSN+yoTi7amcSroW4OfXBDnHjqeqBIRCmH3QCA00V2XQCOi83HbHeQAS6loC+P7q2aXVgIiACW0yAg6kUmNEdrQhHkCKc0vyl4N/ueJxOasVKw4nXrnJS64gO5ePrFa15rmpJN0A7lE3ZcDv6k65qA3Bby6bizo2EbmopituwpsgtxsHYjvHcLcamtxMBERABERABEdhGAmG7HixXG7ZYqDjHtR+fmLGXZlbhxMbI9KbrzzACfedwFnGhg/b6w+M2BSEb3Wcvi9eadWvVKtYsQKyGKFBGgjaXzuP+vIsKbdXKZowOpcsaSzQK8zS4rPUhEnT0ABzW9kO0Bpe1vnGLpPvNIFiLxJIuPtR7gf4XAREQAREQAREQARHYSALSt2wkze7al4RrIW5PfbBD3HiqemAIhO0HncCAU0U2lYDOy03Fq52LQFcT0PdHVzevDk4ERGADCDDSkw5pV5zTPDe1ax3UfPGZ56L2StFa4RrRGoVrZbipcd83KhSV0REthuhOOqlxibfX7n7cezwDYRpd1QayCURldQjX8FguHbckXnN50PZGb6jnREAEREAEREAEeoZA2K4H/YkC5+YL9tiLs8557dJS0cWr00yNfSQ6ze5HVCgjQw/vGIDLLGLRo00I1oouFrRVXLTm8nkI1170okFXZyBaK3S0OTpfsbhzUYuk+i2SGbTo4E44rB2yKKJBYwO7EAs64LmxdbxKN0VABERABERABERABDaegPQtG8+0W/Yo4VqIW1If7BA3nqoeGAJh+0EnMOBUkU0loPNyU/Fq5yLQ1QT0/dHVzauDEwERuE0CHBytwsGjUK5jqZnvnOavO53VKESj40cNjmu+U5oTt+H1nsjtiviNLmp+bCgHWW9U6BJCNzVfmEYnkYGM56I2CFEa71OYlklCnAYXNUaEeoK2qHNY84RuESd+u9H76DkREAEREAEREIHeIxDG60H2z5YRq35+oQDh2pL99OQcbheNkw3grQaTtIiNDaTsDriuHdk1YMewjCbKEKnBXQ1LY/4la61OeyK2asE5sBmc2LzSjgZND1h0aDeEavssNnoQYrUdTsAWSfVZJI5Y0Fii904WHbEIiIAIiIAIiIAIbAMB6Vu2AXpI3lLCtZA01FrV1Ad7LSp6TARujkAYf9C5uSPU1mEkoPMyjK2mOotAMAjo+yMY7aBaiIAIbD8B38GjBqEZndAYRUX3tEKlZisYHF2FcK1IAVs79rPTQY2RoCU4qlXwmleL9rz2SDm4Gufiu6hBeBZvu6vxsVQiBlFazInT+ilYg6Ma14MUsPnCNbitUbRGZzbFfl5LWPdFQAREQAREQASuRyCs14OcKMA+2mlEhTIy9OTFFSdmY9+NhRHp44Npu3M8aW+YittUctkiCyettfgSxGsvW6u45MWB+jMIojEI0hD5mci6CNBo34RFRyBao3Bt5IBFsiOIBI3DZS16PZR6XAREQAREQAREQAREYBMISN+yCVC7ZJcSroW4IfXBDnHjqeqBIRDWH3QCA1AV2RQCOi83Bat2KgI9QUDfHz3RzDpIERCBdRCgSxoFa0uFqk0vl2xmCQvWi7ifh2iNorSNcFDrrAqjO+mQRsc0z0nNE6MNQJTmi9Ry6YRl4aZG1zVf3OavE22RWzwalWitE6xui4AIiIAIiIAIrItAWK8H6a7WQNz6zErJTlxYds5rx88v2/xqxR2371h7IFu0twxP28H4tGXL0xavLFqrWjRr1CBcu2J7G0lmLJIbdS5rsbE7LDY0BbHaKERsgxZJ5jxRm5sdAEc2FREQAREQAREQAREQgS0jIH3LlqEO3RtJuBa6JrtSYX2wr7DQLRG4VQJh/UHnVo9XrwsHAZ2X4Wgn1VIEgkhA3x9BbBXVSQREYDMJcIiS7mp1DHbSlYMLBWt0TVst1WwxX3HCtenlss0uF20ZwjU+z+3XU2Ce5iKqYhCT0TmNA6fuNtfuPh5vO6zxfhqOahSt9dFBzS2eqxrjQPvhrpZLJZzrGl+jIgIiIAIiIAIiIAIbSSDs14OMcueEgxcuLiMydN7OzuVdv63ZqFuiVbG9sRl7Q/pFOxi7ZAOtvKWtCndaxoHCOY0ua4k0hGmI/8yNWHRwJ6JB91ocwrVo/ySeyyoSdCNPNu1LBERABERABERABG6BgPQttwCtR14i4VqIG1of7BA3nqoeGAJh/0EnMCBVkQ0loPNyQ3FqZyLQUwT0/dFTza2DFQERAAE6dFCExujPWYrT4NRBZ7W5lbJzW8tDvOaL2bhmdOh64z85DkqxGsVoGURUMabKLXBMu3zbf4zrZMLFgNJ1zXNPw9pFhl6JDo3hfgw7diYfakEREAEREAEREAER2EACYb8epGMu+2tn5wsQrs05Ads0XHNrpRUbbM3bntY5uzvyok3FFqwfSaAwubU4+1WIBY2kshCo7bDo2GEXCRodwG1GgqYgZIunnbBN0aAbeLJpVyIgAiIgAiIgAiJwCwSkb7kFaD3yEgnXQtzQ+mCHuPFU9cAQOH78uH396183rlmOHDli73//+906MJVURXqOgM7LnmtyHbAIbBgBfX9sGErtSAREIIAEmADVaDad+KxS86JAy9W6c1djJOgMxGoUrXFZgNPaatETrXUeCn3O6MxB5zQ/mnNtBzXPWY2RnulkzMV7dorXcp2CNSda88RsyXhMMZ+dwHVbBERABERABERgywh0y/Xg/Gr5cmToifMLVlm6aJO1U7ar8bLtaZ63sWgekwgwYSCdsmQmZ4ncsMUGJp3DGqNBo4gGdaK1RGbL2OuNREAEREAEREAEREAEXp2A9C2vzqhXt5BwLcQtrw92iBtPVQ8MgdnZWXv22WeNa5bx8XG766673DowlVRFeo6Azsuea3IdsAhsGAF9f2wYSu1IBEQgYAQoWmMkaAlCtcVCxeZWK06gRpc1uqutFKt4zosJpVNHte4J3JrNqyNBo23RWiYVs8Ec4jsR55m9roNa3LmtOYEbokK9aFC4p7VvM+6Tojc+7t/m/vFPRQREQAREQAREQAS2nEC3XA+yL7eMvt2pi4v22PFzVrx0wvYVHrfx2svW1ypYJoLoULjYpvsHrW98j2UmD1ty590WG9pjkXS/iwWNxGDJhvhQFREQAREQAREQAREQgeAQkL4lOG0RtJpIuBa0FrmJ+uiDfROwtKkIXIdAqQQ3hoUF45olk8nYyMiIW1/nJXpYBDadgM7LTUesNxCBriWg74+ubVodmAj0HAFGgDYQAVpFZBRd1coQpVGYtlqq2jzc1Gbb7moUrS3AlaNYabjYUArcOgud1RjdmUTcJyM/uTDmk4K1y8I13JeDWic13RYBERABERABEQgjgW65HuRkBfYFL07P2hPPPGf5s0/b5PLj1le+YLFW05skEIlZpH/CYjvutszuu21gzz2WG97h+nxxiNrosKsiAiIgAiIgAiIgAiIQLALStwSrPYJUGwnXgtQaN1kXfbBvEpg2F4E1CDQacGOoVjEo1nDPxmIxSyaTcE3QjLw1cOmhLSKg83KLQOttRKALCej7owsbVYckAj1KoAbHtELFc1e7tFS06aWS0V1tCW5rhTLiQSFioxuH567WQIRoC45sV8PieGUGMZ9DfSkb60/bxGDaxgcyNjaQtgEI11IQsXW6qfmuaXJQu5qj7omACIiACIiACISDQDddD1K8lp87a9PP/wjCtaesNXfSrLhAC15rWMyqkYTls3tsbuRBS0wcsandu21ybNhG0efjhAROXpB4LRznrWopAiIgAiIgAiLQOwSkb+mdtr7ZI5Vw7WaJBWh7fbAD1BiqSmgJ1Ot157bGNUs8Hndua1yriMB2EdB5uV3k9b4iEH4C+v4IfxvqCESgVwlQdEZnjWq94QRrjP5cQBwondUuC9dwe7VUM4raKFTrLIzojCOyk0I0uqpRlMZ1fzbhBjApVpuEcG0MwrXR/pQb0PRiPeXG0clRt0VABERABERABMJLoGuuB5t1a9VKVps9aaUXv2vFC89aYXHWKsW81eHIW7CULUaGbSa53y703Wc2uNd2jfbb5HDOTVYYRP8vjSj4NCYwsD+YjHNBvDvEbCoiIAIiIAIiIAIiIALbR0D6lu1jH/R3lnAt6C10g/rpg30DOHpKBNZJYHV11S5evGhcs/T399vOnTvdep270GYisOEEdF5uOFLtUAR6hoC+P3qmqXWgItB1BChEq0KQNo/YzzOzq3Z2rmDnFwq2mK96UaHOXa2JwcrmmpGgHIzMpeM2nEvZxFAG7mpc0jaE+3w8i8FLitm4cFu6q8mFo+tOIx2QCIiACIiACPQ0gW65HmxV8tZcuWj16ees+tKPrTp32srlEpaqi46fbg7ZydghuxDfZ4uJ3VZPDFkGLmsZ9Pe4DEC4xkkL4+wPYk0XtqFc0jnxqv/X0x8RHbwIiIAIiIAIiMA2E5C+ZZsbIMBvL+FagBvn1aqmD/arEdLzIvDqBChae/zxx514jVtTtPbAAw+49au/WluIwOYQ0Hm5OVy1VxHoBQL6/uiFVtYxikD3EGAEVA1CtBJiP+mktgyXtUuLRXtpJm/n5vM2vVxysaB0Y/ML4z/plJaIRdtCNM9hLZdOGN01RhgJ6gvXXCRo0rmwyWHDJ6i1CIiACIiACIhAtxII/fUgO30tTFJYnbb6pWescelZa0C8Vl+dcZMXSo2IrdRi9nJjwp6wY3bedlkx0m/1SNI1KfuIUUxO4KQFOuzSaddFxaN/OILo+H5Gxbdd2LzJDDHn2MvXqYiACIiACIiACIiACGw+AelbNp9xWN9BwrWwthzqrQ92iBtPVQ8Mgeeff96+9rWvGdcsR48etQ9+8INuHZhKqiI9R0DnZc81uQ5YBDaMgL4/NgyldiQCIrDJBChao8saxWp0VqPD2suzeZuBWI0itmKlbmW4rDEOqrNQgEbHtIFsEi4aEKnBSYMRoBSsDeKxHNw2fGc1RkPFIXDzIkE796LbIiACIiACIiACItB9BEJ/PdhsWKtescbcSaud/K41Zp63VnHRmogNZd+xGMnYYnTETjZ22v+UD9i52qg1I3FrWtQ1JuVndFSLIT6e/UW/T0jnXYrZ6Lo23nZim8REBzr18vEk+otyYuu+z4OOSAREQAREQAREIHgEpG8JXpsEpUYSrgWlJW6hHvpg3wI0vUQEriHwxBNP2COPPGJcs9x///328MMPu/U1m+quCGwZAZ2XW4ZabyQCXUdA3x9d16Q6IBHoOgKM+qxAkFaAMI0CtdmVkr0M0drZObqsFWy5UHWCNt9ljUK1BAYeKUJj9FMWwjQOMA5z4JHxT0NpCNey7n4ulXDbdh00HZAIiIAIiIAIiIAIrINA2K8HW9UC3NZm4LL2rNVOfd+a8y/BgK2OI8dEhkjMqulRWx28w85G99ozhQm7WMm4iQ6VWtOta4id58QIitw6i9+fHIDj2hgnPtCJDcK1UbiwuYkP6FumEnHX30wlop5bLwRwErN1UtRtERABERABERABEbh9AtK33D7Dbt2DhGshbll9sEPceKp6YAiE/QedwIBURTaUgM7LDcWpnYlATxHQ90dPNbcOVgRCR4CDiIVy3WYgVjsPkdrpmVVEg5ZsCa5rebqsVevGAcfOscY04pyGMahIZ7XdI1mI1DKXo574XApiNora6JRBdw1FPYXutFCFRUAEREAEREAENohAqK8H0QFsrl6y2oUnEBH6jDVnXrRmYR6aNYjQojGLJFJmIweste9tVug/aLPVlM0WzLn1Ti+X3ZoTIBhBz4kSnYVJoOwj0omXwjQ6sbH/yAkRA5mkDSNWlJGi7G9yTTEbt4lHPSe3zn3ptgiIgAiIgAiIgAiIwK0TkL7l1tl1+yslXAtxC+uDHeLGU9UDQyDUP+gEhqIqstEEdF5uNFHtTwR6h4C+P3qnrXWkIhAWAnS9qGHwsIxBxHy5ZvOrZbuwUHTuai9BuMb7dMngdiwcVKQrBgcLnbMaRGuMcto5nHXCtXE4ZDDmKQPRmlwwwnIWqJ4iIAIiIAIiIAJbQSC014NwVWvVytaYP2W1099HROhxa0G01qqWHLZIKmeR/kmL77jLEgfeaq3BvVZumC2XMCECMfMzFK4tlWwhX3H9TT9yni6/7GdSyNaEAK5zcgR3nICQjeK1QfQtKVhzbr5YM0K0L51w/c1kHBMkKHbDmttrosRWnMl6DxEQAREQAREQgW4lIH1Lt7bs7R+XhGu3z3Db9qAP9rah1xt3EYHQ/qDTRW2gQ3klAZ2Xr2SiR0RABNZHQN8f6+OkrURABLaOQBkDhnS/uLhUtNPTq3Z+oWDzKxVbhssaBxU5oNg5kOgPII5j0PDgZL9NjeYgXMu2xWqMccLgIaJDKW5TEQEREAEREAEREAERuEIgrNeDrUreua3VZ563+ks/tuYCIkLrVbMm1Gko0YGdFt/zgMUgXIuNHbZIZtQamPPAyRHsS7K/yUkShUrN9TEXViuemA2ittmVsoun92NEr9C6MmGCsfTsY3JJQ6SWg2htIJtwArZRuLGN9qfdQie2bMoTsGkCRSdJ3RYBERABERABERCB9RGQvmV9nHpxKwnXQtzq+mCHuPFU9cAQCOsPOoEBqIpsCgGdl5uCVTsVgZ4goO+PnmhmHaQIBJoA40DpnlapY/AQsaCLEK3NYtDwHKNBIVybxm3GglYRCcriRzdRjObimjAgyGjQXXBYo3BtF+JBeT+DSFAVERABERABERABERCB6xMI3fUgLdBacEPLz1h9+llEhGK5iJjQ/Kx3kNE4IkLTEKsdtMTBt1ls4ohFsiN4LPMKCOyDsn9Jh9/FQodwDW5sS7jPfiljRJ0LG/qpVTqxNa+OqPd3yn5pXybhnNhG0Q+lcG0MC11/+/E4+6xJCt3agjdOvGAMqSZW+AS1FgEREAEREAEREIG1CUjfsjYXPYrfiNGh9/I4RCN0BPTBDl2TqcIBJBC6H3QCyFBV2ngCOi83nqn2KAK9QkDfH73S0jpOEQguAUYxlWp1iNXKdhpRoOfmCnZxsWSLiG6iCwbdMOqwyKDLGgsH+OhyMYJBwb3jfbZnLIdI0JwbHOSAISNBGdGkgcDgtrlqJgIiIAIiIAIiEAwCobsehKNaq17xIkJPfhcRoc8jInQBsaF+RGifc1uLTR61xP43WXR4n0ViSVilxdYE3sTkCYrRKGDrdGJbxaSJ+XzZ5uC+xlhRrhlXTzFbp/Ovv1NG18djXh+V/VAK1ChUY7+0H25sjBZ1TmwDHYK2dBKObVFF2fsQtRYBERABERABERCBNQhI37IGFD3kCEi4FuITQR/sEDeeqh4YAqH7QScw5FSRzSSg83Iz6WrfItDdBPT90d3tq6MTgSASoPzMd7hg9OdKqepEahcXvWjQCwtFDAxWXCyoX3+6rNGZgi5quXTcDf7tGMrYPgjXpkb7jLcpWmMEkwJBfWpai4AIiIAIiIAIiMCNCYTterBVLTh3tcb0c1Y7+T1EhJ62VqOOg0QPMxK1aP+kiweNMyJ08i6L9o3fGMA1z/r9VE6coAsbxWoUrjE+dA7rFUTX04WNUaO+E9takaL+bilmo3htAA7BI4gQpQsb3djoDjyYSbp+rR85Stc2LuzzxqIUtPl70VoEREAEREAEREAEepeA9C292/avduQSrr0aoQA/rw92gBtHVQsNgbD9oBMasKrobRHQeXlb+PRiEehpAvr+6Onm18GLwLYQoEtFDS5rdFR7eS5vZ+GwRpc1OlkwqsmPZGJ8KAsH7ehiMZBNOGe1KTisUbA2MZhB9BIG/BC9lMaAIOOWNL63LU2qNxUBERABERABEQgpgbBdDzZXL1n9wpNeROjMCYjY5jgjAp1F9APjKYsyIvTQz1h84igiQofXjAh9taZiD5RObFXGg8KJjSI1CtlKmHCxDOEa+6wUss2slNxkiyXE3PP5tYKK2I91bsHop9KBjcK0FBzZ2HdlfOhgW9Dm3NggaBvJQdAGdzZO1mD/l69XEQEREAEREAEREIFeJiB9Sy+3/o2PXcK1G/MJ9LP6YAe6eVS5kBA4ceKE/cu//IsdP37c1fjIkSP2C7/wC3bnnXeG5AhUzW4koPOyG1tVxyQCW0NA3x9bw1nvIgK9ToDjiRSrlap1F7FEl7XppZKdmUU06DyiQRdKxkgmDvh5cjVvkI8OFBzU64fL2jiEaowF3TPmxYMOYWCPA4Ec1FMRAREQAREQAREQARG4eQKhuR5s1tsRoaetdvr7iAg9bi2I1lrVojvoSDJnkf5xo9Na4uDbLDqyHwZscefCdvNUXvkK9lE5qSKPqFC6sDnh2rInXONkDE6+8BzYEDsKoRsFb1waiCFlP/ja4sRsELHRMXgU7mt0YaN4bQS3h7AM4HGK19gP5kLBm5yFr6Wo+yIgAiIgAiIgAr1AQPqWXmjlWztGCddujVsgXqUPdiCaQZUIOYH5+XknWuOaZXR01Che41pFBLaLgM7L7SKv9xWB8BPQ90f421BHIAJBJ8DBOrqs0aHiAuJAz8Fl7eXZPGKXSogJrTkhG10q6hC2dY7rcZBufDDtXNYOTCAOdDjrYpX6MZCXxUBeQgN4QW961U8EREAEREAERCDgBMJyPegiQldnrD7zvNVP/xARoS85IZs1G45wdGCHxXbfb/GdiAgdu9OiOfxO6yY3bNwEB4rX6o2WVeDEVqk1nVCNbmxFTMxghOgCBGwUtTHynreXsBTh0kbB27XiNVaNky/oGOxHhPqRoXRjG4Lr2o6hrO0ezdq+sX7XB2bsqCZsBPwDpeqJgAiIgAiIgAhsOAHpWzYcadfsUMK1EDelPtghbjxVPTAEKpWKLS8vG9csqRQs3AcH3TowlVRFeo6Azsuea3IdsAhsGAF9f2wYSu1IBETgGgIUotF5olhp2CpcKOhMcW7ejwbNG2OVOPhHURtLFO5pCQzIpRJx64PD2gicJ3ZCrEaXtf0Qro3hfhoObBzgUxEBERABERABERABEbh9AoG/HmQ/sdW0ZmHW6tPPexGhF5+2JkRsrsBVLZJIW3T0AJzW3mqxiSNOtBZJZG8fzjr2wH4s+7OFSs0J1ubzbeEaBGx0YqOjMCdoOKFbO3qUjmx1J2Z7paCNwjT2iQeyCZscytjUKPvB/TYJ52HGiubQR1Z/eB0No01EQAREQAREQAS6hoD0LV3TlBt+IBKubTjSrduhPthbx1rv1L0EmrB4r9Vq1mh4M/pisZglEgn8qKABtO5t9eAfmc7L4LeRaigCQSWg74+gtozqJQLhJkBHigKilGZWSnZ+vmgvzazaJUSDUqzGKCW6T9QQn9QZDZpKRI1uapNwlzi4Y8CmRrI2NpBxjhN0X0vBYY2xSoxJUhEBERABERABERABEbh9AoG/HoSjWqtRs+b8Kaue/C4iQp+3VmH+SkRoqs8iA5MWmzxqiX1vttjIPovEUpgREbt9OOvYA6df+E5s1bYwzXNkg1gNgjVO3qCAjS5s81gvQNC2gNuMHK1hkkcTArbOwl4u+7p0V6PzWi6dsCEI1nYMZ+zABPrHELJR0MZJHuoTd5LTbREQAREQAREQgW4lIH1Lt7bs7R+XhGu3z3Db9qAP9rah1xt3EQGK1kqlkhOv8bAoWstkMm7dRYepQwkZAZ2XIWswVVcEAkRA3x8BagxVRQRCToAxSBSjlRCXRHEaB+VcNOh8wQnXOGBHBzZux0L9GYVoqXjMshh8o4vE+ACiQRGJdHBywEWDUsjG51VEQAREQAREQAREQAQ2nkDQrwdb1SKEanNwW3vOaie/5wRsrWaNajF0JqMW7Zuw2I5jWO6y+I673f2Np3Tze6SYjW5sdB5eKnjRoU68RuEaBGwrRW8iB6NG6cBGsVsV/Wg6FndGi7KvnMDkjZG+lHNeoxPx7pEcJnek3YQPitsScCNWhOjNt5FeIQIiIAIiIAIiEA4C0reEo522o5YSrm0H9Q16T32wNwikdtPTBFZWVuzs2bMuLpQgGBO6Z88eGxgY6GkuOvjtJaDzcnv5691FIMwE9P0R5tZT3UUgWAQYg7SIgbmLC0U7BYc1rhcQl7TcHpijaI0DeBxnZHFOEoj+5MAbI5DoIMFo0JH+FFwkEs5lQgNxHiv9LwIiIAIiIAIiIAKbQSDo14PN1WmrIxq0celZayAqlJGhvmgtEkcCxughSxx6u8XhuBbJjiI2NLMZmG5pnxSvUYRGQZq3eJGhFKrlES1KJ2KK2OYhZvMc2cq2in4z+8yMH2XhRA+K0pIQr2VTCRvMJVzfmf3mw3Ao3oG+syZ63FLz6EUiIAIiIAIiIAIhISB9S0gaahuqKeHaNkDfqLfUB3ujSGo/vUzgwoUL9thjj9n58+cdht27d9uDDz5ou3bt6mUsOvZtJqDzcpsbQG8vAiEmoO+PEDeeqi4C20yAIjQOqnFwjQ5rHHybWS7ZOTisnZ5edbcL7UhQVpUDb4w08gbe4m6QbTiH6CNEg1K4tgvRoHRcYyyooo+2uXH19iIgAiIgAiIgAj1BILDXg4wIrVessXDaai/90InWWquziAgtuHaJJLMW6RuHy9oxSxx8m0VHDiAiNOFc2ILecBS00WmNrmuc9OEJ1zzxGu+vFGq2WqoZ+9HXTvxgP7oPjsQ7EBd6aOeA7Rntc0I2xonm4GCchFMxhW7sd6uIgAiIgAiIgAiIQDcQkL6lG1pxc45BwrXN4bole9UHe0sw6026nMBzzz1nX/va14xrlmPHjtkHP/hBt+7yQ9fhBZiAzssAN46qJgIBJ6Dvj4A3kKonAgEmQOcICtYoVqNQ7dxCwWaXy7YE5wgOtHFArgFhGwVuLFFGHSHKiFFHe8ZzGGhD1BGW0X5EHcFhLQPBWgqDcXFsoyICIiACIiACIiACIrD5BIJ6PciI0GZhBoK141Y7/QNEhL7khGzWrDso0f5Ji+2+D8K1uyw2ccSiuTFvloSFQ7FFJ7YaYkFr6E+7mFD0m7lexkSQaU4EmSvYKfSvKWqr1Lz4UB44RWnOtRgRoXQoZj+a/em9iBDlRJAx3Ge0KCNGVURABERABERABESgGwhI39INrbg5xyDh2uZw3ZK96oO9JZj1Jl1O4IknnrBHHnnEuGa5//777eGHH3brLj90HV6ACei8DHDjqGoiEHAC+v4IeAOpeiIQIAKdcUcUpi0Xq24w7QIiQU8jGvTSYgmuaxVjZKhf6PZAsVomGXcuEINwg5iAQ8S+8T4XDerijTDoJmcIn5jWIiACIiACIiACIrB1BIJ3PYgJD5j00MzPWmPmuNUvPWONC08bI0NdicKZN5FyDmuJgw9BtHbUidbowBb2wr52EX3s2ZWynceEkFOXVu3CYtG5GufhwFas1uF23HRJqf6x0mVtEn3rKTivHZzsR3RoxoayKedyUs26AABAAElEQVTKloG4jRNCJGHzaWktAiIgAiIgAiIQRgLSt4Sx1bamzhKubQ3nTXkXfbA3Bat22mMEgveDTo81gA53TQI6L9fEogdFQATWQUDfH+uApE1EQAQcAQ6U0UVtDs4PZ2byLhL0IgbTFlYrznmNz9E1gg4SLBStUZBGsdqu0axNwQli31ifTQxmXExoLpWwNAfUohhQ04iaY6b/REAEREAEREAERGArCQTuerAFYVajBoe1U1Y79T2rTz9nrfwcIkKLDksklbNI/4QTrCX2v8ViI/stEk+h0xnbSmyb9l7sb1fQn6aAbQWTROhs/BL63S/P5e0CxGzLiBelwK1taOzc11KJmLFfPZBNOBEbndf2oN+9eyTn+twRdLTV1d60JtOORUAEREAEREAENpmA9C2bDDjEu5dwLcSNpw92iBtPVQ8MgcD9oBMYMqrIdhLQebmd9PXeIhBuAvr+CHf7qfYisJkEOh3WSnB4YCzoEuKLLi0V3QAanSAYDcqBNX/wjPVx8UUYQMsi+pMRRuODaYjW+twAGuNBh3IpF19EUZuKCIiACIiACIiACIjA9hEI2vUgBWqt4jwEa89b7eR3nYCNQjaDoM0iUYv2jVts8qjFEBEa33kP7k9sH7xNfGe/H86+N0VrZ7FwPYO+9yrc10qVhlURLepPGGG/mvGgw31J2wtn4z3oe+/Fwn54P/rjGfTL6YKsCNFNbDTtWgREQAREQAREYFMISN+yKVi7YqcSroW4GfXBDnHjqeqBIRC0H3QCA0YV2VYCOi+3Fb/eXARCTUDfH6FuPlVeBDaVgO+wtpCvuLii8/MFOD0UbR7xRavlulHMVoHLWr3hOayxMtSi9SGyiK5quyFS2z/RB+eHLCKLki6yKIvI0EScDmtyftjUxtPORUAEREAEREAERGAdBAJ1PYiZEM38tBcPeulZa0C8xshQX7QWiSFefvSgJQ693eIQr0Vyo4gNDX9E6PWaieK1Kt3X0OemWG0hX3Z98ZOIED2PPvkiXI/ZH2fhdBD2r9nP5uSRQbivjfSl0R/P2qEdA7ZrBP1xTB5JY3KJigiIgAiIgAiIgAiEiYD0LWFqra2tq4RrW8t7Q99NH+wNxamd9SiBQP2g06NtoMN+JQGdl69kokdEQATWR0DfH+vjpK1EoBcI0LGhhniiKsRopWrDOawxomgWQjW6q11ALOg0ltVS3ZoYSPNd1ujckIzHLIPYzxxEa6P9KQyO5S5Hg472p40RRnJ46IWzSMcoAiIgAiIgAiIQJgLbdz2IiQ/sT9JNrV52UaB0W2sun7f6xaetsXDaWqsz1qoUHM5IMuuEavHJY064RgEbhWx0YeuFwgklpVrduR2fnF6FA1vBLqFfvogJJgW4IpfRf2df3u+f012NArYJOK5RuEb340ncHsBkEvbLUxC4JdB/p1OyJpT0whmkYxQBERABERCB8BKQviW8bbfZNZdwbbMJb+L+9cHeRLjadc8Q2L4fdHoGsQ70FgjovLwFaHqJCIiAI6DvD50IIiACJEBHB7qnLcPNYa4tVLu0WMLgWMmWIV5jHCjFbBwU48CZPyjG12bgojZMsdpw1g7AYW0n1iO4z4ExDpilMCjG+CK6samIgAiIgAiIgAiIgAgEh8C2XQ8i+rPVRNx8ecWaKxecYK2xeBa3L1oLLmt8vFWrmGEblmj/hMV23WPxHXdbbOKoiwz1Ope90cH0o0PZX8+jX07BGoVrFLCdml5BhGjJ9dV9J2Q/OjSFiSV96I+zbz6JPjrFa+MDGTfRZBgObFlMOqHIjduriIAIiIAIiIAIiEAQCUjfEsRWCUadJFwLRjvcUi30wb4lbHqRCFxFYNt+0LmqFrojAlcT0Hl5NQ/dEwERWD8BfX+sn5W2FIFuIkDhWaPZtArih8qIGKIwbYURRIgcmsbA1wU4rE0vldx9xhN1CtU4sEV3hjQd1lIJG+5L2cRQxqYQDUrhGgfDchggY1SRigiIgAiIgAiIgAiIQHAJbNn1IDuTrYa16lUI0opwWCs4N7VWYc4acFlrLp+z5tI5axUXrxKsWTRmkXgaEaH7LXHgLRCtHYFobcIiyVxwoW5BzRgRSvEaI0NPXlpx7siL+arRLZnPMWK0s/+eQd+crshcLgvX0IfvzyTcJJRUIuoclJPov9NJmWI29vclaNuCxtRbiIAIiIAIiIAI3JCA9C03xNPTT0q4FuLm1wc7xI2nqgeGwJb9oBOYI1ZFwkBA52UYWkl1FIFgEtD3RzDbRbUSgc0k4MYN8V8BYjW6q11aLtr5+QKcGspuAGwVAja6q9HRgbGhdcQOdRYOaPVhkGtyMGMHJvttNwRrExCrDeWSLiqUDmsxDXR1ItNtERABERABERABEQgkgS27HqS7Wq1szeK8E6g1nFDtAoRqCxCw5Z2QzShoqyM6FAI3X3VFgVqkf8xik0ctsR/CtZEDELKlYMEWDyTPraoUY0Gr9QYmnzRstVR1/fiX5/LOge3s3KotFapXRYfGohFLtiNCGRXK/jz77HRcG8gmXD+ek1FG+tJYUjYI5+QcnktCwMYoURUREAEREAEREAER2C4C0rdsF/ngv6+Ea8Fvo+vWUB/s66LREyKwbgInTpywb3zjG8Y1y5133mnve9/73HrdO9GGIrDBBHRebjBQ7U4EeoiAvj96qLF1qD1LgLIzxgvV6K4GIVoJgjU6rC3BkYGuapeWinYOwrV5uK3lIVqjQ0Nn4UAX3dM4yJWBy9pAJolo0CSiQXN2EMK1HUNZG4RoLY3nVURABERABERABERABMJDYNOuBxkF2oAIrV6BYA3uamWI00rL1szPwGEN7mrOZQ2xoIgEtSaFan7/EyIpCKUisYRZAk5rfePObS02fqfFd97j3NbCQ3fza8oJKU38t4x+Pd3XzkK8dmZm1TkorxZrbqIKJ6NQ6HZtoR4thT5+P4RrFKpRuDYM4doohWvo2w9goko2CRflttDNd2OjmI2TVChok6TtWqq6LwIiIAIiIAIisNEEpG/ZaKLdsz8J10Lclvpgh7jxVPXAEFhcXLSTJ0/awsKCq9PIyIgdOnTIhoeHA1NHVaT3COi87L021xGLwEYR0PfHRpHUfkQguAQ4mFVrNBEdVLOLi0W3MAqUQjUOaOUrNcSFeg5r9UbLDX51Hg0jQYdyiBUaTNvUSM52DGcQMZR2j/WlEy4ylHFCFLipiIAIiIAIiIAIiIAIhIfAZl0PtihYgyiNQrXm0stYEAe6Og2HtSUvKrRWwrqE7Pp6212tLayKwOELbmqRzIBFh3ZZFA5rsYmjFhvag8eGLQIxm8rVBCheY1+fEaF0Tl4sVFx//9T0qnNVnoWrMietrFXYf2ckKPvyLiK07cSWQv8/i6WfgjZcBwz3JZ0TmxO34X4W0aOKEl2LqB4TAREQAREQARHYaALSt2w00e7Zn4RrIW5LfbBD3HiqemAI1GqYrVYoWLVadXVKJmGdnsth9hlmAqqIwDYR0Hm5TeD1tiLQBQT0/dEFjahDEIFrCFCo5sUHeQNYHKiik9p83hvEugA3BgrYljGoVak1r3JgoPNCPOq5q1Gw5hzWMGA12p+Gs1oGsaBZm0BE6AgGrPi8ooOuga+7IiACIiACIiACIhAiAht2PcgoUOeuVvaEaWW4qxUWrLly0ROuYd3KzyEStHg5BtRhYuczij5lLGmWzFrELf1wVhuFcG23RYf3WmwY8aDZEfQ7o86NLUR4t7yqdTir0WFtbrVspyFcOztXsEvo9zM6lNGidFbmmk7M3La5hhMbK+07LnOSiufE5gnYGCPK+/3tySt0YYtD9EYRWwzXEHydt+Ax3I5yoTOb5rds+bmgNxQBERABERCBbiEgfUu3tOTGH4eEaxvPdMv2qA/2lqHWG3UxgWYTg3uNBi7sPQv7KC/KYzFciOPHExUR2CYCOi+3CbzeVgS6gIC+P7qgEXUIInANAd9xYQFCNUYGXcTCAatF3C9AxFaCuxodGThgRZEbXRpY3Lgh/sul43BXy7SFajmbaLur9SMuKIO4oFTCc2TgoJSKCIiACIiACIiACIhAeAlsyPUg+5PVAoRqs06o1liEw9rqJWtBuNYqrTghm9FhrY5JwBC4XVVicFeDi1okR6HalEUHd1tsAE5ruTGLpHIQs/VBzJbzhG1SP12Fbq077Nc38F8V4jX2+xkhOg8RG52WvaXsrgn4eKFcc0I2/1qgc3/+dQFFaQmI01xMKF3Z2rGhOTiuDSBOlNcHFLHx+oHXCYwWzeA5runKlsb2fD0vGzThpZOwbouACIiACIiACKyXgPQt6yXVe9tJuBbiNtcHO8SNp6oHhsCGzUQMzBGpIt1AQOdlN7SijkEEtoeAvj+2h7veVQQ2kgDFZ3XEA9E9rdiOCOJg1OxyyROuQbQ2s1Ry0UFrCdUYDeS5q3GAKeZcFCbhrrZzOAuHtZyNwlUhl0q4QaeNrLf2JQIiIAIiIAIiIAIisL0E1n09SHVTq4F/EJ41atZqQoSGtUGM5sWCwmENUaCNZUSCLp3F7RlEha7i+crVB4iJv5EoUisoVktkIE7rRwTooEX6JxAH6gnXogM78fgAtotB7aSJwlcDvLl7dFjLQ6C25ARsFVuAiI2TW+i8vAJH5lKFLmy+E5vnxsbXNBqc3IJljbejqC0FQZoTrUG41oeFQrZrRWu8z2sMit4oXqOrc8w5s3nubHRke8V9OrRxkUhxDfJ6SAREQAREQAR6k4D0Lb3Z7us5agnX1kMpoNvogx3QhlG1QkVgaWnJTp8+bVyzDA0N2YEDB9w6VAeiynYVAZ2XXdWcOhgR2FIC+v7YUtx6MxHYFAIcbFrFwNPsStnOzhecw9oMRGuMBKKzWhkOa2W4LlDc1umo4EcADSIKlCK1nSNZ24X1aH+qPQBFh7WYpeIxN6ikAaRNaT7tVAREQAREQAREQAS2jcC6rwcZBVpDDGglb83SEkRpXJatVVyE09o8nNV4H+5qeJ5xoBSzOWFby0us8A8wEk91CNX2wGEN7mp9k4gCHfZiQiFmMwraonHPDtjk8Ouzu5W1N8GlZXRkZoSoHxXK2xSt8RqCQrZFCNncmrexFOHWVod4ja9fq/A6wo8IdWuK0NrCNCdI4208xgkyFK3ReS2bjnmubBC5OXc2it0waebybbq1UeyGbRk9Koe2tcjrMREQAREQARHoPQLSt/Rem6/3iCVcWy+pAG6nD3YAG0VVCh2Bc+fO2Y9+9CPjmmVqasre/OY3u3XoDkYV7hoCOi+7pil1ICKw5QT0/bHlyPWGInDbBBpNDD7BCYFiNOewBgcFDjRNw1WNwjXGgjIKiKK1zrEmCs/oakDXAw4K0RmBDgkUqu0ayXniNQjXhiBk4wCTokBvu6m0AxEQAREQAREQAREINIHL14Nnz6KeLdu9c9Le9OADNrVj3HNWo6saHdYgRGMcKF3UKFjzxGsQrpUWEQkK4RoFazWI1daKAoVYzeJwWEPkZzQNJ7U+xIIO7EA0KIRr/Tu9WFA853LrA02reyrnX08wTpRCtWvFaxS0cfJLpe3GxmsPTpbh+kaCtmsJ8fqDIjRGjFKkxvhQX6jmrfEYrkv4uP9cBtvS0c25tFH41ha/ce2iS9uubRK2XUtb90VABERABESgOwlI39Kd7boRRyXh2kZQ3KZ96IO9TeD1tl1F4LnnnrOvfOUr9uyzz7rjuuuuu+zDH/6wHTt2rKuOUwcTLgI6L8PVXqqtCASJgL4/gtQaqosIvDoBRvZQsLaYrxpd1ZxQbQlCNbitLRcZ9wOHNTxPFwUOSHUWDv5QrDYCodrutlCNkaDDuRQcELx4H8b5cFCIg0xK6Omkp9siIAIiIAIiIAIi0H0EnnvuWe93zmeegeisYUcP7rZffM+b7ejecc9RrURxWttJrVZy0Z8tX8zm1owMRVwoI0QRJXrVrAn2J1M5CNXGIVTbabHhvRCqQbCWHbVIut8smbUIBW0UttFhTWXLCHByC93UeL3wiqjQWtMKlZqt4NpiqUhRW9WJ2yhwW8aEmTxEbXRuW0+hXx4FZoz/9FzavLVzZ/Mf4xrXH5cd2nCbIjYXRYoJNQOYaDOA9WAW60zSPU5XaG4v8dp6WkHbiIAIiIAIiEC4CUjfEu7228zaS7i2mXQ3ed/6YG8yYO2+Jwg88cQT9sgjjxjXLPfff789/PDDbt0TAHSQgSSg8zKQzaJKiUAoCOj7IxTNpEr2OAFGfFbosAYHNcb2cMBoDkK1i4uecI0CtmXEglKs1lnc4E87moeOBnRXG8olbWIw7RzWdgxl3e2+dEJCtU5wui0CIiACIiACIiAC3UYAojRPcEaRGcVmcFHD8uRTT9sX/v6f7Imn/tcJ1+49vNM+/n+/we49MAbBGp3VIFyDw5q5+E+8DvtZu0CiRKFaLIGoT4jREhClUZiWHfLc1QZ3w2ENwjWI2CKpfk+stvaO9Og2E+BEmQrEa6vlqi3hGmMRix8juoxIUQra6Prsu69R/NZoNp0Iru5u4z6uX/g4xXEUya23cPIMRW6MC+2HUK0fQrUBrAfbawrXKGSjsM13ZXNObPF2LClEb7zvhHA8H5U0u1702k4EREAEREAEAktA+pbANs22V0zCtW1vgluvgD7Yt85OrxQBn4AG+H0SWgeJgM7LILWG6iIC4SKg749wtZdq23sEOHDECB8K1S4xCnQu7yJBOYi0ArcD32GN4rZrHdbonjbcl4I4LWNTozmbxHpsIOUcCxjJw+c54BOPRjWo03unlo5YBERABERABESgVwhQPFQrQ4C25EV8FhewRsQnBGlPPnPc/u7r37Wnjp+GwKhl9+4bsV9+xxGsh9tCN0/g5gRrLbhsXU+FFEF/Eq5pkcyARQd3YYFQbXDKE6plBiFW63NCNoulPHEbtlcJLgFeV/D6ooaF7mre4rk6cyJNvlxru69hYg1EbKX2BJsi4kV5feIWPMbXcV/XO22uJdDp0MaI0SvxoBCkYUIO7yfwOCfl5OAYfdmV7bK4zRO25TAxx7vOkXLtWsa6LwIiIAIiIAJhIyB9S9habOvqK+Ha1rHe8HfSB3vDkWqHPUhAA/w92OghOGSdlyFoJFVRBAJKQN8fAW0YVatnCXBQh4NEjPv0B4AoUpuGaO3CYtHOQbg2t1q2QtkbCOoExcEdDtDQoSADF4JBROqMw12NzmqMBqXTGh3X+LxidTrJ6bYIiIAIiIAIiIAIdAkB56zWju+sl81qFWvVsVRWrVmEWK0E0Zpb8zaEayfO2Bf/6yl76uQlT7i2d8g+9tA+uxfrVxTaV0XQj4wh1pPOalgi0fYacZ+RRMYiuZG2cA2iNQrXsiN4XFGgr2AZ0gcoQqPTGifWrDA2FAI2CtcoZnMCtkqjvfbEa3SErjU8EZwTw+H1XPsObQ0+13Zr4+NNLrggupHQjadhEiI2uq7RUdq5sLVjRHn9Q4c2Ctc4Uce5skHslkxE3TWQf5/O1CoiIAIiIAIiIALhICB9SzjaaTtqKeHadlDfoPfUB3uDQGo3PU1AA/w93fyBPXidl4FtGlVMBAJPQN8fgW8iVbCHCHCAhgM1q3BSm14uIgqUQrWCzS6XPUcDiNU4IFTFAFAdgzzc1i8cwMlh8GYM4rSdw1nnsEanteFcyjkR0JWAgjU6FWigxqemtQiIgAiIgAiIgAh0EQH0DVu1kuesVpi3Zn7GWlia+TmI1JasxbhPOK8ZokL9uNCnTs/aF7/7oj310rwDQcHamsI1djajEK3FEQOaRtRnegDuanBSS2PJIA4USyQzbFE+nspBWZTzhGyxpBO7yd63O84z/3rFF7D5ojPf/dkTpbWFarheqTYabkJOGU5snrjNW7sJOriuoTNbp+jNCd3aLm03IsY40TgXiNK40IXNubHhWof3KVDLwF2aAjaK2Ub7U24yz9jAlYk8N9q/nhMBERABERABEQgOAelbgtMWQatJIIVrlUrFVlZWbHV11S3VKmYVocRi+GE+kbD+/n4bGxuzdDptDXSW8/m8zc7OWqFQcPejiEZJpfCDfnu7XA4XVrwYQ3HRLNhubm7O7Zvv1cQsEO6b242Pj7vXxeNx435YymUMLCwvX1Uf7i+TydjIyIgNDAy423wNS72OTnqp5I5hYWHB3eb7JpNJt2/Wa2hoyNXRveAW/9MH+xbB6WUi0EFAA/wdMHQzMAR0XgamKVQREQgdAX1/hK7JVOEuIkDZGa/7ONBTag/m0L1gYbWCWNCiXVgo2Ln5grtPBzaK1fzCy1UOyjh3NQzK0HGAbmo7IFrzhWscmMmlEs6RwH+d1iIgAiIgAiIgAiIgAmEnwNkODS/Kk25qWIxrxoFW8ogBXbBWYc6aq9MQrc26263yqrc9XtdZnnp5yf7+B2eMa4rL7t03iqjQO+3eA+NepCcc1SIUn8W9JZLMQphG0RoWiNacYM0Xr2FtCTwPgZuEap2Ue/O2d53TskrdE69RoOZf83jubN6kHCdc43NYKHDjdQ8jRunsxqhSP7L0snPbNRN41qLLiTopuKzxGmnACdcwuQcu1JNDGedIzeumLK6TeC1F1+poeyxwrX3pMREQAREQAREQge0lIH3L9vIP8rsHUrhGEdozzzxjx48ftxMnTtj8/LwTnlGoNjw8bEeOHLGHHnrIdu7c6URhL774on3nO9+xkydPGoVoFIiNjo7a0aNH7W1ve5vt37//sgiNQreXXnrJvv/979vzzz/v9k1hHIVuhw4dsp/5mZ+xO++80/r6+tx+2HjT09P29NNP23PPPWcvvPCCUYxG4drU1JS94Q1vsGPHjtnu3budKI3bU3B3/vx5t/1PfvITd5sde4rc7rjjDrvrrrvsNa95jU1OTnLzWy76YN8yOr1QBC4T0AD/ZRS6ESACOi8D1BiqigiEjIC+P0LWYKpuVxGgYxpdCZYRs0N3tQsLcFiDUG1upexc1wqI3uHgThWDPdwOm7vCcRUOrvRl4hh8ydqukbbDGoRqHJjpYzQOBmmScQ3EdNUJo4MRAREQAREQAREQAUOHEJ1C56xWWrTmZWe12Wuc1UqemM0XtTXreF3TvbYT4mXh2tllN35x7+Fd9vH/63V239EDlx3Vomm4qdFJjQviQI1CNsaE+nGh/pqxoVFM1GdnVUUEQIDXO4z/bPC6B4Kzy45sHfGgDYrTuA3WFKxR1MYI0pUillL1qnUeztQUulHQ5l8brQXav16iKM05sOG6KI3JPnRfoyv1rtGs7Z/od7f7ce3E6FEVERABERABERCBYBKQviWY7RKEWgVKuEbnMwrLKED75je/6YRrdFGjgxmFYhR/1Wo1O3DggL3nPe9xwjWK2ihc+5//+R+7ePGidTqlHTx40N71rnc5YdngIGYIoSwtLTlB2be+9S07deqUe4zvy/egEO7BBx+0u+++270HndT4ftw/t6eQju5uvksb97lv3z4nRKOAjeI1ForW/vu//9uJ786cOeOc1+jeRuEdBXEU3v3sz/6sE8rRQY5ub7dS9MG+FWp6jQhcTUAD/Ffz0L1gENB5GYx2UC1EIIwE9P0RxlZTncNMgAMsjNShm0ChwsGYmhOqnZ8v2nk4rNFlbalQdQ4DHNhh4dAfr28T8QgGXOJe7A2EaSN9KdsJ0dqukZyLBuV9zzVAAy8OnP4TAREQAREQAREQgTATYMexRWc1pMvUEe9ZR8znZWe1VWsWfWc1xoF2OKs1a1AMQaTWWajkcWqeOARnKeegRuHZU2cW7Yvfft5FhUYwHnHv0YP2iV98l913z7G2oxrjQCFco8taChGhdF7jflwPtfMNdFsEbo8Ax/J4/UPHNV4nLVO4hgk+vF7y1xSuUdTGa6krjmwYA4SQzXdn82NL+fG5tlC8NpxDbOhwxgnX6FQ92p+GoC0Bp2pM/IEDG93a5MB2LTndFwEREAEREIHtIyB9y/axD/o7B0q4RpFYsVi0xx9/3P7hH/7B3X73u99thw8fduIuCsJ++MMfOjHZfffd5+I5KQyjuC2bzbr4UArJuA+e9HRSo3sahWJ0X2OhaxoFaHROozPb6173Ovda7ofxoYz43LNnjxO87dq1ywndnnrqKfv617/uBGt0ZKNAjdvxNRTM0d3tYx/7mN17773uPbj93//937v9vf71r3fiNsaQsv7f/va3nbvb+9//frc9I0MpaLuVog/2rVDTa0TgagIa4L+ah+4Fg4DOy2C0g2ohAmEkoO+PMLaa6hxWAm7sEf+tYrCFDmt0Vzszu2ozS22HNRefAwcBOA3QncAfbOHACd0CBjCg4oRqwznbDZeAMQyy9GfosEYxGx3Wom6ghSI3FREQAREQAREQAREQgRAT8DqOcFYrIvpz0Yv+zM9YCwK1Zn7OWqVl9xzjQQ2CNi8uFOI2itbar73q6CFKi9ARLdVnkdyoRbMjFskO29On5+zv/vWH9tQL5+CWFrP7732N/Z+P/T92/30Yt+hwVTO8NkI3NexHorWryOrOBhLwxWt0YHNCNFwXXRGltZwTdcUJ2+pXObH5zmyrcGhbhbiNwrbO6ym/ihSlJXDNxMk+OTitDXMiEERsU6M52zfeZ2NwsOZ1VSKmiUA+M61FQAREQAREYLsJSN+y3S0Q3PcPlHCNTmaM2fzxj39sn/vc55x72u/+7u/aG9/4RqMzGaM9/+mf/slmZmacyxld0jg4x+fe+ta3GsVsB+DGtry87ARiFJbxR/79+/e7CFA2AyNFGRVKlzU+/o53vMPonHb69Gl78skn7Qc/+IGLI/34xz/uBGcvv/yye5yvowPbL//yLzsHN18c97d/+7cuhvSTn/ykPfDAA66lKbz7m7/5G/cev/Irv2IUr1FYx/p/8YtfdPWjAI71pdDOd4O72dNEH+ybJabtReCVBChi/cY3vuHErHyWcb7ve9/73PqVW+sREdgaAjovt4az3kUEupGAvj+6sVV1TEEjQOcADrCUEHvDgZS51bKdh2jtLJaXZ/O2mK9gQMaL0WHdI9CdUazGQZUsBk4Y+0lx2igGUhgLSoc1roezKbcNB2BUREAEREAEREAEREAEQkqAQjNEedJZzROgVbw1RGmtiues5hzVIFxrFuCsRuFaJY/t2/GfnYfNjiQWJ1KLp+CQRnc1rBNpiySzXvxnbgyiNYjXMsP24oUF+/+++5i9eOYiXhe1OzCpX79zdgLV7SARoBitjuumMq6rfCe2ZTqytSNFnXANTm2ME2XsqHcN1oCLW93d5ms7C6+zKFbjtdX+iT7bMYRrLIjZ+jNtBzZEjPK6jB8rFREQAREQAREQge0hIH3L9nAPw7sGUrj2ox/9yAnXGKH5qU99ygnXUqmUc0v7x3/8R1tYWLDXvva1zmnt3//9362/v99+9Vd/1W3H2ysrK25buqs9++yzzontwx/+sGuPr3zlK84J7a677nICtGPHjjlBGgVzP/nJT+zzn/+8c2L79Kc/7ZzXfvrTn7qo0NnZWRcl+nM/93PGCFJfNPd3f/d3Vi6X3QUg3d1YTpw44YQwdFKjcO3+++93IjxGk7K+jDQdHx93TnJ0fGNE6a0UfbBvhZpeIwJXE2B8MEWuXLPQBZGCUq5VRGC7COi83C7yel8RCD8BfX+Evw11BMEmQNeAEmb8z1OstlC009Mrzm1tEXGgFLH5gyrcjmOWLBSi0T1tCIMmU22RGgdTGGOTg4CNAyy+E4AGUjxm+l8EREAEREAEREAEQkmAfcBmw6xaQPTnPIRpc25pYe0EauUVa1WLcFdrx4Q2Kl5cqBOtsfN4tRCHjmgUrUXSiPXsG7eoWybgsjYGl7VhF/dpFLExLhSOast5pMScv2TLK3kneNPvnKE8i3qm0u6Mx2eGE4MYCerFhbbd2dpxoRSsUdjGa6351Yq79rq0VITLdQkRpBCIdnxkeN2VgvtaBhGivM7i9Ravu6bG+mzvWM5G+9LueU0U6plTTAcqAiIgAiIQQALStwSwUQJSpUAJ1/yoUIrFvvSlLzn3tbe//e1OKMZYTwq+GBVKF7WHHnrICdQoZKMT2u///u/bW97yFvcco0O5Ld3YKBTr6+uzhx9+2CF/5JFHLJ/PGwVoFJRRNMYYTw4scN9/8id/4m7/3u/9njEq9Hvf+56L+KRwbv/+/fbmN7/Zpqam3L6efvppF2nKAcLOx8+dO2cU3/HC8KMf/ai95jWvcdufPXvWucnR8Y3uctwPHd+43xsVRp5SWOcvvM9CB7dHH33UCfco8KOzm4oIiMDNEaAIlZ9Hrlni8biL8+VaRQS2i4DOy+0ir/cVgfAT0PdH+NtQRxA8Ap4TAAdMGpZHLOgCHNUuYaCE0aAvTa/a7ErJidn8Gf8RzOD3xGocNPHc1TjLf3zQi63h4MlOzP5nVCi3UxRo8NpcNRIBERABERABERCBGxOAWoYitQaiPDud1eiqVitZiwK1y8I1xoHOIx503qxSgLDtes5qFKnh98irnNUybWe1ISdai/RDvJabwDIKtzUI1yBa8+yjPAspXQ/euNX0bLgI+MI2itfcdRiEaxcWi3YRE4guLhackI3iNU4sqsIRmwI4v/CarA/xoZNDGdvdjg6dxPXYYC5p/Xg8g8lDnFzEazHv0+O/UmsREAEREAEREIHNJCDh2mbSDfe+AyVcY3xno9GwkydP2je/+U2jMOzSpUtWKpVcHCgjQSkmOXz4sL373e92wrUvfOELRmezz3zmM/amN73JdTS5PV3ZeOJ/+ctftkwmY7/1W7/lWuov//Iv3f4+8pGPOKHX8PCwe57CNUaU/tmf/Zmrw2//9m87VzRGhNJtzXdIYxyo75BGR7evfvWrNj8/b3fffbdNTEy492CU6TPPPGOjo6P2oQ99yDm78QmK6SjK4/F1OrgdOnTIve56/3H/dHE7fvy4W/M+y+Lioos4pdMbHeIYqaoiAiJwcwT42ef3DtcsvFil26MGEG+Oo7beWAI6LzeWp/YmAr1EQN8fvdTaOtatIlCtN9wM/2mI1U7NrDrB2txy2Zbgslao1FxMDQdJ2t1Ji8e8mf4jcFjbg9n9uyFU2zGcNd7PYZAkCweANARtCWynPudWtaLeRwREQAREQAREQAQ2kECr6URrLvrTualBnIbYTzqstQqLLhLUKGKrc6GrGmNDMRndidacHOfqykTxW2QczmqpNZzVMiN4vM8TqSUYFwqxWiwJl7Uk8uij2M8V2Y2uB6/GqnvhJ8BPS5OObBg7rNYwmQgCNUaILtB9DddnL82uOiEb3dhKELF1lngsiuuuGK6/MJkogxhROLBNQcQ2Bfe1PVjTETuBbeh6rSICIiACIiACIrA1BCRc2xrOYXyXQAnXeGFF8drp06eNgrGnnnrK6FJGhzQ6rlG4xoVCr3e+853OgeyLX/yiE551CrfonrS8vGyPPfaY8Xm6pf3O7/yOa58///M/d+5KH//4x+3BBx90bm18noVRoZ/97GeNzm+/8Ru/YSMjI/btb3/bieDojnbHHXfYvffea5OTk257CsnoeEYRGp/j9iwUzb344otO7Pb+97/fjhw54h6fnp62J5980l544QXn4sb9vPe973WvdRtc5z8J164DRg+LwAYQoIMhv2N8J0N+19ClkWsVEdguAjovt4u83lcEwk9A3x/hb0MdwfYTcAN+GBypYGY/oz+XIVCbWy25aNBTcFhjNM1KwROssbYc5qAALYEZ+96gSAKDIEnjjP694322C6K1Ccz058x+RYFuf/uqBiIgAiIgAiIgAiKwbgKcmdDChFc6q0GA1vKjPSlKY+RnabkdB0pXtRm4rC1ggXCtWsLrms6V7ar3okAm4sV/WhziMzqm0WEtQWe1HFzUBj1ntXYkqHNWSw+559HhvGpXa93R9eBaVPRYtxFgpCid1mZXynYGwrVzCwWbXizZIpyx+TidsmuIGqXgjYUfHV6H0fF6J67NKF7jddoErtfojE1nNjpla2JRt50pOh4REAEREIEgEpBwLYitEow6BUq4Rtcjis6effZZJwhjBOd9991nu3fvduIzuq/RFY3iNjqfUWzyb//2b87ZrJuFa7zg9GNCueZ9FkWFBuNDpFqEm4AvNOWahQJUujr6QtRwH51qH1YCOi/D2nKqtwhsPwF9f2x/G6gG4SdQxyAHZ/LPrZbtpZm8c1hjHM087q81EMJBEEZ+DiF2ZgoOa3s4gx/r8YE0BkHiLoYmnYhZHI4Y6xhvDD9AHYEIiIAIiIAIiMD/z96Z98iRlVn/yX3PrL3K5d29Y95uIzYxzMKIQYCEEBIghBDQo/kG8DnmK8z0gEAg4J/RsAmQYFhGMKOh6aFp2u32WnaVa8/KfX/PuZFpp43d7SrXEpF5Qk5HVmZk5I3fjUzlvXGec0RgVAjAIa1HkRqiP7uVVeeq1iuvY90XqDXKfUc1iNrorMbYUNys2/lL0RqZOGc1CNYSeXOxn32BWigzY2FGf9JZDUI2g6DNre84q0UeiajGg4+ESRsFnEAXgtJOh4VGHTc+8wqN6nYLY7YrcMi+v9CIh8txGN3V6MCWQUwoBWuzEK5x3EYh2/GpjBUgbOO4Tq7YAT9B1HwREAEREAFfE5Bwzdfdc6SN85VwrV6vO7cyRoT+4Ac/cO5qn/70p+2d73yncz9ixOZ//Md/uMjNhYUFF5X561//2gnbRjkq9GFniD7YDyOjx0Xg0Qlcv37dfvWrXxnXXE6dOmV//dd/7daPvhdtKQL7S0Dn5f7y1N5EYJwI6PtjnHpbx7pfBFxYEy5+sHKfDmulWsu2Kg13weMKhGu3Niq2imr+av3e6JnBhY80LnzkceGDrmqnnHANLmuIBy2k43JY269O0n5EQAREQAREQARE4EAJ0FkN0e90VmvVIELzYj4Nzmk9iNO6ta2+aG0QBwrhGtzWnFiNrmz3L1TJUKQWiXmOahGI0QbOagk6q03cdVbLzVk4PW2hZMGLAX2MSgeNB+/vCP09DgQoYOMYbgXRoRSucfy2jvEbBW0sPGqgKKkNoRsFb1xYeBSNhKzAwiOK1nBjdOg0okQ5tktB3MbCo1gUxUfYjttrEQEREAEREAER2B8C0rfsD8dR3IuvhGtbW1t2+fJle+211+z3v/+9TUxM2Kc+9Sl77rnnLIzq9KWlJee4xm0qlYqLEX355Zft7Nmz9tWvftX+6q/+ylVD8Lnl5WXjcz/+8Y9d7N+LL77o+u+ll15yTm0f/ehH7cKFC3bs2DHLZDIYl/bsN7/5jf3zP/+zu/+Vr3zFFhcX7Ze//KWL9WSc6JkzZ+wDH/iAMTaUCwV23/rWt4zOcMOPs53/9V//5dr/+c9/3gnvuD1jT+kYd/XqVecsx/186EMfcvvl87td9MHeLTFtLwJ/SYAOj9/97ned0yOffcc73mGf+cxn3Povt9YjInA4BHReHg5nvYsIjCIBfX+MYq/qmA6aAC9g8ELGNsRq19fLdgO3pXXvYkcJYrVq07vYwar+wcIq/Fwqagv9qJkzszmbh3AtD7Gac1lzUTNyWBvw0loEREAEREAEREAEfE0AsZ4UrfXqiP7cWbZuibfb1qtsQKC2g+jPypCzGhzVnLMaRG50VnvQEoki+jMNgVrewnBTC2VmIVSbs1B6Cs5qiP6Mw1kt1hezRRkXChe2MERuELs9zqLx4OPQ02uDSoDjOUaDMiK0UmcRUtPWinW7iQjRqxCyrRZreLxtTRQqcaEMjeO5WDTsRGqMCs3BbW0qm3Bjunk4sXFsN4m/M4mYxbGdFhEQAREQAREQgf0hIH3L/nAcxb34Sri2sbFhr7/+ur366qv2hz/8wUWAUkBy/vx590Py5s2b9tvf/tbovFYsFp2gjHGZJ0+etH/8x3+097///ZbL5WxnZ8eJ3yiA42BtZmbG6NzG5Xvf+56tr687UQoFcbzl83kXxcl9/+u//qtzd2P0KPf7v//7v3bp0iVbW1tzIjcK3s6dO2ftdtsJ477+9a9brVazT3ziE/bUU0+593jjjTecM1wqlbIvfvGLTiAXjUadKI9COorqZmdnXRzhu9/9brdf98Jd/qcP9i6BaXMReAABClwpaOWaCwWtFLpyrUUEjoqAzsujIq/3FYHgE9D3R/D7UEdwOARYuNSCEI2RoLy4wQr927igcW2t5ERrjAbdwWO8CIJ/bmFsTByV96zA58WNaUSBnphOozo/a6dms+5CB13YuJ0WERABERABERABERABHxOgUI2isw4iPumqRmEaYz8r69bZudUXr0G4VoWzWqNi1oZY7UFLCIIWitQQ6ekc1RjzSWc1itaSWU+k5kRrFK/RWQ1xoEnEhNKBDcKZ/V40Htxvotpf0AhwnMcx3la5acvbVbt6u2TLW1XbKDUwvms6h206sHW6d8d5YYzfYnBWY3zoHERrdNKmeG0GDmx0Zctg7EcHtoS7hV3kKIVv+/8JDhpttVcEREAEREAEdk9A+pbdMxuXV/hKuEbnsmvXrjmx2E9/+lMnKKOA5F3vepdR+EXBGoVftLzOZrNWrVadGIxiNUb7vfDCC859jaK2n//8587ZjE5tZ86csb/7u79zTmq/+MUv3OP8AcvH6XhWKBTsypUrTizHyMDJyUknODt9+rRrD0V0//mf/+na84UvfMGJ3fje//M//2Nf+9rXnBvcP/3TP90RutAt7l/+5V+s2+3al770JXvPe95j6XTaKLL7xje+4UR3f/u3f+vay/egs9xeFn2w90JNrxGBewloQudeHvrLHwR0XvqjH9QKEQgiAX1/BLHX1ObDJsCxIC9UUJh2G3EyS4iSoWCNlfjFassJ2Wqo1m+jan8gWmMbU4iNmc4lXAzo2fmcHYPb2lQmgQsccRcpw0p8xsjgnxYREAEREAEREAEREAEfE3Duai2I1eCo1tm+Yd3tm3BYW8HfEKpRxNasQqwGURuc1ayDuHgI3R640CktmYOT2qTnrJaFsxqFagOBWgwCtoGYjWsI3EIQuuG/B+7ucR/UePBxCer1o0CAYz26q9XhnF2mA1u54WJEB+M+xoh64z2vQonjN+fABvGaJ07zokJZrDQB4RoLlihko6httpB0AjcWLClCdBTOFh2DCIiACIjAYROQvuWwiQfn/XwlXKMYjM5mHGB9//vft1arZX//93/vHM4oXKNT2e9+9zsXs/nMM884ZzS6sNXrdScMo4sZhWDcD0/6RqNhTz/9tHFbOqvxAgVd2OjqRlc0xn/S8YyiMgrm6MTG19Jp7R/+4R9cVCjFdBSu/fu//7vbH4Vux48fdy5rfM1///d/O2c4Ctqef/559x6vvPKKffOb33T7e+9732tnIJCj+xrbSkEd3/eTn/ykE65RtJZMwg58D4s+2HuAppeIwH0ENKFzHxD96QsCOi990Q1qhAgEkoC+PwLZbWr0ARMYRIE22x0XH8Poz1qjbZuowl9B9f0SImQYD8oLGnRh6+JCBxdeiIji4kUSDmuMiGFUzMJkyk7MZOzsXM5mcQEj1Y8EPeBD0O5FQAREQAREQAREQAQehwDc1ShC67XrZhCl9Rol69a2XRxol8K1Yj8aFI+7+M/h6gW+LyI8QxFEeVJ4NiREC8UzEK0VXARoyInWZhAJOouIUMSBxvAcX3OIi8aDhwhbbxUIArwmWMHYj2K1W1soWFotw4GtZtuVBly328axYRMObMNO24MDY2FSFi5sHAe6+FDnxpaEmI0RolFX2EQntniUNzlvD7hpLQIiIAIiIAJvRUD6lreiM97P+Uq41ul0nDjs4sWLRsc1rik+o3MZndNY9cD7FIJR0LawsGCbm5suypPuZysrK86ZjdvyB+nZs2edAI2itYGr2dbWlhOv/exnP3Mua4N9MvqT+6PQjNGkjANlhCjFc4wK5fYUvJXLZWs2m64dfP7UqVNue8aUUtDGZWlpyQnsGHlKcRujSyMR/HiNx51THIV0H/7wh11UaCwWc8/t5TTUB3sv1PQaEbiXgCZ07uWhv/xBQOelP/pBrRCBIBLQ90cQe01tPmgCrLZnpf1mue4uUqwgMmZtu+6EaryIUeWNFyywHceRg+uUgwsVvEhBh7UT0xlU2Kdc1T0vVLAan7GgqrQ/6B7U/kVABERABERABETgMQjw912rBqHa5j1CtV55zYnXDM/x+V6rAdFaC+5q/Zz4wVvimkQolvTEaOkpCNMY+wlXNQrVKFCLZ83iKU/Q5oRtKFKHYC0EsRv+G+zlUNYaDx4KZr1JwAjQSbuBsR6Llzgu3ChBxLbJAqaqK2DaRIzoID50+NAGhUwUpnHsl0JBE2/5dNw5r9F9baGQhis3xWxx9xyvN2oRAREQAREQARF4OAHpWx7OZtyf8ZVwbdAZFKAxbpPRmozwZPQnf/DRGW16etq5qH3wgx90QjM6pNE9jRGgjBKl0I0CMW737LPP2t/8zd/YGQjdKBzjQnEc9/nLX/7SCdE2NjacEI0uaE888YSLFKVLG+NHuR8ut2/fNrqo/elPf3IiNorlKI6jUO1973ufc3PjfQrZuFCoRvEa20+HON7nBZCpqSknVnvHO97h3Nnm5+fd9nv9Tx/svZLT60TgLgFN6NxloXv+IaDz0j99oZaIQNAI6PsjaD2m9u43AY676JrGCw/1/q3CeBhU1LPKntX1jAddRyxoqd527mqsrufCawwUovHCBIVpBcbCuGhQOKwxGnQi7R5jVb0WERABERABERABERABnxLAb7seBWitel+QBoe1WtG6FKrtLLto0J6LBd1yz99zFBSa0V0NEaAWgxhtcEtk+3Gg0xCtea5qjAQNJfOeYC2M+E8fLBoP+qAT1ATfEuCwj+PFEsaHHBPe7AvX1jBOLNdarqCJY0iOJenWzcjR/lDRHRPHixSzpRMRJ1ajcG0ewjU6cU9h3JhPxZ1bN8eLdO1mnCjHlxKz+faUUMNEQAREQASOgID0LUcAPSBv6UvhGqM/GdFJAVilUnGuZ/xxN3Ato6hsZmbGRWzSKY0uaIwY5XrgzkbRGYVk3C6TgS03f1Vi4Q9T7pPbl0qlO+5pFKJls1lj3Cj3z2hSPsaF7aF4ju0ZOK7xcQrpKEbj9owCpXsaF7q01Wo1tz1FbrzPZeC4xnYVCoU9R4S6neE/fbAHJLQWgb0T0ITO3tnplQdHQOflwbHVnkVg1Ano+2PUe1jH91YEONbjxYUSLjqs4uIDL0bQXW0D97cqTVddX296FyJ4QaIDgRtfM/DUYCwoK+lZMX92LguHtawdQzToFP7OJmP3XHx4q3boOREQAREQAREQAREQgSMiwN92jAVt7MBdbQVCtVvW3UIUaHnVetWiiwilu5oTtSE61MWCDjeVTml0T8tMW3jihIXzixbJzkO0xujPtHNeM0SFurjQCNYRCNZCdFbzrj0M7+oo7ms8eBTU9Z5BIoCvCGsj1Ynjwhpct+m+Xaw24cLWMArYbtOdG+tNuLJVG38ZIcqPOsVoHDcm+k5saRQ9MVJ0CpGic3Donp9I2QJudGGjiC0KAZsWERABERABERABj4D0LToTHkbAl8K1hzVWj99LQB/se3noLxHYCwFN6OyFml5z0AR0Xh40Ye1fBEaXgL4/RrdvdWR/SYBOaYx9YcQnLzww7pPxL1vlpt2Go9oKhGu88LBZbrgKem43vLjiKOewFnaiNIrT6LJ2DBcZ6LB2fCpjM6iep/vaoBBq+PW6LwIiIAIiIAIiIAIicMQEqELpQagGEZoTpDUrEKdVrFvdtA5Fa0Xctm9Yr7JhvSYEax04sQ0vdFdDvKcxCpTuaokcRGoFxIDO3RGuhXMQrvFxiNoOO/pzuKmPcl/jwUehpG1E4C4BFjLVMJbcRqHTOsRqHD+uFuvOrXsHgjY+R4EbC59aGE+2Ufw0cOwe7GUgZCsgQnQOY8n5vniNY8nJbNwKcGLLYKwZi4bNHxLXQcu1FgEREAEREIHDJyB9y+EzD8o7SrgWlJ56QDv1wX4AFD0kArskoAmdXQLT5odCQOfloWDWm4jASBLQ98dIdqsO6iEEGN/CmJdNVMfTWY1CtbVtuqs1XOU8LzJQ0MbtHnSBgZXvKUS4TKIyfgHOaosQqp3oi9VyqJhn5XwCFxdUIf+QDtDDIiACIiACIiACInDUBLptCNYaTqjWLS5BqMYbxGoUqjXKEKtV4K5Ws167767Wu6+QgWK1zKSFcgsWmTgJh7VjEK0hAjRV6Duspcw5rDnRGiUn/padaDx41Cek3j+IBOjazSInjhsHTmwVFERtY1xJF28WRXG9hYKoSr3tth0+TrqwMUKUwjQ6rNGNjWvGh56cydoZuHmfncs7ERsLovz9LTJ8ZLovAiIgAiIgAvtPQPqW/Wc6KnuUcC3APakPdoA7T033DYE33njDfvjDH9qlS5dcm5588kn7+Mc/bk899ZRv2qiGjB8BnZfj1+c6YhHYLwL6/tgvktqPnwgwypOV8HRXa7TgroZq9zqq3ssQrbnKeES5LEO4dhuitXVcVCjhYkIXFx+GK+G9SJcwLiLw5l1IyCRilk/HEA2asGNTacSCerc8KuJ54YGv0SICIiACIiACIiACIuBDAnBOo8Nat74DN7V1RIIiFtSJ1m464VqvhschasN/dxvPH3dhRIHGEPEJwZrhFk4hAhRCtXABgjUK1yBgC6cgZOPzAfwxqPHg3e7WPRHYKwGOI1sYe5ZqLbiv1dyNwrV1jDuL1RbEay03Jm1wXIobi6Q4XsW/exYWQy1OpyFay9nTixNw9E4bXdmSKJ6SgO0eVPpDBERABERgjAhI3zJGnb3LQ5VwbZfA/LS5Pth+6g21JagEdnZ2bGlpybjmks/n7cSJE24d1GNSu4NPQOdl8PtQRyACR0VA3x9HRV7ve5AEhi8c8GIBLxrQYc27cNBEDKgX3TK4cNAZXDjoN8pdo8R/jPycRlzLXCFpCxNpm8X9Kbit5SBeS8ajzn0tGYtaDE5sAbxOeZBdoH2LgAiIgAiIgAiIgK8I9CBY60Co1tm4Yp3Vi9bbWYa7WhVitioc1uqIDkUkqFOR9JUk7gchxCKI/Azn5yFUW8SNQjVEglK8hsctnrZQFJGhjA5FhGgQF40Hg9hrarPfCAwKpyhe4xjTjTPh5F1GgdR2tWEbcPzmmHSVtx0UTkHg5hy+UTw1vAwcvum8dhzO3ucWcvbc8QkXJ8oxJ4ultIiACIiACIjAuBGQvmXcevzRj1fCtUdn5bst9cH2XZeoQQEk0O12rd1GrEC/JIrVTtFo1MLhcACPRk0eFQI6L0elJ3UcInD4BPT9cfjM9Y77R4C/xzq4cdKfFwfuj2uhu9oahGusel/ZqtrmQ6JaeAEgEu5HtaCanXGgKQjTJlDdPgvR2txEygnXZnJJVLzHnAMbfwNqEQEREAEREAEREAER8DcBRn72mmU4rC1bZ+0ibpess34JrmubfylUC0GoFo3BWQ2CNIrS4hnEgk55caAQrjEaNJSZhrsaHmcU6AgsGg+OQCfqEHxLgONTun4zMnQQH8qx6Va5adVGy2oQt/HGsSxFb3QB50KHtYkMY0Mz9s5Tk3Z6NosCqqRlklE3bpWAzbddroaJgAiIgAgcAAHpWw4A6ojsUsK1AHekPtgB7jw13TcEPBvve6uhnFW3Ll76po/GsSE6L8ex13XMIrA/BPT9sT8ctZejIdBGQQEn+XdQsc4q9o1S3a15YWAbN14kqPejQhuICuWFA1fZ3i9AGLSa1etpuKtNZONOoDbvhGopm4S7Gl3X+FwScaFx3LgtRW5aREAEREAEREAEREAEfE4Av/m61U24rL0JwdobzmmNArZeo2wGQRuUa3cPIBz1IkHTk4gAPQF3teMWyR/3hGqJrCdiiyMONILYULqrhUajgFXjwbungO6JwH4ToBM4x5/NtidOc0K1RtuKtaZtaNwdCAAAIN1JREFU0Bm8WLdbKLByzuAouuLYlsugqCqP6NC5QsrOzuecgG0RLmwcm3JMqkUEREAEREAExoWA9C3j0tO7P04J13bPzDev0AfbN12hhgSYQKPRsFKpZFxzSSQQF5XLuXWAD0tNDzgBnZcB70A1XwSOkIC+P44Qvt76kQkMJvxZhd7EZH4DAjRO/tcgRqsgfqVYxcT/fcK1HTxWx7b3adRcpGcETrmJGG9wVkPUJyvXC3BXm0Yky/yk5642jwsEjARVJMsjd5M2FAEREAEREAEREAF/EMAPwF67Yb160brbN6y98ifnstbduoHHdrw2UngGAZqL+qS7WjKHW95C2Vk4q3nCtXB+EY8V4K4WHRmh2v0dpPHg/UT0twgcHAGOTTm2rUK8xqKrVYjXKFxb3sQN6y2Mafkcx71copGQcwOnYI3OaxSwzRfSlsc4NR6NqKDq4LpKexYBERABEfARAelbfNQZPmuKhGs+65DdNEcf7N3Q0rYi8GAC6+vr9uc//9k2NjbcBtPT0/bss8/azMzMg1+gR0XgEAjovDwEyHoLERhRAvr+GNGOHaHDogsEJ+7LrExHFfpdgVrdGAVKgVq1wZhQLyp0ELPSgrit049aGeCgQS5jVeiiNs0IUIjTjk2kbTafRPRK3LKpuLswQHc1itpi0TCEbiGTv9qAoNYiIAIiIAIiIAIi4HMCVIb0ELlXXrX26mtwWXvDuhuXrVtatV6rZtZpeQeAqM9QImPh3JyFJ894YrXcvIVSk15MaAzuari5SFCXsjCavwg1HvT5+azmjRwBfkV14BxON3AWWlGoxvjQN1dKdmW1ZDfWyq4wiwfOrx66r3H8SjfwU4gMPX/Siw7l36k4RLVaREAEREAERGDECUjfMuId/BiHJ+HaY8A76pfqg33UPaD3HwUCV69etZ///Od27do1dzinT5+2D33oQ3bmzJlRODwdQ0AJ6LwMaMep2SLgAwL6/vBBJ6gJjgCDmroQmlGkRtFZg0I0567mTeYzDpRCNSdcQ2U6K9TptEbHNU76P2ihSI1V6nEI0ChES2JiPx2PWCETt1mI1rxI0LTNwGktD9EaXdgoVNMiAiIgAiIgAiIgAiIQNAIUrMFpDeK0XnXLOltXrX3rFcSEXrYeRWuNindAdFmLxC2UnrBw/hhEayctMn3ORYOGM7MuEtSpRYJ2+Htsr8aDewSnl4nAPhFgoRbHudfXK3b5dskuLRed+1oZ41+OiSl047iWArY5FF89e2LCzsF57eRM1qZySVd4pejQfeoM7UYEREAERMCXBKRv8WW3+KJREq75ohv21gh9sPfGTa8SgWECr776qn3nO98xrrmcP3/ePvvZz7r18Ha6LwKHSUDn5WHS1nuJwGgR0PfHaPVnUI+GojVO2NMtrVilQK3hhGkUp1GoRoFaGQK1ehMxodiGQjWK2ihya3d6Lm7lQcdOwVo2FUN1ehyT/GnEqngua6xOZzxoGkI2itkS2C4aCStq5UEQ9ZgIiIAIiIAIiIAIBIEAXNZ63bZ1d5atc+v/rLN2EeK16xCxbULM1kCFRNsdRYguapkpC0+ftejiCxaZPOVFhMYziA1NQCEyXg5GGg8G4eRWG0edAMe3dF5bR4HWNTiuXb69YxdvFd3fjBY1/GOBFQut8um4LU6l7ZnjBTs7l7PjiBHNYcyrAqxRP0t0fCIgAiIwvgSkbxnfvn+7I5dw7e0I+fh5fbB93DlqWmAIvPzyy/bSSy8Z11wuXLhgL774olsH5iDU0JEjoPNy5LpUByQCh0ZA3x+Hhlpv9AACjPJkxCcn6UuoKB+I1jbLA+Ea1uW6lSBmo2CNIrX7F/qjhVF9zlhPCtXiUcR8cg2HtTQiVfLpmE1nIVibwC2fwjrlJvZZlc7KdS0iIAIiIAIiIAIiIAIBJuBEHXAlalatW1l3Dmvtpd9bd/Oq9WrbEK3VvYODIC0US1ooO2ORqdMWmX3KIgvvRFTogoXgwob/Agxh703XeHDv7PRKEdhvAi42lOI1RIa+trRtN9bLtgU3thrGyxSw8euOQ9jJTMLOwHWNzmtP4DY/kXYFWwmMhTXE3e9e0f5EQAREQASOmoD0LUfdA/59fwnX/Ns3b9syfbDfFpE2EIG3JaAJnbdFpA2OgIDOyyOArrcUgREhoO+PEenIgB5Grdm2TTiq3dys2BuIRFnZqlkFk/I1OKsNYkJZfd6GsxpFbpyoH14oO2NlebIf/0kntWneEP3JG6vRM4kY4lPorAZBGyrUGRlK0RpfJ9naME3dFwEREAEREAEREIEAEoCTWq/dsO72TUSDvuyc1rrFZU+01mnBaa3jDiqUyLpo0MjMOYssPt93WptwYjZP6TGevww1HgzgOa8mjywBjnlZsMXo0OWtqnNee/XGFsbJVTzujYl58CzYyiRjNptP2mm4rlHA9uSxvM0gOpTFWRKvjewpogMTAREQgbEkIH3LWHb7Ix20hGuPhMmfG+mD7c9+UauCRUATOsHqr3Fprc7LcelpHacI7D8BfX/sP1Pt8a0JUHxGlzUK1BgFeguitaurZbu0vGNrO7V7JuQHexoI1CJwVnOuahCgec5qnhgti0n7CQjWphAJOo3J+qm+cC2XjDuhGl+nRQREQAREQAREQAREYIQI9KNBe/WSdUu3rbN+ydo34bTGeNBGxYyiNS4RROghBjScn7fIzBOe09rcsxbOzHjWRWNeyqDxoHea6H8R8BMBFm+V6i1bguPaH69vYbxccrGhfIwu5F0I3LhkklG4raXs9GzOnjsxYSemMzaRibvCLQnY/NSjaosIiIAIiMDjEJC+5XHojfZrJVwLcP/qgx3gzlPTfUNAEzq+6Qo1ZIiAzsshGLorAiKwKwL6/tgVLm38mAQoWmPECaNAOfl+BTeuV7frVsYkPKvLBxEow2/FSXfGgWYQ/TkJcdoUxGnOVc2J1ZKWQxyoc1WDm9qwsG0QB6qK82Gaui8CIiACIiACIiACwSfQ6zSdQK27dc0J1jrrbzoBG4VszmUNwjYuodSEhafPQLD2pEXnnrNw4biFknkLReN81m0zzv9pPDjOva9j9ysBjokpUOMYeR3RoRwz/xHOa4wOLdVacCf3vt+ikZAr1GJ06LGptJ1byNn5E5O2gOjQGFzZVMDl1x5Wu0RABERABHZDQPqW3dAar20lXAtwf+uDHeDOU9N9Q0ATOr7pCjVkiIDOyyEYuisCIrArAvr+2BUubbxHApx4Z+xJDS5r29UmXNaqzmHt2lrJ3efkOxcKzBjhGYVIjZGeFKFxnYhGXNRnLhW746Y2nfWc1aYgXksjDpST9hS4aREBERABERABERABERhhAr2O9eCm1qttW7d4E9Ggb0C49rKLCmVk6J1o0GjCQomchScWLTL/nBOuRSbPOiGbcvTunh8aD95loXsi4DcCHEPTfY1Roa8ubbno0OXNGqJEG67oi+I2Lhwzs5jrJBzX3nlqys7MZZ0TOZ3JNU72W6+qPSIgAiIgArslIH3LbomNz/YSrgW4r/XBDnDnqem+IaAJHd90hRoyREDn5RAM3RUBEdgVAX1/7AqXNt4jgVana1WI1pYx4f7a0rZdQzToarFmRYjYas0Oqsm9inG6qnFinRPsM/mkzfSd1SYhTmMVOR9PxhkPSjEb40K9yNAIXkPBm2Rre+wgvUwEREAEREAEREAEAkKg165DtLZlnY2rXjTo+mXrVjas10Q8KF3WaPGL34XhzLRF5p7xokFnn7Jwbt5FhlqETmtaBgQ0HhyQ0FoE/EeAX2csAqs1UQBWadqNjYr9CQI2jqfXMJ6u1Nuu0RxH0208i0KvWYyjKVyjgI3RoRxDc9ysRQREQAREQASCSkD6lqD23MG3W8K1g2d8YO+gD/aBodWOx4iAJnTGqLMDdKg6LwPUWWqqCPiMgL4/fNYhI9YcCtJqiP/cwST76k7Nrq+VnXCNjmsVCNlaqB7nwgiTOFzVMkkvCnQagrW5QgritYSrFKdobSITd3GgdFWTsdqInSg6HBEQAREQAREQARF4OwLdttFRjSK17vZ166xetPat/7Pezgr0ahBvULTG34nRJFzVChaePGXRxf9nkZknLJxfdO5rb/cW4/i8xoPj2Os65qARGAjY1kt1e2O5aJdXSnYNY2uK11ggRlc2LhxXs8jr2GTazp+asLPzecSGpmwiHXePRyBuU7FX0Hpf7RUBERABEZC+RefAwwhIuPYwMgF4XB/sAHSSmuh7AprQ8X0XjWUDdV6OZbfroEVgXwjo+2NfMGonDyDQw+x6ud6Cy1rNrq2X7NKtHRcLykrxKirGO4g1YfU4l1QcgrVcwk7OZOyZxYItYqKdleGpRLTvqhZ2FeSRMCbaNdP+ANp6SAREQAREQAREQARGmwAd1bqlVTitvQnB2ivW3bxqveq29Vq1vssajj8ccc5qkYXzcFt72iJTZ+C8NmOhWArPRUcb0B6PTuPBPYLTy0TgkAlw6Nxod6xUa9nKdtXeXNmxK7dLdnW15NzY+DzHyiz0SmMczcIvN74+PmGnZ7NwYku5QjE5lR9yx+ntREAEREAEHpuA9C2PjXBkdyDhWoC7Vh/sAHeemu4bApcuXbIf/ehHxjWXJ5980j72sY+5tW8aqYaMHQGdl2PX5TpgEdg3Avr+2DeU2hEIUIZGwVoDLmucUGccKCvBOZl+GZPqmyW4ZOD5waQ6I0syiZhNQbS2iBiTs3M5e+pYweYQbxLDc6wY1yICIiACIiACIiACIjDGBDotiNOq1i1TtHYZTmtvWOf2a+5v96OSaOi0FktbKDNlkemzFjl+AaK1sy4ulI9reTgBjQcfzkbPiIAfCXC8vYOx9hJiQ69gnH3xZhEFYhU3/m60um48Tls1jqXpZP7ksTwEbFmbh6N5AWK2JBzZkvGIc2CLw4GNEaOMGtUiAiIgAiIgAn4lIH2LX3vm6Nsl4drR98GeW6AP9p7R6YUicIdAuVy2lZUV45pLNpu1hYUFt76zke6IwCET0Hl5yMD1diIwQgT0/TFCnemDQ6EorYV40LWiF2FCwdrSRtU2EGlSqTPCpHNHtMZK8MlsHPElOTsDwdqZ2ZyLB82lYm4SXZGgPuhQNUEEREAEREAEREAEjphAr160zvYN66xDsLb8J8SELlmvvuNiQ90PSzryhmMWLixCsPaC57RWOGGh9KSFIgnnwnbEh+Drt9d40Nfdo8aJwAMJcMxdQ0ToBgrDrm+UER26Y68vFW11p27drudsTve1RDRiWYyvs8ko3NZiNplJ2EwhiXE3bnBgm8omjONvFpTRiU2LCIiACIiACPiRgPQtfuwVf7RJwjV/9MOeWqEP9p6w6UUiIAIiIAIiIAIiIAIiIAJvQaCDyXFOnlcQDbpVbtgNVH+/jsrvG+tlN5lexaQ6F4rRWPmdSkSskI7b4lQaFeAFF13C+zlMpmvC/C1A6ykREAEREAEREAERGHUCPTgGdTtm7Qac1hAPunMborWL1lm7hPWbiAfd9Gx+KbJANGgonrVwdtYiM09Y9MS7LDx12kKJvIWiEK1pEQEREIERJlBr9sVrcDl/9caWXcd6q9Iwjr85RqfTORc6qtFZjSK1GbibzzrxWgqObAmbwLg8i3F4YsiJjdty3M7xuxYREAEREAEROGoC0rccdQ/49/0lXPNv37xty/TBfltE2kAEREAEREAEREAEREAERGCXBOqIBi1Wmi6u5LWbW3ZjreIEa2UI2RgbyklzLpwATyeidmwyZc+emLDTcFqbQ2QJJ8sZV8LntYiACIiACIiACIiACIwvgZ6LBoVgrbxm3a1r1tm8at31K9YtrVqvifSDdtODE4kiHjRp4YmTTrAWmX3KwrljFkpCtBaJIT5UvyvH9yzSkYvAeBDgOJuu5sVq01a2anbldsn+CAHbMqJDOUZvd7xxOPVnLBDjeJvuak6kBqEax+bZVNQ5sc1iXD43gRuEbROIFE3Foxqfj8dppKMUAREQAd8TkL7F9110ZA2UcO3I0D/+G+uD/fgMtQcRaDQaViwWjWsuiUTCCoWCW4uOCBwVAZ2XR0Ve7ysCwSeg74/g9+FRHQGrt+myxmruTbisLW9VjdGgr9/cttViDYK17h3BWhQT5BSm0WVtFhPhp2ezTrhGl7VMwosmOarj0PuKgAiIgAiIgAiIgAgcIQG4q/U6TUR/1s2aNes1StatbUGotgLR2jXrFm9aD65rvQZEa1woSIMwjQK1cH7eKFiLHn+XRSZPQciWgrVQ1NtO/z8SAY0HHwmTNhIBXxNoteF+jnH5TQjW/nh9y66tlZwTernWdoVkHLd3MYAfOLANDiYaCVkSArYChGpOuEbxGtzYJhEhmoc7WxriNYrcBjcK3+jCJiO2AUGtRUAEREAEDoOA9C2HQTmY7yHhWjD7zbVaH+wAd56a7hsCq6ur9uqrrxrXXObm5uz8+fNu7ZtGqiFjR0Dn5dh1uQ5YBPaNgL4/9g3lWO2IE949/LeNym5Oil9FJMmVlZKtbFetVGtZvdm5Z2I8i0nvY5NpOwXB2tPH8i4idCKTcFXcnCxXBMlYnT46WBEQAREQAREQARHwCFBI0ar1hWq3rbt9A9Ggy9Yrr1q3ug2HtSoqJSBma0HU1vWi5w0RoKFkDkK1057T2vQTcFqbRTxoDqK2CG2FRHcXBDQe3AUsbSoCPiVAUVoH7moUr22U6l5RGcbptzartlas2w7G7U2I2wZO6IPD4NclI0EpSBuI0yhkyySjTsw2BQEbHdJn87hB0JZPxZ1jG1+jRQREQAREQAQOi4D0LYdFOnjvI+Fa8PrsTov1wb6DQndEYM8ELl++bD/72c+May7nzp2zD3/4w269553qhSLwmAR0Xj4mQL1cBMaYgL4/xrjz93DoFKtxsrsGYRrjSJYhVHtzZQfitbItrVfchDg2MU5jM4okEQsjeiTmJrvpsnZmPmfncJvGBLhXqa0J7z10g14iAiIgAiIgAiIgAsEkQKFat4W4z7oTrFGY1qsVvVhQCNY6xRueu1p10z1vXsqdd6zhiIWicQulJy1cOOE5rS2+gPvHvWhQPK9l9wQ0Htw9M71CBPxKgAI2uqttwxH9xkalL1yr2ValaZV6G+N4z4GN7ugNRIxS7MYx/vBXLY+NcaIcx09m6ZhOFzaK1+DEhuIzitoYI8qxPsVu8WjEWIzG8b9G9349M9QuERABEQg2Aelbgt1/B9l6CdcOku4B71sf7AMGrN2PBQG6rX372992rms8YLqtfe5zn3PrsQCgg/QlAZ2XvuwWNUoEAkFA3x+B6CbfNLKNSfB6q+Oc1V5b2naCtdvbmAgvN90kOCNKuFCUxsnrGUxuP71YsDNzOTsxnbFp/J1NRN1EOCe2tYiACIiACIiACIiACIwJAYojeogFZRQoYkAZAdrdXsL9VYjX4K5WL3liNbirMTrUECE6vITiKQtlpi0yfdYiixcsMnXWwpkpxIOmUTGB+FD9thzG9cj3NR58ZFTaUAR8T4ACNArR6K5Wg/sahWp0Qy/VW7aJMfvGTt1Wd2q2hjXvlyFm66IwjYK34WUwnqeAbdiJLUcxWy5h07mkE7LNYs0xfyYZc+N/OakPU9R9ERABERCB/SIgfct+kRy9/Ui4FuA+1Qc7wJ2npvuGwMsvv2wvvfSScc3lwoUL9uKLL7q1bxqphowdAZ2XY9flOmAR2DcC+v7YN5QjvaOBYG2n2nLRI9fXy/bazW27iSpuRoM2UbHNhZEhUcSMsAqb1dgnZjL27PGCnZrJusntNERrWkRABERABERABERABMaAAIUQFKp1WhCkIfKT7mqNCiJANyFWu3VXuFbZwON4Htvds9BhLRI3iyUhToNozTmtHYNw7ZxFF85bKLsAvZqiQe9htoc/NB7cAzS9RAQCRIBCNorXtuGYvlFqeMI1xIeuQ7hGF/WBuK2BArUGBG+tgRPbfcdIbTBjRCfgns4IUTqw8UbhWiEdtxTG+sl4xBJwYPOc2MIWxfyACtbuA6k/RUAEREAEdk1A+pZdIxubF0i4FuCu1gc7wJ2npvuGgCZ0fNMVasgQAZ2XQzB0VwREYFcE9P2xK1xjuTEnulmJvYJYUArWLi3vuMiR7UrDKqjibiNehFXaXDhBXcjEnbuaE6whHpTV2DlUYPM5Ctu0iIAIiIAIiIAIiIAIjAGBbtt67YYnVCvCWW0bDmvFW9ZzQrWy9ZoVJ2jrtfvuaj2vEGJAxonVMpMWyi1YZOIkIkEXLZxfgMvajIWSBcSGJuWyNoD1GGuNBx8Dnl4qAgEh0MF4ne7ojAelQI0u6hSsDQrT6MDGG8VsW4gZrTUgOsY8wL0+bF6hWgwubIwHZVQohWy85SFcm4ITG0Vs7oY5gGn8nYGYjS5sEq8F5ERRM0VABETApwSkb/Fpx/igWRKu+aAT9toEfbD3Sk6vE4G7BDShc5eF7vmHgM5L//SFWiICQSOg74+g9djhtJcGGYwL4aQ2HdXWECdyfa1sV3G7slKyDUxmD0eKMEKEbmqTqLw+Npm203NZewZOa/OFtBOssdJaiwiIgAiIgAiIgAiIwAgTgPCM7moGsRod1noNiNPqO9Ytr0G0dsNzWNtZRixoEdu14cY2JFSjlU84Bme1hHNXMzishVMTcFWbhWDtmIUpXMvN4zFGg6YkWNvH00jjwX2EqV2JQEAIUJTG8T4L0TbhwrZeQoRo34VtA/c5B0CXNgrcOCfA6NFWp3unYG1wmO6rG/+l4LQ2HCE6048QzSNaNBkfdmILWwwO7ZFwWOnOA4hai4AIiIAIvC0B6VveFtHYbiDhWoC7Xh/sAHeemu4bAprQ8U1XqCFDBHReDsHQXREQgV0R0PfHrnCNzcaDiuxVCNYuLhft2mrZuaxtYhK7Avc1TlwPKrBZPT0Bl7VTcFc7A8Haufm8LUykLNefpI7geU5oaxEBERABERABERABERhdAnRX84RqqxCpUaiGONCd29arbsFdDUI2xoW26p64jVUSAy8f/lBkLGgi54nT7hGqQbyGxy2edg5rLjqU8aBa9o2AxoP7hlI7EoFAEeB4vg0nNo7tmxCnUaRGsRrFbMVqwzmwrUHMtgoXts1y3XYqLSdiu/8g+RVOZ3W6sLGgjU7rdGFLQbCWT8dsuu/CNoc1XdgmMwn3HOcRNE9wP039LQIiIAIi8CAC0rc8iIoeIwEJ1wJ8HuiDHeDOU9N9Q0ATOr7pCjVkiIDOyyEYuisCIrArAvr+2BWukd+YgjVWVJfrLUxON2xpo2Kv3yrajfWKbaESm3EiXAaT04PJ6IWJtJ1byDvh2snprBUwQa04kJE/XXSAIiACIiACIiACY0uA9ryIknPuajWI0nCrF61b2bRuacVzWKO7GtzWeo0KNGpDgXP8IRmCUC0aMzqrhShKi2ctlJmCcA1RoBPHXTRoKDMNd7UMNsV2Wg6MgMaDB4ZWOxaBwBGgCxud1crOdd2LD2WEKF3YGCHKxxstRI5izoCxo4wfbXc897bhg2U8aBhiNkaFDiJEZ/sCtim4tA+K3ChwS/SjRxlBSgGcFhEQAREQARG4n4D0LfcT0d8DAhKuDUgEcK0PdgA7TU32HQFN6PiuS9QgENB5qdNABERgrwT0/bFXcqP5uiqqqxkTcmO9bBchWKNwbavc7LusdYzCNi7RiBcHsoBY0GePT9hpuK3NQ7xG57U0Kqs56axFBERABERABERABERgFAng9yDEDb1mxcWAdiBQc1GgEKz1IFyj6xod1qwNdzUI24yxoMNLOOpFgqYnEQN63N0iWIcyM3BXg4AtDrFaHHGgEcSG0l0tpN+Vw/j2+77Gg/tNVPsTgeAS4GjfObFBvDYsUOM8AYvbKF6jAxud2Nax3q407jiyDx815WcsZHNObDG4sMGNzTmxIVKUxW8FzBtQyDYsZptIxxErClEzxc1aREAEREAERGCIgPQtQzB09x4CEq7dgyNYf+iDHaz+Umv9SeAPf/iD/du//ZsTCrGFFy5csC9/+cv2wgsv+LPBatVYENB5ORbdrIMUgQMhoO+PA8EamJ0OJqabqJrmRDRFazc3K3Z1tWSXlnfcZHSLFdR3BGthTDRHLI8YUEZ+nJrJ2LMnJuz4VMZVTTMeRIsIiIAIiIAIiIAIiMAoEegL1TotRH3SXQ2xn4z+rG5bh+5qO4gE3UY0aGkVorUSBGsQqw0vFJ7BNS0UhRBt4K6WylsoO2ORwom+eG3RQsmC564modowvQO/r/HggSPWG4hA4Am0u57LWrHadKI1urDxRiFbsYJCNwjbnAsbndhwo2sbi96GzTYJgU5sLILLJmM2U0jaTF+8Np1N2mQ27h6neI0iN4rdGD0ajciJLfAnkA5ABERABB6TgPQtjwlwhF8u4VqAO1cf7AB3npruGwKvvPKKff3rXzeuuTz//PP2xS9+0a1900g1ZOwI6Lwcuy7XAYvAvhHQ98e+oQzkjhgFwmgPRn+8ubJjV9fKzm2N1dMuBgTRH6y4Hkw4M9LjGFzWTsFh7UlEgy5O9V3WEAHCCWVORGsRAREQAREQAREQAREYIQI9/B6EaM1FgRYhUivetE5xCTGg69ar0V2t7AnZnLsaxG3Y/p6FgrVkDjGgc4gBPWnh/KJFEAkaSk94QrZY2osMZSSo+y2p35P38DvgPzQePGDA2r0IjAABzgl0cGM0qHNiQ0woBWp0YivVmrYJl3YnZoMT21qxahS41ZodN9cwfPgDJzaK1yhOi/ejQunClkl6TmwDMRvd2CYzCRTNxbFtWE5swyB1XwREQATGjID0LWPW4bs4XAnXdgHLb5vqg+23HlF7gkjg8uXL9pOf/MS45nLu3Dn7yEc+4tZBPB61eTQI6LwcjX7UUYjAURDQ98dRUD/692T1M6ugK/W2i/egy9rFWztOtLZarLnH2UpeO6QYjZPKFK3NFVJOtHZmLmtn53I2lU24+A/FeRx9n6oFIiACIiACIiACIrAvBChU63YQ8dmAIA0Oa4gE7TUgTqusQ7B20wnXKF7rVbfgvgZ3te5wFCh+PEYQ9QaxmkWTnjAtCXe1zBSEawtOuBbJH7NwdhbPZSRU25cOe7ydaDz4ePz0ahEYZwKcU6B4jUK1VYrWdmoQrtXgxNZ0ju58znNi8xzbuD2L5waFcQN2jBSNwV2Ncw7DwrUpOLEVECGahagtASe2JIVuFLzRiS2Mwjm8TosIiIAIiMDoE5C+ZfT7eK9H+P8BAAD//5c1KOMAAEAASURBVOyd6ZNc53ndn16m99k3zGAbAAQgkgBJiRQl0aKXWC7Fom25xFJoSSUXZUWyVZXEValKJX9C8iWpyheVtVJWWbKtSJbkMlWOLNvRFlNSKO4kSOzr7Ftv09Nbznl6ejADAiAwmKWX8xYat5fb9773997u6X76vOcEqmim1pQE/t//+3/2uc99zvv+6U9/2h588MGmPA51WgR2kkA2m7WJiQnLZDLejVQqZcPDw5ZMJneyW9p3mxPQednmJ4AOXwTugIDeP+4AXhM/dalYtvlswS7OZO3EpQW7MJ212cySpfNFK+CxUrn2lS8UDFi0I2hD3XE7PNJt+4dSNtqbtL7OqCWjYYuEgxYIBJqYhLouAiIgAiIgAiIgAiKwlkC1XLRqMWvV7IyV5y9YZf6SVdLjuD1r1eUMLjmzYt6qpaJZtYxL/acCfCbE58JANGmB1IAFu0Ys2LPXgp27LJjss0Cs2wId8dolHDULhrBbfY5cy34nruv74E5Q1z5FoDUIVPD+X65UrViqeB2BtQTWGrKFoi3kijabLtjUYt6mFpawZL1hGetV/DlrCbCkEMR/4VDQ6w+RcMhiHbhEQpaMha0nGbHBrrgNdMVQm4hZbzJqqViH6hFrIeq6CIiACLQwAelbWnhw7/DQAhKu3SHBHXy6Xtg7CF+7FgEREAEREAEREAEREIEdJMD5R8soKGcLJZvLFOzKXM7OTmXs9csLNjmf90Izi85soRAFayHrRDGYIrW9/Uk7urvH9mDJIjELyGoiIAIiIAIiIAIiIAItQKBShv5s2ay0BFEaBGmFtFXycxCrTUC0BuHawhW/zvsN675JqBbqMOuIWSCSgCgNl0QvRGvDFuwexQXCtdQQRGtdFqBYTU0EREAERKClCdTrDpmlkk+Wm1wVruVtPrPs9Yj8cnlV6FZAjaJUruBPS/Xqn5cVQvWJdJ3xiIvWBiFaG4R4rS8Vte5EBKK2Dq9bsHYRw6S6DgjewqhlUASnJgIiIAIi0DoEpG9pnbHc7CORcG2ziW7j9vTC3kbY2pUIiIAIiIAIiIAIiIAINAgBFoE5G3oWgrWzkxlc0nYOorUJCNYyS0VbQuGYj+OftwRmNQ+hILx3MAWntS7b3QfBGorDqWgHisFBYwFZTQREQAREQAREQAREoMkJ8PNfCWK1XE2o5g5ri1esmpmEeG3ejEI2uqsVCxCt0WGt7q6G4w7AeTcUtkC8GwI1uKt176ldUoM1oVo05UI2g2AtQHEb1lcTAREQARFofQIVTIgr4bJcuipQY82hLmabQV1iEg5s0yuXDJzfixCv8XlrW92JrQNObBGI0+gGT5FaIhK2ZJxObFEXsrkTG+oXvE2HtgjWlzP8WpK6LgIiIALNTUD6luYev63svYRrW0l3i7etF/YWA9bm24LA0tKSLSwsGJdssVjMuru7fdkWAHSQDUlA52VDDos6JQJNQUDvH00xTBvuJMVonL2cg8vaQm7ZXdZOji+6aO3yTM6jQblxytBY2I2gEMzIDRZ+9wwkbQzRoIeGu/w2i8WaubzhodATRUAEREAEREAERGBnCVB0hmhPRoFaqQDBGhzWKErLL1glO2UVCNbcYW1xAkI2xILiMVurIaDwDPGegXCk5qwWQSQoxWnJfkSC0l1tRbgGxzV3VwuGd/Z4tfdbIqDvg7eESSuJgAjcIQFOpmOM6CIjRLOIEF2JD6V4bSG7jJoFJtThccaN0oVtGctSmZPrcLlm33RVo4CtC65rrF3Qha3uxMb7ktGwP+5iNzqxoZbBGNIgJuBpCt41MHVTBERABJqAgPQtTTBIO9RFCdd2CPxm7FYv7M2gqG20O4GJiQl7/vnnbXx83FHs2rXL7r//fhseHm53NDr+HSSg83IH4WvXItDkBPT+0eQD+Bbd5wznNBzVLs/m7MSleTsPl7XpxYKL2BjPQVEbGwVpLP72o+B7eFcXBGudLlzr74xByFYr+lLYpiLvWwDXwyIgAiIgAiIgAiLQqAQqJYjRIFZbglCNjmoZRIEyBjQzBfHaPO5P18RqXIfRoYwFXdvgmhaIJizoQjWK1HZbsBOCtUQf7k+a1aNC3V0NsfK0ylFreAL6PtjwQ6QOikDLECjDUY3OassQprlADeI0itXouEZ3+Jn0kk2tuLDNpAuWRS2D4jVOyFvb+OeFLvAUo1HAFkVEKN3YEhCscSJeD9ziB7ui1od6Rv9KrCjjRrmO6hprSeq6CIiACDQHAelbmmOcdqKXEq7tBPVN2qde2JsEUptpawKnTp2yv//7v7eTJ086h7vuusve//7326FDh9qaiw5+ZwnovNxZ/tq7CDQzAb1/NPPo3bjvFKSxADyHmcvjczk4rKXtNQjXxufyli+UvVjMZ7PYy+jPJIu7mJm8pz9pR0a7PSKUUaEs/KqJgAiIgAiIgAiIgAg0EYFqxaoUnUF8VoWzWs1dDUu6q0GcxgjQShbCtTSEa4wFpbtaIYf14cS2ttFdLRQx64jBYS2O+M9OxIL2QKw2BIe1unBtF0RruD8godpadM10Xd8Hm2m01FcRaC0ClKO5Exsm1c2jdjGbqQnXKF6boRMb3NnyyyVjzGhhJXaUorfyDZ3YghaPXHVi6++EeA3CNUaIdsU7vL5BF7YIaiCME2UthNcpgGNtRA7zrXV+6WhEQARah4D0La0zlpt9JBKubTbRbdyeXtjbCFu7alkCL730kv3VX/2Vccl27Ngxe+KJJ3zZsgetA2t4AjovG36I1EERaFgCev9o2KG5o45lMDP5CgRrZycz7rR2aTbrkRws+HKWc33GcgxF3V4UclcFaxCu0WWtE0Vdzlxm8VZNBERABERABERABESgeQgwCrRazLqLWs1ZDY5qmemaQA2xoNUCHisjKhTOasa40NKKuxoEb2ubi9WScFPrGrZQ914Ldo1YMDUI8Vq3BdxdLW4Whqgt2CF3tbXgmuy6vg822YCpuyLQYgQoXqugRkFBGh3j605s+Wuc2CZXxGw1J7aSP6de16gjoZuaT85zJzaK0moiNXdlQ30jCTf5nmRk5RK1Xl5HPaQTE/kSqI1QwMZtqImACIiACDQWAelbGms8Gqk3Eq410mjcZl/0wr5NYFpdBK5D4LnnnrOnnnrKuGR74IEH7Mknn/TldVbXXSKwLQR0Xm4LZu1EBFqSgN4/WmdYWfAtotjLOI2JhbydmUzb6fG0nRpftFnEbHAmM9dhHZYFXBZtOft4pC9hY4MpOzzSbUPdcQnWWueU0JGIgAiIgAiIgAi0MgE6q9EljUI1CNDqzmrVYq7mrAYnNQrXqogCrWQhXsshDrSQwXoQql3b+AExGIazWs1dzeCwFoS7WoDuahSs9UC41jmM+3rdfc0/UF67Dd1uSgL6PtiUw6ZOi0BLE2AyKEVpdFubzzJCtFCLEEWU6MxiAZPylmtObBC3FYo1wdsylqUK/i6y6HFNo5NaEJPyEtGQdcNpvhuCtV64sPWkaku6sbE+Eo+EvVbiTmyrjmy1CX3cBv9UqomACIiACGw/Aelbtp95s+xRwrVmGanr9FMv7OtA0V0icJsEVNC5TWBafVsI6LzcFszaiQi0JAG9f7TGsLI2S2HaXGYZgrVFOz1RE6xNzOchZCvZMgq6ddEaC659iMw4ONxp+4dwGUjZYHfNZS3WEfZ4DBVkW+O80FGIgAiIgAiIgAi0KAF87qsyCrSQhrPanAvUaiK1aY8CZSRodRnxn+6othIX6iK3Ej40rndW81/iA3CZQRSoi9O6R9cL1RAFahFEhdJdjdGhiBBVax0C+j7YOmOpIxGBViJAAVoZQrRiueLitHpUaB4u8uk8YkUhZpuGkG0aTmxc8nauUHKH+WvFa9Sb0UmN4rX1orRaXGgMbmwUrdF5ng5sdGJzYZu7s0UtGQ378+RI30pnmI5FBESgmQhI39JMo7W9fZVwbXt5b+re9MLeVJzaWJsSUEGnTQe+wQ9b52WDD5C6JwINTEDvHw08OLfQtbpgjRGgi/miMRL0xKV5d1u7PJNDQRcuHGgUq4VCmGGMYiyjMUbhsnZ4tNv2QbQ20hu3FKIxFIlxC8C1igiIgAiIgAiIgAhsN4EKJiBU8JkOTmnVEkVojPeEm+4y40AXrJKbWeOshkhQxoEu592J7c1dpbMaRGoUoIUjEKNFa3GfjP5M9K64q+22EBzWAsl+uKslsS6iQNValoC+D7bs0OrARKDlCFCQRic2CtTm3IltqebExhhRCNfS7sRWixtdhuCN8aN0pS/hOp93raCtDoiCtGhHEK5rEK7RiW1FuOZRorhNQVscUaJRXuBez2UcYjeK4FhHkRFbnaSWIiACIrA1BKRv2RqurbBVCdeaeBT1wm7iwVPXG4aACjoNMxTqyBoCOi/XwNBVERCB2yKg94/bwtVwK7P4WipXbRLRoK9BsEantYvTGS/aciYyC7RsLKhylvBuCNbu3ttr+xENOtAVsy7EZLDgGkYMhpoIiIAIiIAIiIAIiECDEeAP7RSqLVGgtib6E/GfLlBD9Ge1CJHaqrMaxG10VoPY7U3OavxpnT+wMw40gRjQRJ8FU4MWSA1ZKDXstwOxlAUivMTNQlEL0F0NbmxqrUtA3wdbd2x1ZCLQigQoPqMTG0Vpy6VaVOgSHOYZK5rOFW0mU3Nfm4WwjY70jBrNLhXdta1c4dS/Nzf8afTJfqyLvMmRLQSRGiJGGSdKQdtAV9yGeuI+AZCxox14DicKqomACIiACGwdAelbto5ts29ZwrUmHkG9sJt48NT1hiGggk7DDIU6soaAzss1MHRVBETgtgjo/eO2cDXMyowFZdE1i5nGs5mCnZ/K2EsX5nw5h9t0YGPjzOEIhGksqO5CcfUA4kHv2dtjo70Jj8KQYK1hhlQdEQEREAEREAERaHcCVTirlRHlyQjQ4lJNjIZlFeK0CuJAq1nEgEKwxks1iwvjQItwYKvgOdc2/xU+dNVZDSI0Y9QnRWtRCNOScFejo1pyEOK1Ib8EYl01dzUJ1a6l2dK39X2wpYdXBycCbUGgXh+hExvrI7ywLjKbhXANSzrRU9hGgRsd2OpObHRl4+0KaivcxvVlbUjL5kTAWNi6V4Rrw91xd7HvR6xoCoI2ThJk1CjXYw1GbvZtcdrpIEVABLaRgPQt2wi7yXYl4VqTDdja7uqFvZaGrovAxgiooLMxbnrW1hLQebm1fLV1EWhlAnr/aM7RpZNavliyy7M5e+n8rDutTc4v2QKiMVh4rc8kjqOA2t8ZdYe1e+C0xmhQxl0kcL8Kqs059uq1CIiACIiACIhACxLgD+ZlxH8uLdac1dITVk1P1iJAcxCtMRbUndWwjseFYkmRG8Rub8o+o2gN4jO6pnn8pwvUKE6DSC05YIF4NwRsiAaFiM0QFRqAoM2XjAR11xg5x7TgGXbDQ9L3wRui0QMiIAJNRIDCsxIEaHUntlVxGlzZKFrLLpVsEQI2RozOw4nNlxC2LeBCt3qK1+hof71GR7VwKFBzY0NUKGNDKVbrhXBtFyYFjsLZfnd/wvpwO94RlqP99SDqPhEQARG4AwLSt9wBvBZ/qoRrTTzAemE38eCp6w1D4Pnnn7evfvWrxiXb/fffbx//+Md92TCdVEfajoDOy7Ybch2wCGwaAb1/bBrKbdkQBWlFiNYWIVBjPOiZybQL1y7N5CxfwOzhejQo4iooWhuAaG0vYkEPwmnt6GiPDXXHJFjblpHSTkRABERABERABETgBgSqFaR4QnRWgrMaIj495hPOaVed1WYgWJuwCoRr1QwuELNVsa7Hf167SXdWC0N8FlkRn8FZja5qvMQ6LYg40ACEa3RVc3c1CtfouOYiNUWAXouzHW/r+2A7jrqOWQTah4AL2lAnyUGclkZkKB3Y5iBWWxWuQcTGKNGlYi16tO7CVoTgjfWVUrnmdr+WmP/pxX+dcFvz2FAI1/bgMogYUbrdp2IdLm6Lwv3eo0ThwqYmAiIgAiKwcQLSt2ycXas/U8K1Jh5hvbCbePDU9YYh8NJLL9nXv/51e/HFF71Px48ft4985CN27NixhumjOtJ+BHRett+Y64hFYLMI6P1js0huz3YYbTGPIqtHg8Jp7RwiQhmDkcPsYYra6jOEu1As3TuQtANDnXZktNtGMAuY98U64L7BKquaCIiACIiACIiACIjA9hNwZzUI1pYzVoWTWiU97q5qLlKjsxpiQavLuZqYbdVZrQhXtcr1ndWCiAONJC2QgjiNojRGf2Lp1xn9Sde1uqMa3NUMkaGBUFjOats/8g27R30fbNihUcdEQAQ2iQDrJKyX0Ll+1YmN11Ff4e2aGxvc13Irjmx0ZcOFEwbTuK+Ada41Y2NZJYwJgzGI02JwYEsgKpRRokOIEd3VG4eQLelCtq5Eh1HApiYCIiACIrBxAtK3bJxdqz9TwrUmHmG9sJt48NT1hiFw9uxZ+6d/+ic7c+aM9+nAgQP2G7/xGzY2NtYwfVRH2o+Azsv2G3MdsQhsFgG9f2wWya3dTi0atGxz6YJdnMl6NOgrF+bcdY0zgFmIZeE0gtgKzvrd1RO3u0a67MBwl43Bca0HBVQJ1rZ2jLR1ERABERABERABEVhHwJ3VEOVZXnFWKy55zKfHfubnEQkKZ7W1kaD5BcSBFuCsBje2dQ0f8vhBL7jGWQ1iNI/67IAwDQK1IIRrAQrWEAcaSFC4htsUtEHYxthQNRG4EQF9H7wRGd0vAiLQ6gQoRqMjGycIphEjulgXruVqwjXGiPK+bKFkBazDSNElxI5SyFZeqcPUGfHPdBzitX643g+jHrO7P2nDELH1d8a8RkNHfIrcouGghSB4w+pqIiACIiACt0hA+pZbBNWGq0m41sSDrhd2Ew+eut4wBLLZrE1NTRmXbMkkZs8MDvqyYTqpjrQdAZ2XbTfkOmAR2DQCev/YNJRbuiFGWlyZy9nZibS9dmnBxWuc/buEwikLrax6BlEpZZH0MBzWGA06Brc1RlUkUCCNoDiqJgIiIAIiIAIiIAIisH0EquUi3NOyVs2vOKutRH9WcrOI/6SzGupKiAp1sRrc1bg+/ruOsxp+4IZozaJ0VquJ0xj96c5qCQjUEAnq8aCrzmqIDaWzmovW+NO4fh7fvlFvvj3p+2DzjZl6LAIisHkEWE7hRECPBYUgrR4VulyGGxviQylqY+1lOr1kE/N5u4SJhDOYUEgxWxHrr20hRILSXY2XOFzY6Hrfm6q5sFHItgtCtoGumNdoOLFQf53X0tN1ERABEbgxAelbbsym3R+RcK2JzwC9sJt48NR1ERABERABERABERCBtiKA+ikKoWXLIAZ0ciEPl7VFd1o7Nb5os2k4d6C46uYb+I/RFHRV24ti6N17e+Gy1mlDmOWbhGhNTQREQAREQAREQAREYIsJ+C/fJYjQ8nBVw2WZF4jWlhaskl1xVstMeixolc5qjAMtX+ushj76hzs6qyHWExcuA3RViyQgUOt24VoArmpXhWu9eDxRc1Xjc9VEQAREQAREQAQ2hUA9YjSDiYTTiyvCtdks6jNLiBJdtgxc2vJwYKO4jSI2xpGubZGOoLutUay2G9GhIz0Jr9OwdsNoUYrbYlh2hCBi09/wteh0XQREQATWEZC+ZR0O3VhDQMK1NTCa7ape2M02YuqvCIiACIiACIiACIhAOxJguZPCtLlMYVWwdno8bRMQsLFoypm/bJzR2wE3NUaD3gPB2qFdXTbSm8Cs3qjP8g3jcTUREAEREAEREAEREIEtJEDRGmNBC4tWXrxilcXLVpm/BMHaNNzWIFIrrDirwVXN3FltGfYu13NWw+c2uKQFoinEfvZ77GewcxjOahCqubNaV81ZrSNWE7XRVS0Md7UA40D1mW8LR1ibFgEREAERaEMC9bpMCbGgy5hUSMf7HIRq7sC2WPD6zEU4sHGiIWs3fHxtC6IeE4YoLRqmA1vYUrEwXNg63HVtlEI21G4oZuN9rO1IvLaWnq6LgAiIwFUC0rdcZaFr6wlIuLaeR1Pd0gu7qYZLnW1QAktLSzY3N2f5fN57GI/Hrbe312IxFA7VRGCHCOi83CHw2q0ItAABvX801iDWC6MseC4gjuISZvOeQDTomcm0XZnNWRozetkYC8oCaBKFz/7OmMeCHt/fZ3sHkj6jl4VRNREQAREQAREQAREQgS0iALFatYLPZUVGfdJZLetCtcrCRSsvQLSGSxVOay5aYwTotY1CM8R/BkIQnkF8FkDMZ4CCtBVntSAiQQOddFajcA3xoIk+Oatdy1C3N4WAvg9uCkZtRAREoE0IcIIhHdbouEbnNdZsxudzNo3rrOHkUcthPYfrlCsQtbPIs9JcxIYYUcaH1oVroysTDylsowMbY0YjmJzYEQpCzIaocOnS6/i0FAERaGMC0re08eC/xaFLuPYWgBr5Yb2wG3l01LdmIXDlyhXja4lLtpGREXvwwQd92SzHoH62HgGdl603pjoiEdguAnr/2C7St7YfRlFwNi+d1V67OO9ua5zBO5sueAG0VK45rbGQSdHabkSDHtvXaweGumywO+aiNRY4KWxTEwEREAEREAEREAER2AICFK3RYW1p0SppuqtBrDZ7zqrpCau4w1oGgjZGhsJhzZ3Vap/fVnvCz2kB/BgdScJZrQ/iNAjTKFBLDeE2BGuMBI2sCNkoaJOz2io6Xdl8Avo+uPlMtUUREIHWJsBIUEaDUpzGqFC64teEbHlj/WZ8Lm9Ti3TLR4S4f2ao8eCf/7prPoVqjAtlXacb0aGMEx30S9z64aDPOFGuQxc2lXda+3zS0YmACLw1Aelb3ppRu64h4VoTj7xe2E08eOp6wxB444037O/+7u+MS7bDhw/bY4895suG6aQ60nYEdF623ZDrgEVg0wjo/WPTUN7RhljMZPEzWyjZDERq56cy9vKFWSyzNpe9GjnBIidn4HYnIrarN24HhzvtXkSEjiBmgvcrGvSOhkFPFgEREAEREAEREIHrE+APz+6wBkHacg5Oaml3WHN3tfkLVpk9X3NYq4vV6ltxkRriPxnpueKsZnBWC3TEIVDrcje1QArOap1DtUhQCNeMgjYI2/RLdR2illtJQN8Ht5Kuti0CItAOBChiq9VyluwiHNjolj8xj/hQ1HJyqPHUXdi4ngvZVqBwwiHjRGtO+lEXrw11QbjWGYUrW9QnJsZQ52Gtp+bEVnNj43M0VbEdziwdowiIQJ2A9C11ElpeS0DCtWuJNNFtvbCbaLDU1YYl8NJLL9nXv/51e/HFF72Px48ft4985CN27Nixhu2zOtb6BHRetv4Y6whFYKsI6P1jq8je3nbppMaZupdQ4Hzx3KydmUh77MRiftln8lLUxpaIMho0avsHU3YPBGv7BlJe0Izj/pBm4t4edK0tAiIgAiIgAiIgArdCYNVhbcEqi3RYu+AOaxU4rNF1rVqAwxrFbBStwYltNRfMRWv4cbkjASe13ppIrbPmrMb4z5qzGh5jRCid1cLRWnQoIkQlWruVgdE6m0FA3wc3g6K2IQIi0M4E6JxfhnN+oUQHtrJl4cCWzhdtOs0o0ZxdmcMFy0VEidJhn+uzUXxGR7VQKODxoC5QC4cshshQuq11Jzqsf9WJLWZ9qZg7sfFxd2Lzreg/ERABEWh9AtK3tP4Yb/QIJVzbKLkGeJ5e2A0wCOpC0xN47rnn7KmnnjIu2R544AF78sknfdn0B6cDaFoCOi+bdujUcRHYcQJ6/9jZIfCICYjWWMBkPCgFaxSuXUZRkwXPejQo4z8pThvoirpY7eCuTjs62uNREnRhY9FSTQREQAREQAREQAREYJMIrHNYy7o4rZKZtvIC3NXmeIHDWm4WYrXlWhwod1sXqoXgrkZHNTqnRSBMi3dDtNZn7qyGSFBfUrgWSSExNITnwV1NTQR2iIC+D+4QeO1WBESgZQmwzrMMd7V5OK5dhmjtMlzYWOOZhbs+Y0XrLmzLELpx3RUd2yoPOrGFIWZLxiBcw8TFeoxofyfFa1FLxTts1YktHIToLWQdWLI2pCYCIiACrUhA+pZWHNXNOSYJ1zaH445sRS/sHcGunbYYARV0WmxAW+RwdF62yEDqMERgBwjo/WMHoK/Z5VKxbAvZZTs/nXHB2jlEhLKYyZiJWgGzNhO3C9GgeweSdmC4y46MdNloXwKxEREUK4MSra3hqasiIAIiIAIiIAIicMcEKFqrluGmdq3D2qRV8wtXHdbKEK2tdVgL4nNZsMMCiR4L9u61YDcuPXssmIBojQI2iNnqzmoeG7rqrKYfmu94zLSBDRPQ98ENo9MTRUAEROC6BChEo6sao0HzxZIL1bJLJZvLFGx8HkI2itlmsjaL27UJi7W6T31jdSc2itcijAmFKI1ubBSrJaId1p3scDHbAIRsFLVRzNaDmlHdia2+HS1FQAREoFUISN/SKiO5+cch4drmM922LeqFvW2otaMWJqCCTgsPbhMfms7LJh48dV0EdpiA3j92ZgDopEbRGguXF2dydmp80V69OGcT8/nV6AiadnDmbCdm0+7qTdhdEKwdHO60/YgH7UlGJFjbmaHTXkVABERABERABFqRAMVqlaJZMQ9hGh3W0lbJXs9hDetUyjUC6xzWIEyLwkEt1mnBziEI1/ZBtLbXQl274bjWgwhQxn/KWa0VT51mPyZ9H2z2EVT/RUAEGp1AFZ8xODExDbc11nzGIVy7BBe26cUlRIpC2LZcsgLqQ4VixZaxLKJeROEb/q1rQTiq0Y0/FQ/Dia0mWhuEcK0fEaK9qYil4NDmcaMUu+ESwbp0YuPzJJFfh1I3REAEmoyA9C1NNmDb2F0J17YR9mbvSi/szSaq7bUjARV02nHUG/+YdV42/hiphyLQqAT0/rEzI8N4CBYsz06m7ZWL83ZxOmsLiAtdQjwoi5qsKjIegrEQR0a77eCuLts/2OnRoAlEhkZQfFQTAREQAREQAREQARHYBAL+4/CKw9r8JavMX7Dy3DmrpOGwtrR4Cw5rvTWhGlzWQhCrBZODELClMAMBQjZGhoY6ajGi+tl4EwZLm9hsAvo+uNlEtT0REAEReDMB1nmK5aoL1PIQqvGSyRdtHnUgOq9NQcQ2tbC0ImZbdhEbxW5rW00vX4sRjWKSY92NLR4Jw4ktDCe2SM2JDWI2urH1JaPWlUCsaCTkEx8lXltLU9dFQASaiYD0Lc00Wtvb14YUrvGPfqVSsWw2azMzM5ZOp61YLFq5XJsBl0gkbGBgwFKplHV0dNjSEj4ETE35eqVSyQmGw2Hr7MSPQYODvl6Q9u78JICWz+dtdnbWFhcX/Tqfw8eSyaT19/dbV1eXRSIRC4VCvv7y8rJlMhlff2FhwffHB2KxmHV3d/v67Aufw8Z+FgoF78/09LTlcjn/wYp9isfjvn5fX59f9yds8D+9sDcITk8TgTUEVNBZA0NXG4aAzsuGGQp1RASajoDeP7Z3yJYRFZFDDOjkQt7OQLR2Gk5rb1xZ9HjQtYI1Fhbpqra3P2X37O2xsSF8T+mOWxLFSDUREAEREAEREAEREIE7JECx2psc1qYgWLvgwrXK3Hmr5uasWr7WYQ31YgrRGP1JYVqsyx3WQn01h7Vg9x7c1w1zNdSI5bB2h4Okp28HAX0f3A7K2ocIiIAIrCfA+g/rQ3Rhm8tCuLYiWptazNt8dtkYLcqJje7EVqq5sdG5/3pObCE6sWFyIx3XGB3qFwrXGCGKulLSndhqcaOcBElnfy7DdGJb+Q18fe90SwREQAQai4D0LY01Ho3Um4YUrlH4RbHY2bNn7Sc/+Ym98cYbNjc354Ix/uHdu3evvfe977XDhw+7CGx8fNz++Z//2dejwIyNQrIjR47Yr/3ar9mhQ4csGo26EI0fIC5dumQ/+9nP7NVXX7WLFy+6KI2isrGxMd/u0aNHXcBGkRkbRW6nTp2yV155xV544QWbmJjw+4eHh+2+++6ze+65x/dBMRobhWoU3J04ccJ+/OMf+3HwmNinPXv22N13320PP/yw7d4Ne/k7+CChF7bj1n8icEcEVNC5I3x68hYR0Hm5RWC1WRFoAwJ6/9i+Qeb3ChYgz05l7PTEop2EYI0RERkUJBkHwbm09YLjrp44BGu9dghOa6OICe1BwZFRDywsqomACIiACIiACIiACNwBAYrWqhW4qS1ApHax5rA2C4e1zIRV83BYW0ateBmTiilaw3qrWV0Qo1G0FkisOKwxCtQd1gY8IjQQSZrJYe0OBkZP3QkC+j64E9S1TxEQARFA8jgc1YowZClCwEaB2hLjQiFWY42Ijvw1J7a8u7DVYkWLLna7nhMbHfvDiAalIM3jQiFO4zKOSZGdcF3rg5CNjv79qC1R0MYLXdpYg7qT35w1jiIgAiKwHQSkb9kOys25j4YUrtFh7fLlyy784slLoRld0ejCxh+IKFx75JFHfMnb586dsx/96Ed24cKFVZc0CsX27dtnjz76qN17771GkRnFa3Rbo6DsH/7hH1zoRic3bpvr022NIjSuf+zYMXdr4z7PQkDH7VPoRmc3OsGx0aGNjm4UonE/FL7R2Y3rvPTSS37hcyhio3sbxXF0iKPg7n3ve59RIEdxHO/bSNMLeyPU9BwRWE+AYtSvfvWrLkrlIxSjfvzjH/fl+jV1SwRuTKDuzMklG78g8kInTv6tuN33eZ2XN2atR0RABG5OQO8fN+ezGY/y+0ehWLHF/LJdns3Z61cW7MxE2i4gHnQRxUg2FhlDoQBmyIZRTIy5w9rx/b22dyBlnfEOYwyEmgiIgAiIgAiIgAiIwB0QKJesWlqCMC0L0VoaQrVJK8+fN7qrucNadrbmwobarjd8PqNrWiCExIwIIj+jnVcd1nr3W5Cite5R3Nez4rCmCQZ3MDp66g4R0PfBHQKv3YqACIjAdQisrR/NYeLjNBzYGCNK4drCihNbnk5s7sIGQxeI3m7kxFYTswUsAcc1F6utCNcoYOPtznjEY0QpcHPBW92JDQI4Ppcfg9REQAREoBEISN/SCKPQmH1oSOEahWj/5//8n1UhGp3MxiAKYywnhWQUoPX09HgUJ4VhFLYxwpMRnxSRsfF+CuD4nIMHD9o73/lOjw6lw9rLL7/sTm5c71d+5Vc8dpSRntzO6dOnXeT2oQ99yB3bGPnJmUp/+Zd/6VGhFKjt37+fT7Xz58/bD3/4Q9/vRz7yEbv//vu9b6+//rp961vfMjrB0e2NzmqMNuU+6CDHxv1SHMfH2O+NNL2wN0JNzxGB9QT4fvCNb3zD3xf4CIWrH/7wh325fk3dEoEbE6g7c9IdlI2iNYqVe3t7/e8X/2bdTtN5eTu0tK4IiMBaAnr/WEtj86+z6MgoBxYaX7s0b6coWIPj2vRiwfKIDC0i6oGNsQ6c7bq7L2HH9/fZgeFOG0I0KEVrHStFw83vnbYoAiIgAiIgAiIgAm1CAJ/HqoWMu6qV5y9YefqUVRav1OJAC+kVhzVMKMB6b3ZY67NgH0RqPfuuOqxRxPYmh7U2YanDbCkC+j7YUsOpgxEBEWgBAnRUoxiNorS6QK3uxMZY0Zk0okUpZksv2QyWGcSN0rXtTU5sYMHfHDhJsh4PGl1xZItBrJaKh93dvxciNk6gpBsbl50QurFGRTc2NREQARFoBALStzTCKDRmHxpKuOY/BEGYRreyv/7rv/aIzne84x12/PhxdymjgI3CNbqj0SWNArHvfe977nBGd7W3ve1t9sADDzhpis3orEYR3K5du+yDH/ygi92ef/55e+211+zMmTMuUPv93/99d26jSxpfKH/zN3/jLmif/OQn3X1tcXHRnn32Wftf/+t/uWPOk08+uW4fTz31lNG1jUKXt7/97S6U4xfEL3zhC+7uRgHcgw8+6M5sdIT79re/7VGjBw4c8P5S7EY3uI00vbA3Qk3PEYH1BOqOjVyyUZi6VqC6fm3dEoHrE6BLKN+Tr1y54ivQfZMua6Ojo+7ed7vv8zovr89Z94qACLw1Ab1/vDWjjazB3zwpWMsvl4yFxfMQq718Yc7OYTkD0VoOojW2ejRodyJijAelYO3Yvj4bhYCNhURGPaiJgAiIgAiIgAiIgAhsgEAFUeyM+ywi9pOitey0lRcQDQqHtfLMaatmpq1aLOBDW+1zmVuLrDqsJeCwllpxWBu2UN++FYe13bivG6vCDRc/BquJQLMT0PfBZh9B9V8ERKAdCPC3cEaJLuaKKxGiNRc2itfoxMYaE+tPLnbDejdzYuPHFzqqxRAj2pOM2KpwjY5sEK51YQIlJ1bGIuF1Tmx1MRufqyYCIiAC20lA+pbtpN1c+2oo4RoFaRSB/eIXv7AvfelLLk772Mc+Zg899JC7pTFyjX/Q65df/vKX9uUvf9mjOz/wgQ+4cGxkZMRHgOIBPv70009bKpUyCtHoePODH/zA6LqWSCTcie3d7363C9vorPbzn//cvvjFL/r2P/GJT7hbGsUIFMhRvEbnnMcff9wFbdzJK6+8Yt/85jdtfn7e933kyBEXKZw6dcr7RfU790u3N7rE0YHtX/7lX9zVLZfL2Z49e+w3f/M3jSK2jTS9sDdCTc8RgfUE+FqkcJVLNr43MAKYSzURuFUCdOCkoyaXtZlPIReuUVTNvwF017ydpvPydmhpXREQgbUE9P6xlsbmXedMVxYKr8zlIFibtVPji7ie94JiAUXE+kxYFgpZJNw/mIJgrdf2IRq0D8XCBAqEFLXxb4SaCIiACIiACIiACIjA7ROoFhELmp+zysIlOKydRCzoRatCvFbNL7iQrVqiw1p5vcNaOGKBBBzWeiFU691roW44rSUHIFaDiK3usBbskGjt9odDz2hQAvo+2KADo26JgAiIwDUEWEeia39dnMbaEi+ZPMRsEK/NQsTmLmxYzsKVjU5sheKbndi4WZaafCIlJku6G1tHbRnFMgnRWhcmV7JW1bfqxBY1TriMo4bFVADVqq4ZHN0UARHYUgLSt2wp3qbeeEMJ15aXl12E9swzz7jwi65qf/AHf+BCMT7GRgEYhWh0X3vhhRfsf/7P/+kCt09/+tNGEVo8Hvf18vm8i8Q+97nPuXjgT//0T124RsczRnYePXrUHc8YLcoYTzYK1z772c8aRWyM/qSw7OzZsy50oxCOzm2//du/bXfddZevf/LkSRfGTUxMGAVzXH9sbMzX//rXv26xWMw+85nPuPCOT6A4hhGmdILjhful4xud4m7WeOyMPa1f6izoHPed73zHRX1r93OzbekxERABERCBzSfAvxWMuOayLlyj2JoOfu95z3vc2XPz96otioAIiIAIbDUBuqyVylUvEE4jsuHsZNpeOD9rF6ezXkxkgZGNTmos+FGktqc/ZYd2ddrde3o8HpTFQ81g3eqR0vZFQAREQAREQARajkC1YlW4rFkJgjU6rOUgWktPWGUeDmsQrlUWx/1+o2DNG361xS+3AYjVLEKHNcR/xrst2EmHtf01h7Wu0RWHNbjg8ldeNREQAREQAREQARFoEALuxLZctvkchGuZwjrh2iLuy8KJbQmPU8C2XKo5sVH8VkbdivWraxs/6kQQE9oJ17Xu5EqEKJ3YIGLrhjsbY0TjELYxcjSClACK3ihkczc2fqbSR6Vrkeq2CIjAJhCQcG0TILboJhpKuMYZQRSV0XGNTmYUeh07dsyFWbOzsy4G6O/v99jQd73rXe5s8z/+x//w+//jf/yP9sgjjyDfG9buaHRvo/tN/fH/9J/+kwvX/uqv/srm5ubcAYfbPgC3MzqpsdGhjU5v2WzWHnvsMRsaGnIRwuTkpN9HYdpv/MZv+HO4PuNG//Ef/9EuXbpkyWTS1x8bGzOu/3d/93cusKNzGyNE2bjf06dPG6NEKZLjfp944gm79957/fEb/TczM+OubxS70f2Nt9m4PfaBTm//4T/8ByMTNREQAREQge0nsFa4xr3zbxGF1hKubf9YaI8iIAIisJkEKEzLFop2cSZrL57DZ++JtE0v5i2NGbAUtNULgywCjvQmbAzRoG/b3QPxWhIzWjs8HpSCZtX6NnNUtC0REAEREAEREIF2IMBY0OpyFmK1cQjVTnkkqIvVcrMrDmtLKAAjFhQCN28eCxquOaxRqAaXtVAPnNZScFijiA1iNuuIW0AOa+1w+ugYRUAEREAERKApCbgTG2pRFKYVuKQTG64zPnQB4rW5zLLNwIVtBi5sM5kljxvlY0Wse70WxGTKjhAvEKbVndggVGNiQArCtW7UrujExomYfRC39VDUBje2GIRsnIQp8dr1qOo+ERCBOyEg4dqd0Gvt5zaUcC2TyRidzSjqqgvX6EbW3d3twjHGiPKHn71797q7GgVijPZkpN9/+S//xd773veujhaV6T/+8Y/tv/23/+b38XFu52tf+5otLCz4usePHzfGuPF+tueff96+8pWvuLPZb/3Wb7mrG8UIFM3R/Y37/dVf/VUXInD9c+fOucPOhQsX3NWNLnBjEK5x/X/4h39wwd0f/uEf2v3338/Vfb98zosvvuiiOu73ox/9qLEfN2sSrt2Mjh4TgTsjQHdGvma5ZKNrI1/LdffGO9u6nt0uBNZGhfKYKVyj49pGo0J1XrbLmaPjFIHNJ6D3j81hWosGLXsU6JX5vJ2eWLSXzs/ZldmcRzfUo0E5czWJQt9wT9wOQrR2EE5rB4e7rA+FPgnWNmcstBUREAEREAEREIE2IUCnELqslQouWKsuLVglO4No0Is14dr8JUSDzli1WKvfOBX+mgohWiACQVoE8Z/xLjis7bJQ/1gtHrR7jxzW2uT00WHWCOj7oM4EERABEWg9Avy9mxMrGRc6jxjRWoQohGsQsFHMls4VLb9cWhW6cV1eSnRjQyTp9VoYYjaK0zohUmMNqx/Ctd5UzHrhxNaDC2tdfJx1r5obG+NHgxYOBiVoux5Q3ScCInDLBCRcu2VUbbdiQwnXGIVJ4RoFZ3/+539uS0tL9sEPftCFXxR50WHsueeeMwrchoeHjRGd3//+9z2m81rhGkeS2/mv//W/+o9G//k//+emFa4pKrTtXpc64G0kQMfEn/3sZ+6cyN3u3r3bHn74YV9uYze0qyYncPnyZeOHLS7ZKFwLh8M2Ojrqf8P4N+t2ms7L26GldUVABNYS0PvHWhobv86C3yxmr56bytjLEKydm85gVmvBZ7jSZY2/q/J30l4U92qCtS47BMEaBWypWBixCiG5rG0cv54pAiIgAiIgAiLQjgQQC0rRmovVZk9bee4cXNYu4vY0HNbSZst5q5YRC8r4UDZ+GMMlEEMcaM/umsNa3wELQbjGiNBANCWHtRop/d9GBPR9sI0GW4cqAiLQVgQqEKCVKjVBGkVpBTixccn6VXaphHhRCtnqlyUI3Aruxsb1WMO6tvFjVAhubGFEg0YZEUqBGi5RiNVc0IZkAbqvUdRWd2PjMhXtqEWJ4rlqIiACIrARAhKubYRaezynoYRrjOikGO1HP/qRfeELX3DB2ac//Wl79NFHbXBw0KNDf/jDH9rJkyeNsaL8IvbCCy/YoUOH7HpRoT/96U/tv//3/25BKMAZFUrxWzNGhd7oVNQL+0ZkdL8I3DoBRvB+97vfNS7Zjh49ar/3e7/ny1vfitZsdwJ07Tt16pS795EFXXYoXKs7cfb09NwWIp2Xt4VLK4uACKwhoPePNTA2cJWzUfPLZZ+1egFitVPji/baxQWbXFwyFgk5y5Xv8VHEK3RhVuruvoS9bU+PHYDb2mhv0hgZqiYCIiACIiACIiACInCLBDghAGK0ajFn1aW0VfPzVlm8YuUZRoNe8OvVQgZObGt+cQ0iDrQD7rYdCYjWEAGaGrJgH2JBe/f7JZDos0AIn8kQHaomAu1GQN8H223EdbwiIALtToB1rCWI0xbhusbo0HqM6CwmXy7AnS0Ll7ZCsS54q4ndKHgrQwS39uNVnSPjQRkvmoiGXLjGCZv9dQEblqx7JaLhmhtb3ZGNwjcI4MJ4Hp+rJgIiIAI3IyB9y83otPdjDSVco8MaYzwpOKNwjT/6//t//+/tkUcesWg06oKAV1991V555RV7+eWXXSRA8drhw4eNArd3v/vdq/F+tMX+l3/5F/vc5z7nMZ5/+qd/ahQOfPvb37bp6WkXpTCG9O6777aBgQE/CxhR+tnPftYKhYJ95CMfsT179hijQi9evOhOcLt27bLf/u3ftrvuusvXp4Du6aefdrHdyMiIrz82Nubrf/3rX7dYLGaf+cxn7KGHHvL1p6amjP3nF0heuN/f//3fN/ZjI00v7I1Q03NEYD0BRvcyQphLNkb33kqE7/qt6Fa7E6AzJt1AuWTzeDh8yWNcaDKZ9L9Dt8NI5+Xt0NK6IiACawno/WMtjdu/ns4X7dJs1s5MpO3EpXm7NJO1RdzHIl9dtMYi3FB3zO6GYI2xoHsHkohUiFk8ArdNFOrUREAEREAEREAEREAEboEARWt0WcvPWXkeIjU4rJVnz1o1PVETsRWycGBDLGi5tG5jgWjSAp1DFurZg0jQQxbsHjUXq8W6IGbDY+GIO7Hhv3XP0w0RaAcC+j7YDqOsYxQBERCBqwRYq2IcaLHMONGaMI0uaxSz5Qol1LSWPVGAQjY6snFJN7Y8HuPzrhWv8dMTf9ugG1vdhS0CYVotMjRoSYjWOJGTcaLuxIZ4UbqydeM+Psb1+Hw1ERABEbgRAelbbkRG9zeUcK1UKhkFZ88884x98YtfdKe0P/7jP7Z3vetd/qM/o0Ip+KJojU5r58+ft8XFRdu/f7994AMfsLe//e0eG8phZeToL3/5SxeWpVIp++QnP+nCtR/84AcuLEskEnbw4EEXu1GQRrEahWvcbwVK8z/6oz9yJzfGvr3++uv27LPPWm9vrz3++ON2zz33+JlDAd03v/lNjzB9xzveYUeOHPFYOLrufPnLX/Y/ztzvO9/5ThfejY+Pu5ju9OnT7hhHYdxv/uZv2oEDBzZ0JuqFvSFsepIIrCPA+OGnnnrKY4j5wAMPPGBPPvmkL9etqBsicBsE/Atjuex/0yjIpktosVi0Mu7jY9c2itv4t4h/r9h0Xl5LSLdFQARulYDeP26V1NX1+LbM4l4GRbuJ+bydhsva6QlcxtM2h2IeH2fNjbNOOauUs033D6bs2L5eX/J2PBK+ukFdEwEREAEREAEREAERuDGBchGCtCWrLkOYll+0SmbCBWvlufMQr5131zWPA61/d0aSRiAIMVpHzOM/g8n+q9GgFK6lBiFYi+PDmj6P3Ri6HmkXAvo+2C4jreMUAREQgZsTqInZKpZBjOicO7FBuAbR2tzKhRM3KXCrR47WRW90cLueoI17Y22MwrQUY0QpXEM9rBfCNTqydeM2Y0Q5qZOCN144uZOXjlAtkpSubBTE+aT/m3dfj4qACLQwAelbWnhw7/DQGkq4Vv+hnyfsl770JXeueeKJJ4yiMMZ80rGMojYKyWZmZtzdhmK3zs5OF6/RuYyiEzZ+SXvttddc3EYxwAc/+EHfxvPPP+/300lteHjYHc/27t3r2+Z+v/Wtb7lr27/9t//WBWoUxlG09o1vfMOdc9YKWupfBOmw8+EPf9j72dXV5Y5wdIyjCO9DH/qQPfjggx51euHCBXd8YxwqxWrs7/333+/92Mg46oW9EWp6jgisJ1B/HXPJJuHaej66tTEC/NtEF1GKnznblULr+fl5/7tA8RoF0msbnTzf//73rzp66rxcS0fXRUAEboeA3j9uh1YtdaqCH0VZvKNYjU5rFKxNLuQ9ToHxCWwsrEURgTCCaFAK1ui0NtIb9xmlnHnKx9VEQAREQAREQAREQATeggA+d1ULaaukx41CtfLMaassXHaxGiNBq8s5OKzBybwuWsPmAmEI1uLdcFYbsdDAXRCt7a2J1eI9LmQLhKNYKVT7NfUtdq+HRaDVCej7YKuPsI5PBERABG6NAD9Ksd5FERpFabW4UCxR5yosY/ImIkTnESXKCZuMF6UTG0VtdUFbCQ5u12tMIQhDiBaBCI31MArUonRk6wh6fCgnfNKRjZGiFLhx2RWrLTtxvwvb8FxODlUTARFoTwLSt7TnuN/KUTeUcK3eYQrOvvOd76xGeu7evdsoCKNrzUsvveQua4z9ZHwoG93SKDCjgK3uhsZITt5HwRud1R5++GF/nLGf3MZPfvITf+6v/MqveGQnhXCMHaVbGoVuFJzRQY3b5hc+Rn9ye7/6q7/qIjk++dy5c/bDH/7Q+8ZoUQpe2CcK6yiAo8PaoUOHjP3v7+/346nv973vfa/de++9Hi/KY9tI0wt7I9T0HBFYT0AFnfU8dGtzCFCkxr8RFEnTZZNLitf4N4V/v4KYMc5oUbqwhUIhj6jl35Fjx455B3Rebs44aCsi0I4E9P5xa6Ne8RiFiuWWS7aQLdrluay9cWXRzk9l7MpczjKYecrGQhoLciy0DXTF7cBwpx3f32t7+pOIQOjwmaa3tketJQIiIAIiIAIiIAJtSqAK53G4rNlyviZay0xZeeGiVWYRDQrhWjU7DQc2iNUQG+qNP2QGQzXBWjQF0VqvBTsHXbAWGoRwrWsEgjXEglKwpiYCIrCOgL4PrsOhGyIgAiIgAtcQqAva8hCvLeRqwrXZFeEaxWuLuC8LlzY+zsmcdSe2Iq7X3diu2aTfrNfPYkgkYA3t2kuX3xfxJIMYJobSue16jmy8j5NDKZCTtO16pHWfCDQ/Aelbmn8Mt+oIGlK4Rmc1xoFSwMZo0NnZWf+RnxDoVEMh2COPPGJ0SqNLG8UBP/rRj4yOZuFwzRae6/HxRx991AViFKNRVMa4Nm7z+9//vr3xxhtGVxxeuD7FZRS+UVB2/Phxd0mjK86ZM2dcoEYx3PT0tG+DfWHc6MDAgD+HgraxsTHvJ/tPhx0eA+NEKYqjMIF96+josMOHD9v73vc+d1yLx+N+H7d3u00v7NslpvVF4M0EVNB5MxPdc+cETp48ad/73vdcEN3X1+duazzX+Lfg3e9+t//9oFCaguhYLGZ33323PfbYYy6Y5t51Xt75GGgLItCuBPT+cWsjzyiExVzRLkGw9vqlBbswk7GphSVbhGBtCcU5FuPY6hEIewaSdt++Phsb6oSALWYpzBaloE0zRG+Nt9YSAREQAREQARFoXwIeC5qfd2e18tTrVp6/aNUMxGq4z+NCSwU4rOGzF39JZQuFLRBJQKw2ZEFEgYZ697tYLZjog2CtsxYZGuqAw1qwtr7+FwERWCWg74OrKHRFBERABETgBgT4kaseJVoXpvkStbIcamKczDkPAdtsuuBObLOIGqU7W92Nrf6Rbe3mKTJjBChFZzVBWgARoXVx2tXrFK0lYmHU1SBwgwNbTdBWF7ohbhT1tiRc21iPU6ToWsK6LgKtQ0D6ltYZy80+koYUrjFik2I1OpfRoYwuNRSQUfRFVzVGqtEpbd++fS5co5PNP//zP7sQjQ42/GOWTCZdAPDrv/7r7npG0RoFAxS60XWNkaMUotFljc+hqIzCM26XEZ4UsVGYxsa+UOTG9V944QVj1Ccbo0bvu+8+FxxQjEZxAhvFcRSrUXj34x//2Ng/CuNSqZSL7iiOe9e73uXX2deNNr2wN0pOzxOBqwRU0LnKQtc2jwDPq6985Sv+t4B/Vxgp/b//9/92AfXjjz/uzp4UtzFKlH9j+Pfsd3/3dyVc27wh0JZEoG0J6O/ajYee3wM4WzRbKKHgVrCJ+bydg8PaG1cW/HqucFWwVo8G7U5GbLQ3YQd3ddq9e/sQD5rw4pmiQW/MWY+IgAiIgAiIgAi0OQH+mkmXNQjSPP4zP4to0MlaNOjUG1ZZvOL3G13W2FgbxSUQgoNaJGnBONzUkn2IBh2tRYN277FgcsACHajT3kEdtbYz/S8CrU1A3weIlT1SAABAAElEQVRbe3x1dCIgAiKwlQRYNytiIifrY4v5ZUSIrheuLUC8Rje2dWI31NncjQ3JBnw+PwberFHUloiGXJxG4ZpHia46tNWEaxS1xeHcxhhSit/8suY6J5KyLncnv6/frI96TAREYGsJSN+ytXybeesNKVyjyIs/8qfTaf/Rn0Iw/sFjtBoFZhSA0emMwjLez8cnJyddgEb3NDauR5Hb4OCgr8/n1v+IURhHYRmdbnidz+HjdQc1Pq8udOO22BeK27g+40qXlpZ4t7vkMIqUUZ/sUyQS8fvZf8bBsf90aMtms95P9okOa1yfwjhev5OmF/ad0NNzRaBGQAUdnQlbQeDZZ5+1L3zhC/7344knnnDx9Z//+Z+7gPoTn/iEO3vy7wpdOZ9++mn/+/Pxj3/c7r//fu+OzsutGBVtUwTag4DeP64/zvzOwNmkcxCsnZ3MQLCWdtHaJFzWOGOULmuMD62sVNgSmN3ZD2e1scGU3bO3x/Zh2ZuMeuGMLmv6zfT6nHWvCIiACIiACIiACFilZNXiklUyEKvNnPRI0MrCZdye8ahQOrBZGfVbuqyxsWYb7IBYrR8Oawcs1LffQj17LZAadIc1CtYCYdRcg7WUjdqT9L8IiMD1COj74PWo6D4REAEREIFbJcC6WLlcE7CtjQpdghtbfrnk6QVziBSlCxujRecgZpvHModJokU8j7W1mzXW1BgDSvHZ9RzZ6LTGSxx1uVrcaMS6IXCrXTp8SZe2WCTkKQj13/1vtk89JgIi0FgEpG9prPFopN40pHCtkQA1cl/0wm7k0VHfmoUAXRT/4i/+wuN92WfGBH/sYx9zN8VmOQb1s/EIXPv+zB5+7nOfs2KxaBSoPfDAAy5ie/755+1LX/qSX/+TP/kTe+ihh/xgdF423piqRyLQLAT0/rF+pOrRByygcWbolfmcnR5ftPPTGbs8m3PRGrVq9UgDzuZMYmZnf2fM9vQn7eBwpx3d3W2DELHVBGsbd0te3zPdEgEREAEREAEREIEWIoAPVNXyci36c2nRqrk5OKtdsjIc1srzF6yaRjTocvbqAXMWAMVqkTjEaSkLxHsQB7rLQv0HLdi7z0Jduy0QQyyozxbQ56+r4HRNBG5OQN8Hb85Hj4qACIiACGyMAAVtdGOj45oL1urCtcyyTxLNLmFSaLFiy7iUsB7XrS2rvuT1EieMvoWwjR/96ikIKQjUuihai18VrvntRAdc2xAnitjRCJLWVp3Z3JWtJoiTI9vGxlnPEoHtIHDt76cPPvjgduxW+2gCAhKuNcEg3aiLemHfiIzuF4FbJ8AI4G9961se7ctnMSr4Qx/6kEcA3/pWtKYIrCdAx7XPf/7zfuenPvUpd/VkdChdO9/3vvfZ0aNH3XWTkdJf+9rX3HHt3/27f2cPP/ywP0fn5XqeuiUCInDrBPT+sZ4VZ4RSsHZpNmuvX16wi9NZm0FxbTFXc1ljIY2tPuOzLxW1seEUnNY6bT9c1oZ74JaMAlm046p78/o96JYIiIAIiIAIiIAItDkBitYqiAZFJGh57pxVcCnPnoVYbRL3QcS2jCQNuqxhHW/8RRKXQKzbgj174LAGoVofBGuduyBgQ0xoBEK2DqRUhOiwJtFam59dOvzbJKDvg7cJTKuLgAiIgAjcEgH6qDHNoARXtetFhS4VS+66loGwbRHJBmlEjdaWvF60DC61mNGKb+dmO62L1xgrysvauNBrHdlYs+uGkK07uSJuw22K2+JwZJN47WaU9ZgI7BwB6Vt2jn2j71nCtUYfoZv0Ty/sm8DRQyJwiwQuXLhgP/3pT41Ltr1799ojjzziy1vchFYTgTcRYAToN77xDf8S9vjjj1tHR4d973vfsytXrtjw8LAxZjoWi3mc9C9/+UsbGhpyJ7b77rvPt6Xz8k1IdYcIiMAtEtD7R62QxjiDLFzWGF8wPp/3WNA3Ls/bBK5TzMZCGxuLWJyZyZmaPShsjfQm7NCuLtsL0doIRGuMJVDswC2efFpNBERABERABESgvQisRIJWlzMuUKukxyFYO7MiXoPLWn6hFgeKHzm9BUOI/IxCmIboT7ipBVLDLloL9o1ZqHfMAoleRIZCrBYIthdHHa0IbCIBfR/cRJjalAiIgAiIwC0RcEEbnNSWECXKWhwFa4sQrlGwlsbEUReuwZGNy6Xl8ho3NjqzXXVk4+RSxpTS3a3+8fHaDtTmPwR8gmkqRkc2XqJe06u7sdGhjXW+KB3ZMBHVhW/uxobrWEYghgsxql7zI67Fq9sisC0EpG/ZFsxNuRMJ15py2Gqd1gu7iQdPXW8YArlczmZmZiyfz3uf4vG49ff3uwNWw3RSHWk6ApcuXbKf//zn+KJV9ljQaDRqp0+fttdff904+3VychK22BVLpVI2Ojpq99xzj73nPe+xPXv2+LHqvGy6IVeHRaBhCLT7+weLZYwHZWzB2am0nZ3M2PmpjE0t5GsFMojW+Hi9ABbDDMyeZNR29yXsyGi3x4P2d0YhWIsYH2NxS00EREAEREAEREAEROAaAvxBEYI1F6vNXbDy9EmrLFyGWG3eqktpqxZzZuUiZxSsPtEFa6kBC9FlbeAw3NYQB5roc+c1fywUcSc2uaytItMVEbhtAu3+ffC2gekJIiACIiACm0KAYjPGgDIO9GpMKOJBSzVhGu+jU1uuUHb3tTSEbHVxW92hjcK2PIRvBcSNsnZ3o0bBGZMTam5stQmpdWc2OrKxlheHcM2jRjEhtafuxsbYUVxnHTARCfs2JF67EWXdLwJbR0D6lq1j2+xblnCtiUdQL+wmHjx1XQREoKUJLC4uuosfhWt0WItEIpbNZu3MmTP2zDPP2Pnz561YLNrg4KAL244cOeIuf3RiUxMBERABEbh9AixosQiWQ4GL0aBX5rJ2aiLtTmtX5nJeFOPvppxMSQc1zrBMxcLWi2jQXXBZ2weHtSMjXTbUHbcYZmSy4KUmAiIgAiIgAiIgAiKwhkAV0U4UoxXzVi2krZKZtvL8hVo06PQpq2anEQm6vCYSFJ+nEPcZCMcsEE1ZMNlvwe4RC/buh3DtLkSDDtciQemypiYCIiACIiACIiACItCyBDjRlOK2JYjSGBtKkdri0oorG6/DoS0DdzY6tuXhylbAxFPW+YpIVChxuXq9NmGV27pRoxiNArYkHdkgXFuNEYVwjXXAPlwYMZpAXZACtvrEVYrhJGS7EVXdLwKbR0D6ls1j2WpbknCtiUdUL+wmHjx1XQREoKUJUJRGFz9+IaPbWhDW0xSxUbxGhz/OgK0/1tPT485riUTCI0VbGowOTgREQAS2iADjP+ezBbs0k7PXr8zbxWm836YLXghjwYtFLjYWoYKIB+2Dq9rB4U7bD8Ha3oGUDXXFfCYmRWuMD1U86BYNlDYrAiIgAiIgAiLQtASqpQLc1BassnjZylNvIBIUcaCZKavm5uC+loVorbA+GjQcgWAtCYHaLgsNHobT2j4LdkGsRpe1SAqitRhmFIQ4q6BpmajjIiACIiACIiACIiACt0bAUxKgN2ONri5GKyEalKK0+n10W8sjcjQDR7YFCNkWcsu2iAuXvFD0lodrG59zs8baXxgXTlz1qFBMUOV11v0oWKN4bbQvaaOYzDqCSzdEbXycNUE1ERCBrSUgfcvW8m3mrUu41sSjpxd2Ew+eut4wBGSh3zBD0VIdoWhtbg7FewjXKEyLxTDDHMV4CtcmJiaMjmzLy8vuxNbX12d0Wksmk36bIHRettTpoIMRgW0l0E7vH3yPLWDmZXap5NGg4/M5jwV948qCTcznfXYmC2BsLDyxAJVEVABnWrIodRcc1vZBtLarJ+HuaxKrbeupqp2JgAiIgAiIgAg0OgE6WVTLLkirFjKIAZ2Dy9qkC9YoXKssXvFYUKNgjY0CNFwCoagL1gLxbgskGQ2614VrwW5Eg8Z7a4K12jP0vwiIwCYTaKfvg5uMTpsTAREQARFoAAKMGqXbWrYAF7YV4ZqL1pCuQAEbndoyqAMuFUvuxlZ3YiuuEcCVcf1Gjmz1+iCFaqwNjvbVhGsDnbUJrUmI2uJwYaNjG9flBFg1ERCBzSUgfcvm8mylrUm41sSjqRd2Ew+eut4wBC5cuGA//elPPdaRndq7d6898sgjvmyYTqojTUfg8uXL9otf/MIqlYrdd999NjIyYuFw2KNCv//979vLL79ss7Oz1t/fb+985zvt2LFjdujQIevt7fVj1XnZdEOuDotAwxBol/cPn6WJYhZd1U5PLtq5yYydh8va9ELe0piVySIX40P5eysbbf8ZB7C7P+mRoHuw7ENRipEBigatMdL/IiACIiACIiACIrCOQKVk1eISxGpTVp456ZGglfnLVmEkKIVseMwYHYoIUW9wGg8EOyyQ6rdQ/0EL9iESlC5ryUELxDrNOhIQtXXAAhcua2oiIAJbQqBdvg9uCTxtVAREQAREYMcJsI5Xxn9lOKq5KI1LTFqtC9Q4gXVp1ZENLmzZmivbWke2HOJGuX69Jrj2oKhDoxiNLmysFVKkxkmuvamI7aL7GoRso71J60dSQwL3cz01ERCBzSUgfcvm8mylrUm41sSjqRd2Ew+eut4wBF599VX71re+Za+99pr36W1ve5t96EMfsrvvvrth+qiONB+BEydO2He/+10Xrv3rf/2v7cCBA1YoFOyVV16x73znO8bH6exDpzWKJY8fP26PPvqo7du3zw9W52Xzjbl6LAKNQqDV3z8oRmPBKosi1AJmW16ey9rJ8UV3Whufy3uUAMeC8yH5PhvpqLmsUaQ20hu3fYgGPTzSbUPdcYsiHoCxAWoiIAIiIAIiIAIiIAIkQIc1CP/Ly4j+zMFNbdFjQCuLl6w8fdLK8xetmp6EaC17FZf/+heGi1ocLmudiAHtQRzoiIUGDlqodz+uj/r97sZ29Vm6JgIisEUEWv374BZh02ZFQAREQASahMDaumAtQrRg8x4jSoe2uiNbEeK2si1T8LYielsu4TZiSClooxtbXdTmH2XxXwpOa0M9cRev7YZ4bbArbj1IbEjFOlzcxkmvihJtkpNE3Wx4AtK3NPwQ7VgHJVzbMfR3vmO9sO+cobYgAi+88IL9xV/8hb344osOgwKij33sY+6SJToisFECzz33nH3lK1/BF6Cq/eEf/qGNjY25qx8LiHzvphPb/fffj5lDZXvmmWfcae2jH/2oC9i4T52XGyWv54mACLT6+wcLT3PZgl2aydmJy/N2cSZrs3BdY1TAElzWSihAsXH2ZDgUgKta1A4Od9l+CNb2DiRtoCtmnSg6RTGjMoR18E9NBERABERABERABESABOCcVqXLWm4OcaBnrTJ7DstzNbHaUhoOaxCzFRELinW88YMUP0/FuowxoEEI1Vyw1jmCSFDEhEZTFgjHkNkOlzU1ERCBbSHQ6t8HtwWidiICIiACItCwBCg4o/CsLmC71pWNAjXWDjNIY6gJ25Zd2DaXKdj04pLXDwsQsPH59caPtGE4B0fhwEaBWhxLRokOdMdsV0/CdvclMQE25kI2Ps6JsmoiIAIbJyB9y8bZtfozJVxr4hHWC7uJB09dbxgCFBg99dRTxiXbAw88YE8++aQvG6aT6kjTEWBM6Gc/+1nv92c+8xnbvXu3Pfvss3b69GmPCB0aGrJf+7Vfs5mZGfviF79ooVDIuN5DDz3kz9F52XRDrg6LwIYJLC0t2fz8vHHJxuJHEMWSWAwxll1dFo1Gb2vbrfj+QREwZ0nSZY0itStzOTs3lbHXLy/YJKJB67GgBBWCg1okHLIkZkr2JDvc3v+ukS6I1lI2jJmTtP9Xgem2TimtLAIiIAIiIAIi0NIEmMfESNA8XNYQ/5lftEp63Mqzp3E5bxW6rC0tuBPbqjUFoj4D4YgFIoj+pMta51BNtNY7hojQMbiu9SEyNIwPtopWaulTRwfXkARa8ftgQ4JWp0RABERABBqSAEVtFLPlmdTgTmyIE8WS9cQpCNfmkd6QzhUtUyhanq5sPgm26mK4tQfEGNHeVNQTG/b0J20YyQ0DXVEXtDFelI/XkhyCnMehJgIicBsEpG+5DVhttqqEa0084HphN/HgqesNQ0AFnYYZipbqyM9//vN1wrX+/n77/ve/bxMTE0bR2gFEh9Ld78KFC/Znf/ZnLqKQcK2lTgEdjAjcMoHx8XF7/vnnjUs2ClnD4bDt2rXL7r33XhscHLzlbXHFVvu7RtEaZ0HOYmbkmcm0nZ3MeCwoBWucPclZlGst/lk86oXL2p7+hB1BJCiXvSm4rMU7fNZkOKQfUG/rhNLKIiACIiACIiACLUxgJRoUkaDlxctWmTtv5ZnTVlkch4BtHpGgELIt52FrUawJ11ZIBCKIBU32W6hnj4UGD7vbWiDRX3NZiyQtEIpwNgbW1q94LXzy6NAalECrfR9sUMzqlgiIgAiIQIMSoI+a1xLLNQGbO7JhMmxhxYmNIraJ+bxdmc8hzSELF7aCZVFf5ITZtY0TYxkNWnNgC3tdkdGhdF7bDSEbndgGcT0Z7fDUB4nX1tLTdRG4OQHpW27Op50flXCtiUdfL+wmHjx1vWEIqKDTMEPRUh3hefXlL3/Z0um0/dZv/ZZFIhH7v//3//oxvvvd77a7777bRkZG7PXXX7fPf/7z7q70x3/8x3Jca6mzQAcjArdG4Pz58/aTn/zEuKQTGIVrHR0dtm/fPnvnO9/pjo23tqXaWq3yd60CsRqLSznMkJxHUenKbM5Oji+60xod1zKIBmXzn0TBLdIRtBQiQBkNOtKb8GhQOq0NdcV9BiQLTmoiIAIiIAIiIAIiIAIgwDjQ0nIt+rOACNDMlJXnIVpDNGhl5qxVszOIDMVnrcrKD3h0TgvBtRaxn4z/DCb7LNg1YsG+fYgGvcuCqWELdCSwjiJBdX6JwE4TaJXvgzvNUfsXAREQARFoLQKYF+uCNqY5MDJ0HMK1ixCuTS7Qha3gEaJ0YOMEWcaNro0SJQmK2Jji0I+6I4VrrD0y2aE3GbUE7me8KB3YuF4IdUqlPbTW+aOj2VwC0rdsLs9W2pqEa008mnphN/HgqesNQ0AFnYYZipbqyIkTJ+xv//Zv7dVXX7VyuWy5XM6jAA8dOmT/5t/8G3dbozjlhRdesK9+9avurvSpT33KHnzwQeeg87KlTgcdjAjclMDly5eNn+m4rMeEUrg2Ojpq9913nw0PD9/0+dc+2CrvH4z/XIR1/6XZrJ24NG8XpjELMr1kixCssYhUgqiNLYhiUDgUQOEoZod2ddr+oRRc1pI20Bm31IrLGtfBPzUREAEREAEREAEREAH8alct5qySnbbKwkUrT5/E8jLEarNWySMSdDln1XKh5rDGX/jYGAsaTVqwcxcc1u6C09o+CNd2IRK0F3GhKRe0GeJDFQ1aw6X/RWAnCbTK98GdZKh9i4AIiIAItCYBfrQtY2JGAe5qS8slnyzLOuMMYkTpwsYaJJdzSH3I4/H6R2HSYG0xhPpjFMI0pj0kY2GvO7IeOQoR267euMeJdsOVrR4h2poUdVQicOcEpG+5c4atugUJ15p4ZPXCbuLBU9cbhoAKOg0zFC3VEQpQnn32WXvllVfs7Nmztri46A5KdFr7nd/5HaOAbWlpyR3XGCHKWMAPfvCDdvToUeeg87KlTgcdjAjclMDFixftmWeeMS7XOq7t3r3b3vGOd7g74003cM2Dzfz+wYLQMsW+mP04l6F1f84d1l6/tOAzIZcgZivB6p+NDmqRcMgLRbTqH+1L2mE4rO0bSMKqP+6zIDW78ZqTQzdFQAREQAREQATak0C1AjFayayU9/jPChzVKotXrDxHh7VTVklPIhI0h1/ysA4bFf9wWQuEoxCmIfoz3m2B1ICFuhkNCoe17t24D6K1jnhtff0vAiLQMASa+ftgw0BUR0RABERABNqCACNFOXF2ARNnp+DCRgc2OrHx+kJ22cVrnDxbq0fi8/TKnA7CqUeJsia5i8I1uK/Rga0vFbVOJEIkECFKAVsUCRE1IZtc2NripNJB3hIB6VtuCVNbriThWhMPu17YTTx46nrDEFBBp2GGoqU6QlHa7Oysu6zNzc1ZsVi0aDRqPT09HvuXSCRseXnZ+NilS5c8GvDgwYPW29vrHHRettTpoIMRgZsSOHnypP393/+9cVkXrvH94q677rJf//Vft7GxsZs+/9oHm/X9g8WfCv6bgz3/uakMLmk7O5GxScx0dJe1Yslt+utFIs5u7IU9P93Vjo52+7LXi0PhWkEohEgrNREQAREQAREQAREQgVosKCJBK2mI1abgsDZ33ioZiNVycy5kq5aW8EGsXHNZIy+4p7lojWK1vgOIBN3vorVgcsACsU5kJcUtEIr4esIrAiLQWASa9ftgY1FUb0RABERABNqFACNBi0h1oICNUaGZpSKEbMs2tUAHtpxdmct5bTINZzbWLet1Sc7zoAsbo0FjEKjFEBXKZWeiw8VrA10xd2Ab7IobrzNmlGI3TbJtlzNLx3kzAtK33IxOez8m4VoTj79e2E08eOp6wxB48cUX7Wtf+5pxyXb8+HH76Ec/6suG6aQ60rQEKE7LZDIuUlt7EJzNUyqVXNBGUVssFrPBwUGjoI1N5+VaWrouAq1N4PTp0/aDH/zAuKwL1yKRiFHM+uijj9q+fftuC0CzvX+w6EMXtRws+DmbkTMbT4+nXbh2CTMdKVpjUYhJn+QTQUGIdvx9tOLvS9j+wRSc1rptCC5rfIxFIDUREAEREAEREAERaGsC/PBULUOwVoCTWtaq+XkI1aasMr8mGhT3VYsQrNUbf32DGC0QSSAWtBMxoD2IAx210MDBWjQoYkID0VTNja3+HC1FQAQajkCzfR9sOIDqkAiIgAiIQFsToIiNMaGziAt14RrEa+MQrzE+NIuECIrb+HgRcaNrhWyExo/TdFdjXCgjRIdRqxzqxu8+EK51JyIeMRrDRFwK3CJwYuvApFvVMdv6dGvbg5e+pW2H/i0PXMK1t0TUuCvohd24Y6OeNQ+BEydO2He/+13jko1Rjb/3e7+3GtnYPEeinjYigXw+bzMzM+68xrhQ3q5U8KUGF4rX6tf7+/vtyJEjxiWbzstGHE31SQS2hsDk5KS9/PLLxiVbMBj0+OChoSH/WzQwMHBbO262949lFHo4m/HyXNZOIBL0PNzWpmnJj9mN+ULZZz06F1R/ghCl9cNl7eBwl+0fStViQTFzsTNes9/nTEcWidREQAREQAREQAREoK0JVEoQpRWskp2yMqNAGQk6fwm3Z9xhzYqIDC0Xay5rBMUPUHRZi0Os1rfPQr1wWOsbs2BqGA5rXbW40HAMwrZwW2PVwYtAMxBotu+DzcBUfRQBERABEWgfAhSj0YWN9UoK1HIQq2UwqXYGwrXLKw5sV7CcR2IE1+G6a1s9QpSTa2tObGFLQKxGMRud1yhko6CNwrZuuLNR6CYXtrUEdb0dCEjf0g6jvLFjlHBtY9wa4ll6YTfEMKgTTU6AMY0/+9nPPK6Rh7J79257+OGHfdnkh6bu7yABRoXOz8/b9PS0jY+P28TEhE1NTRnvZwQgBWsUsVG8Rre1sbExe8973mN79uzxXuu83MHB065FYJsJ0JWR7xFcsrFYQfFaKpVyJ8ZkMnlbPWqG9w+WdDgzkQWgebisTcJ+//x0BsK1eVjw570oxMfZKFbjDERa6rPIQ5c1Oqztg9MaCz0puK+pwOOo9J8IiIAIiIAIiEDbEqDDGiZHlZYhWMtZdSntMaCVxcsuXCvPXbBqesLd12ztb2sQogXCiP2MJj0CNNA5bKF+CNYoXOvZ50K2QCAkl7W2Pa904M1IoBm+DzYjV/VZBERABESgPQlQyEYXNk6wZc2SorXLs1mbSReM8aEUtjFmtFDC5NvrCNk4yZa1TdYv+yFcY3TocE/cBjExtzcV9cm4FLhFV6JG6y5sqnW25/nWLkctfUu7jPTtH6eEa7fPrGGeoRd2wwyFOtLEBCgemp2ddRERDyMej1tfX58vm/iw1PUdJkCx2vPPP+/OaefPn7crV664cC0UCq2KIi9evOgCNroqveMd77Df+Z3fcdc1dl3n5Q4PoHYvAttIgLHBFLVyyVYvTITDYRe6cnk7rdHfP/hbKUW7LPhcmM56JOiZiTRs9/OIBYXLGiz3y4gOZWGIrW6xv7s/aUdHu2zvQMpnJXbBZY2FnTBEbWoiIAIiIAIiIAIi0NYEGAsKB7VqbtbKcFcrz52HyxrEapnJmoiNcaFwYDM4sa02/IjG6M9g1wiEanshWDvk1+m6FoghKrQDkaGIDsWH09Wn6IoIiEDjE2j074ONT1A9FAEREAEREIGrBOp1TJ+AC4FaHkI1itXqE3E5GXcCl2kI2RbgyraEdVZKmr4RfpJmrTcUClg0DIEaIkJZ6+QEXSZI9ELAVosUrQnaGCmqeudV/rrWmgSkb2nNcd2Mo5JwbTMo7tA29MLeIfDa7Y4SYNwiBT9cstGVhpeuri4bGRmxzs7OHe2fdi4CJPDGG2/Y008/bSdPnvTzk85rr776qkUiEXf0o5PSuXPn/Dzm+Xv8+HH7gz/4Azt27JgAioAItDkBOjIWi0XLZrM2NzfnS94ul1n4qPplLSL+/aNbI5eN3OpW+xSmLUK0NjGftzOTaTuHy3kI2BbgvObHh4Pg76MRFHMSKOJw9uGu3rjth8PakdFuL+aogNPII62+iYAIiIAIiIAIbD0B/ITGz4VlfH5ahsNaIQOB2oJV4KpWnmUsKIRrC5esmkfdBE5sXNcb40ApRovQZQ2iteQgRGt7PBo02HcQt/vhwBZFoQUua2oiIAIiIAIiIAIiIAIiIALrCPBjNWucWYjXpheXbGpxRbiG67MrLmxLqH1SwMZL3YWNNc+1LQwhG+ubTJcY6k7Aha0WIVp3YUvGOjxilCI3xo4yglRNBFqFgPQtrTKSm38cEq5tPtNt26Je2NuGWjtqIAKvvPKKffOb3zQu2ehEw6jFe+65xx577LFVx6oG6rK60oYE6Lb21FNPefTf+9//fisUCn7e0nHtiSeesEOHDrkghcI2RtX29/fbxz72MbvvvvvakJYOWQREYC0Bvl9QnH327FnjZ70zZ8549DBnztfFa2vXv/vuu+3xxx/3v4Nr72+067TV54zE8fmcvYZI0PNTWY8IpWCN97OQwxIORWu00WehZmyoE5eUx4IOIRa07rLGYk3dma7RjlP9EQEREAEREAEREIEtJ8BY0HIJwrQ5K1OkBoc1uqxVM1NrHNbyZnBhWxWtoVOBDgjWkn0W7NltoYG7LNi9G2K1ATisdVsggrhQitYCcLPlBzI1ERABERABERABERABERCBNxGgBq2EicfLqGUyJpQCNdY2M0tFm4Xr2iQm69KFjUs6s3ESbwl10bWNH7dZ32Q0KAVs9ajQFF3YUBMd7knYXqRPMFa0Nxm1OKJE1USgVQhI39IqI7n5xyHh2uYz3bYt6oW9bai1owYisNnCtVwu5xGOXLIlEgkbHBz0ZQMdtrrSZAR+8Ytf2Gc/+1nv9Z/8yZ/48s/+7M/cTejTn/60PfDAAy5me+655+wv//IvXYD5iU98wt7+9rf7ujovm2zA1V0R2EQCMzMzHjNMYevp06ft1KlTLl6joI0iVwq2M5mMv4dwt4wa/uQnP+lL3m609w8K1uoua5yFeH46YycuLdjl2Zxl8kUv8rDfQRRrONswEQn7bMOR3oQd2tXlTmujuE77fInVSEpNBERABERABESg/Qjg1zH8QuZxoEXULgqI/lxarDmsMRqU4rX5ixCyLcAConxVrEYRGl3WOmLusBZIQLTWtQsua/tqwrXO4ZpgjS5saiIgAi1BoNG+D7YEVB2ECIiACIiACLwFgVKl6iK2BaRMeHwoRGsUrlHIlkb9kw5tFLnVL6VyLVVjvQ+beYxozYUt7sK1kT64sWEyL8VsyRhMPJBQwdhRTvpVE4FmJSB9S7OO3Nb3W8K1rWe8ZXvQC3vL0GrDDUxgs6NCGdf4ox/9yGMbedj79++3Rx991JcNjEFda3AC174/0wqawjVGAP7RH/2RC0wYEfrss8/a5z//eRdjfOYzn7GHHnrIj0znZYMPsLonAltI4MSJE/bd737XxsfHbWxszN3XfvKTn7hg7V/9q39l3d3dHkNMgRvfW44cOWK/+7u/u+o42kjvH+zfIoozl+dydm4qY6euLNgVXF/IFS2Pgg2LNLTXZ4t0BF2cNtqXtKO7u23fQMoGOmPWnYhYDLMKOQNRTQREQAREQAREQATakgAd1ip0WJuHSO1iLQp0FmK19CRiQhdxgZCNgrZrHNYsBOF/NOliNXdYg2At2AnhGgRsjAo1OKwFguGay1pbgtVBi0DrEWik74OtR1dHJAIiIAIiIALXJ8DyZhn/leDCVo8JXVquubDRdW06vWQTELJNLdTiRTP5kpUhdqvXRetb5cTeugtbPBq2HkSJ0nVtD9zXDiCZgokUSdzfgfhQNRFoVgLX/n764IMPNuuhqN+bTEDCtU0Gup2b0wt7O2lrX41CYLOFay+//LJ94xvfMC7Z7r33Xvvwhz/sy0Y5ZvWj+QgwKvQrX/mKi0o+/vGPw0ko6M5qCwsL9p73vMfFKJFIxN2Unn76aevs7LRPfepTq45JOi+bb8zVYxHYLAIUtH7xi190V7UPfOADHg/67W9/26LRqPH9ZO/evfbGG2+44PrSpUu2a9cuj8o+fPiwd2Gn3z9YqGHRhUWaNGYZ0hr/LERr5ybTdhaXucyyP871ODeQhZaEF2KiNtQT81jQt+3usV0oysThvibB2madWdqOCIiACIiACIhAUxHAh6VqBVGfxTyEaZmaw1pm0iNBK/MXEA96waq5eRe04b/aodF5gQ5rYTisMfoz1uXRoKGePavRoHRdY2SomgiIQGsS2Onvg61JVUclAiIgAiIgArdPgBN6GSe6mF925zUK1+jGNgnx2gLEbIwXZUpFoVS2ZdRRuS7FbGsbJ/PSbY1pFAeGO20UDmz9qZh1JTpQT+2wCOqqdF/j1wA1EWgWAtK3NMtIbX8/JVzbfuabtke9sDcNpTbURAQ2Oyr0hRdesK9+9avGJdt9993nwgAu1URgowReffVV+5u/+RsXnDz22GMWj8eNjkl0UqJLEiP/KFzjl5d8Pm9Hjx61J554YlUwqfNyo+T1PBFofgL8fEcnxlKp5H+P6NT45S9/2QWwFLgeP37cRW0vvvii/e3f/q3FYjFf7/777/eD3+n3DxZYWGhhIebE5XmI1TJ2BbGgtMbPFWrRoHXRGqM/aX+/bzBlY0O8dLpgrStec1kLYZahrO+b/5zWEYiACIiACIiACNwmAYrWqmWI1RbgrnbJHdbKs+c8GpQRoRSy2XLOo0OxIja+8gNX6P+zd97vcZVn+n+mqE1Rb5Ysy70bG4xNS0gIKUtIIAkLxLQYCC3k2r2u5O/IteWHBb4Q4g1LCyG7EBLCBhIIJSSwGBewca/qfWY0feb73M9oxMgYkGXJmhnd76WjM3Pm1M8pM+c993vfbhWsecTpqxdn7WJxVreJq7JFnN46FbH5tcVAhTgQC6riNhYSIIHiJDDb94PFSZVbRQIkQAIkQAJTI5DSetJ4MmV1pebEpi5sYe2QRtE3EpGekYyQrV9fD4WiJmSzn/dji0PdKBr9onGvT6NCkU7RWu+RNk2qaK/3S62K2vA5xmMhgUIhQH1Loeypc7+eFK6de+bTtkSe2NOGkjMqIALTLVx7//33Zdu2bYI+yoYNG2Tr1q3WLyAsXNU8I3DixAl5++23Tbh2wQUXmLDk8OHDsnfvXoEbW09Pj7hcLnNag1vS6tWr5bLLLpMFCxbYlvC4zLMdytUhgXNIICtcg7D17rvvtiU/8sgjJniFwBXCalw/IFz75S9/KSUlJXLvvfeORw3P1vUjI1hTlzWNBoVI7XhfSPaeHJIT2h/UipeItiBEgRDN5XJohYtLIFBrrqmQxU2V0q7Ctfl1Po0G1UgrtBS0sfmPBEiABEiABEiABOYIATyhUoe1NBzWIEqLBiQV7NVoUI0EVXe11OBRSYcGMy5s2rDBCqwVHHBY08hPFaxlHNZqNBp0ngnXXFWtGg3aqJ9pLCjGZSEBEih6ArN1P1j0YLmBJEACJEACJDANBFDfi6SKUCQh/YGo9I4J13pVuNavcaIjml6BzyBug9AtkfzYgQ0/533lJVaXiuhQNABuqvJYo2CI2rLJFfzZPw07irOYUQLUt8wo3oKeOYVrBbz7eGIX8M7jqk+ZwHRHhbJCZ8q7ghN+BgG4qMFZDTciNTU1JjIJBoMyMDAgiPZDZGgymTQnNgjXGhoapL6+Xjwej82Vx+VnwOVHJFDkBBAVCqEayp133ilut1sef/xx6evrk40bN0p7e7tdKyCGheNadXW1/OhHP5LNmzfbNLN1/UCFCipcjvcF5aOTw3K8XwVrKmALRuISz7G6RytAr0aDNqvF/YrWKlmgLQQbqyqkWp3XPNp60K2f87Gq7Ur+IwESIAESIAESmCsEIFrTuM90dESSw3BYOy4Zh7UuSYfhsBYYc1iL6XgYd+wBllMd1ko0FlQd1ly1C9VhbYFArOaAw1qZTwVr6rCmsaGi47GQAAnMDQKzdT84N+hyK0mABEiABEjg7AngmVECiRXxlMWEQqAW1tjQgNahIsHiWG9QTmq9are+hogt+9MfS3a7nIL4UNSt+itKrE61XZMs4MCGGNEqTymjQ89+F3EOM0yA+pYZBlzAs6dwrYB3Hk/sAt55XPVpJxCLaUuEUEgikYjFq8GBBg/zEceIuDWIhNA5nU4pKyszIRFWghU6074rOEMlEI/HZXRUW8nrXQVi/HA84tjDcAjY8BniQuEqhBhRCNbQYTwUHpeGgf9IYE4SgDMjooZx/bjmmmvse+xPf/qTHD9+3K4nuKbgugEh9/79+6WlpUW2bNkia9euNV7n8vqBdUQsaEgrV9AqEJUqhzUadH/HsLYYjJgVPizxUVCx4tGKFUSD1ldWaDyoV1a2Vss8FbChtWCpCtZYSIAESIAESIAESGBOEMDTJwjV1GFNEtGMw1osZA5rqWEVrQ2qy9rAMUmPamOohI6TyjjXmmuaQ0X+6rAmcFgrqxSnp1od1prVYW2RuDQa1OlvNtEaHdbmxJHEjSSBTxA4l/eDn1g4B5AACZAACZAACUyJAIRsURWwDWj96lFtFIwEC9Sz9mkj4ZAK2sKaZJHQyFEkXqAg0cKp8aBoCAzRWlu91/qNleXiU0GbR4VtZVrXivpYFhLINwLUt+TbHsmf9aFwLX/2xRmvCU/sM0bGCYqUAB6cDw4OyqFDh6S7u1sCgYC5XK1fv15qa2tN0AahEFywIGSjs1WRHgh5tFlwVDt69KikNMIFjmoQUUKUBqEahJQQWkJkiWMVLmw4LhETWlVVZVvBisY82plcFRI4xwQQJYwYUFw/Vq5cadcHxA/jO27Pnj3S26uRUSrE9vv90traKsuXL7d4a1xrUM7V9QPfvbC2Ryzooe6ACtYCclRFa73Dem3TChVUtmAc/bNSqZUmLWpjj1aAS5orTbCGyhXY2Ls1OhQVLiwkQAIkQAIkQAIkMCcIqBAtndRY0MiwitW6JTXSoQ5rKlQL6OvwkA7PdVjTWNDsDyrnWCyoOqo51WHNVaNCtar54vTWjzmseTMOay46rM2J44gbSQKnIXCu7gdPs2gOIgESIAESIAESmCIB/NxP6r9YIimj2kB4OBTLNBIeGLV6187BURuG+lYU1KLiWROSLVC36veUSI3WszbXVMiixkppVfe1BhWxQcCG8VhIIJ8IUN+ST3sjv9aFwrX82h9ntDY8sc8IF0cuUgIQpCGSsaOjwx7q4+E+HurjYf43v/lNEwNBHARB25EjR8xtbd26ddLU1GREWKFTpAfGLG8WjsO//vWvJjy54IILpK2tzYRrLpfL1gyiE4jXMB5iATH84osvlvnz5/O4nOV9x8WTwGwTwPcaYkEhXIOYFaLX7PVi+/btFjeM9xBhw2Vt4cKF0tjYeM6ihiFWSyTT2tIvIUOhqHRoBcr+rhETraESJRhWVxAtqBOBGK2sxGXW9U3VFbKw0a+dTxY2+KXGV0br+tk+2Lh8EiABEiABEiCBGSYAZzUV8icTGWe1RCTTj6s7dzSkMaCDkoRwbbhDUoPH1WFtQNLxqDqs6fgo+EEFhzVX6ZjDml8cFVXmsOaq02jQqjZxVc4z57XMuHwolQHH/yQwdwmwnnPu7ntuOQmQAAmQQPEQQMJFUBsGIy70UPeIuq+NamPhsAwGNXkqigbDGfc1NBpGQaNg1MHWq1gN9a9t2ngYKRd1/jLxatIF4kVL1H2NDYeL5xgp5C2hvqWQ997MrjuFazPLd0bnzhN7RvFy5gVCICsQghNN9mE/4tQWLVokt99+u6xZs8aGf/jhh/KHP/zBBADXXXedrFq1yraQFToFsqMLbDV3794tTz31lLkN3XDDDSYuQVRotnWLORWpKAXjPfPMMzb8xhtvnJWovwJDy9UlgaInAGErooRxncjGDEPEBtdQuIuij/eIvYawzev1ntMI7Ew0aNwEa3tPDMnRXnVZ01jQ4VF1khyzrcdOcqldPVr9NVVVyHKNBIVgrUUrTGpVsIbWfqVudQzhs9WiP565gSRAAiRAAiQwpwkgDlRFa+lowGJA08GejMNasE/SIY0B1eHpeES7sIh26URMhW7qojD2AErgsOZS525vrThr2rVToZqK1Zy+BnGUq4gNcaHuCm0toA5r/GE1pw81bjwJZAmwnjNLgn0SIAESIAESKFwC2YbDkXhCo0ITlnjRPRSW4xojeliTL1AXm40PxVbiVgB1sahv9Za7pdqjyVNV5dJa55ElTZXSVO2xhsVl+jkLCcw2AepbZnsP5O/yKVzL333zuWvGE/tzEXGEOUAAsWnPPvusOVfBZS0YDArODThX3X///QK3KwgAMGzbtm3idrvl7rvvlo0bNxodCIeefPJJi2XDALixbdmyZVxANAcQchNngMC7774rDz74oM353nvvlQsvvPC0S/m08XhcnhYXB5JAURKAEA2RwSiIt4YoDS6hoVDIhmUFr/bmNP8gXIPjGvooM3X9iCdVPKfCtGF1WevRONAjvQGBcK1rMGwW9vgcJVtJ4qtwq0itXNrqvbJqfrXM15Z+Nd4ya+FnI/IfCZAACZAACZAACRQTATirwSktoQ0QtBN1V4MgLR1Td7UwIkEhWtNO40BNtKZuaxCtjYvUjAUc1hwqRlOHtRIVpZX5Mg5r/iZx1UK4tkDd1lpUtFalozkpVium44fbQgLTRGCm7genafU4GxIgARIgARIggTMkgMbNqJMdCCL5ImTRoUjAGNQ62sBo3Opl0dAY42X810Td15wWH9qsgrXFKlyDgK3eX54Rr6kzGwRspdrg2GVmC2e4QhydBM6SAPUtZwmwiCencK2Ady5P7ALeeVz1aSOQbUkIt7VrrrlGEomE/OpXv5KKigq57777TKAGEQAEQv/v//0/rdx1SK6QaP/+/fK73/1O0EdZtmyZXH311daftpXkjOYcARxvDzzwgG03jsNPE6698847E8bbtGmTTcPjcs4dMtzgOUzg5MmT8ve//90IbN682cTWr7zyihw+fNiGfZ5wbZE6jF555ZXmNIoJZuL6gYqPgEaAntTKETisHegcEcSCwmUtHE1KMpUWtAREqShVwZra0EOwtkKd1mBND5c1n9rSw4ENwjYWEiABEiABEiABEigqAnhIlEqqSC0oqZC6qZlITQVqwV59r/GfkRH9DDGhKmazuNCYGqupu5pOM6FYLKhbHJ6ajEhNhWquajisNY45rGlDhZIKTQ8toWhtAji+IQESyBKYifvB7LzZJwESIAESIAESmB0CqHuNJZImUgtqHW1vICIn+kPqwBaSY1pXO6iitkTy4/pZJ5IwND60vMRtDmw1WjfbXFNhyRiNmo6BSFE0MEYqBuJD4djGQgLnigD1LeeKdOEth8K1wttn42vME3scBV/MYQI4Dx566CEjACc1lOz7e+65x4RriF3LCtcQ15grXOvs7DQ3NvRR5s2bZ9Ogz0ICUyWwfft2+fnPf26Rft/97ndl/fr1UllZKaWl2nJeSywWk5GREdmxY4f85je/MaHlnXfeaQ6B+JzHJSiwkMDcIHDs2DF5/fXXbWO/+MUvmnDthRdeMAHa54nWMNGpguvpun5AhwYxWjSelJFwTHrUjv5wT1CO9ASsGwrF7HOMh8qNrBV9nYrWWmq9Gg3ql+XzqqRBbelLXBSszY2jmVtJAiRAAiRAAnOAgP1I0vhPFZ5lnNXUYQ3OaujgrBZSsZoK19LqrGYithCc1UYzzmqYNrfANQ1RoC44rJVloj/L/CZUyzisqWitar6K1qpVrKaxPnyilEuPr0mABE5DYLruB08zaw4iARIgARIgARKYZQK4nUAD4xEVr6FRMcRrqKtFjCjqbxErGlF3toQmY+TeeUCghjpbxIc2VlZIgwrX0PDYX1GqjZBdKnBTFzbt4MKWqcd18tZjlvd1MS+e+pZi3rtnt20Urp0dv1mdmif2rOLnwvOEAM6Dhx9+2Nbmhz/8of1og7MaCoRrGzZskEgkYsK1bFRornANnw0ODprACNPAqa2mpkbKy8vxloUEpkTggw8+kGeeeUbgpLRw4UITlqxcuVLq6+ttfn19fbJ3714TpsBVqaWlRW688UZZs2aNfc7jckrYOREJFCSB/v7+Ca6fcA7duXOnxYVOZoOamprkvPPOE/RRpuv6kWnJl9JY0LDs6xi2aNCO/lGzpQ9F4oJoUFSW4PkpWuahsmNxk98EawsafFYJ4q8osUoPttybzJ7kOCRAAiRAAiRAAnlPQH/8pNMajx4LSWq034RpFv1pzmrqtBZWZzWI1DQCdNxZLaHOaml1VsMPp1OLW8Vq5f6Mw5rGgTor54mrqlWc3nodXqlCtjGHNQjb8KOLhQRIgAQ+h8B03Q9+zmL4MQmQAAmQAAmQwCwRwG0FhGlhbWyMOlokYkC4hpSME/1B6RwIW3JGbnQoEjBMmKYRouUaE1quYjWkZlR6SqWussyEbA0qaKtTZ7ZqL8Rs6gKt9x+8BZmlnVzki6W+pch38FlsHoVrZwFvtifliT3be4DLzwcCEAg9/fTTEgwG5ctf/rIgMhQOVi6XS7Zs2SJLly4ViAIOHDggiGWsra2V73//+7J27dp8WH2uQ5ESyDooHTx40I5Jr1fdh1TAVl1dbVs8NDQkR48eteMWYsklS5YInJba29uLlAg3iwRI4NMI4HsL31ModXV1gnjr7u5uuz582jS5w30+n4nW0J+OkrWeRzTogNrMw3L+o5NDclxb8MF2Hq32UCBGc6vlfIW22KvWSo6WWo8sbamU9nq/zFPreUSDTsYxbjrWmfMgARIgARIgARIggRkhoCK1dCqhT4ZyXNVi6qwWGZa0RoLCWS0VVGe1oIrWQv0aB6qiNcR/nipSM2c1ffij7mriLhcHBGvoynziqFA3NV+9OP2N2jWreK0lI1pzulWspo5sLCRAAiRAAiRAAiRAAiRAAiRwGgJIy0DjYtTZHusLWj3uCa3L7RuJSFBFbWGtx0WaBup7cwvqdREn6i0fc2JTBzY4scGVDbGiaIwMFzYI3MpU6IakjRJ1Y4MAjoUEzpYA9S1nS7B4p6dwrYD3LU/sAt55XPVpIwCB0JtvvilwrUKrwo6ODtm9e7c5pl1++eXi9/vl0KFDAgcbuFqtXr1aLr30Umlra5u2deCMSOBUAhBSdnV12bG3a9cuOX78uIlQEBEKIQciQ3Fszp8/30SUixcvlubmZpku4cmp68P3JEAC+UsAcdbRaNRWsKysTJ9zpu37DN9bkylut9u+89CfjhKOJaQ/oII1baH30YnhccEaKjviidR4RQes41G50VLjkZXzqyXrslaJVnlaseHWeFAWEiABEiABEiABEihkAhYHGg1KerRPkkMnJTXSaRGg6dEhc1azeFAVtZmwDc5qELmdKloDAHepitS8KlKryQjUfBCpqcOavoezmpR6VMimgrYSdX5HHwI3vW/Uf4WMj+tOAiRAAiRAAiRAAiRAAiQwgwQgR0NdckzrbEejCYsLhYgNMaKHuwPSMaANprWeF5/lFrvT0PsNlzZKRh0v3NggUENsKBopV3lKpF7FbOjgxFYLJzZtuAwhGxsq55Lk66kQoL5lKtTmxjQUrhXwfuaJXcA7j6s+bQQQ8wlhGhzV9u3bJ0eOHLF4RjzAh9saBEJwrqmqqpKLLrrIohgXLvzY+SoUCklvb6+gjwJnrIaGButP20pyRnOOAByTIDqBkHLHjh12fHZ2dkogELAf9hCtQUiJYxQRf/PmzRMcs05nRujB43LOHTLc4DlMANcFxAqjP5VSWVlp1xNcV1Cmcv3A89WYCuhCEYjWInJyICRHeoKyXyNCe4Yj1nIvNdYyD4I0j1ZSVKlArbGqQto1FhTCtXkqYPNoxUYJBWtT2Y2chgRIgARIgARIYLYJ6A+ijLuaxnwi6jOuzmrRgMZ/DmWc1YazwrUedVxTMZuJ1DQ2NLdAbObUhzmI9jRXNRWilaizWimc1So1ArRO3dUgWtPOB+Gauq2VVOg009MAIXdV+JoESGBuEpjK/eDcJMWtJgESIAESIIHiI2ARotoouVcd1w73BDQ6dNRiREdCMYkkkhJT97WIdhgPLmyntrmBCxsSNpCkAfe1BhOvwYmtXGq1LtinTmwQucGNzaJHVfSGumI6sRXfsTSTW0R9y0zSLex5U7hWwPuPJ3YB7zyu+rQRgIMVKmUQswaR0IkTJ0y8Fg6HTXyGB/kQrTU1NQkEa1lRWkmJtmDWAqHbn//8Z3Nsw/tFixbJFVdcYePiPQsJTIUAWrmgw3E4PDxsbmt4nXVQwvFXXl5uDmuID8VrtFTJtlbhcTkV6pyGBAqTwN69e+W5556Tjz76aEobsHLlSrn22mtlxYoVNv2ZXj9QQQFb+cFQ1FrioVLjiHY9QxEJqMsa7OQz17TM6lVqBUVLncYfq2BtybxKE6yhxR1a46GSAlbzLCRAAiRAAiRAAiRQUATs/k1/86hQLRXQ+M9Ap6SGO+x1enTQhguEbNqZu1oy66w2MXJHXBoHWqLuaZ4qFaY1igOuaug8KlhTZzVHqbquqaBN1FnNokIhcHO4xtzVCooYV5YESCBPCZzp/WCebgZXiwRIgARIgARIYAoEUIcLQRrqc0PqsjY8GtcY0Yi5rvWomK13JCy92kh5ZDRm4ySSE+9nUK2LZ1RurePNCtPQryh1W4NlNGTOuLDBiU3FbOrEVllRquM6x59tTWG1OckcI0B9yxzb4WewuRSunQGsfBuVJ3a+7RGuz2wQgLNVPK4P1jVmDfGMAwMDFtE4NDRkoiE4rtXV1ZlwrbW11URscLXKCoQQK/rkk08K4hxR1q1bJ1u2bLH4xtnYHi6TBECAxyWPAxKYOwT27Nkjv/71rwX97HfTmWz9qlWr5LrrrhP0USZ7/chWZIRjSRnSyooOdVnb3zkiR1W0Bhv5QDhu80OFBcRoqKTwq2itqbpCFjb6tfOpeM0vNVpBgc8xHgsJkAAJkAAJkAAJFASBdCrjmJaMZZzVYqOSRqcitVSgyyJBTbgW6lN3NXXFRRxobsEPHxWcOVSoZtGeWTEaIj/L/SpUq1XR2lgcqDqrOTwaCVqiojVEgLKQAAmQwAwSmOz94AyuAmdNAiRAAiRAAiSQJwQQIRqKxmVIHdfgwtY7rMI17aMBcyickFF1Z4PILRpPmRtbXJ3Y0MBZ/yYUNFYuUXc1OLFlI0QbVbhmTmzqzIaGzkjiKFeBW9mYH2Mk3gAAQABJREFUC9uEGfANCeQQoL4lBwZfTiBA4doEHIX1hid2Ye0vru3MEIBgDfFqcLKCSA0FLmxwuerq6pKsgA2ua3ioD+c1jOdyaatmLYhxfOyxx6yP9+vXr5dbb73V+njPQgKzQYDH5WxQ5zJJYHYIwDEUUdfoT6VAnL18+XITaWP6yV4/YAkPa/jOwVHZc2LIXNa6h8JWkQExGz5HyVZMNGks6PLWahOstWgsKFrUoUKi1K0PbSlaM1b8RwIkQAIkQAIkUBgE0hCsxUKSDvVLckQjQIc7JT3SpcK1AXVX0+FxFbHBYS0RE0mqmF+FbhOKRns6EAEKFzWL/YRIrTkTBVpeJY4yjQZ1j8WEoq/Oag6NENV/E2bDNyRAAiQw3QQmez843cvl/EiABEiABEiABPKPAERocFWDIC0jUMtEhYY0ZWNYGzIPBKNjgraI9KmgLRCGE1smRjR3a1D3i4bLiAUtVWEaGjij85W7pVpd2Bq13rit3ivN1R4Ttnm1zngqDbRzl8nXxUuA+pbi3bdnu2UUrp0twVmcnif2LMLnovOGQF9fn8WrwTlm6dKlUlNTY5FmEK2hsubkyZMSiUQsknHBggXS1tZmXWVlpW3D+++/L9u2bRP0UTZs2CBbt261vg3gPxKYBQI8LmcBOhdJArNEIBt5jf5UCsTYXq93XLz9edePrF38iFZEoELiSE9QhWuDclJd1oLqsoaWeCgQrEGU5qtwq0it3CofVs2vlvkaE1rjLdMWdBkB+FTWmdOQAAmQAAmQAAmQwDkjAMeAlEZ7JiIqRIuIRX5Gg5IKD0kq2KuiNRWujUC41m3uajbu6YRqbm0opyI0R0mFCtPUPa3Mb05qThWuIRLUZc5q6rQG0ZpFgFLZf872MRdEAiQwTuDz7gfHR+QLEiABEiABEiCBOUkAz1JR/xtU8Rqc13o0OhR1xIgRHQrGLGIUjZqzQjeMiwbOp3Nig4jNq+K1en+5zFfhGho7N6l4DWI2NHhGxGi5CtwgeGPD5zl5uJ12o6lvOS0WDlQCFK4V8GHAE7uAdx5XfdoIIFrt2WefNbHad77zHVmyZImEQiGLSnvhhReko6NDmpubpaKiwlzZFi1aJF//+tdtPKwEK3SmbVdwRtNIgMflNMLkrEggzwkg8hquoehPpSD+2u12C/oon3f9GI0mrDLiWF9Q9qrT2vH+kAxq6zoMRws8VEKgoGKhRq3e0VpupTqttalgDS5rsISHNTyEbSwkQAIkQAIkQAIkkNcEIFpDLGg0oCK1HkkjBhRCtYC+RixoZCQjZIuroA3CtqQK3Oy3UE42jj5hcSAC1FunrmpN4qxq/dhdrUwd10rgrKaCtqyzGuJD6ayW14cFV44EipnA590PFvO2c9tIgARIgARIgAQmRyCVUic2rYuGKA0CNaRyRFWsFowkLI1jIBiRHhWzQdCGDiK3uI6LBtG5JePCpo2fVZzm0UbOqDeu8pRKQ1VGyDYPQrYqj/g1ShTjUryWS2/uvqa+Ze7u+8/bcgrXPo9QHn/OEzuPdw5X7ZwRePfdd+XBBx+05d19990WlwaXNbitvfLKKxIMBmXNmjVmS/vhhx9KS0uL3HbbbeNRoKzQOWe7igs6AwI8Ls8AFkclgSIjkExqRcFYDDbiQyHGjsfjguFoEYcuWyBWq66uFjiKIhIb5XTXjx/8YKusXrvOWsyhsuG4itYO9wRkf8eIVT6g0gGCNUjRIErzaiVDnYrWWlSstqjRL8vmVanle7mUaOs4CtYMM/+RAAmQAAmQAAnkIwE4paX0NxOiQBH1GdPIT3RhFakFus1ZLaXRoOlgnw4bUQe26MStwJMUh8agu0r0R5E6q6Er1a6iSpy+BnFUzhNnZYu+VgGbp8Y+59OXiQj5jgRIYHYJnO5+kMkSs7tPuHQSIAESIAESKAQCqHNGTOgIIkTVia1X65DRoS55OBSzRs/hWGLMiS0jeIP4LaeqWp3VHOawVqv1ykjtaKnV+FAVr6ExNOJDMy5sWQc2FbIVAhiu47QToL5l2pEWzQwpXCvgXckTu4B3Hld92ghAuPbQQw/Z/O655x5pbW21h/aHDh0SPPDHg/yNGzfK0NCQObOVl5fLXXfdJRdccIFNwwqdadsVnNE0EuBxOY0wOSsSKDACo6Oj0tPTI/v27ZO//e1vcvDgQRkeHpZwOGyubHBmQ0WCQx+swmkNEdc333yzrFu3zrb01OvH+vUb5LYf/EAWLF0lh7pHTLB2VONBe4bCEtDWcjGtkMiK4TDPal+pidUWNvmt31RVYa3iyrTlHFvGFdjBxNUlARIgARIggblGIBlXwdqopEYHJDV0QpIWAaoxoKEBFbCFMiI2FbSJCtbSOq5miE4k5HSrGK1MhWrV6qymAjWI1NCp25qjXKNB1XnNBG2IDEUcqJPR6RMB8h0JkMBsEzj1fhD3ixSuzfZe4fJJgARIgARIoDAIoHEzYkEnOLGpG1swHFcxW0z6AypmGw5nRG0aMQonttwIUbQDQqPnUrdL0zxc1ji6Ut3W6ivLpdWEbB6BCxtc2TAe6ppZ5h4B6lvm3j6f7BZTuDZZUnk4Hk/sPNwpXKVzTgDnAYRrcKPBg3s4z7zxxhsyODho7mpLly6VtWvXyvHjx8ed2e6991658MILbV1ZoXPOd9mcWaC1UBlzTYpEIhKLxcYdk06FgCjb+vp68Xj0QYgWHpenEuJ7Epg7BLq7u801dO/evQIR9oEDB6yDC1tTU5OUlJRIIBCwawquM5s3b5b777/f+qCUe/1Ai7cVq9fKNf+4Rerblsm+zmGBaK1zcNQqHDB+tkKhXKNBqzwlWnnglWUtlbKwwSet2ioOVu4QtLGQAAmQAAmQAAmQQN4RSCXMNS2tMZ8Ch7VoUJ3UhjUWtFeSwyfMYS090iVpjQTNxICeKlRTdzV3mYh2GXc1b0ag5q3PCNdMvKYua+XVmfEoVMu7Q4ArRAIkMJFA7v0gPqFwbSIfviMBEiABEiABEjgzAqh/jmiM6BCc2AJwYgtLj4rWurVR9KA6s4U0XnRUndgi2sUTmbSQbF4IxGlI96j2lmk9s8cc2NBH0gdiRT3lbhW4uS3lgw2mz2y/FPLY1LcU8t6b2XWncG1m+c7o3HlizyhezrxACOA8ePjhh81R7corrzT3mddff936X/3qVy0SFPGgEAA88MADtlX33XefbNq0yV6zQqdAdnSBrSZ+zCPWr7e3V/bv3y8dHR12jMJJCcPhmJRbEPN32WWXWdwfhvO4zKXD1yQwtwgg1vrZZ5+Vvr4+c1FD5PX//u//2vfa1VdfbSJXuLB1dXWZgG3x4sXy3e9+V1auXGmgsteP7dvftxZvTe3LZcOXvi3+5sXSrS3ihrR1HCob0HoOBRbucFNrrqmQVfNrZGGjT5qrPVahgJZxiAdlIQESIAESIAESIIG8I6D3XHBRS4X6NAa0S1LDJy0ONBMDOpyJCo2roE1FbRl3NTw+yT5C0ZcqzDexmq9OnH6N/qxszfS9Ggmq0aD4TBAT6tYO0aEO/U1EMX/eHQZcIRIggYkEsveD6KNQuDaRD9+RAAmQAAmQAAmcOQE4scUTcGJLSkQd2MJatwwXtj51YDsxEJIO7ToHRjVmNK51zmmrk8ZScPsEQRrEaxCoISrUp2K1On+5itg8GRc2dWCrUWEbxoHQjaX4CVDfUvz7eKpbSOHaVMnlwXQ8sfNgJ3AVZp0ABGn//d//bcKgtrY2c1776KOP7MH+NddcI2vWrBG4We3Zs0cef/xxcTqd8gONTFu/fr2t++7du+Xpp58W9FHgznbjjTda3wbwHwlMgQCEJp2dnXLixAk5cuSIHDt2TE6ePClwTPL5fOZeFAqFTMQG96RVq1bJt7/9bVmxYoUtjcflFKBzEhIoEgLZ33e4XmzZssViPPH9VVZWJnfffbdAqAbhGqJE8R1YW1tr14/ly5cbgZ27dsvjTzwp772/wwRq3sZ2WbDhCqmoX6At4DQaVCsZUMy2XQVrcFSrryyTdnVYW91WM+6yVqaW7iwkQAIkQAIkQAIkkBcEYCOrsZ4QoKUTGvUZU3c1OKyFh0yslgp0qsPaSUkHeiQ9OqifqWAtt+CJiUPd1SBAK9GYTxWlWacCNadPhWqVzeqwpsI1X6M4PRoLCtEaRWq5BPmaBEigQAiwPqlAdhRXkwRIgARIgAQKmEBWyAYXtpNjwrUOFa71jyA+NCGhaELFbXBgS02IEoWIDXXSlUj9gHBN0z7gwIYoUX9FqUaLZhzYSsdEbIwSLeCD5DNWPfv8A6PgecfGjRs/Y2x+NJcIULhWwHubJ3YB7zyu+rQRgCMNRGmHDx82oRAcrUpLS6W9vV0uvvhiaW5ulnA4bJ+/+eab9tk3vvENQYQoCh7+v/TSSxbDhvcYjs+XLFmCtywkMCUCOB7//Oc/y9GjR8Xlckl/f79AUOl2u+W8886z4xARgDg2q6qqzFXpm9/8pixbtsyWx+NyStg5EQkUBYHs7zs4M95+++0mXHvkkUdMeI2oa1xDIHzdsWOHObPhOy9XkL3no/3y38+/IP+3c4+1enP5mqR5xYXiqZ03ocVbhbZwgy17W71XVrZWa98ntb4yqyCAyxorBoricOJGkAAJkAAJkEBxEEglVbQWM6FacqRD3dUyXVrd1iwGNBoyIdu4u5qOP6E43SpG0zjQimp1VtPoT3QQqkGkVu4XR5lXBW1wV1NRm6tUbQEo4J/Aj29IgAQKhgDrkwpmV3FFSYAESIAESKBgCaBdUUr/xTXRAwK1URWqITK0Xx3YTqqADQ5s6A8Fo9aIGkI3FPipOVS8hgQQOLBVlLnEq3XUqJOGkG2eCtla1IEN7+HOxiQQw1Z0/7LPP7BhFK4V3e49qw2icO2s8M3uxDyxZ5c/l54fBCKRiEUwws0KwiAIgRobGwXxoBCvlZeX2+c9PT3mygb3tXXr1tk42ILu7m57+I/INRQI3eDG1tTUZO/5jwSmQmDXrl3yxBNPmJgSbmo4Lt944w1zTLrqqqukrq5OIFzDcYnPIJS89tprx6P+eFxOhTqnIYHiIPDee+9ZBDYih3/4wx/azfyjjz4q+L773ve+J6tXrzZB7AcffGDXGTix3XOPCto2nC9BrSTYd+iY/OmNv8uHB45qZUFUUqV+qZ63RMr9NVY5ANt1b3mJidZa67yyqMkvy+dVSUNVuVUGULBWHMcRt4IESIAESIAECpoAhGqpuMZ8RjPOahoJmo4EMrGgucI1dVxLx6P61CQxcXNVeGYCNLeK1SBIK1PXawjUvPUqWINwrSXTqZDNoeNQqDYRH9+RAAkULgHWJxXuvuOakwAJkAAJkEChEkA9NsRpwxoV2jk0JlzrD0nvcEQCGikKBzaI2xA1ivEgfEOByTXqon0VbmmqVuGaitYQIYrG1v7yUhW3uaRUE0PKtD67VNNBUK9tDa7VtY2hohmGhfif+pZC3GvnZp0pXDs3nGdkKTyxZwQrZ1pgBJLJpMWDQvwTCAQsehEP8eFAgwjGeDwuw8PDkkgkbJjX6zWHK4yDAiEAPkcfBUI3OGChz0ICUyUA4QmEJjgur7vuOjv+IGSD+9ptt91m0aAjIyMW8/fyyy9bfOitt946HmHL43Kq5DkdCRQ+ge3bt9v1Azf8cFLD99kzzzwjEFhD5Apxtsfjsfjhv/zlL1Lf0CB3q3Bt8cp1cqh7RD463icfHDgpnf0jEovrQ19niRqIeNXxsdREcDW+UlmoYrVFjZmusbpCKjUutEwrAdDijTf9hX8McQtIgARIgARIoKAJ6G+gNARrkWEVqvVIauikpCBWQwwohGqxUe00LhRRoRodqv+0G3vygQ3XHzMmVvOoaN/fJK5KdVZDFKjGgMJxzWJALSp0zF3N4cw8MSloaFx5EiABEsgQYH0SjwQSIAESIAESIIHZIIC67HgybQ5scGGDA9uAOq51DaqQTbsTKmQbUEe2cCxpqSDZdYR4za3pH+VaN12uQjU4scFtzaexoVWeUqlVEVudr9z61d4yHcZ67Cy7Qu1T31Koe27m15vCtZlnPGNL4Ik9Y2g54wIiEAwG7WE+fhThYT6EaSiDg4Ny5MgRQZQoKm3gtAY3tQZ9wF9bW2vvC2gzuaoFRgDX54ceesjW+p577rGoP7zPRv9dcMEFJhDJClScTqc6Jt3DLPcC289cXRKYCQL79u2T3/72t3a9QIQwhNaIukYEMcTYuF5gWFi/2zo7u6ShuVW+8g/fkqqmdtnXMSxHe4PSqZUBQW3NhoKbf5e2QivXm37c2LfUeGVZS5W0N/qkVVux+VW0BsEaCwmQAAmQAAmQAAnMCgEI1cxdLaLuadpBmBYZkdRov4rVujUW9IQK17okHdRYUHVeM5HauFANKjUV3rtKNOpThWhZQVpFlTh8DeL0q2ANkaAqYHN66sVR6qFIbVZ2MhdKAiRAAiRAAiRAAiRAAiQwVwjgdg1RooFIXHqGwlZXfaI/aA5sQ6MxrbdOmMAtqo2uEyp2w7i5BUI2uK2h3hrua7X+chWvlUk1OhWzIU2krETryNWFrdTc2DKObC6NIGXD7FyS+fma+pb83C/5sFYUruXDXpjiOvDEniI4TlZUBA4cOCB/+MMfzGntyiuvlEWLFtnD/r1798pzzz0n+/fvV5cZt9TU1Mj8+fMtinHTpk3S2tpaVBy4MflFANfnhx9+2Fbqrrvush/LuQ5siKuFmHLnzp3yyCOP2DH64x//WDZv3pxfG8K1IQESOOcEBgYGBN9tELouXLjQHNcQK3z06FGLxO7t7bXPyj1eaWhqlvLqZkl6GiWQKtOKAI3P1pv/iLVcS9m6u/WGHW5qzTUVsmp+jTmtNanLGlqooQIA9uosJEACJEACJEACJDArBPQBRTqdknRUhWqBroyzGhzWguquNqruahoPmlZnNUmooE1d2EQjRCe6qzlVtObWGNBKcVRqBGhVi7ggVFPRmqNcxWsaEarWsxoHqqI2dZ8Vp3tWNpMLJQESIAESIAESIAESIAESIIG5RABatITWb0dUnBYZiwodDMWkZzhsDmzH+0LSNxJRZ7a4Rohm6rGzfCA+Q0PsEq3XRkRoqYrU0M+6skHQVqsitowbm/b1dY12nrISdW9zWPxodl7s5x8B6lvyb5/kyxpRuJYve2IK68ETewrQOEnREcg6VuEB/y233CIrVqwQRDDu2LFD/ud//kdOnDhhTmuIVUNc6PLly+Xaa681ARtghEIh6e7uFji3ofh8Pmlqahp3brOB/EcCZ0hg9+7d8tRTT5nT2g033GDCNAgpIThZunSpuQMijrajo0PeeOMNqaurk61bt8qGDRtsSTwuzxA4RyeBIiKA2OvOzk4Tp+H7CN9f+I7Dd9WHH34oJzs6ZTQc0YevZeKrqZd4SaV0RcpkIOIwC/ZR/V4LBwclGYvYTXpNtUaCLmiV5W2NsrqtWlprvdZaDTf7LCRAAiRAAiRAAiRwbgno0wuI1RDxiahPuKtFgxl3NcSBDqtoDV2oX4eru1oiNnH1EOsJoZr+DjJ3NXVQc5T6xOGtM+GaS4VrzmoVrnlqM5GgGpnOQgIkQAJziQDrk+bS3ua2kgAJkAAJkEDhEEBq1qgK2Po0LrRzMKzRoUHp1kbYgxonGtDkkEg8IdF4ykRsSa0Lh/Dt1OJUQRuEaYgShWgtK16zvsaJQtCGuFEI3EzwZm5saLidEcIxdeRUorPznvqW2eFeCEulcK0Q9tKnrCNP7E8Bw8FzigDOAzhb4UfPD3/4Q1mwYIEgZg1Oa3CsQZzaxo0bZXR0VF566SUTpt1+++3jAqFDhw7JH//4R0EfZfHixfK1r33N+nMKJDd2WgnAGem1114zJ8CLL75YIFLbs2ePiU7QzzomIdoWEbZwYMs6BmJFeFxO6+7gzEigoAhAoLZr1y77XsO1ATHY+I5D7DWE2cOBkN7QR+TwyR55/8MD0hNMiLtmgUhZpVmrD/edlM69/yfhwU4p0Zvz1SuXybXfuko2rF0pteqy5i136w2+ky3PCuqo4MqSAAmQAAmQQJEQgLuauqalI8MZgdrQCUkOHpV0oNdc1yBWg8NaOqmCtWRCRW4TW96LuqY5yv3iVKGas2q+OCtVqFbZLI6KGhWwebVTdzVzWFN3NYeK9CF0YyEBEiCBOUSA9UlzaGdzU0mABEiABEigwAgkkhlhWjiWMBHbiCaH9AaiFifaMTiqUaJhGVJXNgjcEB96qnjNodtrbmzmxJZxYUNUKNJG0EeEaLWvVGq0DhxiNsSM1qmgrdKjgjYdB3XiLLNPgPqW2d8H+boGFK7l656ZxHrxxJ4EJI5S9ATeffddefDBB82NBpGMeMD/1ltvmZNVaWmpCdkuuugic6954IEHjMd9990niAtFQVTjY489Zn28P++88+TWW2+1Pt6zkMBUCPT395t4MplMSnt7uwkoBwcHTVT5+uuvy5EjR8wBEMfr+eefL2vXrjW3QDivofC4nAp1TkMCxUEADxpeeeUV2xgIWiGoRkmm0trqLCmDoaicUCv17bv3yh9ffllbpoWladkF4q2dpzfuIkMdh+To/70swZ7DdkO++cLz5Yd3bJULLzifVulGkv9IgARIgARIgATOHYGPHdbS8VGRmArTNP4zFeqTpIrWUkPHJTV4TGNBBzMubIgCzRb8sNFoT7irSYlGfUKQpqI1h6dGnP4mFa6ps5pf40H1taNMh0OkhmlYSIAESGAOE2B90hze+dx0EiABEiABEiggAtZQW+u6IVTr1cjQjsGQCtcyDmxBc2BLjjmwJc2FDXGiEL6dTtCGzYagDW5rEKmZcG3MkQ3itWqPJpdoY+5KT6lUq6gN4/HOcfYOFupbZo99vi+ZwrV830OfsX48sT8DDj+aMwTeeecdgSANMaA/+MEPzFHtxRdfFEStQYS2atUqi2Y8ePCgjQcwucI1RIr+53/+p7z//vvGDFGNmM/69evnDENu6PQTiMVidgzixzdc1ZxOp2SHQdSG6AZE/8GJrbq6WqqqqsTv9wvElig8Lqd/n3COJFAoBPCg4fHHH7fVvfnmm8eF1Ghp1q9W6kd6ArL72KC8r99f7732e4loC7VFG78mNa2L7QY90HVITm5/WUZ7M8K1TRsvkDtu36oi2Q32OW/KC+VI4HqSAAmQAAmQQBEQMIe1hKTDQx8L1SBWC/SYgC0dC6qYTeNCER0Kd7Vsk3oI0LRzlGkMqK/RXNXMYc2vrz0aC1pemRGyqaBN3CpqU4EbxmchARIggblOgPVJc/0I4PaTAAmQAAmQQOEQQEPtuArSoomkhGNJq+eOqJgtGIlbhChiRPu1G9BuUJ3ZMBxxopjudMXldFgCCVJIslGhZfoa0aL+ilJZ2OCTDYvrZV6NNorC/ebpZsJhM06A+pYZR1ywC6BwrWB3nQhP7ALeeVz1aSOAOLUnnnhC4Ga1efNmmy/EbBAEIfJz9erVJgxCPOO2bdtMQARntgsuuMDGhWANw3OFa1u3bh2PEp22FeWMSOAMCPC4PANYHJUECpwARK0Qs2Y7nP/PPPOMbdX1118vq/R7LKU34wFtadatdulHVbi25/iAHDywX47telPcZR5Zcem3pHXJKm0xViqh7sPy0V9/L4MdB6XM7ZKN6rTG77UCP0i4+iRAAiRAAiRQMATGHNYSMY38zHFYC/aqcO1YxmFNndbSo0OqU1OxmjbmsWJCNaeme5aou5onE/mJ6M9xdzV1VkM0qLchI1qDCxsLCZAACZDAJwiwPukTSDiABEiABEiABEigQAjACAKOaqMqYhvS1BEI1yBaG1DRGvqIFg1FIXCDC1vWiS1p4rdEMjPt6TYVDmtV6ra2cn61XLF2nixshGM3hWunY3UuhlHfci4oF+YyKFwrzP1ma80Tu4B3Hld92ggcP37cokEhTOvq6rIH/3C3Wr58uVx11VUWsQZRwAcffCDPP/+8OVrlOtiwQmfadgVnNI0EeFxOI0zOigTynACE14cPHxZEhKKP77Pt27fbzTNcQBsamywiNICWZnqTPhiMyHAoIsHAsIwO90tV43xZdenVsnrtOlmzoMaEa3/+3a/lyP494tQbcDitUbiW5wcBV48ESIAESIAEioUAHNbUPS09OqBCNXVWs04jQYN96rA2ImmNCpV4WMeJZdzVsg5rTo1qUdGaCdWqVaCGGFB03vqM6xpEbBoVqor9jLgNsaAsJEACJEACnyDA+qRPIOEAEiABEiABEiCBAiIA8Roc1WIaCwo3NgjU4LKGPhJJRka1jlzjRSFkQzoJ+sP6PqR154gTPV2pKHNJra/MhGtfWj1P2iFcO92IHHZOCFDfck4wF+RC8l64hgtUMBiUjo4OE6S4XC6LU2tqapKKigqLB0QkYG9vr32eTCbNUamsrMzGq6+vt5g2KGdRMD84WvT19VmMWzQatbg2zBdxbg0NDTad2+22+WCaSEQfEA4P2/hYFkQwmB+WX1tbK5WVlfYa06AgsjAcDsvIyIgMDAzYaywXEXCIgkOHaDis49kUnthnQ4/TFguBoaEhOXLkiHz00UcWr4jrRWNjo6xYsUIuueQSe43zFmKAd9991867K664QhYuXGgIWKFTLEdCcW0Hj8vi2p/cGhL4LAKID96/f791+/bts+8zfKcl9OZ80ZJlUuGvtpvvkTBuwBMSU7v0tD4UdsD6XH9bzluwSNZvvlzOW71Czmuvlf4TB+TZpx+XD3fvssVC/Ebh2mftAX5GAiRAAiRAAiQwZQJa14WITwjR0oj81OjPdCSgQrUeSQ0eHROudWhU6LCOlrBxbVlap6Y/ZsQB5zQVpFkkqMZ/OhEFWt2mXau4KlvFUVFNodqUdw4nJAESmIsEWJ80F/c6t5kESIAESIAEip8AdBYQpgW1fnxYndf6zYVNhWvahzvbiKaVQNhmTmwmdMuI3eJax46o0OYajwnXLl7WKPPrvMUPLI+3kPqWPN45s7xqeS1cw0UIHR7i/fa3vzXhicejcUgqSLnyyitl/vz5JibDw77XXntNDh48KBCiQSBWV1cnK1eulC9+8YsmUIEDEwqEbRC5vPHGG7J3717Bw0II0SAiW7JkiXzpS18ypyafz2fzwTTd3d2COEI4YGBZEKNBuIblI5pw1apV0traaoI0jA+RzMmTJ238v/3tb/Ya2wGR27Jlyyy6cO3atQLx3dkUnthnQ4/TFguBeDxuYlScdxCxQTiKmFAIRHEdwLmNYRCs4tyFSBUCVQhVUVihUyxHQnFtB4/L4tqf3BoS+CwC+H7Cb010cA7F78233npLbc8TsmzN+VLqr5eTA6N2Qw4xW1rbgznUlaRcG1D4q6plSXuLXLxumaxob5Kmao8c+ugD+a/Hfik7d+ywxVK49ln0+RkJkAAJkAAJkMBZEUipoD6hDULVYQ3uahmXNY0CDanDWlRFbNGsw5rGgmq9mP7LLA4Oa3BP89aJswZCtTZxWRQoHNb0Xr1U40IhaHOVqsANDVEzjVHPal05MQmQAAnMAQKsT5oDO5mbSAIkQAIkQAJzlEBKndgS2sGJLZoTFYro0FA0bvXnudGiiBodUjc2rwrXls6rkhWtVbKmrVYaq8rnKMH82GzqW/JjP+TjWuS1cC3rdIa4pGeffdYEbHA5O//88+Wmm24y4RhclHbv3m1OSp2dnZLrlLZ48WITuEFYVlVVZfwhbMEDwT/96U8WyYSBqVTKhC3z5s2TTZs2yZo1a2TRokXmpAZRzIEDB2x8uF/AzSnr0oZ5tre3mxANAjaI11AgWvv73/9u0YRHjx415zUI5yCmgSAOwruvfOUrJpQrKSkxIY1NeIb/eGKfITCOXpQEcP5CkIoH/xCi4hzFtQNiNRRcE7JCNohHIViDeC0rZmWFTlEeFgW/UTwuC34XcgNIYNIE0IAC32EQYOM7bP+BQ/KXt/4mvSMRqV+wXNJlVdI1GNbWZPrAVwu+w/D7sabKL/PnNcrytnpZv6he5td7paLELbt37ZRt27aZMBvjU7gGCiwkQAIkQAIkQALTQgDiszTEauqwFg9lxGnhEXVY65bk4DEVr2ks6PBJiwUVFbVlxGq6ZIjPLA5UxWoQpZX51E2tShz+JnHVLMi4rFW2iENd1xyIATWx2rSsMWdCAiRAAnOKAOuT5tTu5saSAAmQAAmQAAkoAYjZoppSEoxohKg5sWmMqIrWTLim/bISl7Q3+GVBg0/a1G2t0qMNpFhmjQD1LbOGPu8XnNfCtZ6eHhN/QZgGxzM4UUCkArcyCNcgQHn55Zfl+PHjAic2xIJCSDY6Oio46PEgcPny5SYUg/saCkRrEKDBOQ3ObBs3brRpITBDfCgiPtva2kzw1tLSYg5OO3fulOeff94Ea3Bkg0AN42EaRA/C1Qnrc95559kyMP4TTzxh87vwwgttnbCuELS9+uqr5gB1zTXX2PiIDIWoZiqFJ/ZUqHGaYiOQdVyDiBUOh3BoxLUDIgAUnHtwN8S14KKLLpKFCxfaMDz0R2GFjmHgvzwjwOMyz3YIV4cEZpBAtgEFBNfxeEJO9AzIe3uPyaGeERmKuiUQc0hEb7zhtoZS6naJr6JE2hoq5fwlTbJkXrU0aCsxX7k2htD40B3qtEbh2gzuMM6aBEiABEiABOYyAY37TMcjklJHtdTQMXVYGxOqhfozIjbEhcbDGneQdVgbg+Vyq4NauTqs1Y8L1VxVKlTz1GVEbKXqsobPnXqfTtHaXD7CuO0kQAJnSYD1SWcJkJOTAAmQAAmQAAkUHAG0r0rqP9SfW1SoOrIhVhRiNrixaZW5VKjrmq+sxOrVS92ZlL6C29AiWWHqW4pkR87AZuSlcC3roAQhCiJADx06ZO5JcKGAoxIiPSEUw3iPPfaYDA4Oyhe+8AVZv369OaUNDw+bQAzCMkR6LlShCgRnKJgfokIxLYZ/+ctfNjc2LAsP+t58802pqamRW265xQRnx44ds+GYrrKyUm6++WaLBs2K4375y1+ac9Mdd9xhTnBYBhziHn30UVvGrbfeKhCvQViHaNLHH39csH5YH6wvhHZZNzhMeyaFJ/aZ0OK4xUoA5z+uERCkQuQKgSjOTwjaUCBQg9MhBKdwU4SADW6MOM9RPvjgA3n66aetj/cY58Ybb7Q+3rOQwFQJICIaDp1wUcIxeTonQHw3INYWkbb4vsoWHpdZEuyTQPETwO9C/GZFP6XXDbQEO9QdkKO9QenQiNBAOPN9liWBG2tfuVtatXXY2gW1smrhPFm6ZJHU1lTbKLx+ZEmxTwIkQAIkQAIkcFYEUPuPKNBk1MRqkghb9Gc6Aoe1HhWtwWHtpKRGOtVhLaDuaiqyxzQocE3LxoGaw5pfRWrV4lSHNWdteyYW1N+sojV/Ztyce6HMDPifBEiABEhgKgR4PzgVapyGBEiABEiABEigGAngGV1S3dhwm4o7VQjY0PA791lcMW53vm8T9S35vodmb/3yUriWdVD68MMP5Xe/+50J0xCvCbEZnNfgnrRlyxZzPfv3f/93c1a7/fbbzU0JAoCRkRFzVoO7GuYBJ7brrrvOKCNyFM5qq1evNgEaYkQhSIOwAG5Nv/jFL8yJ7Z/+6Z/Mee29996zqNDe3l5BlOg3vvENE73AFQMtmCCcgxjh6quvNkEMFgLHJ6w3nNQgXENEE+IKIa556aWXBJGmDQ0NsnTpUnN8w3ynUnhiT4Uapyk2AnBPfPHFFwUiUzgY4tyaP3++iYGwrTi3IWbDOYyoYDgqXnXVVbJs2TJDgfPylVdeGY8OzkYMo89CAlMlgB/E+M7C9w1EyxClwDUUAmwUiCnxXQYBNb7f8D2F+NrsD2Yel1Mlz+lIoPAIwKkXDRt27txlwrWMrXlcQpGEhLVFWNZpTfTGWm+rNSrUIaUup3i0lViVt1Q2bzxfbr3l5nHnX14/Cu8Y4BqTAAmQAAmQQN4RsJp9reCPhdRdrVdSAU1AGOmwfhruauFh/SzjrmYOa+rENi5aw8a4SjQStEKcPr3PqVloUaCuynnquKYOa+quZnGhbk0fcLrpsJZ3O58rRAIkUMgEeD9YyHuP604CJEACJEACJDDdBPCsbqx5FarXx5/BTfdyOL/JE6C+ZfKs5tqYeSlcg7gErmhwUIJQDQXxoIj+/Otf/2oOZXBEgiDlX/7lX+zzn/70p3LppZfaBQcRgRCHQVgGoRgEAlu3brXxEJ0E4QAEaBCUQTSGKEFcuN566y352c9+Zq9/8pOfCKJCX3/9dRO9wA0HAoNLLrnERDGYGdbtqaeeMjFM7vATJ07YekJEA4Ed1h0FkaZvv/22bRtceCCugeMb5juVwhN7KtQ4TbERyFrgDwwMyGWXXWbnNVwZs45qcGQ7ePCgOSe+8cYbUltba9cDnP8o2Uhi9FEaGxvNbQ19FhKYKgF8D0EsCcEahGv4TsJ3T64TIITW+A5ClPWCBQtMdInvIxQel1Mlz+lIoLAI4PfnO++9Lw88vE3efvc9sy9PJNEKLNMSDFuDVmBlJS4TqlV6SqVcX6vOVVuI4VZbTLAGR+B169bZe14/DAP/kQAJkAAJkAAJnAkBdUtLq7uaJGOZqE+N+0zHtAsPSVLd1VKBLkkNd0haX6fDgxkHtmztP5YDhzXEgbrVSbrEI47yyozDWmWzCddcVa3mtuYo840J1TK/Y85kFTkuCZAACRQjAdQVdXV1jTd0RKNGdHiegca52XqiyW477wcnS4rjkQAJkAAJkAAJkAAJzAYB6ltmg3phLDMvhWtoGfTyyy/bQ3881IfQBHFqcKuBuAw3bnBQgzDggQceMDezf/7nf5aLL77YhGvhcFggYsGB/8wzz0hFRYXcc889tkceeughc2q7/vrrLcIT4hZ8jgeEEJX967/+qySTSbn33nvt5hARoRAfZB3Szj//fBMaYGZwdPvNb35j8aWIF8wKXbI3iHV1dfK9733PnN0wPoQLcHCDiCbXwQ0im6kUnthTocZpio0AzoOHH37YhK0Qim7cuNEqdUpLS21TIXjFtQLjPfnkk+aoeNddd9l4GAEiUsSzoY8CkSrie9FnIYGpEoADIKKn4QiI4wvH0+mcAHF8wvUTDpwQXkLAhsLjcqrkOR0JFA4B/PaEVfn+Y13yh7d2yu6DJ2VAY0IjUY3kytkMT6lb6irLpK3eJytb1Vm0snzM0jwzEhpK4NqRjZ7n9SMHHl+SAAmQAAmQAAlMikA6GVcxWkjSoQFJqrNaWuM/UyNd9j4dC465q0VEEhGNDtUYc4jccou7VGM/veqw1jDmsDZfXIgC9dTacBOzqagN4jZVruVOydckQAIkMKcJHDhwwBreo4+C1BbUIeF5wRVXXHHGDd55PzinDyduPAmQAAmQAAmQAAnkPQHqW/J+F83aCuaVcA1ONBCdId7z97//vSCO88vqSAbxGtzVIPiCcA0tjb7zne/I6OioPPLII1JSUiKI9rzooosMZPYG7Z133rHoJdzs/ehHP7LP/uM//sMEAbfccots2rTJBANZgQqiQv/t3/7NHHEgbIFg7tVXXzURHAQHiBY877zzLN4NM4Mj3HPPPWciNHyG8VEgmsPNJsRu11xzjcXAYTiEdzt27DAhA6ILERP3zW9+czyyEOOcrkDYgO3PdniPAhcfLB+uPffdd58J8U43PYeRQDETyBWu3XTTTePCNVwXULLRwxjviSee+IRwrZjZcNtmjwC+xyCchoCtubnZRCUQp53qBIjPIWqG6ASCasRYs5AACRQ3AYjSIFobjSZkMBSVoz1B2XV0QI70BmUQwjWNB0Vxaxwo3NXqVbTW3uiXJc2V48I1uK2NGa7ZuPxHAiRAAiRAAiRAApMmAGdXRHtChBYfE6NFg5JSd7VUqM+c1VIqXEtrPKhFgqYgVEtNnL3TJQ6NA5Wsw1oFHNZqxQmHtdqF4qpsURFbo8WC8kfLRHR8RwIkQAK5BPbt2ye/+93vBH2H3uRlhWt41vDVr35VFi9enDs6X5MACZAACZAACZAACZBAQROgcK2gd9+MrnxeCddGRkYsThOCsO3bt5tA7R/+4R/MyQwP9iEEmIvCtf7+frt5BRfcxOI9CiIQDx8+LMuXL58g3JvRI4YzJ4E8I4Co0F/84hcmGP3Sl75kUaGLFi2aIBDCeYLx4KAIgentt99u4+XZpnB1iogAvsMeffRRE1hDwIwIP7iF5goqEQeByOnnn3/eXEXvuOMOgasnCwmQQHETSOnD4ngyJZ2Do7L7mMZZd43Iyf5RGVIRWzyRMhc2EPCVl0hzTYUsavLLmrYamV/nlcqKUosNpWituI8Rbh0JkAAJkAAJzBgBiNbS6u4KoVpAYz8RAaoOa/Z6dEBSkYC2/tKIUBW1iYra0hCt6TTW5ayUo6RcHBXV4vA3iqu6TZzZKFBPjYnVHCUVFhsqTjissZAACZAACXwaATSAR2N99CFcQ0yoy+Wy+sv29naBwzYLCZAACZAACZAACZAACRQLAQrXimVPTv925JVwDY5keIgPgRrcxBDheckll9gNWkdHh93E4XM4jH39618357Rf//rX5ppWzFGhFK5N/4HPORYPAUQxomXi8ePHrVIHToYtLS12ncBWwqkQ1w9E+KISCO6JV1999bjTIcRDXV1dgj4KxEVwyEKfhQSmSuDdd9+VBx98UI0JUnLnnXeaIyZEa6iARMFwuIpiPDiHYjgiqi+88EL7nMelYeA/EigqAnjmm9R/oUhc+gMROdwTkJ3qtHZMndYC4bjE4hknkxJ1Wqsoc0tjVbm5rMFpbal2df4ye5DxeVB4/fg8QvycBEiABEiABOYIAROcpcbc1aImRktDlBYblfTooIrVurXTSNBhjQZVp7V0eETHiU6EA7W8wznmrqZiNQjWIEor94vDW5dxWKteIE6NBXV66+0zOqxNRMh3JEACJPBZBPr6+izVBf2scA2ua3V1dRYXmk14+ax55H7G+8FcGnxNAiRAAiRAAiRAAiSQbwQoXMu3PZI/65NXwjVEpr3xxhv2IH/37t0mJKmvrzeHGtx0DQ8PC27i0NLoggsusJglHNxoffTTn/5ULr30UrvBC4VCFr0Gh6WXXnrJBChbt2416tu2bbP5fuMb3zDHJcSQInoUkU1wc/vZz35mr3/yk5+Y+OX1118XxHoiTnThwoUmpIPwBQUiuqeeekqGhoYmDD9x4oT89a9/tfXcsmWLrF271saHsObtt9+WI0eOmOgO8/myRqFivp9VGBX6WXT42VwnkG2ZCEfCDz74wM5XxAgjIhQVPhAL4RyHmG3NmjUW3btkyZJxRzbE+v7hD3+weF+wRJwjnB7RZyGBqRKAIO2hhx6ya/3NN99sEbYQXWejqbPXdYyXjbC95557xoVrPC6nSp7TkUD+Ekik0hKNJ+XkQMiiQeG01jUUlpHRmCSSaRW0IkRUpNJTKm31XlmMaNCWKmmp9Zj7WpnGhk6m8PoxGUochwRIgARIgASKnEBWtKZCtHRM3dVC/eqspiI1dVizCFAVrqWjIY0KVRGbxYXqeEm4q50mEtRdokK1qoxIrXKe9hEDqiI1HeYo0wZfJZ6MoM1VJqIRoiwkQAIkQAKTJ4BnIE8//bSgn40KLS8vt+cJ1157rdVjTn5uYvWbrOc8E2IclwRIgARIgARIgARI4FwSoHDtXNIurGXllXANcaA4WCE+gUU2BGG4YYMrTa5wraamRjZt2mQONRCnQXyG6L+LLrrIXJYQObpnzx7r4N4G8dt1111ne+bZZ5818dvq1atl1apV1lVWVpor09/+9jeLHCwtLbXozba2Nnnvvffshq+3t9eWA8Hb4sWLbZ2w7Mcee0zC4bB861vfGndwggPUCy+8YI5xt956qwnk0FLq0KFDJqTDdjY0NJgwZuPGjTbfqRw2PLGnQo3TFBMBCE5xnYAYFHGgOMcgHIW7GsRrKBCtNTY2WqQurhGIEcUwnOcoOI8haEUfZcOGDQKhK/osJDBVAvgee+aZZwTfHRAvQ2CN7y44iaLgewPH7tGjR00Eje+E66+/3sSV+JzHJSiwkEBxEEA0aFKFaQF1WusZDsuh7hHZeWRATvSHJBxNWmwotrTU7RSvxoPOq/HIMhWsLWn2S3uDT6pVyIbfw5MtvH5MlhTHIwESIAESIIECJJAVpKWSauOcsM7iPPE6mci4q+EziNC0g8NaSmNB06O5wjWNCI3oMExzWqGa3iu7x9zVSr0mTnN4aj8WrlWpcE3fw3lNnCUFCJGrTAIkQAL5QwDPLvC8An0UPEOAcA3PLpAYsXz58jNaWd4PnhEujkwCJEACJEACJEACJHCOCVDfco6BF9Di8kq4FolEZHBw0JzV4JoGRxo8qINoLTcqFI5r11xzjQnXXnzxRRvvC1/4gqxfv95EKXBme/XVV03Mgvi1hepo9qUvfcmc1F577TUbDsELhsPxrKqqykQvO3bsMMc3iAsgOIPQAKICDP/LX/5ikaRwzoHgDaIYOOX88pe/tPVAFFxW6LJ9+3Z59NFHLQrutttuMwcdj8dj8aePP/64bd/ll19u64tlYHumUnhiT4UapykWAjiH0UGwhvMd1wwIhGChH41GTVyKbUWFD1yu4HaFzyBaw7BsZCMrdIrliMiv7cgKseHMuW/fPjs+s8I1HLf4voNwDccjKiFx7OYKmXlc5tf+5NqQwNkQiCdSEoomVKgWlB0qWDuswrXekYgEwwlJqssahG0O1aXV+MpkcZPf4kGXzquSpqoK8WpkaIkK2s6k8PpxJrQ4LgmQAAmQAAkUGAEVpSHOMxP5qeIziNJigUzfXmNYSCSmbmpRdVND9Gcypv2YCGJCExERTK8iN72h1o3POL4aBf1BYjGgXhWl+RvFBWc1f5O6qzVm3NUgVENMKOJC3Spuc6i7msaIspAACZAACUydABrgoxEu+iior0SHhvZorI/6zDMpvB88E1oclwRIgARIgARIgARI4FwToL7lXBMvnOXllXDt07BlHZUgAECcJ4ReN910kz3w/+Mf/yiI4IQwDI41EIJBVIaDHuIVCAJWrFhhYjOIBeDEhkhBuKJBzAKhAKaFQA0xpJgWTmtf/epXLVoQy4Zw7fnnn7f5QejW2tpqbjmY5p133pG6ujqBoO28884zIc3OnTst+g3zgzMcBHJw2UHkKAQ2WC6EdxDaYVvQimoqhSf2VKhxmmIhkBWuZZ2tsF033HCDOVbRmaZY9nLhbkcgEDDBNY7PN998017jWu9yZaJz4CQKcTYibC+77DI7bnMrJFnRWLj7nmtOAlkCEKXFkymLAu0cHJWDXQGNCO0XvI7GUyZaU72alGoEqL+iRObXeWTV/BqNCPVLS43XhmXndSZ9Xj/OhBbHJQESIAESIIE8IQARWVpFaRCUQWiWUse0U13U9D0EaIj2tIjPMaGaRMeEayZgU8GaidbQD2ec104VqGGToZpX4ZlDY0DFPSZGgyitQuM/NQbUBGsmXGtUdzWNBS31ZKYR/HphIQESIAESyFcCvB/M1z3D9SIBEiABEiABEiABEgAB6lt4HHwagYIWrs2fP9+iAXfv3m3uZ11dXeNOShC1LNJIQAjQ4JCWdTWDoxvEa6+88oo5NUHgkkqlzJ2pubnZhGZr1qyxOFC0bIrH4xYVivEheIP7G8QGmAafL1iwwAQHiCCEoA0FraT+/ve/W+QpxG1oMQWxAqIJfT6fCemuvPJKiwotKSkZFzJ82k76tOE8sT+NDIfPFQI4zyEsRWQvXt9yyy0mCEXLxMmK11ihM1eOlnO7nfjuyI24hhMohNH4/kDB9wFE0/hugvgZfbiv4TsBhcelYeA/EihoApF4UoZDMTnWF1TB2oAc6QlIfyAqo+q+Bpc1GJzgu6quskxWIBp0XqUsavRLQ2WFVJS6xO2amoMJrx8Ffdhw5UmABEiABOYqAYjS4uqEpiK0VHhQozyHxwRocFBTYZqK0USd1NIxuKjpPYWJ21TkNiZuExW6WfTnWIRoxlENcaJwVEN3SnG6M85pnmqNAJ031iECtE7d1fwZoRqEbIgMhbuaEw1wKFo7hSLfkgAJkEDeEeD9YN7tEq4QCZAACZAACZAACZBADgHqW3Jg8OUEAgUhXMPDf4jSDh06ZGIwiL8g/IJwDa42iGFDBOjBgwfNFQ2CAAgBVq5cKV/84hdl4cKF4+KwZDJpgrXXX3/dhGj9/f0mJIAL2pIlSyxSFC5tsOHGfFC6u7sFLmoffvihidgGBgbMshtCtc2bN5swDq8hZEPJWnzv3bvXBGwQskFUg5jCpUuXyurVq82drampycaf6j+e2FMlx+mKiQCEa4jsxbXgK1/5iglDcY3A+ZuNA83dXrhe4VzFOY/CCp1cOnw9XQTwPQA3UFz74aoGQRqGwQkUBcdfVhyNKGyIV+D2mf0e4XE5XXuC8yGBc08ATmtRFa0NBKMaDxpSp7UR+fD4oHQPhSWR/DgatFyd1qo8pVKjxrv1pRFZqKK181YskvISpzkBQ/A6mQLhKxpSVFVV2ei8fkyGGschARIgARIggVkikE6pmEyd1SA0Q4wnYjvRhyBNhWkpCNZGByUV1f64o1om/hPvBW5r5sam85lM0fsMi/RU4ZnDBXe1soxgrdSrArVKcXjrxFmlwjU/xGsqXKuoVqGa3iubUG0yC+A4JEACJEACZ0MAzyrQyBHPP/CcAn0MQyN4JLjgGUVNTY01fsxtqIt60M7OTls0HfzPZg9wWhIgARIgARIgARIggXNJgPqWc0m7sJZVEMI1RKpFIhEJhUKCh3hut1sg+sLNGz7DjVpvb6/d2MEJDTdxEK1AAFBfX28uNln3JYgIMB+Mj+my7mmYBmIXxI3ihhDLyIpesGwsF6ID3DxmHXPglgMxGsbHumSdcuC0Ew6HbXyI3PAaBeuEZWC98HBxqhGh2UOMJ3aWBPtzmUA2KhQCVpxTEK3iAT4qdXLP4yyjxsZGc0nEuY7CB/xZMuxPJwE4dCJiGt85iIaGaBnfDfiOQsH3C74zDhw4YOPhOwrjIdoahcelYeA/EihIAnBU6xmJmMPaB8cG5HhfSIbUeS0S04fUek2AWYnL6ZDGqgpZPb9a0sEe2f3OX6TWVybfvfbbEotG5PHHH5ddu3bZ9md/w2Zh2Dyyb7SPqHpE1q9bt86G8vqRA4cvSYAESIAESCDfCCRVsBYfVVe1IUkFeyUV6tXfAtqNDmg35rKm4wjGg5tattMIUXuvcaL6gyLTTWbbzFlNhWgQqlVUitOrMaAQqPk0AlRfm3ittEIk667m0gacDnV9heCNhQRIgARIYMYJ4LkBEmL2798vb731ljXch2M/6jjRaB/1RBdeeKG9RiNICNpQUA/6wgsv2Otvfetbgob4KLwfNAz8RwIkQAIkQAIkQAIkkKcEqG/J0x2TB6tVEMK1POCUl6vAEzsvdwtX6hwTQEXNb3/7W3NFhMAUlThwrvo04Ro+u+yyy2wcrCordM7xDivSxUFIghaxEFOjj+vzL37xC9vaO+64Q84///wJW47xIWLbvn27bNu2zUSW9957r1VGYkQelxNw8Q0JFASBeDIlYRWn9Y2EVbQWlAPqtLbv5JD0aTxoVmzm1IfAiAGtUZFae4NPzmuvldhwl/z1L6/ocLdcddVV1uCBwrWC2OVcSRIgARIgARL4dALqrGZCM0R6fsJZbURScFVT8XpGvNZnLmvpSEAd2DQG9POKuaipuAyiNO3MHc2VfY33+lrfi7NE+ypEK9W4zzKfidScvoZMLKi3QYVsNeq+pqI1itQ+jzg/JwESIIEZI4DG9Uh5yXZIfkG9EhrAo+E7Ul4gXlu8eLHVZcJxGw0hUZ/08MMP23rdddddsnHjRnvN+qQZ21WcMQmQAAmQAAmQAAmQwDQQoL5lGtGtNIEAAEAASURBVCAW6SwoXCvgHcsTu4B3Hld92gggQvjll1825yo4WsHJCm6IqMTJuibmLqy9vV0uv/xyQR+FFTq5dPh6qgQgWEMrWbSKRYcKxKefftpm9/3vf1/Wrl07YdaohMTxunv3bnn22WfNjfP++++XTZs22Xg8Lifg4hsSKAgCI+G4nNRo0EPdI7L3xJCcHBiVgA6LJeC0lnFZK3E7ZV5NhaxZoPHxzZXSUuMRVzom/b095sKGiBdcH44ePWpuv5PZcEaFToYSxyEBEiABEiCBc0hAv/jTEKzFNOLTBGpwVutRZ7WsQG1EP9No0GxMKPo6vqirmqrdPntFITJDjCciP0s92qmTGjoI07JdKV77M8NLdBy3itfQaVQoXjvcKlbD9BC1MRL0s3nzUxIgARKYYQJ79+6V5557Tjo6OkykhpQZNMZFndGJEyekq6vLIkSbm5vla1/7mqxatcrSX1Cf9NBDD9na3XPPPRSuzfB+4uxJgARIgARIgARIgASmhwD1LdPDsRjnQuFaAe9VntgFvPO46tNGABU4O3bssIqcycwUFT3r168X9FGyUaPoo6xZs0auv/5669sA/iOBSRCAWA2tZHt6eqxDxB8ElSioWETL2NwCtzWI3XD8YlxUTCLqD5F/KDwuc2nxNQnkN4FYIiXBSFy6h8LqsjYsB7sCcrg7IIPBqK04oj4RDeord0t9ZbksavTLuoW10lbvE395iZS4HObAmHVlO9Otxfwh1M5GivL6caYEOT4JkAAJkAAJnAWBlArUU4j2HHNWi6sIDUK0WEjSkWF1VhswZzXEgaZCKlzTiNB0dNSiQE+7VBWSOVRgBpFZxjEt46A27qJmn6n4rERd1MZFaxnhmkC4NiZac1rfpwI1HQ/ua4j/ZCEBEiABEsg7Au+99578/Oc/l5GREXPgRp1lfX29RCIRiw/ds2eP1Rvhng+fQbi2aNEia+wEp3+32y0QriFOFIX3g3m3i7lCJEACJEACJEACJEACOQSob8mBwZcTCFC4NgFHYb3hiV1Y+4trOzMEUJEzNDRkFTqTWUJ5ebnAnQZ9lCNHjsirr75qFT54Dye2L3/5y7Jw4UK8ZSGBSRHo7++Xjz76aLxDi1l0KKhURKVjrigFFY4ul8vcAdGSdtmyZXLppZeOR9jyuJwUdo5EArNOAOf1QDBmLmtwWoNoDQK2kArZIGhDcbucFg/aWue1aNDFzX5pqqoQf0WpfubQh90piUaj5rQ2lQ3CtQQx2eij8PoxFYqchgRIgARIgASmQADOaomICtQQ/akCtVCvuqqpQE27jEBNHdfUWU0mOKupyE3Fbqd1VlMxugNOaBXV2lVZtKejHM5p2o27qalIrQRdmQrbVJCWGxFq8aAfR4aOx4jqfFW5NoUN5CQkQAIkQAIzTQD1+3BOg8PabbfdZs5puL+DE3cgELAGj/v377ekiYMHD1p86BVXXGH1oL/5zW+sXilXuMb7wZneY5w/CZAACZAACZAACZDA2RCgvuVs6BX3tBSuFfD+5YldwDuPq543BPr6+kxgBOERSl1dnaxcudKERnmzklyRvCcwMDAgqEA8cOCAdYcPH5Zjx47Zei9YsMAqFnM3AsI1xNlC0AbRGlrLQjRZVVVlo/G4zKXF1ySQfwQgWIvGUzISjskJjQfde3LIXNY6xuJBscZOdVmDmxoEak3VFbKkKeO01lrrlfISlwnaMN7g4KBdP9DPLVlnRiwr11EN7/EZHNbQuh7fW0uWLLE4GUzP60cuRb4mARIgARIggbMgoN+5EJhlHNUSGucJ0RkiPeMqWBtzWVNhWgouaqP9Jlgz0RoEbGGNA41HdHyN/zy1QEjmUGc1N5zVVKimYjWL7oRoDQI1T82YeK1S36PLif6EyxriP+G8ZoK0U2fO9yRAAiRAAoVE4N1335UHHnjAGjtmBWi593/BYFA6OzsF0aCvvfaa4P2KFSskHA7Lm2++KfPmzZP7779fNm3aZJvN+8FC2vtcVxIgARIgARIgARKYewSob5l7+3yyW0zh2mRJ5eF4PLHzcKdwlQqOAFxu0IIRfRS0avT7/dYvuI3hCs8agVgsZpWHqEDMViqiRSzK8uXLpba2dsK6ZaP9cLx5vV7x+XzWShZiNhQelxNw8Q0J5BUBE47pg+zekYgJ1uCydqw3KH36PhxLSiKZcVorK3GK31MiCzQSdF17rUWE1vnLxVvmtujQ3GjPX/3qVxbpkh2GZaDFPa4nEKmVlpaOO6qh5T2uOXiYgWvHhg0b5IYbbhiPuOb1I68OF64MCZAACZBAoRIw0dqYo1osICl1VUuHh9VdTUVqEKrhNcRpUXVVi49mRGqnOqul4aym4rfcYqI1dVYrqcgI1Lx14vQ2iNOnnfbNaa3U83HEpxPito9d1CwyVONEGf2ZC5WvSYAESKBwCWSFa7jPu/POO02AhrqhrKN2IpEwd7Wenh6LDoW7/65du6zxEwRta9eulZ/+9KdyySWXGATeDxbuscA1JwESIAESIAESIIG5QID6lrmwl6e2jRSuTY1bXkzFEzsvdgNXosAJQByALrdAOJAVD+QO52sSmCyB7u5uaw2LY2vNmjXS2NhoIhO0iIW7H8SSEJ6gMhJRoRBLVlRUmHsSlsHjcrKkOR4JnDsC+KbAuRmOJmQwFJVjfUHZfWxIjvYEpD8QlVEdjuJSp7UydVSr9pZKa51HljRXypq2WmmuqVAHNqc4T3FH+fDDD+XZZ58V9FFwnUAr+VAoZMtDtDXcGNHH8vEgYnh42Pr4rrrwwgsFLfM3btxo0/P6YRj4jwRIgARIgAQ+hwDc1LTT2E5zUkvGxhzV1E0NzmroEjpMRWkmWoNwzURrGfFaaky4Juq4Zo5sKjT/RMF3vsZ5OlylKkQrHXNWK1fRmnaIAPXUqlhNhWsqWnNAvAbhGoabm5rzE7PjABIgARIggeIjABHak08+afd33/72t2XdunVWR4TGS7kF94lw6f7ggw/k5Zdflp07dwrEbKhz+vGPfyybN2+20Xk/mEuNr0mABEiABEiABEiABPKNAPUt+bZH8md9KFzLn31xxmvCE/uMkXECEvgEgdwoNnwIEQCi1+Bkw0ICUyXQ0dEhaDWLFrPr16+XlpYWE6mdPHlS3nrrLdm3b58J2Kqrq01sgpgHjAMBGwqPy6mS53QkMHMEUvpwO65ual2Do/LBcY337BqRk/2jMhSKaWxoUpKpjAjao45qdf4yaW/0y9oFNea4VuMtk4oyjQTT7xh9hD2hjIyMyIkTJwR9lOPHj9t1YmhoSFpbW2X+/PmSGzkM0RrGwTS41rS1tcn1118/7rjG68cEvHxDAiRAAiRAAqcngAhQiNMgTDMnNTioDalITd3UTKQGoVpA0ipMMwGbCttMzIaY0LHX6aSK1tPoxkRwuUsy0Zp+96t7msMLgVr9uDgNYjVHeZV+pq5rKmKzmFCNDM30sxGgp/5iyJ05X5MACZAACRQLgWPHjskbb7xhDZeWLVtm935NTU3mzp+7jVnnbTSGPHz4sOzZs0e2b98udXV18v3vf9+c1zA+7wdzqfE1CZAACZAACZAACZBAvhGgviXf9kj+rA+Fa/mzL854TXhinzEyTkACnyBwqmCgsrLSRALos5DAVAkcOnTIWsCiwvDyyy+3ikfE/iE+9KWXXrI+PsNx1t7eLqtWrTLXJIjXUHhcTpU8pyOB6SeAFusQpYXUUa0/EJEj6rC28+iAOa4FRuMqWss4rLjVTa2i1CX1leWyoMFnTmsrW6ulQd/DZQ3PrydT4Lz2zDPP2HUAcS+rV6+e8L2E6wNEsBjv7bffNsHrP/7jP9p4mD+vH5OhzHFIgARIgATmBAFzVEuMCc3UPU2jPCE+M8Ea3NQSkUzUZ2R4TLw2FgOaFa5FVbgW12lU5GbitNNC0y94fMkjztOc1crMWc0EaYgDVQc1E6qpcM3pa1TxmvY9Klwr82rap5uRn6dlyoEkQAIkMHcIwEUNdUijo6N2b4cGjnDt93g0Nvo0Be79cOdGY6YdO3YInNkuvfRSa9CE0Xk/eBpoHEQCJEACJEACJEACJJA3BKhvyZtdkXcrQuFa3u2Sya8QT+zJs+KYJPBpBCAkevHFF+XAgQM2ytKlS+Wqq64StHJkIYGpEkBkw3/9139ZrN9NN90kixYtks7OThOawHEtEolYa1gIYnbv3i0NDQ1yww03jDsm8bicKnlORwLTTyChLmsRdVTrGAiZYO1QV0C6h8MyMhpTB7a0tmjPOK35K0qkRaNBF6vTGgRrrXVeqawotdjQyYrWsPZoNf/zn/9cEomEbNmyRc4//3yLEka0MApEsIiJwXiIlMHwO+64w8bD57x+gAILCZAACZDAnCegv7PT6aRILCSp0QFJh/q136+uaoPaqZsaRGnRoArTIh+L2dRJbTwmNAXBmzqyfaZoTSk7nCpYUwFamU9FaYj9VGGat3HMYQ0CNY3+RDToBGc1jQ010RpU7ZNUts/5HUoAJEACJFCcBLJCNDiqIQECQrSysjJxuVyn3eCsoxruCeHSjcQIuK5lhW68HzwtNg4kARIgARIgARIgARLIEwLUt+TJjsjD1aBwLQ93ymRXiSf2ZElxvGImgAobPMQPBoMWvYhWh6js8fl8FrGGihtUAkWjUWu9iIqfqqoqKS/XSBYt77//vmzbts36eL9hwwbZunWr9fGehQSmQgAxoQ888IBNet9995nj2q5du/4/e2/+JUd13v8/M9M9+67RjCS0S0hoYYc4BEPiY/s4hNiYg53ExzHGOcaYLD/nb8ivcRKCAWPsYH+NIbFN+NjYzonxMcaxOAiBhJCE9nU0+z7TMz3zfd7ve29Vdc9oG1qa7pmnpO5bd62qd1V3T1W96v0wROjx48fptPbRj36UT8L+4Ac/4PH42GOP0XUNney4nI/q1scUKKwCCA06pWDa0FiGoNqRziF591ivnFaAbXQiq3XOaa0yVS511WnpaK5Rl7UGOq1tbG+Ulnq9KX0lxJpf/fD3HQDXv/zLvySQVldXxxsYaBJubABcC98fX/va1xh2GPX2/QEVbDIFTAFTwBRYOgq4MJ0M25mdcK5q6qxGNzWF0hj2U4G1aQXXCK8BXIOjGsA1hAElnHYRtfBbXqbwQLmG/axQiFxfuak6rAFMq24kuFYGcE2d1eCqhpcgVKjCbZdtvXqRVbEqU8AUMAVMAVPgUgrY+eClFLJ6U8AUMAVMAVPAFDAFTIGFVCDc/8A6JO9rLOQ62bKLQwED14pjP8xrLeyDPS/ZrNMiUwBAGmzw4ZiGkGlHjx6lEw2c0x544AGGYYTtfmdnJ230AazdfPPN0tHRQSXsgs4iOyCKZHPywbW2tjZ57bXX5MyZMwIAZc2aNTwOkf/Wt77FJ2kNXCuSnWerYQp4BTJT0zI0Piknu4cJrB3VEKHdg+MyPD5FlzWAbbiX3VxXJRs6AKw1yOYVTbJCATaAbADa5jOF3yX8bsFtDaFCN23aJC0tLRwuhJJBqNC33nqLv2dJ4Dr0R4rJgGzKYG+mgClgCpgCi1UBdUSDMxrc06ZHuhVO69b0vMwMw2FNndbGh9SudMwDbXBUy4hMI1zolKbqyAZHtYtN6oxWlq5SAE1De9Y0Snl1k6b60rS8plkd1RRYg6ua1ksKEJu2RVqBVyWBN4PWLiaw1ZkCpoApYAoUUgE7HyykmjaWKWAKmAKmgClgCpgCpkChFTC+pdCKLp7xDFwr4X1pH+wS3nm26gVToKenRw4cOEAnq/fff5/g2qlTp2Tr1q0Cp6udO3cKbvIHsK2mpoahQAG2YbILOgXbFTZQQoEQ6g9OgH/+539ORzWECEXov9tuu01uuOEGurDhuPzmN7+p97LKxMC1hIA2awosoAJZDf2ZmcpK/0hGzvSNyuFzg7LvRK+c7RuTSYXZUA9grSpVISE8KEKDbuxo9OFBXUjP+W4CvhdeffVV/p4hRAyAteuuu04aGho45NDQECFY/LbBlW2DhiL+1Kc+Jfa7Nl/FrZ8pYAqYAqZASSigwDggMxfKM+GsBle1yVEN/zlAcG16pEuhtS7nsDaq7mpwVbtYuE+4oWmoT4buTDqqlcNZTcEzBdHK4JqGUKBwVUtCa4DYUFapdWiLPxBsMgVMAVPAFDAFFlABu865gOLbok0BU8AUMAUWpQIzgnPReNOYj7I+xyauUdw+tAxtQr121vPbkAupW0yUQ6NoKck6FCZb5de5+mTfsKwwXCIfrUeyl/b13ZPLiUaM+vhanKv7KWqvM2EpIY23ObGsaKxEGWeTY8bzUatEUTS+q4yWi2zYkHJ1UU/p+X5NulYa9OGzKn3QzKaFU8D4loXTvtiXbOBase+hi6yffbAvIo5VLRkFAK29/PLLcv78edm4cSPd137zm99Ie3u7fP3rX6dbDcKq7dmzR77//e9LeXk5Q4HCdQ2TXdBZMofKNd3Qffv2yQsvvCCHDx+W5uZmhqo9ceKErF69Wv7iL/6CDkiAKBE+NOm4dvvtt3M97bi8prvLFmYK5CgwlpmSvuEJOdY1LHuP98pxTZEfy2QFLmuYyvXGdFtDlWxRYG3TikZZ314vbY01UlNZIemK+TmthZUYGBgQfF/g+wNANpwZEQYbv2WYKisrGQ575cqVhGDhxrZ27VqGwUa9fX9ABZtMAVPAFDAFFp0C6o42gxCgGuYTcNosQE0d11AvUwqyMQ3uanBVS1zVTgoD0AyhP6vUTQ2uaR5KK1MnNTqrVcNRDW5qCq7BSS2ECSXU5sKGskxd2ZR8S45s86aAKWAKmAKmwIIoYOeDCyK7LdQUMAVMAVNgESow488jAUblzxOWInTFWl4zntEHpvRRK7blPOu1JJliXl+4xqzvPkUZ5tnbt9dzWLZx57Icw+fRk6UhH1JXGvV364yxXQ9NXM+Q132G5bIWlTrn1gt9nDN5qHNpoj/XF6Vh+9DH1bt1dePG25Rsx9G4jHh5ocylGAz/QhrG9kvQYi6MbcL24RAM88m+GKYyVS2N+uDZdY1rZGv7DmmrXY7mNi2QAsa3LJDwJbBYA9dKYCddaBXtg30hZax8KSkAZyuAP6Ojo/KZz3xGstmsvPTSS1JbW5vjYLVr1y554oknKA2c2O68807O2wWdpXS0XLttBXQCgPLgwYPS398vcF6DMxIckT772c/SERDuawAv//u//1tSqZQ89NBDsm3bNjsur91usiWZAjkKTGWnCaf1DI3LyZ4ROq29f6pfzg+M0WUNJ7lwR6xWOK25rlLWttXJ9rWtCq01SHtjtdRW6U3rAkz4HUMY7NOnTxNCA8B27tw5wmsYHuGGV6xYwfChCAMKNzY4s1VUVHDp9rtWgJ1gQ5gCpoApYAosnAK8AK2QGkJ6AlTzL8louM/MiEyP9SegNXVXG9FwoFo2o85ruKg9awKcVl6hjmgAzdQ9LaXOaOqORoc0gGiVNd5NTQE1OKgRXlNgTdNygGtwUwO0BjjNJlPAFDAFTAFToMgVsPPBIt9BtnqmgClgCiQUcHCNQ3FQnJvXHE9vWOpqL5HHtctEa2QumI9qdCEcNrSM8tEacdk5Y/nzrqinz6NHcgrjJsuS4+SUR2vhS6NlxK3C8sJ5X3J8N69to/WPStyWxVmXjxaTqGCZX4oWuzl99/OEpViKMtT6f2E+wFw+T2iL8x7a0nmCWr4swGscC3WEwBzw5Zbl1iFaFvu59Y3qfVnURteJvRLl2KyonuUsySvDOoblJdcB25jXH2NwHL9d0IF5n/r5i0Frs7TJGyN/nd2azV5vrLTfYq4D24XtQI1fl9p0nbQqrLa5bYvcufouWaUAm00Lp4DxLQunfbEv2cC1Yt9DF1k/+2BfRByrWjIKvPXWW/L0008zBOPDDz8s09PT8uyzzxIESoZefPPNN3PAtTvuuIMa2QWdJXOoXNMNBUjZ1dUVvQChwGGtra1N1q9fz5B/ANnQ5siRI5JOp2XHjh2yfLl70sOOy2u6u2xhpgAVGBqb1HCgo3K0c0j2n+6T0z2jMjiakfFJvXmu57lwWUtVlElHc41sX9NCp7XVy/Skt75KqtIVUlFemPBgONHHb9nY2FgO+ArYFRNA1+rqarquwdER3y1wEwVUh8m+PyiDvZkCpoApYAqUqgLTUwqhKaQGQG34vH91y8yoB9QUXpuZhLOaDxeqgBvDh6oj25wTwoCmFU6r0ZCedculvG6ZzrdKubqquTCf6raWrtYfWIXZ1EkNDmqRsxrANrqpKRzuf2fnXIYVmgKmgClgCpgCRaKAnQ8WyY6w1TAFTAFT4BIKALch7IPrgDMa5cHnAfQ4qMelAW4KZa4P8Jzcel5P1L6sZx3G92OhNQAe1PvloH/oE5YR8nGbvD5c17gf2gUAyYFFQIjACoWUOS4zzGkmNx+1ZwXrwvJDHwwXyrDeuoBEXueZT7TR7WQutENrN0huv1DuWueO6/tiHTD5LXIZ5DGen7A2mJj64qgsaudLtD6q8/3c9kQjcKSoCsU+E5aSKJqjJloBrfPz7JC7fm7UUB+vW7x2rkX0zqaJEalPVBuvh7Zzo4Z3V5Do6daLxa5NtExmky39WoZmyOaN7rM5pTmtfF+ECAW4dn3bVrlzzR/ReY3D2duCKGB8y4LIXhILNXCtJHbT3CtpH+y5dbHSpaUAwDU4rsGh5stf/jJv9j/zzDO8iQ9wDSFBEWIN7Z5//nmGWHv00Ufltttuo1B2QWdpHS/Xcmtx8hJC/gFkA2jS1NTEMLYI9YfjEk5sQ0NDBNfgoFRfX2/H5bXcSbYsU0AVyExNy/D4JJ3VjpwblMMKriHt1fCguLaA+9SA0uCo1lpfzbCgN65rVce1emlS57VqhdYKOeF7AQ5rSDEFIO1CywgObPb9cSGFrNwUMAVMAVOgaBXAxW4F1RyEpo5pANYApiEcqIJqueBan5YPiWQVWsu5cO23DqE6AakBPEups5q6q4k6pZXpBeqy6noF1VqkrL5NymqXSXltq8JrCAfaqG0UarNQn0V7iNiKmQKmgCmw1BTAQ0yTk5M8H+zp6eG1I1zzxPke3LYRYSKTydClG9ea4LyNa0245oTJrnMutSPGttcUKF4FiJ/4v9sDipIsi2AV/eOezfxb/Ke+lueX4fwhah/NubKorc7wPwrQRt/dQC7HMaBbss7N5wBEOX1ca9/KjzdHHw4btUqsP9YiXg+OpuMHYCyG1RwIFuV1HQOwFgAxbAv/oT8BNQ+rAVJDDWE1n6IkLCeC1tgqB2Rzy0MfjOzHi1JXHsZmm+QyonHdNgZddSC3nm7LsfWxHr6OVaFVoiy5jWiDtUqW5efDknLa6LZcqJz9dUysEFqFlDlsjy/3tWhhU4krAHBtGR3XtsofrLnbwLUF3p/GtyzwDijixRu4VsQ751KrZh/sSylk9UtBgT179sh3vvMdXrB58MEH6bz2ve99j4AawDWEZjx+/Dgv3Lz22msCdxoAbgDaMNkFnaVwlCzMNuIEp7u7W95//305e/YsQ4XCce3WW2+V1tZWAmuA1vBCmL9Vq1bRic2Oy4XZX7bUpakAPqe9wxk50jmoLwesdfaPEWQD0IYJLmtwVFvVWis7NTTophWNskJd1xprKyVdUV4wp7WwBz744AN59dVXBenlTPid+9SnPsXfO7S337XLUc3amAKmgClgCiy4ArgZgJsCE8Ma+vO8zAyek+nBMzI9pPNwVxsf1jCh4wwVSrAtOykyjZf7fZ61/nBMq9KwnrUKpNUpoAZ3tYZ2B6wpoFZWqc5qCrQxTCjDhcJNTSE3DSPq3NQK45w6a72swBQwBUwBU8AUuAIF4Ng/ODjI88Hf/e53cvToUbpx47zvgQcekHXr1klfX590dnbKyZMnCazhGmdHRweXYueDVyC2NTUFTIGrpkAOQEToKEBVOAfwQJGmLMV5AdskUw8PoU1Ur60xT2gK8+7FUTiPtujny5Hi3wXrXPvQJwBf0bi+XxiP7aLxwjISywzbmVhHbGuyH3XRccOy/BZzPzhdPGql/TChninzPudIq1DjUizTtbxknuOhFf8neiXy0ZJZPXvs3DGiHNeAA7si5t0SEgW5rTTnW8QNtSSRYQvNR83iOraLssleOp8oj5euhe5/vFxU6uSah8rkWK7e3ktbAee41qahQm+Qjxi4tuA70/iWBd8FRbsCBq4V7a659IrZB/vSGlmLxa8Abuz/9Kc/FTyFeP3110tvby9v+COUGi7oAAY6ffq0nD9/nhd2Vq9eLffdd190g/+9996TF198UZBi2r59u3zuc59juvjVsy28WgrgqVcck2fOnGEo0FOnTjEsKJ6O/bM/+zNZu3YtgTVcaDx27BjBtRtvvDG60GjH5dXaMzauKeAUwMUghAAdGJ3UkKAjcuB0vxw9PyRnekcFIUMxhdCgDTVpWd5ULRs6GuUmdVpDeFC4rwFauxrTgQMH5Cc/+YkgTbqtuYtbM3z6Ho6NeAof9Tt37pQvfOELTLE+9v1xNfaKjWkKmAKmgCnwoRXADRq6q2loTzir0V1tVEOC9ims1qkvBdcGzsjMsIYFHRsgtDbnMhU0K1NnNQegKYjm3dXKqhRMq2lScE2d1QCtqbtaeX07ndUIrVVUzjmcFZoCpoApYAqYAsWkAK4l4Vzw4MGDfBAS4BquKW3dulUef/xxnvcBXMP1UIBtNTU1dp2zmHagrYspcAEFeE1H0RjiMGRj3Hy41uPKfRlaEUQKqUI1pHBcPYgcQDbuPdT5vK+LapN5jhHahRZ+lLwxwzJCq2Qem+jWJ6r1+eRYOs8xAW6hHHkPo3E+lM2Vunaz+uk4WsNxGFqTYBkAMl/moTIsN8BnhMbQjnUeIvP9coA0loWxPZQW9UG/rF9uWDfXxq2jb69jhGXHYFpo5+q4BX79gj4XOGSsuMgUcI856bt/3qkszPj1ZJ51ocb38GVoFtqEFpcqc0PntnZ9OBjf/Oq4pn6d3CLjGjfn85qEfEjZmeWuxA8WrS/yuWvBxr5ZqPGpXquOR8kvczV8R4iTxLghh87RPOqZcSXJ9pjnWsVVoYSpGyeurEpVS2NVk1zXtFa2td8oy+vaXTt7XxAFjG9ZENlLYqEGrpXEbpp7Je2DPbcuVrq0FACodvjwYV7QwYWd/fv3y759+2ibv379emlpaWHYUABscLoCmLZp0yaWQ6kTJ07Ib37zG6bIAyj66Ec/yhR5m0yB+SiAi4pvvPEGoTVAbHBew5OwGzZskK985SuyY8cOQTkAk5/97GcMFfrQQw/Jtm3buDg7LuejuvUxBS5PAVwYyk7PSOfAuOw/1adhQYfkZM+w9A5NyFgmK1NZ5+RSmSqXeoXWVrfVyY3qtLahvYEAW311mi5rANuuxgTQGt8NSJMT11tDxOAmBZxEEYoY4BpuYNx///2yZcsWNrfvj6RqNm8KmAKmgClQLArMZBVYm9AwoKPdklVAbXrwLF3WZkY1BCjCg2YUYlOYTaa03XRmbmc1/d2Da1pZjTqoabhPOqvVK6SmF53LNfRnWXWDC/0JZzW0Q6qhQy0UaLEcBbYepoApYAqYApdSANc2X375ZZ4Pbty4ke5ruG7Z3t4uX//613ltE6FCEYHi+9//Pq95PvLII1FkCTsfvJTCVm8KXFsFcC0HUwCpsgpAufmsYD477V4IEww4KipjO+S1XOtcvxie4hgRxJUHXKFPAhQLy45gKkJaDqhKglSAsNjTA1hsnzeOLikH4ML2oQ+WgfbI86XtMKF9lLrZqIzlXp+oTWid3xbjss6Pybwvi+pc3mmerIvXwS0Oea3XxPfgfMgh43szDX1YFvXR1mwX1pwVcT92SoyCRWptaI3ZUMtCeytqBYBf8SowzkfxYs5dF0a+XP+xPKr3ebT0ZXEbrQvlPi0vm12WXE6YR0pYC+8Y1//ThHNaGJWxnu3jthDZlXNtojHYO9E3jBfGyF/fkHdL1e2P1l/HxThhLKa+LGiENcxpk7suUV1ijLCc5LhxmZuLti1/fLcxUlGWkkp9mK1GndibFGADyGbTwilgfMvCaV/sSzZwrdj30EXWzz7YFxHHqpaMArhYg1CLgNd++9vfElyDi9X4+DjDhdbW1kpjYyNv6N9zzz10Zauvr2cdRAL4hqcUkWJCCEfY7yO1yRSYrwIAKF966SU+FQuXteHhYcF3Nhz//u7v/k5uu+02hrdF2be//W2BQ+DXvvY1uf3227lIOy7nq7z1MwUurAAuKGX1NToxJX0aHvR417DsPdHLtG94QsYVWsNUUe5CgzbVVcrKlhrZqE5rO9e2yIqWWj2prSh4aND8NQ6OjWNjevM+MfFCZQJcg5vouXPn6Cz6mc98JgLX7PsjIZrNmgKmgClgCiyAArgLo7dh6K6moT4n/UtDgtJdbbjLhQQluNapIUGHXFu90ZUz0VlNXdIQAjQC0ao1HKg6qyEcaO0yKYOrGt3V1FmtWt3W0nrxuVzd2GwyBUwBU8AUMAVKVIHdu3fLt771LT7siPO8rJ4D4voSrm8+9thjcscdd3DLdu3aJU888QTn4cR25513ct7OB0t0x9tqX7YCMRSlf29G8E/+vEeC8DdpwIOiebSNASI378pQyvahrU/5ty1q8srz83O2Yx+AXQp4EUzTecBq+rcv8/o3M6E0wGlJeM1DbRHkpn0iAM2DYg4Ww7gOGmO91mG9Qp2D1TxYxn6oc+sSQDPXD9vn2yXWObTRHuzn2iTaUpfQz4NrXsfL3qlLvCEgIPffg1B5eWI5CvFgYlukPh+VBXAptEnko14EgaIeKA6tXerzUWlijLCOUV2ip66MGwqV0RpyliV+QYk2rp2vjMsTy49bsNC1iTTIq52rfNZYfhzf1i07ud66lherw3ahnv/dvOvt3wFuaT3+EeLy804bLdV6B3TlQlqsR50fnyNoX4xBLf04KHdjuW0Py9JqLjNu6/JuW7Dc0I8jMB+WEY3hlx2PwRaurV++W7YbL+qfXGedT243x2Zfv91zQmtJzTAq8roW6Of7hnXUSizN/WOdm4/Xy9VH2xDaJPpFbTGK1tu0sAoY37Kw+hfz0g1cK+a9c4l1sw/2JQSy6iWhAG7kT01NEQyCnX5/f78kQ6il02na5jc1Ncny5csF0BogofJyF+IN4BugIqSYKisr2QapTabAfBV4++23CaQBQMGFRhyjL7zwAo9FXFAEoIZj980335RvfvOb/GMZT86GC5B2XM5XeetnClxYgSn9zE1oeFCEAwWwBqe1c/1jGi40I5NTuEDoLlwiDOiyxipZt7xedqxpkbVt9dJcXyW1lfrbgRPfq3xuixsTExMTvEGRvzW4+IjvB3y3wF30lVdekerqann44YflpptuYnP7/shXzfKmgClgCpgC11QB3DjTG2szE0MyPawhQAc1BOigOqwNdanbmrqrabkwVOi4uqsp1JadIuiG24TRhN9bhdBc2M9lDPlZTme1NgXU1Fmtslbra2JXNbirqbOavunrKv9QRytpM6aAKWAKmAKmQOEVeOutt+Tpp5/mdSSc5+Ha0bPPPstrmUlwDdeTkuCaXU8q/L6wEYtLAVwPwUTIykNf8bwDp1zeA1762ZldHwNjOXUEyYK7GVKM4VI4ojnQTPOhHcoisCyUY3luHinH9+0xnw+55ecd9IY/i4nO5QB0ri6Ac1DBtcGfz5hjCfWJcuji2yHx7X3J7LrQlgPGY7oFxOOgZta4uX3jNUK5TZdSgPiNnr846If4Eq89RvkIagLU40AftsL5EvIewgnt8+tYfrE2HIfIUDQ+xgzjAfAhVuXbRcuLQCS3TgEwCim2O8BB6MM818PPYTxfysTXcXxfE0FIrNMa9vEtwnxYr2Q+tNd1xFDsofXRdvj6ePy4DdrG5VimX183UGKN3dqHWnZzPV0b15HzbnRUutGjPGp9u7hmdhmbJZaPfM4YIR+vkrZOZtx8osTVsyDZMtlO591/LouLwFxiu3J7hvZuDLQPbeN2fo5NQmkoc/2i3gmtomVzRlu4/1hCqPJzPs/6Oeqi6rguGsBmrrkCxrdcc8lLZoEGrpXMrpq9ovbBnq2JlSxNBXBCF27k42Y+3NYACuHiDgA1wGsBVMMN/ubmZt7oh1roC0gAKSb8QVVRURH9YcVCezMFrlABfD8/+eST7AUnNUwhjwuNANdw3AVwDcdnElyz45KS2ZspUBAF8CTppIb/HBqblK6BMTl6fkjePd4rp3pG6b4GaA1TuqJcahRaa1NobY1Ca5s6GmTrqmZZ3lhNl7Vwwl2QlbrIIPj84/cr/C6FpiEfwDbc0PjOd77D37jwvYK29v0RFLPUFDAFTAFT4JoooDfmCJ9NTTDUJ8J9MvTnWJ/CaoDW9IXQoCM9dFcTbZcz4eK3AmcEzwCrKZDGV7WGA60HtKauavXqqAZntToF16q0HJCaOrLZZAqYAqaAKWAKLDYFcJ4HxzWc9335y1/mueEzzzzD65o477v55pv5wC7aPf/883wA99FHH6WzP7Sw88HFdkRceHuIKJEzcte0XZ7vDjyK6pKwUXKeBwzbul7u+MESkXfXIFxNuB7BnF6zcP9Ce9dGO7Bc33y9X69QzsVdaF39GOjJJn6sqA/K4RLmyiMwzDuEAQxzsJmD1WYS0FpwNotBNYBoDjILZaFN5HwGAA3wGcAz/wpQGsoJs/k2s+d1bO0Tr5ObDxpC36U0BTzFwSZJYERromzUSqXBuQH/c9418e9M0NY1cL38Owdz8xg49OOpRsjNahO18stEXvtyeD+PEvZjDTJhtNzyvHZz9Yl6JsZDmXtI1t2PQj9AYxE4xnrAYcG5CuvngDX04/qgzoNkwdXLjRvaebgsMRaW417s6ea1PirjmH5ZbOvacXlhncMyfYq+mLBs187PX0wb34Nd0BPLQsZPzIV1DcthC9/Wt3fr7Xq6MeJtDmMixVaEbdBsGClRxiW6tfJjI4O+NpkCpkDhFDC+pXBaLraRDFwr4T1qH+wS3nm26gVTACd9uJjT19cnx48fl/Pnz8vg4CDdanASiilAa5hfsWIFL/IgxQTADc42SDHBja2qqoopC+zNFJiHAvh+fuqpp9jzq1/9Ki+uwFkNEy403nLLLQQsAa5924cKTYJrdlxSKnszBQqiwMRUltDaye5hBdb65JiCaz1D4zI8ruEYsu7CJxbUWFspa9rqZIMCa1tWNsmq1lppqKmU6rS72FGQlbmMQQKYhjQ54fcOrxBKFCFkfvSjH0lDQwNDEIfQMPb9kVTN5k0BU8AUMAWuqgL4bcoqsDY+qGBatwPUAKqp0xrd1TKj6q426sKFTqnDdXZS72TmhwRNKaimjmk1Gv6zcYW+VulrpYPUqhvoriZ0VKtyDmsIBao3UnDDwSZTwBQwBUwBU2CxKbBnzx4+oIRrlQ8++CCvV37ve98joIbrSZs3b+b1Tzj9v/baa3w4F4AbgDZMdj642I6IubeH+Ja/RkCIi8CXg7YcjIVrHXggzoNcPg2gFgGwqEzBKoaBdA/QhTYAtEJ/F1oyjBegrNljJ4GxMGZyPWaPk7uerq0vi9YpLMddv8G2E43D9nPeAXQup3X8j7eoJa+lsA96ajnnL9Cf114wcl67ZDmX5fvP3Y4L4vqFtlqy5KYIOgIe5CEgBwD5PMscXIU/7dGeUJFvm3QLQy2grAB0RSnLFUfSB2ECtBXV+fbJvAPA0B7X+oAxhXmsk5tHHV++bs7l+jZY57hfcj53LLessP4+5fjog/Mad24TACmMqxWh1KWJPA4m9mBfzM/Rn20wTlzPOdfR93cj+d6+LBotyidbcT5/uW4hqPJTGCPkXcpSt7BERVh6KIobcM6/JVu5orwSzeaV6ICuMJSHlEtyVa6NX3TOWrPe9fDVlpgCpkCBFDC+pUBCLsJhDFwr4Z1qH+wS3nm26gVTYGhoSM6ePSunTp2SkydPSm9vr0xOTvJCjTtxzF3UunXr5J577hGkmBBaFMAbUkxwY0MdUptMgfkqgBB+P/jBDxiG9k/+5E8Imvznf/4n3fy+8IUv8EIjQtt+8MEHsmvXLmltbZW/+qu/kp07d3KRdlzOV3nrZwrECiD0J0KD9o1MMDzo4XOD8t7JPoYHDaFBcfmhMl0h9dUpWdFSK5tXNsrGjkZZr45rzXWV/uJRPOa1mAOIffjwYQLZ+cvD7xpuYAwMDMjp06flwIEDsnLlSsH3in1/5KtleVPAFDAFTIGCKoCbd7gBCvgMIT7xgrvauIYEVXe1maHzLiQowbXzGhJ0WGM5KYTNm35hTfSXV53SylKVanWq7mopdVer0rCfVQqoqZtaeZMCa4DWGvRV00KgTQCq2WQKmAKmgClgCiwRBXCd6Kc//angmtH111/P65yvvvoqH7B94IEHZNWqVTwXxIO7OHdcvXq13HfffbzOBInsetKVHSgBKspPk2BTLrCEP21ywadkX/zdE/0L80x1vRJ5rGXoF+ajehag1tf4fihwpfquZc59zEFdMRzmoC/CZ0nwS6+PRG2S5fq3HdzGYkAtHo9jzFXn+xOYo1s8+iSWOwfwFi1bxwvj6ly0XLc9AOKwbXEbV+7aodwrT2VK8S2CtwjTOEQmlDlICWX6j4ASqJmQJ24U57nxaIcZ14ZD5s2HWjdOlPPj+HxyDIzGZV5+20RL9s3Pc+2i7QiQGrYN/92Don4r3bLzy6O+2N4AmWnqoa8IQAuwmabYhqic7fLKfL0D1LzTGdYmOX5ivFDOMfOWy2WFZWhElQie82Whb1h3QnBahzy19tsH3WwyBUwBU2CpKGB8y1LZ01e+nQauXblmRdPDPthFsytsRRZQAdzc//nPfy6HDh0isIawoE1NTQwFij/+86e1a9fK3XffLWvWrGEV+r3yyivsjwJcFLr//vuZ5ve1vClwuQqcOHFCXn/9dTl69Cid1c6cOSN79+7lcXnvvffSIenIkSMELHHRcfv27fJHf/RHdlxersDWzhS4DAVGJ6bk/OCYHFeHtX0n+wWOa/0jGRnPuIuhuOKJ34nWhiq5HsDaikbZ0N4g7U01UqshQytT6uayABPA1xdeeEGQht8xXKwNF7TgDFpZWSktLS38zrjhhhvk1ltvJcCG1bXftQXYabZIU8AUMAWWggIKoc0gHOj4gIYA7XRhQIfOqrtat8yMDThQbRIwm4PaZFodrfX3K55wF0pvOFUqqIYQoA0dzl0NKUKAVjcpqFatQJsPFYpwoOqcgD42mQKmgClgCpgCS0UBPJCLa50HDx7kg0r79+/nuWEmk5H169fzPBCRJXAtCeeBuJ60adMmlkMjOx+8/COFUBQgLISC9OEfmeq8CxEZwk8mQkMqqIU2UZ9oHrAVrjW4+jh8ZDw+ga28EJWzgS43Ri7AheUlYK4IPAPG5v7WwrZEWJv/+8vVajn/J1Lfa3YfP5r2d/8wZDSns4l5tOBykEJz1KE5312Oi3TlaOTn2CaaRy/W+TFy5l0Z36NxkSvNCdd0HMRUIRV0B1PISR/oQFmFT+EaVkFgSlOWod6XEYrSPFNgWzHIRaAqD7QiDMZlJpzIIpgq9PWpB6ki6ApjsQz1Yb0DaOXq3DI9IOahr9BWS6NrWNhb7q/58K6pm2VNNMvtCfsWa+8nXX40zzYuh1LOsd6X6Twm1vh+oTfWzddo4kqT7XLr4vGS/aN5LJn/Z48ZxnbjaQ8OhZ5xHxYl8lxpezMFTAFTYAkpYHzLEtrZV7ipBq5doWDF1Nw+2MW0N2xdFkoBWOM/99xzcuzYMVm/fj0v3Cxbtkxqa/WGCE5C3NlBtHrLly+XHTt2SHt7O8vQH6EakWJCCMdHHnmEKQvszRSYhwJdXV2Ci4t4UhYQG9wA4Y4E4ARhHQCddHZ2ErL8yEc+wmMSx29w+rPjch6iWxdTwCsAN7XRzJR0DY4TWjvSOSgHTw9I99AEn97FdVH8NlRXVkiThgddreFBt69ulvUKrXU016j7mt4oX8Dpvffek5deekmQJqfwm4Zw1vX19QIQG+FgcJOio6ND6urq2Ny+P5Kq2bwpYAqYAqbAvBTAzUEFz2ayGTqrCWA0DfsJF7Xp0V4PrWlI0MGzLiToxIgLA5pcGM7D9IZbWQXc1QCjqcNaWs/RapoUWlsuZQ0aFrRJw4LWtUt5bavW1eAHOjmCzZsCpoApYAqYAktOAQBqiC4BeO23v/0try3h+tH4+DivJeF6Z2Njo2zZsoURJfAALs4PcZ0JUymdDwYQCqliWQ5ootuWg5zosJWoI+QF/EnLnPsWXL7i+SQ0FY/tYCqOqG0JWKEP4S/nEuYgsylBGsA1uJA5eA0gWQDbAI85iI3wmofUAsRGaE3HCO0Bm3E8lgXwLIBpIXXbTajNg2+c177YRlce0kQfrwN3+hJ8cxAQ3z0QlD+PewIQBuWYd39jYh4VyOXMsyzUufao53WYZJqc55hztPFjzeqr5YTUAK0lQbUIUFOAzUNrqCfcxlRBMfZB6iE3D4Yh7wAyYmycj8uwBa4+Wcb5RP/gBMbWOp7LeyANeYzi1z24hIXxdHRqhDy21+XdfNj+JXh42iabAqaAKWAKXEIB41suIdASrjZwrYR3vn2wS3jn2aoXTAF8Dp588kmGYnzwwQcZKg0XawAIzTXhhj8c2ZBiKqULOnNtj5UVnwK4OIZwDccUpsSTslNTU0yRHxsbI1zS0NDA4xCwyfr16wVAJaATOAZisuOy+ParrVFpKIDP38BoRt3VRuRI55AcPDMgZ/tGZXhsUiam1ClGr1PjgluqooyQ2rbVLbJJndZWL6uVlvoqqdawoamKhXFaCwoPDg4y/DXS/IkXAvXpWvzG4YYFYFfcpMBvWvjds++PfNUsbwqYAqaAKXBFCuDHUm+UzmRGZHqkWx3VEAIUzmoa/hPuauODzlVNw4S6kKEZHxJ0OncxFSkHqtW2RCFAKzQEaFndMg0NWq/OawpcM1yoAm2A2/TGnE2mgClgCpgCpsBSVwCwE64jDQ8PM1woQn+OjIwwygTOB3HdqKamhteUcC0J54M4F4QLE6ZSOR/EuTtBL4W1phSWn5qedGkW8y6fZeryk74+lIUUbTEfoLMAjUWOZ3AqC0BagMpC6kExrAuANkBwBNsIhfk5LQvQG1JcVEjmk/OsRm1ok5h3/dA9uQzMu+VEfTmDUZNtmcFo/IdK1wK9l97kgKhcICsCqQhyJVzJQp4pgKoL9YPDGeqc0xmgsQoNV4/PVQDIUigr0zIdA25oody1ze3HOt+O7bVvWDZAMPdf5/Qz7fIuJVCnZcTqfF1uG3B3vt61QgGGCzmfT5TobDS6n49aR3k/RnIsDpEYO8qzkx/TjxTVuTxWKPREiU2mgClgCpgCpkBSAeNbkmrYfFIBA9eSapTYvH2wS2yH2epeFQV2794tzzzzjGSzWfnSl74kt912Gy/iVFRc3o2PUrmgc1XEs0GvigK4CHXu3DnZs2ePTExMyIYNGwTH49mzZ3nhEfUA11auXCltbW282FhdrWGREpMdlwkxbNYUuAwFcO0XYNrQWEbO9Y3JobMDBNeOdw3LgIYHxYSLexXlZVKnYUARHnTd8nq5cV2rrG2rl6a6SkJrl7GogjfBTQk8PY8J3wX4jhgdHRU8aX85E2BtQGwGvl6OWtbGFDAFTAFTYJYCgNSyk+qYpu5qgNEY7lPd1TT85/Rwl746JQtnNZ2fUbe1mYy2wQ9vcsINNL25V5ZSAC0FZzV1WAOcVt0o5fVtGhJ0ZfRiSFAD1ZLq2bwpYAqYAqaAKRApgOtIeIgJ54WA0nCeB5gNIFt3dzfPFZHHuWNLS4vUN9RLTXWNwmsV4JkIrj337eeYYtCbbrlJHn74S3KTunU73EmRJx2bv+RMc2Eo5vg778oxy9aJtq6/lrIMw4a2LnV5vzRfl9OGTmIzkRtZBK15YM2BazHANhXBbFo240A19Mn6cgetabmOGwFrgNLmANZcmE8f7lPbYBtKeSIclICEXD4gQ5omgSJCSSxwUJHvlxwjOQ9dYkgqOVbufAwpuXKOgSVE6+VLuDJuHpXhX9Q/uT5+2b61Xw8HQ2GdAqgWYDCXR0jMJJiWyBNK83V0CfPzHlYjXBZgtBx4zY3hQLVUDKxFbXQc349t9O/hCGoj6OYd0nS96FaGjbXJFDAFTAFTwBRY4goY37LED4CLbL6BaxcRp9ir7INd7HvI1u9aKIBQai+++CKdrD7xiU/I9u3beeEmHwS60LoYIHQhZaz8wyiwb98+HpcAKj/72c8yPCjc1gCoYMLTsHhCFsAJLkLmg5Z2XH4Y9a3vUlMA15nxZHS3hgYFsHZYQ4MePz/MUKGjE1OC0KGY4KRWo+FBV7XWEljb0KGhQZtqpFHDhaa1DlDbQky4AQGwFROAVnxvHD9+XPBk/eVMcF1bt24dIVi0t++Py1HN2pgCpoApYApQAdxMBrA2MaRQWo9kBxRQG1J3tSF1Vxvto+saQLWZKbirTWjq3dWS8vGupN6Mq6qTMkBqCAHaqCFAGzo0BKi6q1U3OJANoUDhsFauDsN68453M5Pj2LwpYAqYAqaAKWAKSFdXF8OD4rxw8+bNfOAR15BOnTrF0KEHDx6kyz+gNTy8u2XrFlm5aqVCbnV0MHv77T3ynee+I3s0BUa286Yd8ld//Vey88Yd3uEMYScBdc0OP8nwmN6FLITETIaqjMNeInRm7GTmxorLOD4gsggec8skYDbLIU0BevzTv0mwLDeP9pzTcj/v61y5tkM9yqJ2vr0fy40TxgCchvZxPtSX8iFH8MtDXAS4csI2AszSFh7kCrBXfrtc0MvBXK4PRg9wVwIAi8bzdXPkXbjLhLtZGGdW28S4ej0mrKuOnAegYSwHq7l1QltcvwlpDLS5OfyZ6evZBnvZtXVXfXRe/7n/YYy4Hn2xHJei3I2K9UMN/qGQ/+ZKQxla+L6hfSkfb7bupoApYAqYAqZAoRQwvqVQSi6+cQxcK+F9ah/sEt55tuoFUwDg2g9/+EM6XF1//fWyevXqKOyiO0nNXVRjY6OsWrWKjleosRv8ufpYrjAK4Lh67rnnGMrh85//vNysT7YmQ4Feail2XF5KIas3BRyslp2ekbHMlIYHnZRTPcOy/2S/HDs/RGhtZNyBogDSAK011qYJqgFYg9PadQqw1VSmFjw0KJ6a379/P3fptm3b+L2Bv/ECzHapfQ3Y7fbbbyf0hrb2/XEpxazeFDAFTIElqoDerGUIULirTY0rhKYvdVibmRhWd7V+5642eEbDgp5TdzUF18YVZlMnE/TJmXDTrkLhM3VXg7MaYbR0rZTVNCms1q7QmgfX6tpZVqYObLxrlzOIZUwBU8AUMAVMgdJVIABQBK08WBXNC0ArB1QhTZajX6jD1gOeUpoK7y6nM6dOnJLf/fr/+EDTrX94i6y8boWe/JbJ0cPH5Fe//JUcPHRQhhU4b2psku2bd8iWG7bI9Ts3SsvyFo69f+9++a//7yfy/t73Of712zfL/Z+/TzZv28z6HKiM6+nW0TmVuXl9j6CzsA25TmauPpQBXIuhN4XidNzgbEYATgG2MH4I8Qk3NGrht54SLNBbDCjFMBJRpRwAydWRWSKQFPJxHz+nf/aEugA8+XzUz5U7mCk5f6F+2iaMqRqFebR2cBoAMM3lgGEu79oAwnIwGPpGsBrhrItAYr4PwmW6PgnQjNsSypNp3CYsM1petA6ufQDcUB/ahjS3D3E1tuG2J7RYoEPGFmsKmAKmgClgCpgCH0IB41s+hHiLvKuBayW8g+2DXcI7z1a9YAq89dZbDBWKFBNcrFpbWwkJ4cQaJ7TJ6YYbbpAHHnhAtm7dymK7wZ9Ux+YLpcCBAwfkxz/+sQwMDBBaw/EWHJHyj8m5lmnH5VyTCIeHAABAAElEQVSqWJkpkKvAZHZa4Kh2rn9UDp4ZILB2pndU+jU06MRkVqay7vJ/VbqCoUDXamjQnWtaZH17vSxrqGbIUEBtl/OZzF1yYXN4cv6NN97goHfddRdDDP/85z+Xw4cPX3JBWPdNmzbJJz/5SaboYN8fl5TNGpgCpoApsDQV0BvEM3BNG9cQoEOd+jqnL3VXG+5hWFAAbATaNFQoU0Jr+C11v6dBtLJUlQJpjVJWt8yF/4TDmrqrldW0SFmlAmx4AWir0HYA3DR8kk2mgClgCpgCpsBiUSDAZwCzJtW1dFJDVk4qFM55pNNaxnxiXssQ2hLlCHtJqCsBtYUxAXKdPKTnhz/7PR3Rbv/kLbJsZasM9Q7JmSPn5MDbh2R4bFiaVzcIoJ/hM+PS3Nok2+69XpavW0ZHsdOHzsr//b83BSmmVdevkDvuu1VWbVYATn/SvecY27qcNspxIkMv38qXR/1CO9RHdaGtHy2vDUtDWTIN/bG4BZxwTl3OkI4KXEUhHwFWIa/O7Eh9PUJAxgBXhbq2u3ZRaMhk+0Tb0A593XhJ0Msvi1CXH5/jom2yLr9PgL1w3Rt4Gq29XIqS6Ho4a1CQU+euluf2m3sMLeXQfjkcBzuMraNxOZ5fRu44+f1Dz9nlroYL4+jJcTi+lrr/Loe1sMkUMAVMAVPAFDAFSk8B41tKb59dqzU2cO1aKX0VlmMf7Ksgqg1ZcgqEUKG7d++WwcFBrn99fb0gVCifCNOTfVxMwYSTdrjZPPTQQ0xRZjf4oYJNhVYA7kkvvfSSHDt2jGEd4PIHcA0h/XBc5k8oX7t2rYX6yxfG8qZAQgGEBIHDWkahtBF1WRsam5T+4Qk53TtCcO1M36gMqfPaxGQIDVom1QqttdRXyXXL6mTjikbZvrpZOpprGBoUTyQXw3Tu3DnBbximW2+9VTKZjLz++uty4sSJy1o9fHfcfffd/A5BB/tduyzZrJEpYAqYAotbAZz/aCguhgFVZzVRGG0mM0p3tenRXg+tKbg2qKFBERJ0YkREb6bnTPid1Bumzl1NQ3wizCdeVRr6s65FyuuXE1wrqwe4pu5qKC9PsU/OOJYxBUwBU8AUMAUKpAAQqVzICg5mMUTlrv8FkGq+aQhXmRw3OKdhec49bEp/Zy8IrRFSy0gGAFsCWgPcBsex2J0sHtfBa1k5deCM/P7l3XQju/3+m6RRH8DqPNol3af6ZKBzQNK1KVm1rUMyej78/q8PS0Vludz4qa3SvrmNKncd7ZX9/3NQuo70Mr98Y6ts+/gWWb6htUB7obDD4Fot/bSQ+nmmc5Q7VzHXHm2cUxfyoW/ePMfwdX4e5JO7FuDKY5gMIJqH1Dx0FuUJsWk9QLIcIA1l2kfLAmQWQWweOpvdx8FoKHfb7YG0aAwsw5cRmnPtHTAXyl3q9CqO6xqFPSpsNFPAFDAFTAFTwBRYzAoY37KY9+6H2zYD1z6cfgva2z7YCyq/LbxIFOjp6RG4W3V1dTG8GlYrlUpJRUUFL3jkr+ayZctky5YtghST3eDPV8jyhVDg97//vXzjG9+QXbt28VgESIlQoUjnOjZvuukm+eIXvyg33ngjF2/HZSH2go2x2BQIDms9Q+NyontYTveM0m2td2iCEBtChk6qy9q0wm2Y6qtT0tFSIxvaG+SG65pl9bJ6Oq/VVLrfh2K5vDs+Pi79/f1cZ0CsCLOC8KGjo6Msu9RbbW0tAVmkmOz741KKWb0pYAqYAotcAUBrCP2VGZHpkW51VDtPQA3pzHC3Oq4NaohQFybUhQzNKOSWZZ8cZfQGanBXY/hPOKs1rpTyujYpq25SUK1OT7wczMaU0Bp+XYvlFzZnayxjCpgCpoApUOIKEEPzLmUIOwnXMqQAyJhPAGFxvXM3i/OuH8JUOtezeJxQ5tq6MafQDoCad1abgmOa5uGehnZYpxBKc8avmwPpfMhN/B4zdKhrhzbBqcxtjzt3xbz7PyPnDp2X3f9vHwG9m/9su9Q0VsupvWdlqGdE0lUVUt+m538blsmIuo3v++VBhcbLShZcc/BZhaT0bwi8KvwrzIfy3DTNdiyrcH1ScERDX6SEvZB380wxH/JsC0ANfb3DmYfksD74O8YBYTqXAN/iclcf53PbaS3/aWc351N8/JLjoZZlSKO2HNXnk/NhTFfGvujmx+BA9mYKmAKmgClgCpgCpkCJKGB8S4nsqAVYTQPXFkD0Qi3SPtiFUtLGKWUF4EwzMjIiY2NjdKmZmJhgmLWpqSluFiC2qqoqviorKxlKFAAR5jEFZyw4t2Havn17jiMbC+3NFLhCBd555x15/vnnZc+ePYJjESBKcAC8HHDNjssrFNyaL0oFkg5rowqlDXqHtXMDY3Kia1jOqsNa98C4jGi4UNyjD1NlqlxqFVprbwK0Vk+ntc3qtrasXm+u44Kwuz4cmhdlipsZ+H0DvAawLXyPYGWdi0C82gBiAbwhxWTfH7E2NmcKmAKmwJJQADfB4ZamN9VnJsfUXW2M6cyYhgQd7tJXp2ThrKbzM+q2NpPRNskfToiEH0e94VuW0nMkwGh4IeRndb2U1bYqsAZozYNrNa3qvKawNMKA2mQKmAKmgCmwJBSIYCv9/XDAlYJZmEOeZR7I0nnWRO3i9mEMgl3syxESY7ixQHCFtjmpB8MIrOl8EjCji5mH0ehmxnkAZrmgmnM7y/IajRsH84DT/GvGQ3AeikP74KzmoDUHrqEcwNrVmLqO9CiQdkh/zidl/R1rJKUPXp19X0N8Z6elfdMyadGHshrUha3/7KDs/bmCa/oTfuOnbpAOOK5ppu9kv3zw22PSqynOf5etaZHr796gqTquaVuHQGHGYU98n2ueZaGd7xWV+XF8Ph5D56IyLEL7Y4mhDKm+1C/Mpd6VLIBpgM8wn586SC0dAW6uDfIOeqvwEBrBNQ+oMbwnx/LQWh64FpzSwrpcjX1pY5oCpoApYAqYAqaAKWAKzFbA+JbZmliJU8DAtRI+EuyDXcI7z1a9YAoACMINfcBrfX19dKnp7OyU4eFhLgNhQzs6OuhG09LSQtcrwGwhXOOpU6fkjTfeEKSYVq9eLXfddRdTFtibKTAPBQYGBuT48eOCFMdomHixjhfuQolL80OF2nGZq4/llqYCF3JY69PwoIDVxjNZDQuqT9iry1qY8PFqrquU9R0NslFfANZWNNeq+1paKlNwWgstizfFzZlsNsvfNHyPwFF0aGiIIBu+T1CfnFasWCE333yzIMVk3x9JdWzeFDAFTIFFrgDAAABrE0Myo+5qBNSGNAToUKdCav10XQOoNjOlsNrUhKbeXS0pC34cEa5KHdTK1E0NYT/LG9RZDWkt3NUaFWJTODpd44C2CoXb9OYv+thkCpgCpoApsPgVwPkHIK0chzMFvJzTmYfDPOAVQK/QNjtHO1cXALGksxkgMzz452AzwGQhLGecJmC3HMDNg3MsI/qmc8myANDNTi8Myrm22PagQTQmfn/139WYek70y6HfHJWBc4NSVVelkbyzMqQPbsFpDQBam4b8TFWmpOdEn7yngFuZhpW86U8BrmkIb/1tHlFn8rMHumSke5RwWNPyRlmzfZU0tTex3oXGBDgGtzEXbhOQVzIUZZmOg1CWzpFM63QZSScz1xZAGEJWOmezMEbsbObqGEbT93eOagE2Qz+9PqvLwctdL8M8MDgAbr5M53PqAwiHetb5tqGcpShDrU/xt06YnyO9GvvRxjQFTAFTwBQwBUwBU8AUmFsB41vm1sVK9S92PfG6OmdZpu5VV8A+2FddYltACSgAh7XBwUE5f/68nDhxgimgNZRjgttaQ0ODLF++XNatWyft7e3MoxwTwrMdPXo0J0zbhg0b6F7DBvZmCiyAAnZcLoDotsgFV+BCDmud3mHtzAUc1io0NEpaXdYQArS2KkVQbfOqRoYIva61Thpr0rxoveAbeJkrAEjt7NmzBNBOnjwpvb29DIUNSHuuP9vx23bPPffwNw6LsO+PyxTampkCpoApUGoK4NINbp7DXW3KhfpkyE9Aa2P9GhZU3dXUWW168Jy6q2lY0HEtz6oLdb4jjN7ohVta5K5WqUCaOqiV1egN7YblUtbQ4cC1OoBrLVpXo1eOSoD8LrX9aetrCpgCpsA8FSAyBXDKw1MuRKUDqVwZwlSiXn8zgG958IrtUOLzzvnMw11axtaJfhjL9QW05hzOCKslYDTAZS50JgA0D7PRrUzng2tZon0IvYm2zjEtuJ1pPtHewWu6ThHE5hzOwjbPU7qCdgMUlQNUedBK0Stf7lKCWFqXA2gBntJ/+H11v7CaetBqqGtEzu7vlN7TAzI2NCaT43oeODUjrauaZfNd69VxrYnua72n+uXIrpNSoQ9obbt7syxft4zLmBiZlMHOYcmMZHRMdSNvqJFlK1uZhnUIkBmWGeajOsJoWF+AaQ5oC+5kDl7zddgm1ntwjXBaqJujLxzP8FJYDU5pIbQnlbC/Mwp6bNpgpoApYAqYAqaAKWAKFLMCxrcU895Z2HUzcG1h9f9QS7cP9oeSzzovEgXgRIOwaPv27ZO9e/cyrBoc1hAOFBOc2ODAhvzOnTtlx44dsm3bNjqwoX5ycpJtEJINE0KIom06baFvKIi9LYgCdlwuiOy20AVW4GIOa6PqsDY2h8MaVrlagbWW+ipZ0VIr6zRkynWttYTXWuo1PLQ+iZ6uKC1HmMOHD8vPf/5zOXRIw8PobxR+j5qamhgKFDcW8qe1a9fK3XffLWvWrGGVfX/kK2R5U8AUMAUWiQJ6834Grmnj6ugLVzVAakjVaW1mbFBd10YUaEOYUH2AB2AboTU8p5j3rGKqSl3UGtRdTW9wN6qzmoYArWhYoeCaQmoID6ogm6TgrqbtgrvaIpHQNsMUMAVMgVJXgDAZgnESGAP05WCxyP1M4S8HkiGkpQtrybz+JuTkUadlcf+4bShLpgDYckC3JADH+RiUC3CZa59XTtjOw3JRP+B1aBdSB9zFeVeuTdiuGPYhYCs4kqUUBMcrXe7SlKaYT+vvZxrlIS33eU1TFRoKM+FwBrjMQWOAusolOzEt40MTMtw/LP09+ps/Na3XKeuluaWJAFpVbaVkJjJaPyI9Z/qkUs8X12xeI82tjSpNGaE2wG7TCrvh9BFgW2W1LjetbqlajzNKd17p5tEo/EMlS1nm2rEup41v7cvY4wLt4zrtgzZhnLy0GPaprYMpYAqYAqaAKWAKmAKmwLVRwPiWa6NzKS7FwLVS3Gt+ne2DXcI7z1a9YAocOXJEfvnLX8r777/PUGo1NTWyfr0+gahhQTHBeebYsWMyNjZGp7UbbrhBPv7xj8vGjRtZj7BrCMkWwjnS/r7C2eCzgb2ZAguggB2XCyC6LfKaK4AbGdnpGcnohXiAaYNjGenXMKCX67BWrRfe4bDWrOFT2puqZZUCa2sVXGtvqpEGdVmr0gv0pTi9/fbb8txzz/G3C79nq1atkmXLlkltrcIEuMCvr+QER1FA2XAUxWTfH0l1bN4UMAVMgRJVQH8j9Y6zCwOqEJrarWjYz1GGBJ0e7Y2hNQXXZkb7tHxUNJZY7sbi90JvgJfpjXNJVatzGsJ9alql0Jo6qZXXa0gxhdbKFVorr+9wMFt5in1yB7KcKWAKmAJLW4F8gCqCrCLQKoBVAbzyaQ6MlVeX7KtQGGvzyoIDmhJdrM93P8sNwwkwLQmyxSBaLrDmATYPsjnHtGRbwGwuH4NrCk77dSiGI4HYlD8vCvM5gBTQK9TnpVGbOepy2ub1i8AylgfIzIXRdMCag9ICtBZAtghay4PXUvpbC3AN7mPqd+ahtThliEytGR8bl77ePpnSUKG41lmtkSOqKhUq138A1yb0NT46LjXVNTxnRLQJTHY+WAxHqa2DKWAKmAKmgClgCpgCpsCFFDC+5ULKWLmBayV8DNgHu4R3nq16wRR455135Lvf/a4MDAzIvffeK1u2bJHGxkY602Ah4+PjDCV68OBB+fWvf03Xmi996Uty0003cR3MmaZgu8IGKqACdlwWUEwbqmgVgMPaWGZKuvVp8hNdQ3K6Z1TO9Y9Kn8Jrl+Ww1lwja9vq6bTW1lgtTfrkOUC2qnQ5XdYQkqUUJ/x99+STT9JB9MEHH6RbKNxAUymFCeaYEPoajmwhBLZ9f8whkhWZAqaAKVBKCigcwJCgmRG6qU0PdTpnNU1nRnrUXW1AndcQKtQDbVl1jlZYYVZIUNwQh2taTSMBtTIAagDVatsYFrSssp4wW5lCbQTb1AFG7/SrUqX5+1lKu9jW1RQwBUpHAQBbAMboaKZuZtMIZxlCWup3bxzK0pVH+dAm6uPDXiJEZt4YAMQIkGlIzRB6M4bG1DkLQBrHc/WY53ohuKcHyhgGNJpX0A0OaQTnXBvmUJ9X7sZx5TljJmE6P24x7DVAWzjPKwf8xbCTDgCLw1rCtcyHt2R93A5hLZN92M6XwfEMoStTAMo0lKXLV2hIS4S1hHNacFJTZzWfD/3RlnAbkDKdd3msZ5j3UJpCagDqQj22BRNTLXe/wPrO32Jl1jUyxMjwiIyMjsrYqIYMVTdu3YHc5w5O072q59QA1uC+jXNCTHY+SBnszRQwBUwBU8AUMAVMAVOgSBUwvqVId0wRrJaBa0WwE+a7CvbBnq9y1m8xKbBr1y554okn+EThV7/6VbnjjjsYVq1CXdMwwU0NF23efPNNefrpp/XiVrk8/vjjcuedd7K+r69PEJatt7eX+dbWVtm0aVPk2MZCezMFrrECdlxeY8FtcddEAdwIgcPahHdYG1KHtb6RjHQqrHaia0TO9I1I98C4jKj7mjaNporyMkmnyiXfYW0lHNYUXIPDWiMc1hj6JOpWsjO7d++WZ555hr9fAK1vu+22nN+1S22YfX9cSiGrNwVMAVOgyBQAHADwTAG0mckxveOs4T7hrjbWL9nh8wqtAVw7KzNDXc5dDW2SP5TYHNzk1pvrZalKB6HBYQ1hP6sVTqttjZ3VNDQo3NbK0nXOia3IpLDVMQVMAVPgShRQhIcQT0idIxnKgGl5YAvfscz7coI/Wos0pw1yvq1vw37aF6CYC8UJcM3lCZsRJtNeEVgGwMzBZVG7/Ly2jdonYTSF1+CY5paDeR3H9wXMFuantTyE4LwSrT5sWwdXOcgqOIIFN2jUEcjyYFau25mDtXLqfftZ7eYsd2PHywD45QE0wGuA1BQ+C2WMokD4zAFsANXKFUQLwFouvAagLB9mi9tibMJsCnZH4T8VWmN4UL9sbEOhp4wCa0NDQ4wg0d3dLT09PbxmOTExIbjWCWgN85jw8NLq1av5cO6KFStYZueDlMHeTAFTwBQwBUwBU8AUMAWKVAHjW4p0xxTBahm4VgQ7Yb6rYB/s+Spn/RaTAklw7dFHH43ANVyswoQLOgFce+qpp2aBa3Bie+WVVwQpJji23X///UxZYG+mwAIoYMflAohui7zqCkwlHNaOe4c1QGu983ZYS0ttJRzWKpzDmgJui2F677335MUXX2SI60984hOyfft2wtTV1eqIcxmTfX9chkjWxBQwBUyBIlJgRkN8zkyOqJtar2QHz8iMvqYHNQSo5mfUdY0QG9zVpiYYOpTuasn1x01zuL1UKYxW16ahP9v1tdKlcFerblSIDWFCaxRs01RDlpXpjXz0sckUMAVMgVJVIDiNBSeySYBf+n2KsJiTPgymm/dlPvwl2sRt47CZk6xHnbbnOADQMA+AzAFrAZDLT5UmzgHocurz6i7YVmE5xeYI2YVtAziXMxaBOpZc090WQWP6u+EAMMBdcCIDNObgMZQzBGaUd/WuXWgf2sZ1Dg4DZIY2MWyGfgEcQ+qWpaCZAERLOJfBp0x/B8M68ifR5XLLAxQX0mSfUMZUxw7/Em3cMoODmsJzHtK7GjsCoNqhQ4dk//79snfvXjl58iSjTACSa2lp4XXOrq4uLnr58uV80Omzn/2sbN26lWV2Png19oqNaQqYAqaAKWAKmAKmgClQKAWMbymUkotvHAPXSnif2ge7hHeerXrBFNizZ08UKvRjH/sYgTPY5IeQaXhScXBwkGDar371K4YRhYPNzTffzHV4++235dvf/rYgxXTLLbfII488wpQF9mYKfAgF4PiHYxBPw+I1NTXF0RDyD8coXggBGBwCw6LsuAxKWFrKCsA0DTddMt5hbRAOawqpnesbk+Ndw1fksLa8qVpWLVKHNTxNf/r0aT5Vj/2NGxO//e1vZWRkRDZv3sywL7ghUVenQALuxORNCI+9atUqhohBlX1/5AlkWVPAFDAFikkBQAcKVxBC03CfdFebGJZpdVebHumW6YHTCq3BXU3Dgo4NalsNC6YP4uRMuGGvIctE3dXKFEaTtLqrpdVdraZJYbXlUtbQ4cC1OgXY6K6mbeb4/cgZ0zKmgClgClwFBSLoClAWXc9yHc1YhvII0PJOaCxDb19HYEvnPdhFxzFt46A1dSPT70rCaB40C/BZKIvzgNgC4BanEbTmwTe20bGyBODgcOYAsqsg0byHnOVWBsgKL/1HyApzLANsxVLmk3UBACOG5du6/ujr4TAgWpxXZExTAmUBUguwGYCzBGjmADYHo6XUISyC19heoTXvZBaDaglIbU54zYNr2i+5/vMWr8g7Hjt2THD98v3336fr2pkzZ+SDDz6gC/fOnTulpqZGUIbzxXQ6zeuXDz/8MF3XsGl2PljkO9hWzxQwBUwBU8AUMAVMgSWugPEtS/wAuMjmG7h2EXGKvco+2MW+h2z9roUCCPP5i1/8Qg4cOMCLNrixv27dOmlububiBwYGBBd9RkdHpba2Vm644Qb55Cc/KRs3bmS9XdC5Fntp6S5jbGxMEKYBT8N2dnbyGIUaOE47OjoEMAqemMWFx+Rkx2VSDZsvVQVwQ2lSXdYAq53oHpaT3SNySl/dgy4c6FhmSiYmNRxONhEXVDe2urJCWuqqpKO5RtYur5eVLbXS1lAtTXWL02ENNyR+/OMf83cM+xq/V/jOQIoJ3w8IY43vDbiJ5sNr+F174IEHoifs7fuDstmbKWAKmALFp4AHL2YAqmkI0Jmhcw5UG9L50V6ZHh9yIBuBtnEHrWkfpcBztqUsVaWQmrqo1S3TEKBwVluhrw4t0xCgCA9aqX9XpuCupu3UXU0UArDJFDAFTIFrrUBwDUNITYBgGTqdZfT8wDmaTU67+YxP4Y4WoLLYEQ1lcFDzdYk2aBvCdbqQngF00zSAb0gj2A3QXAgHmtuGPdnHtXHAnGsTtuNa63ex5eF8gCEuCYAlwDAPkKUUEAvuZykNc5lCeEsFy+LU1YeQl3PWaZ+07+ugNDiRBYjNQ3HedSwAc3EaoDffLgHORWDcBfuihe8X2kR5uKvh/+yHeS6mV6nVvfPOO/L888/TZe3ee++V8fFx+clPfsJzwc997nO85nn+/Hle69y3bx+vLX3hC18QQG2Y7Hyw1Pa4ra8pYAqYAqaAKWAKmAJLSwHjW5bW/r6SrTVw7UrUKrK29sEush1iq7MgCuDmPi7UILQaXrjRDyAIN/gx4QlEXNABtLZt2zaGXNuxYweBIdTbBR2oYFOhFYC7Gpz+cOydOHGC6fDwMF3XsCw4rcEZEOAaQMv29nbmg1OgHZeF3iM23rVSAPfWGRJUgbSR8UkZGM1IZ79zWDvVMyxne8dkaExDomnDcBu+QkN8plPlUq0hP2urUtJcVynLm2pklQJra9vqpV3nG2vTDAl6rbbjWi4HIWAQGhQpbvbwhpq664TvEeTxfYFQoQDX8EIZJrTHb9tDDz3EFGX2/QEVbDIFTAFToAgUgEOPghUyldFQoGPulRlVJ7U+mVZHNTirTSM06HCXc1fTUKA5k37HMwQo3dXgqoaXAmlV9QqttUh5/XKCa2X1ANfatbxBm6fYJ2ccy5gCpoApcBEF3N/leU5nBL486JUAuoCB0X2MZQH+QrtcQCxyRJtWN7SZKYJncDUDgOZSB60FeG1uR7QAuCWgtSgEqAvxmdXx3fqHM4uLbOiHrIqhrCRY5QArolSEswJwldtG/2gnbMUxkvOulH/Tu/GDOxrGcfAXe2qfpNMY5gmuJZzOIlANzmeE1BLwGvL6W+IANQ+tRTBbStLRfDruq9Aay7UfQnUml/8hpbTul1DgzTfflCeeeILH9qOPPsrWTz31FM8DH3vsMQJquN707rvvyssvv8zrS3/9139tjmuX0NWqTQFTwBQwBUwBU8AUMAWKQwHjW4pjPxTjWhi4Vox75TLXyT7YlymUNVvUCoQb+3CzulxACGHVDBBa1IfFgm8cgEpAKIAq9+7dOydQiWMWgCWeigVMCfikra2N627gyYLvQluBeSgAlgo3jgYVTDvbNyqnekbk2PkhgmsIEzoyPiXjGTis6c2txPhzO6xVKaxWKXUKslUp0JauALC1OJ+s7+npYThrpMkJoYYnJzVEnE4IL4yQwrihlT8tW7aMYbKRYrLvj3yFLG8KmAKmwMIoMJNVYG1iRN3UeiQbQoAOntN8n8xktBwQmwJtDBuqMIdSbrkrqkBCGcKBVmsI0EaF0+Cuhpc6raGsrEof1Ek5oI0poTX8Tsz+rcgd2HKmgClgCjgF8Lf79Iz+fa6QrQPKHBDmHM5it7Mc6Ewd0qaCa1oCRAvOaEkIDY5oOeFAubwE/EYQLgnA5TuieXgOvmnaN3JSi/J4GCZ5ZnF19iz+Bs93OAPIFUJdoq4cEJkHvFw5Qms6N7QYMnMAGOrLAZihXl8pD6ARLAvhNFEP4CxRx7zW82EWwmtwQQPkxvcc2I2gWaKc4UIBw+m/3PngjuZBuaiNL/d57ca+V0dhGzWpAK73P/nkkywCuIZjP5m/7bbbNIxtVnbv3i3PPvsszxPR7vbbb2cfOx9MqmnzpoApYAqYAqaAKWAKmALFpoDxLcW2R4pnfQxcK559ccVrYh/sK5bMOiwCBTKZjAwNDfHCTX19PQE0XKRDSEbc9AcwBJcruFthQhs4sAFWw41/hFwzcG0RHAhFvglHjhyRX/7yl4IQgDhecdytX7+eYUGx6v39/QzrgOMWTkoI9ffxj3/cQtgW+X611Ztbgez0jGSmsjI6MSXD6rLWpaFAAa0hNOiJrmGGCkU4UDgvYAKABhCNDmvVKQ0LurQc1vJVxPdAb28vHUKn1WkNgBq+M9LpdH5T5gGzoQ9uVqAtHEURShR9MNmNCspgb6aAKWAKXFsFAFSomxAhtEkN8wmHNQ0JOjPWz7CgcFaDw9rMYKfMaEhQOrFdAFRzMJo6qyHsJ1zU6lpzwTWEBE3XisCJzSZTwBRYMgoQ0dLvmtjxzAFgSTAsOe8gLw+JKdzl+ukocEfTF8abpiOaB9c8hAYoLYbPYpBtljsa4DW6qKl7mndTy4HXtAzjEzi7inBZBG4R0vKOZYCtNK85lzLv6/LLgGNpfYC5mKJnGIN1yANCcyCaA9IAoQE80zqU63yUallo41LAZrltCa9pnxTHzXNHI7zmloVQn5GDmi8P64Ztt2nxKQAg7Vvf+hY/O4888ogeO+XyH//xH7zOietGmzdv5vXNgwcPyo9+9CM+EAknNgPXFt+xYFtkCpgCpoApYAqYAqbAYlTA+JbFuFcLs00GrhVGxwUZxT7YCyK7LXSBFQCcduDAAV7A2bRpEx2qcOMeN/sBtcGBbXx8XKamNCyPToDVEF4NNvqHDx/mTX44WyFEIya7wU8Z7K3ACrzzzjvy3e9+VwYGBuTee++lGxKASRyLmHCM4pjEhcZf//rX0tTUJF/60pcstEOB94MNd/UVwI2oMXVR6x2ekDN9I3Lk3BDd1pAfGp0kzJaZ8g4JfnXgoNagoT87mmtkQ3uDXNdaJ20NS8dhLX+vALQ+d+4cvy/w3QAQbfXq1YRa89siDxj21KlThNfwndLc3JwTItt+1+ZSzcpMAVPAFLiKChBaUzhjYshBakPnZBoOawgBOtLLcmGo0HEF2xRq01B3ejKjK5RwCQJwgTCgCqmVadjPisbrNPynuqxpOFC6q1Xq35Coh8NaRaVS4BUWEvQq7lIb2hQoNgUctDatoJg68qrjWUahsYyGF55UZ8dMdkJfgMcwjxCcPp1CaE51RwNUFoFlCqJ54AzlcFpDuM0AvBFmA9RGuM1DbkDcPOwW4DdF33Lb+HqcGzgoDnCcfsfh+zH5XVdgYQO0BggsxXCXPhymwl4uH4e7DGEvo3YMhenahTqXhtCZaX3Yxo0XIDMCYwTduGT9HnZp7Hjmy3U788uYz2sPD7MAysX1HqILy/EAHUYOy9dZ1BZYTRuuWBRACFCAanhQ6fOf/zwfUMKDkUeOHOFxhWugOA8cGRnheeGGDRvky1/+stx8883cBDsfLJY9aethCpgCpoApYAqYAqaAKTCXAsa3zKWKlUEBA9dK+DiwD3YJ7zxb9XkrAPjsF7/4BW/ww6VqvbpYwVEN4E9lZSXBtLkGxwWe//mf/2GVOVvNpZCVFVKBXbt2yRNPPEGg8qtf/arccccddE/CBUZMIQTgm2++KU8//TSfoH388cflzjvvZL1daKQM9lakCuAmFBzUJiazdFgDpNbZP6Yua8NytHOIjmujEy4kKDZB78+oS0CZVKYqpE4d1prVYa2tsZrAGsC1Fc21GhY0zZCgRbrJV3W14BKKsMJwYoRLaHt7u6xbt45A2lwLRrvjx4/TYRTQG8A1hBs2IHsutazMFDAFTIECKkAIQwE1gGcKisxMZVw6qfMA08YHZHqok85qdFgb7qa7GlzYcib8MKrDThkc09II9alAGl41jVKmoFp5Q4eUNym4Vq9prYYFVec1/pjmDGIZU8AUKFYFCGops+XgLgdyOeDLO53pdwnq4rJcMCwuR5vQPyvZGbifaUhPQGseTgO0FoFqUZmD11COtrF7moJqEbTmATYd0y0vAdIWWNgAcDmXsNgJLeQBboV5tFVsi3BOKNOc5j3MxZQl7IM2eDlHMoXMCKwloDWCZwqgAWrzEBpS5hmGM4bTUuWVCqp5kC2nDRzP9Dtbl2OwWIEPDhuOCuD6EB7CxVRVVSUnTpyQ//3f/+V1o7vvvpvg2nvvvSeHDh2So0eP8iFIPKSLa6Bov3XrVvnkJz9pDv5U0N5MAVPAFDAFTAFTwBQwBYpdAeNbin0PLdz6Gbi2cNp/6CXbB/tDS2gDlKACAQjav3+/rFy5Unbu3Cl//Md/zFCLyVBp+ZsGB6znn3+exV/84hfN2SpfIMsXVIFwnMIJ8NFHH43ANYR4wIRyhPsDuPbUU08ZuFZQ9W2wq60AHNRGJiYJqx1RUA1hQbsGxqR/JCMjGip0fFJvsmn40BAaNFVRRigNsBpAtTVtdbKiRcNb1ldJfXWaIUMROhQhRJfiBBfRn/zkJzI6Oip33XUXbzwAQoPz2lwT2iEsNvq98cYbDA3z6U9/mv3Q3sDXuVSzMlPAFDAFCqCAAiMzgNQmBmV6pFumR3vUUa1H5zUd7WP5TGZMnLuagmwE2zR8qDoR5UwKS5SlqxRUa9YQoCvdq2mVg9SqNTRoZV3srpaCu1oqp7tlTAFToHgVoL+Yh80AmQEUy6gTGgEyuJ95kCw4oMElLZQFt7TQ1gFpzjUttJtS0Cy4mgE4QyhOfSd8xjzK9BU7pMVQXOgHbC6eR/3VhdYQTjNFSEyhsARIllb3SDiaASJzzmYxXBZAMweYoY3rm1sOyMyF0QwAm3MtI/rmQLMAxTH0Zx4AFwFxHpQjMJcE5ICpuboA3xXvkWdrVsoK4PwODzNhwkNM+Ewij7StrY0P6MKxv7OzU44dOyZ9fX2MMlFXVyfXXXedrFq1itdH8RAUJjsfpAz2ZgqYAqaAKWAKmAKmgClQpAoY31KkO6YIVsvAtSLYCfNdBftgz1c561fKCrz++uvyT//0T7J3715Zu3atbN68mU4z119/PR1qgvsanjpMTgCEnnzySRY99thjBImQAQD3X//1X0yRRxjRBx98kCnyNpkC81Fgz549UajQj33sYwwV2tDQwKdhMR7C2oZQob/61a8EYUQRKjSEdrDjcj6qW5+rpQDuZQFCy0xlGfpzYDQjPUMTcrpXQ4MquHa2b1QGFFob15ChmICf4eZOOlUuNZUphgVtUZe1lS0aGrSjUZ3Waum4Vqt1aLfUJ9xYePbZZ/m9gFAwt956K2E0PEE/14TvD4SF2b17t7zwwgt80v4rX/kK+6G9fX/MpZqVmQKmgClwBQooCDKjIfREwbMZBU3gmMYUrmoTIzI9ps5qo+qmBngtQGtjCq4BWgOkhh/O5KRgRRkAtJTCanBWUzCtDIBaXZs6q3lwrVHBNQXZyrSNgWpJ8WzeFCi8AoDL8B/AVwRwEfhy7mYAu4ILGVPmAwAWUt+XY6B9XI4+WUBrcEfzITrpfhbmNXWwWuyIloTVnFOahvtk++CehrCek1yvQitCFzH9k5wOZwnAC3+nEwEL8Jd3N4tDWzrIi/1CnQe9AkiG1LmhBWgNYTgrCbAFYI0Am3dEC4AagLQIWvOwG0J8BsANzmiox9gVcLC0c4pCHxY23jVUAEAariFhwjUhXNfEBHfts2fPch4P7mJC24GBAZ47BnANESjwkGT4HNj5IKWyN1PAFDAFTAFTwBQwBUyBIlXA+JYi3TFFsFoGrhXBTpjvKtgHe77KWb9SVuD3v/+9fOMb35AzZ87IRz7yETrSwC4fNvm4wHPjjTcSZMNTisnpQuAaxoE71unTp9kcTysiXCOeWLTJFJivAiGkLRyRAJjggmIy9B8uNOJJWTxZi7r80A52XM5Xeet3NRTIqnvapLqs9QyPy/GuYTnZPSyn1WWte3BChtV5DcAa6tEOE8P9qHsaQoKuaaunwxrSdnVca6hJS22VhjVJl6tDgnMgvBrrXEpjvvXWWwwZDCfGRx55RG677Tb+pgWHxvxtQbupqSnB34HPPPMMb1IAyL799tvZ1L4/8hWzvClgCpgCV6AA4JOpcRf2Ey5qdFYDpNYrM2P9DP05kxnVNhrSS6E2l046sE2Bt1nQmsIUCPVZVtfqQoA2aghQhAKtW66Oa00E2aJwoQpnIISo3nm+ghW2pqaAKXAlCugnPILVgiNaBJdFYJm6oPl5pG7eQWjBHY2pD7sZQnGyrYYSxrjZGQVgCcMFCM7Bbfruy2PQLYByAN7yATgH0IUxuPZXsrmXbAtojYCaAmZxCM0QclPTAJDBGc07pBEgi0AzB5MBRnPuaT5Fe7TR/niV+1CbDLbpIbew3HxgjmAc2lyBI9olN9QamAJFrADCgL744otcw8997nOyfft2zuNa5yuvvML5+++/XzZs2CDj4+N078c5Ia6D1tTUSDqdjqA1NLbzQUpmb6aAKWAKmAKmgClgCpgCRaqA8S1FumOKYLUMXCuCnTDfVbAP9nyVs36lrEAA0IaGhgSh0aqrq+U3v/mN9PT00EJ//fr1vMgDSAiW+rDKr6ioEIABczmuwfXq5MmTfGIRuuBJxTVr1tABq5R1snVfWAUQxm/fvn2CC5B4AVDDU7OA1DABZkPoB4QCxEXJ8EJ4QEx2XFIGe1tABeA+MZmdkbHMlAxr+E84qp3rH5NjXRoatHuEYUJRnjSVSWm4z+rKCqlTMA2AWntTjaxbDnCtXlapy1pTbSWhNrsfn7tjw+8aSpOOoLmtZucAXf/bv/0bK/72b/+W0DUy9v0xWysrMQVMAVMgVwG4LSkAooCJZL2bGlzVENoTKVzVxhVaG+1lSFCGA0VY0LFB1onCKnNO+IEDnKFwRwSjwWFNAbXy+jYpa1ihDmsKrtW3u7CgWmeQ2pxKWqEpQAXw9yj+OaArBr5y8gkQLKdcITC6qUX1Pk84LKsPXGQJmAVALR9eYznCeAJc0++KUE8XNYT7JLTmHNPYxocFdfMOWsO6F3oCaJbjcKaAV5kHwZzL2ez6qH0CBHNlri3mK8rUwUxdzEIoT8BphNa82xmhtDCfcEwLsBvqKwO8pt+BoRxjmCNaoY8CG2+xKXCh80Fcx3zqqae4uY8++igfcLqcbbfzwctRydqYAqaAKWAKmAKmgClgCiyUAsa3LJTyxb9cA9eKfx9dcA3tg31BaaxiESsQLujAbebhhx+WjRs30i3tgw8+kHfffVf6+vr4xCFCiN5zzz0MJYonEGG7Pxe4Njk5KWNjY3xiEbLhScXwxOIiltE27SorMDExQXgEYRxOnDhBSA1hHlCOCaFsEToUoBogSzgEIlxoCHFrx+VV3kE2/EUVwE0+uKcNjE4yHOgpdVc7oU5r5wfGZGhsUkYmpuiyNpXVcGh+wr36+uq0dDTXyOq2Olm/vEFW6HyTuq6hHCFD0wq2GbQWFItTOIn+y7/8Cwv+/u//Xv7gD/4grrzIXHAgRZN/+Id/iPrZ98dFRLMqU8AUMAWgAIAWhU5mJoY15KcCaRruM6SA1WbGFVDTsJ9wXnPhQvXvN4YNVWCNrmrx71+OoAp9lKXVXa22WcobEQJUQTWEAK1dpqFB6xkiVACypaod3KaQm02mgCkwtwKEzvSzipCbcchMAGMKiylMlkEa4DHvjpZR0CyE3MxxRPN9UEaXNR1zmo5oPjQoYDYPyDmXNF8eQW+KoBF4I0Y3yxXNAXaxW5rLXx1orUIhs5QHwyrpgOYczjiv4FhlRZWkNTQx3NEqFT4LYTjjEJv5ZQDL9MUwgwj96UE4D7nluKLpH/IudGho5yE5lKLOA3QBpGNfHzp07r1spaaAKQAFwnVOzCcfZMJ1/+R1zOCwjXYXm+x88GLqWJ0pYAqYAqaAKWAKmAKmwEIrYHzLQu+B4l2+gWvFu28uuWb2wb6kRNZgESqQf0HnlltuIQx09OhRef311+XgwYPS29tLCAihQwGwrV69WlD/3e9+l2Ba8kIQ7PVxUSeb1dA+OsGdDfDahUK0LUJJbZMKoABvrOixhDQ5wWkNboDd3d0CiA1Oa5jgvAYHNoBrra2tzOOYw8V9THZcUgZ7u0YK4LBFWKJJBdHgsDY6PiUj+uoeGpdTvSMCcA0ua/3qujatQBvaYqrQcKDpVLlCaRWE05Y1VMt1y2rpsAantWX11axHO5surAD+nsOT9ICoP//5zzPkZ0tLCx1F5+qF8DD9/f0MFfrCCy+w3de+9rUoVKh9f8ylmpWZAqbA0lBAf58ULgFcRjc1hVNmFGgROKtF8/o3P0J8Tmo40IkhdVTz0Npot84rtKYvyYy4/hhr1gRXNf2bTd2FRMGQMgVEJFVFEI0hQasUUNOwoGUA1xoAr+mrWkOCahu4sdlkCix2BWKIy4W3DC5oIYXTWZhHGofTjMsxBkJtBlc0wmoKnRFKUzjNQWsOYHNlWpeA1hy8BkjNg2x0TXMhPxnGk+DaXJ/vwu2dEILTQVz0SfNQmIe9CHlpOVKCX+5cMB/+Cnm4lmG+Qr9HXFjOEJLTQ2oeYgswW0jjEJ4I/+nCdwb3tBDKs0Jd0cL6Fk4BG8kUMAUuVwFc5/z3f/93Xk8K53X4HoTj2je/+U0OE8rnGpOQqF1PmksaKzMFTAFTwBQwBUwBU8AUKEIFjG8pwp1SJKtk4FqR7Ij5rIZ9sOejmvUpdQXywTU8cQjoDEAQACG4W+3fv5+g2tmzZ6W5uVn+8A//kHDbz372M4YCTYJrcMAaGBjIccJCuNDgfFXqetn6XxsFcAziWAoAZFgqnAEzmQzrUI88plQqxWMMx1llZWU0D3ASkx2XlMHerpECcFebnJqWvpEJOdM3KmcUVEPaMzguQ4TY1Jkyk2UbdzPSrRjCgrbUVclKDQO6saOB4UBbFVZrqk1LrYYLrUzhBhtuyF2jDSnRxSCc8A9/+EPBb9amTZsYOvjWW2+VlStXRjBr2DTof+7cOXn77bcZjhhuoytWrCDwtmPHDjaz74+glqWmgCmw5BSAg5LCLaJuadMKpQFMm/3Shwgyw1o+6uA1hdgYHhRhQgG0IVWoRe8eq3wO1I511B80/K6l1TFNw3+W1bZIeZ26qemrvK5NymuapayqQaSyjq5qDBeaUoc1QG4KnNgPYqykzS1OBfB3CmA0hMsEXJbRULwTSDUEL+AzlE1oGcoJn2m5a+faZvTzh3boD1c1uK0F0C2MDW+0XODNu6HllAeHtNA26aCGOjin5X++C7dPHASmzmgKmYXQm4TEPDgWADKmLPMQWsIhzYFneq4I5zQFZJlHiE6FzPDAUwDagrtZyCPNKaPjWeyIFoF0HpgD8MKXoms2mQKmwMIoEMA1XC/6m7/5G8G5IL6ndu/eLc8++yxXKpTPtYa4joRrS3Y9aS51rMwUMAVMAVPAFDAFTAFToNgUML6l2PZI8ayPgWvFsy+ueE3sg33FklmHRaBAPrh2xx135GwVnK0OHDgge/fupRsNHGw2bNhAJxv0hftaMqQaYDe0R4pp2bJlsnXrVqY5A1vGFLiIAghRe/jwYYaqvUizC1bBXQnAClJMdlxeUCqrKIACuAgOWC2jsNqoOqzBXW1oLCPdCqqd7lVwTV3Wziq4NqihQqeyscMaIDS4p1Wly6VOw3+21FdJe1O1rF5Wp+Bao87XSJ0Ca3Bhs+nyFTh58iQdQ/EdgpDCgKcBoQFIS96ACIAswDXAboCua2tr+d1x9913y9q1a7lQ+/64fO2tpSlgCpSIAvq7pUSauqepW5rCLHBQmwFcpvPBWY2uagqtIbznTEahNLipBXANoT81LKggD2gN9Qq3OUBtDg1AXAM0gwuRQiOi0Agc0yJ3tUp1VUM40Fp1ViO05sC1MjiraahQAahmkylQIgoQ4QLIpcBZ0gkNDrshP6OfvwCMubK89gkXNcBmcDxD2M4Jgml5cJoH2QK85mC10AaAmwsHCmc0hPPE8q7G5OAyQFsO6kIQTLoWMa/z+BfqQjoXBJbfz/eHQ1pKwwcDNEspcJYTqlMBtQCtpQirBSc0befhNQJrgNb40vCfmmIMjIv1tMkUMAUWjwK7du2Sf/3Xf+X1pPvuu4/ndzhnx0NKr776Kj/zf/qnf8ryubbarifNpYqVmQKmgClgCpgCpoApYAoUqwLGtxTrnln49TJwbeH3wbzXwD7Y85bOOpawApcC1+BuNTg4KF1dXXRfO3TokLz77ruC9NixY4QB/vEf/1E++tGPUgWEFn355ZcJr6EA0NqnP/1p2bJlSwmrZKt+rRXYt2+fIGQf0nAjARcak1MoD2WhHuWAVBAiMDgm2XEZVLL0aigwpSFBxyez0js8ISfhrqag2jkF1pAfmZiSsYms1utNxynclMTtTDelKzQsaFUFYbUNCqqtUWCto7mWABuAtep0hT7ljfBHdjPtSvYbYDWEEgZE/bvf/Y6/XXjaHtAaQgnX1NRwOIDYgGQRKhSujWvWrKGjKH63ALnV19eznX1/XIn61tYUMAWKXgH8PYXQnwrAzExqCM8Ao+WAaYDStE5DfApCgNI1TSE2wG2E3OJwoS5kKKA3heDy/laLtFCXJLqk+bCf5bXeUQ0hQHUermplaXVSU+e1nHChCpwwHKiCKzaZAqWggPs7Dw806N99CoLSBc07oxE+i+a9QxryIfymzgcXteCo5tzSnEsaQn06yC2k+WBcXvl0XA+IDn+BhvUrtJYBSqMjmofIHGCmAJnCYYTJUA7ojHmXJl3TGG4TQJrv7/Lo71zR6IzmITYHwMVgHCA550ocnNMCJKf5CI4Ldblp/jllobWx8UwBU+DaK/B///d/8s///M+8ngTXbZzX4fsP54l4aAmf+46Ojuh8L7mGdj0pqYbNmwKmgClgCpgCpoApYAqUggLGt5TCXlqYdTRwbWF0L8hS7YNdEBltkBJTIIRUw2oD9Nm+ffucW4BQaf39/YIb+K+99hod2E6fPk0g7fHHH5fg1IZwa9/+9rcZdg0D3XLLLfLII48wnXNgKzQF5lAAx+VLL71EF6Q5qqOicKMBFyGTE47jhx56KDqe7bhMqmPzH1YBOGbAOW1iKqtQ2pQMj0/KwGhGugbGPbg2Kuf7R7Uczha4SeiWCP4MDmsI+VlTmZIGDQHaWl8pq1oQGrSRoUHhuoY6m+avwLTeqAWodvz4cTqv4fsENygAYjc0NDCcMEZHHjcv0uk0QbVt27YJnNbWrVvHMoSNwmTfH5TB3kwBU6BYFcCPDKAUhVoIjwEuA5hGkCzMe7AMZQDPFJCZAZCmYFoSXIvnEfpT4TV1UQPgxnEvZ/vxvUlXNQXOKhKOaikNBVqpYBoc1ACrhVCgANg0PChDgWo/urJdznKsjSlQYAUC1BUc0eI0DwaDi5p+jkI9XdXgnZaAxBCKMzvjXdJCCE/vehbCeE4qrOagNgBszhEtgG2Tvg8c1FAGCK6QwBnOn/5/9s40OLKrPvtHS0utbfbVM7bHC95XbAMBY2yWUEBhg4lDgCQYTMySqlCVqixV2b5mqeRNPqQgxGACiYEYDDZbWMxms5rC2OAdL2OPZ5/RSKOlW63lfX7/c093SyONJU1L6pb+x75z7n7Pfe7St/v+9DwWf3kM7JUiMTPoy6YnOCzG1U+KzSw7qMXlzBHNwDQc0TIHNIPVovtZdEurwGu5DGKLoFrmjKb5E7AWHdQq43kuo+3858UVcAVcgeMpwPe/z3/+8/Z7UvrN6HjzT53mvydNVcSHXQFXwBVwBVwBV8AVcAXqWQHnW+r56Cxt2xxcW1r9T2jrfmGfkHy+cIMqgCvNgw8+aK2/6KKL7K8Op9sVfowvlUrmvsYyRLHhurZq1apw9dVXhx07dthi/oJ/OvV83FwVwOVv165ddr7NdVnm57wkxpaa4uelyeD/1EgBIkGB1Q4eLYRdhwbksAaoNhyODI6Yw1phRA5r6kZ130zQGptulXsaLmrremIc6DY5rG1b1xk2aLi7IydgrcWgNuA2L/NXwF7uSvihoaFA3DUdcZ9EgTKOzzIKwBrRoESJEmu9YcMGq7u6uuKLUb0cpfj9w2Twf1wBV6AeFTBoTciNgWiCzEpDgs1wSlN0p/qtS8MaZyAa8yQXNUExKSK0Oi600o+LmmIFqz/MZtKBe6ackZryiv3sWB2aBafhptbctTE0d6zV+FWC17p08wVoa8+c1dSvZaKrGvdc//ybSV4fv3AKJGgN4Az3M9zODDCbFMtZid4kijMCaIBlmWOaxtEPaDYqp7WKO1rF9WwS7AYAV9UdGysap5tTmq4//qtFAeCIkZsZTJYBZm0GjBGdibtZBo/JGS3FaebkhEbEZordTHAZtUFqgtBa1AG2VeC2CgBXhuW0/cnuaNk8Wi6Nn255xnF7cGitFmeBr8MVWP4K+O9Jy/8Y+x66Aq6AK+AKuAKugCvgClQUcL6looX3TVbAwbXJejTUkF/YDXW4vLE1UiBZ5QOm8dKeF/YU/qK5pUV/Wa26ugAEMC/ua7jZUE477bSwdq3cElT8Bb/J4P+coAKcYzgmTXVSm+m8fKHN+Xn5Qgr59OMpMDY+oReR46GoONAhOawdHS5ZDOi+vmED1/b2DoeD/QWbVv1un8giYLU2wWqdclHrzreG1Z1tYeNqgWsbus1pbYuiQbs7WjMHieO1wqfNVoGp9w8cQ/msO3r0qNUMU/L5fFizZo2Ba9VObFO34/ePqYr4sCvgCiy4AgJazDHNojmBywTc4paG81JWp2GDzCz2M4Jr5qIGrFbSsAFsivuktm7Y+oMgGwPWgNJeqACkAY0Q9ykwBUe10KLPLcEt1OawZuNyFvVpgJrAtbKrWtcGQWtrYhwowBrr8+IK1EiBBJ1VQ2Cxv+KKVu2QNnm+yjxAawBnyREtwmsVWK0IoIYTmq41g9UyeK3aOQ1ojWmsi+3UDDYD1wL4UleBugDEcEGbHHsZh2caH+dNcZ0JOqvAaAlMy9zSqkC1CK0BtlUc0QxqhtxtgAAAQABJREFUy8C3FONp7YQw8+IKuAKuwBIqMPX7YGqK/56UlPDaFXAFXAFXwBVwBVwBV2A5KeB8y3I6mrXdFwfXaqvnoq7NL+xFlds3VicKDA8Ph8OHD1tkWnt7e2htjQBFW1ubOdHgSDO1ABPhWDM4qBdhKt3d3eZcQ7+/4EcFLyeqABF+nF/UlPSy5njn5fG26efl8dTxacdTgPsdwFrfUCnsN1BtMOzpHQoHBKr1yWFtaGTU3NVGFBtKfGh1aWttDl35XNiwKjqsEQm6eU1HWNOl+2t7q0WC5uWy1tqCy4SXWikw9f7BMRwbG7P7CJ9xQNkUXlxwT+FzjvFTQe3UHr9/JCW8dgVcgUVRQPcsQDUDzYpHw0ShX53qEk5qmZsa7mnmqCYQLbmnWUQoMaC4pE0TEVqG3qpd1CZ/bh2zfwat6RNKAEtTu9wo5ZjW1C5HtfYewWjqqBluy+pcp+C15KYmJzWBak2KDA2CXSL0Fu+/x2zHR7gC81AgQWvTOaUVM8jMaovejBBaqcotLUZxRve0CJyNyiktc0ITfFbuT+MUxzuTM1oC4mrtkIYswGi4mQGHRQe06H7WpmsLoKxN19mk2sa3h3bAszSP9ceYzmOc0fQUWg3ENRkMN3mcAXGKDp1umgF1msbDrDuizeNE9kVcAVeg5gpM/T7ovyfVXGJfoSvgCrgCroAr4Aq4Aq5AHSngfEsdHYw6a0pdgWv8hREv6nCZOHDggEEADCcHG17W4TBBR5wawyyT5seZAscbCi/0mG/jxo0GqfByjy9+lAS+YMVNP8swDecmopfSutOLQr5Asg3mJ7apUCjYenC+IK6J+QFhaA+FNuOOQXuIeyLmiX2gTR0dHTb/unXrrN8WmOc/fmHPUzhfrKEVAFp78sknQ29vr+1H+gtErqlTTz3V3GjmsoP+gn8uavm8Myng5+VMyvj4xVAAhzVANOI+B+Ww1j80oljQYth7ZEgOa4Nhn2JBeweKNr26PUR85gSrtWcOaz2K/1zb3S5YDXCtO2wRtAbE1iVoLT1DVS/v/bVRwO8ftdHR1+IKuAILpIC+x4pMMzjN3NLk0BRwVCO2U10YVT0qt7SiILWioLXhvjAOwJZBawasZQ5qAVe1UX2XHtN3dtY7l2JQmkAynNQy57Qg96TU3yTYzBzVgM5a8xmwVgHXgkFrEV5rNnitWz8aaD6tTx9yc2mJz7tCFeA3nQR8xbrigFY9bACZfqcaFzg2df7pnNIStAaYFsE1wWlZ/GfJgDbiPStuahbvaU5pNXRJ0zXAf9VAmMFfgsIi/HWsU9pM4wHNcEVrxe1MdTWklsC09gxeKw9n8FpbaxbxCbjGOrQunNr8OXSFXnS+267AClHAvw+ukAPtu+kKuAKugCvgCrgCroArYAo43+InwkwK1BW4lhyRfvOb34R77rnH4BQgsQSjAZWdffbZ1p133nkBUAVADIjle9/7XnjiiScMMGNnAcnOOuus8KpXvSqcccYZAWcmQDR+bHz++efDz372s/DII4+EXbt22TJAZTt27AhXXnmlrZ9tAZlR0hfIhx9+ODz44INh3759Nn7z5s3hoosuCrSFbdAeCqDaoUOHwmOPPRbuvffe8MwzzxjMRpu2b98ezj333PCSl7wkbNu27YR+gPML2+T2f1aYAo8//nj46le/Gqj5AZtrl+v7RS96UXjta18bTj/99Dkp4uDanOTymWdQwM/LGYTx0QuuAM81AGuHBwHVhsOzBwYMWDsscK1fEaHDAtkKcmArjeqPAwS4VRfc01bLTW3T6o5w8vqusEUOaxt72sMqxYPisJZXXGi7wDYc1rwsnAJ+/1g4bX3NroArcIIKAJepAzabGDkaxnFTGz4iRzV1AtSsK6gGWpOTmkV6ArPhwDYpIlR/jIbDmkAe/eWZgXBzapme+QHWzBHNXNQA0pKDWk9oLrupaRzTc3lzTas4p8W4UAPdBMLE6FDVAmL0hWJOTfGZV6YCPG+N6fyN0ZyK38yc0CoOaZVoTovpNPAM2CwDzqpAtDFdC2V3tElOaceCbuPa7lQALrmo0aZaFL5TA6lZJKdgMVzScEdL0Zo23BoBtASapbhOg9KAzgw4i05qKdKzxYCzY4E3A+J0PScwrlJPHWco3Qn9ZlYLfXwdroAr4AostAL+fXChFfb1uwKugCvgCrgCroAr4ArUkwLOt9TT0aivttQVuAaEhqsZwBcg2tNPP22Oariq8aMc0Ui4qAGkXX311WHTpk0GiD366KMGuj333HPlOCVcz0455ZTwyle+Mpx//vkByAy4BYc11v/tb3/bQDdgOcA45gdWA0Jj/gsuuMDc2tg24BkgHaBbcoLjMOLQhqMbIBrb2SHwDfcn5vn1r39tHcsAsQHNAdiwDwmwAcIDjpsu2nA2p4lf2LNRyedZbgpwvd95552BuhpcO+ecc8LrX//6cOaZZ85plx1cm5NcPvMMCvh5OYMwPnpBFOAlZmlsPBQFrA0USqFXEaDEgu4+PBSePThg/UcFrY2UBAdUlZaWJoFoLQLSWiz2c3VnjAUFWANcA2AjFjQvBzZ3tqgSboF7/f6xwAL76l0BV+A4CkQwLQieMfc0gDMc1ZKbmjmqjQhKG4rQmsWAAq1FeG3c4LX+EEbkpIYLG1DabAqwmEAZc08DSAMgAyhTvzmgZf2Mi8O4qclJTUCaRYBa/GcWAZoANuA1IkAB1wTeGJDGdrysWAX4DUm+Z/ZbEs5nEfia7Jo2cYwrWha9WY7bzJzTdG6P6hyP4NqInsMiqFZ2SMuc0Sa5pxncFuE1c07TMqO6pnBdIzb0RIt5pOkcnxb80u9SaXyTrq/UP10NYNaia8/ANaC1ZrmdCUTLURvElmC2NFxVax7gNXNQYxn1A7UlaO1E99GXdwVcAVdgJSjg3wdXwlH2fXQFXAFXwBVwBVwBV8AVSAo435KU8HqqAnUFrhHJCbgG+AWEBshGFCcRnABmTz31lAFtRHS+5S1vCRs2bDDXpd27d1uEJ5GdQGQUgDGiOlkeB6YrrrjCoDcc1h566KHwwx/+0OZ7xSteYesh0hMnNrYB5Hb99dcbIEcbAFs++9nPWtsA1IgjpDz77LPhBz/4gUV/vuMd7wgXX3yxwXH8pdQdd9wR9u7da05sOKvRVrZRvV3gOKbR7vkUv7Dno5ov0+gKcF098MADdn2xL0ChwJ9ct0CnwKRzKQ6uzUUtn3cmBfy8nEkZH78QChQVCwqYRgTo0/uPhucVB3qwvxD6BLANjUSHtdExvZitcljj3X2HXNTW9+TlrBYd1jYrCnSdokFXdbQZyAawRnQoEaJeFk8Bv38snta+JVfAFZiiADAPTmgCz8ZxTjMntSPBgDQbZhyxn0OZm1qE2oIAHAPdEuCGkxruT3SzKQBqigoMgGhtHQLSOkNo61S/OvVTh5wANCC0NI55BcVYHChA2zFxoYLbEugGFOfQ2myOxLKdJzmkjer8BjgjXrOkGnAswWfUCShLzmjJSa08bIAawJk6c0qrckUTzCY/20ocKMMGvFXGRWe1OFxrpzQgtOR8BmiGS9pUB7QInsXx7QahRSe1ciSnwWmVSM4Itgl0A3zTfzEONIPjEgxXHl+B44jztGXUJi2V/QGEP08u2wvMd8wVcAVqqoB/H6ypnL4yV8AVcAVcAVfAFXAFXIE6V8D5ljo/QEvYvLoC14DTcESjI24TGAUXNJzSmPbzn/88fPzjH7dp1113nYFoRH4ODAyYuxqOS5dcconJCYyCs9rOnTvDli1bAvOvWbPGgBf+kgk3N0AXALiTTz7ZYDkulC9+8YvmgnbTTTeZ+xog3S9+8Yvw+c9/3tpz4403TtrGJz/5SWvbDTfcEC699FID5QDjbrnlFtsPALjLLrvMYBpgvC996UsWNXraaacF2gvsRjvmU/zCno9qvkyjK7B//36DT6kp/EDOvQIHRlwMuWfMpXA/4LqnpnBdvvWtb7V6LuvxeVe2An5eruzjv9B7j8MaMZ9FRX4OKfqzb2gkHDxaMIe1p/YdtWjQ/sGSTU9t4X19q+6P7eauFh3WcFPbJFjtJBzWNnSFDavyoSev6Ce5sHlZOgX8/rF02vuWXYGVoYBgMgE15ogGcCYXKAPPqBVfaDGgRH0KVBsvx4BmUaA4rBUFrpWKMd5zRjBNHzp88ACkyRnN3NMEljWZc1pyUou1ZhC0JgBN4BrQWjBQLcJrBqwZqFYNrak/p+mAblq/A2nL76w1ZzQDvjJ3M/Un4KvaJS3146OWlqm4qrGsfMzK62EdYwaqGbhWBa8BsY2k6M5xnNNGQlHDyUXN4LXxLOJT0xi/uE5pUx3Spg5HYAyHNHM40zWXoj0NXksQW6ozYC1CbdEhLQJtOKQJZNN6WoA+y8DZ8jvHfI9cAVfAFahnBfz7YD0fHW+bK+AKuAKugCvgCrgCrkCtFXC+pdaKLp/11RW4RiwnkZ2pA0jBbY2aHyRxWfrv//5vc1e76qqrLEb07rvvNselN77xjQaObd261Y7Onj17wv333x++9rWvhe7u7gCIBrjG/LiudXZ2mhPby172MgPbcFa77777DIxjW+95z3vMLQ03NxzUgNfWrl0b3va2txnQxkYefvjh8IUvfCEcOXLEtk2E6UknnRSefPLJcOutt9pfmbJd3N6A7/gLqp/85Cfm6gaYt3379vCa17wmALHNp/iFPR/VfJlGV+Cpp56y65iaguMa1xfOijgiEhE8l5LuFdQU7iFAqOleMpd1+bwrVwE/L1fusV+MPScWdFhOagfkqvaMHNZ2yWFtb+9w6B0ohkGBbAVFhjJPcliDHSDqszvfGnBV2ypQbVuKAu1sC90dudDZ1hrac82htYWXn1rAy5Ip4PePJZPeN+wKrAAFoguawWmC0MaHesPE0CHVh1Sr30A1HNWGI8wmoCfGhAK3yYlNsI85qwkGOq6bmlyWDFLDPS2/Sp0iOy3CE+isCkIzJzU5qrXKPa0VwI2OmNApEaFNKSI0QW8Aaw6tLccTlt9eAMwMJrO4zWIgbhOQDNezksCyarc0ALJS5qI2qnPUXNSA0jI3NSA1c1nTtHGtNzqgCXQjNFTbqkSGMjy1Y37mqSxXPT9trUWZ3iktc0sToAl8ZtGbAs7azUVN42x8tatam57hYiQnMZ+sM7qjJRe06WG3sqMazmhZxzOjdQLXvLgCroAr4AosvgL+fXDxNfctugKugCvgCrgCroAr4AosnQLOtyyd9vW+5boC12YSC6BtdHTUwLX/+Z//MYc1gK9CoWBOaB0dHeHmm28OQGj0U3BtAxL72Mc+Zm5MH/7whw1cw/GMyE6cmXBWIlqUGE8K4NpHPvIRiygl+hOw7JlnnjHQDagF57Y3vOEN4cwzz7T5f/Ob3xgYt2/fPoNcmH/Hjh02/2c+85lApOkHP/jBcPnll9v8RKASYYoTHB3bxfGNdhyvEKFK7GnqGKbgEHXnnXea81z1do63Lp/mCjS6AkT0ErlLTQFcA3AFWAMSJX53LoXriuubmtLT02PXM7UXV2C2Cvh5OVulfL7ZKMB7UV6cjigSFIe1fsWCAqntOTJk4Nruw0PhUH/RplWvDwgtL4c1oDSgtXU97YoF7QwnresM2wWuEQvaoWk5zeelfhTw+0f9HAtviSvQsArwwSHYZgLYTLDPhByighzVzF1NANDEyKCiQOWiJlhtfBBoTfDaMOAaUaADBq0dH0yDiM4AMxzV1JmzmsCacg2M1q6Iz47VFXDNoj6rwDWD2PR9XTBOk7mn+edRw55zarj8zewPDCcyACy6pAGDZeCXRWdWIDAAtQospn7+cFHjAM2i21l0PsMNrThWiOCagWox6jNCazHu05YxSC2bloC1MsCm60Htoo21KsmRbDIgVgHALC4TGEx/eFnu13CLAWIVkGw6pzQD1DJoLcZ4ZgAb4FrZOS31R9c01kNbaJcXV8AVcAVcgcZVwL8PNu6x85a7Aq6AK+AK1KcC/NFRtVFOrf4IqT731lvlCtSHAvxBHO/r6fhdhOGZioNrMynj4xsCXAPUIg4UsOy//uu/7MfRP/iDP7CIzo9+9KMGrfzpn/5pePnLX24XBIcV1zbglv/3//6fXRx/9md/ZuDa5z73udDb22uAywUXXGBuZzipUXBo+8QnPhEGBwfDm970JoseBFzDsptxgGnXXHONLcP8xI1+5zvfCc8//3zo6uqy+QHXmP+rX/2qOb3h3IZ7E4Xt8ldURImyL2z37W9/ezj//PNt+kz/HDp0yFzfgN1wf2OYwvpoA05vf/InfxJe+tKXzrQKH+8KLBsFcCsEPqWm8OHHhyAuiuvWrSvDq7PdYaBYQFdqSmtrq62D2osrMFsF/LycrVI+32wUsFhQQWuHjxbDswcHwnPqDFZTPOhgQfcsOawRG8p8qXAv7O5oDVvW4K7WGU7d0B02re4IqzpzoUtxoABrba16edqse+ZxvjSk9Xm9eAr4/WPxtPYtuQLLVgGBP8R5ThRxVcvAtKHDYWJQnbmqDWj6sEA2RX4CsgG2qTM3NS2rX3SPLw2ATE5RnYBoHatCs8Fpa9S/JjTnVeOy1tZtkZ4BJzXANi1jkaHmplbdj3OagDX7LJr5R6zjN8in1oMCQGhjQGeCxXBHKwqWpI7gWVU9ZZzNa+NwUysqhnPUALYy2DYFeBMKZ78BVdzPYiQoUFoC4XgRoSED/w1Ys+HKc1It9MKhDFgMpzOL5BS4SdRmJYIzc0pLrmlpWhlI03SWaW7T85h+zD3GKS3CbRF0A4CrwG4zOqU5tFaLQ+vrcAVcAVdgSRXw74NLKr9v3BVwBVwBV2CZKZCgNbgC3utTwwsAsnlxBVyBhVGAd/TJZAZeJqUpzgSvObi2MMdhOay1rsE1+/FRPzgCauFuRlToj3/8YwPQ3vnOd5pD0j//8z/bxfCXf/mX4corrywfE5a99957wz/8wz/YOKavXr063HbbbRY1yrwXXnihuTQxnsL6AeNwXnrd615nEAzg2uHDhw1qOfnkkwMRpaeeeqrNv3PnzvD9738/PPfcc+bqBjSzQ+Aa83/7298256Y//MM/DBdffLHN39fXF1jmV7/6lUF1bJf9oB3HKw6uHU8dn+YKnJgCPLSmh1fWlD5cqb24AkulgJ+XS6X80myX16o8t5RGx8OQIkEHCqXQNzgS9h0ZDjsPDFg0KP2M12zlAoTWnmsRlNZicNr6VfmwLXNXO2VjtzmstbfyYtTBgLJoK6DH7x8r4CD7Lq5MBfgAMFc1oDN9HgChAZ8JFgqlQuaqJge1FAUqZ7UYDXokBEWBTgCoCTSatgCSAZgJyAE6I8Iz9TcJtAmC1poU89nULjgNSE3AWpPgNYPW6CcWFKiNeR2OnlbiehppP+QbDBajMscMFKtyStN5koCwCiyWpleiNMfGcUuLjmfEe1agNQFsOj8jzJbVGbxWgdbi+JLOX4A1++2nhu5o6F1xSKMPFzTVOJSpSzGZ09dTgbE4f4ugtVyLOoFnOZ3rxHdaTb9Bainik7oyzqZpOMV+Ar+x3Zl+wK2nc8Xb4gq4Aq6AK9B4Cvj3wcY7Zt5iV8AVcAVcgdopkD4Hi8WiGVaUSvyeXvWDeu025WtyBVyBKgX4jSOXk4GCkhHb2/VHfkpKm+k9u4NrVcJ57yQF6hpcg4DmQ4VIzC9/+cvmbLZp0yaL1vyt3/otg8D+8R//0X7wmwqusZeAa3//939v0//iL/6iYcE1oJoUE0rNMMWjQk0G/8cVOCEFcFsDNqWm8KE6H+e2E2qEL+wKTFHAz8spgizzQWJBcU87MlgMzx0alMPaYNgll7WD/YVwdHjUYLaCXNZGxyYDB53trWGDYDWiQE/d1B22KhZ0bVd7WNWRC0xrE7QWX9IucwF99yYp4PePSXL4gCuwPBTQ5wQuUqE0pIjPLPIzc1abwFkti/w0VzWLCa2KCxXkFgQYRfJ5mh9rAc1wSANMywtAyxP1qQ43NaA0HNUMTNN0XNeYNwPcmgS4BWA1wTzmsAYA56WuFeAH+8nxnFVOaQaf4ZqWOaepLhmAVhlX0vkEfAZwhtMajmtlpzSiQPUbzjGRoQbCxWmAcJX5cVKLbmr4pdW6AIcBm5lLmtU5uaUxHKM2zSktA8wigBYd0QDNysNV03NaB+srw27HOKIBuE2F3rJh/vrYgDkBovzngGetD7evzxVwBVwBVyBTwL8P+qngCrgCroArsJIV4P15f3+/sQV87yJZKQE0/j1sJZ8Zvu8LpYD9zpQZxJBsxjAA26pVq+zam267Dq5Np4qPQ4G6Bdc4sflwIYYTh7Lvfe97drLjlHbRRReZ69mvf/3r8E//9E82frqo0B/96EfhX/7lXyxGkKhQHM4aMSp0plPVL+yZlPHxrsDsFThw4EB4+OGHAzVl48aN4bzzzrN69mvxOV2B2irg52Vt9azHtekxR/FY46FQGrX4z6PDpbC/f9iiQXcJXNt9aCj0DY1kkVdxD5rlnJZraQ55HNYEpq3raQ9bBKttX98VdshhDYiNSFDm8bJyFfD7x8o99r7ny0ABIB6c0YDNBAaVIz2J96QrKvJzuFdOasSA4qimmq7QL8c1/REGy01XgGSAygTdNAnEATYzdzT1N8k1qinXkbmpZeBadRQo8JrFgApa0/JellIBAEYcz6Lr2TGAmDmnCRAzUGwyIGbjBDACjVm8p84VwLNi5owWHdJGAs5pJQPXKvDaCJAaUNs4tcZrGHhtVOfqeOaWdiKqJJBrshPaVAAsuqWVXdMyB7XoXJa5qdm46GQW4bKWCrQm2DICbDk9J9FVR3xWIj+jK1o2rOuj3WI+Y7ynO6WdyFH2ZV0BV8AVcAUWSwH/PrhYSvt2XAFXwBVwBepRAQDu3t5eS1Hr7OwM+XzeOpyfHFyrxyPmbWp0BRK4VigUAt3Q0JABo2vXrjWjmOn2z/mW6VTxcShQl+Ca/RirH12ffPLJ8K1vfSs8/fTTBp+dcsop4eUvf3k444wzAh84nNj/9m//ZuT0zTffHF72speVLwI+nH7yk5+Ej33sY0Z2fvjDH7aI0S996Uvh4MGD4eyzzzbntnPPPTds2LDBzob77rsvfOQjHwlYiL7jHe8I27dvD0SF7tq1K+zZsyds2bIlvOENbwhnnnmmzU986de+9rWwb9++sHXrVpt/h6JCmf8zn/mMfRh+8IMfDJdffrnNzxfHRx55JDz22GPWsd23vOUt1g6bYY7/+IU9R8F8dldgGgW4Hu+66y67JpnMveHaa6+1eprZfZQrsCgK+Hm5KDIv2UaA1njp3D88Evb0DlkU6LOKBN3fNxz6h0oGsg0rMhSwjXlTIRZ0dVebYLWOcNqmHosFXd+TD6s72wxka9N0YkF5qetl5Srg94+Ve+x9zxtcAd3wAdUmRoDTiPw8HMG0YWq5rOG0VhwU0BYhNqs1v8WFjgl2M1e1yc6cZUWIAQVYI+qzc21o7lyvel1o7lovV7W10VFN8FoAZMvc1CLcFqNDo5tai3498M+XsqZL0IM7GeAZrmcAZgk6m1oDlQGiWXyngWkZhJb1E+9JzGcC3IDPohNajAhlO3Fa9TxpnGoD5PSMYnGjVQ8q89QEyCxBZcRvxmjNCliG+5nBZnL4i45pAs/oV0fNtFZgNBvHvNFlDXe0lswBjRcUBsaZ29mUqFC5oR3rlJbmqQB0CbCb5276Yq6AK+AKuAKuwKIo4N8HF0Vm34gr4Aq4Aq5AnSoANHPokP7QT99bAWdgCZr5zqfOiyvgCiyMAvY7ka45rj/AUa639evX2/U33Radb5lOFR+HAnUJrg0ODob9+/cHHNW++93v2ol+wQUXBLrzzz+/7IR0//33h49//ONhYGAgvPGNbwyXXnqpAWTsGKAZ0wHLuru7w0033WTg2t13321gGR9Wp59+usFuAGnAaoBrrI8L7L3vfa8Bcrt37w6PP/54+MUvfmEfcm9729vMjYlt4NL0hS98wS7CF7/4xeGss84KJ510kgF3t956q9HbbPeKK66wPN+9e/caTPfUU0/ZPgHGveY1rwmnnXYaq5tz8Qt7zpL5Aq7AMQr88pe/DJ/85CcDNeWSSy4JN954o9XHzOwjXIFFUsDPy0USepE3Q9RnoTQWgNKIAD14tBCet2jQAYsH7VVU6OiYXgMrNpQCgNbS0hTyAtKI/lwjaG3D6g4D1k7f3BM2q79HsaBEgnpxBZICfv9ISnjtCtShAtDIgoImBA5NdlTLADS5pk0U5Z4mSG3cokCB1nojtAbMVirY8pOo5rSbQGUCgCJ4Vu2oJmCtNZ9Fga4yYK2pS9BagtcMXBPQBrCGK5uXmipABCZ/mBdhMJzSEgA2GQqrwGJpeqVO04DNgM5wPqsG06ohtuSGVoHWIsBWifwsGrRmbapBPGeCuSrOZ4LodR6Z49kxQFg2bcr4MrRmgJpiPAWvReezGNkZHdISkFYB1gxcA1gDXMsAtgS0sc4WgE2ANf3nxRVwBVwBV8AVWCkK+PfBlXKkfT9dAVfAFXAFplMAcAYTGQrmMbAA7rQ2nVI+zhWorQL8zsT1h3kUhXQzrr/pivMt06ni41Cg7sA1Tuxnn3023HPPPeaA1NfXFzZv3hxe9apXmQMSmbjt7YopUXn00UfDnXfeGQDCTj31VHMuAzqh8CWN6awLMO26666zqNAHHnjAxuOkxnpxPDv55JPtg4wL5Y477jDXtve9730GqBFXCrR2++23WxZvNdCSvgiSmX3DDTcE4DXaB9B2yy23BFzfrr/++nDZZZfZBfrcc88FHN9waANWO+ecc8LFF19s7bBGz/Efv7DnKJjP7gpMo0C6jqkpDq5NI5KPWnQF/LxcdMkXfIM83wwURi0OdPfhwbBTDmt7e4fDkcERQWylMFwcVewWDmu83I7NybU2m5PaJgFqOzZ1h22KBKV/bXd76BbIRmRoq2JB3WFtwQ9fQ23A7x8Ndbi8sStNAYFHMfLzaHRTw1VNjmoW94mrWuGo4DRFfgpQq8SEArWVNCzYTc5Y5Q+Jau0MWhOeA6DWIThNMFqzHNWacFRT15RX3GdeMaA5/WCUxYOW40ItNlQRoKzDAZ9qVU+4P0FrAGcli9kUdCaXvBjFKVc09aeuOp4z9U+q5ZaG05q5pWUOaeaUpj+6i5Ghk0G4NC06qcVpCYCzZ40aQmtAYrii4ZSWK0NnWcxmGs6c1ADSLH4zjWcZLWugWeaO1izgLEZ9Jtcz4j/j8458ZW0aLx7UVx5fAefA1GJcqENrJ3wK+wpcAVfAFXAFGlAB/z7YgAfNm+wKuAKugCtQMwWqwbXjgTM126CvyBVwBcoKzPb6c76lLJn3TFGgrsC10dFRy7998MEHDRQjihO3NJzRXvKSl4Rt27ZZ88mkxuITqOxXv/qVwWn09/T0lN3QiORk3OrVq8vLM50YT5zcfvjDH9q6XvGKVxh1jXXo888/b25pgG4AZzio4cTGFz6iP1nfVVddZZAcC+/cuTP84Ac/MFiNaFGAF6A6HNoA4ADqiDWl3VgiQpmm7V555ZXmHofrGrDbfIpf2PNRzZdZjgrw8oVr9ejRo0Z0k6PN/YTS2iq4Q/cMyG7uAVyj1X9h4T/oLMczoj72yc/L+jgOS9mKMTmnFc1hbUzxn6VweKAYdvcOmsvazoMD4VC/XFA0HZc1CswAUZ84qOGwtrozF9Z158NWRYPukMPa1rWdYV1XuwFr1fexpdxH3/bCKOD3j4XR1dfqCiy8AjiqqQNQAzQTmGQA2miqBaQVh8J4AVe1LApUzmrJVS0oCtSW0/LTFj4ocJESKBRjPeWmJvDHYkAFAjW1dwlaWxPjP5OrmoFrq+W4llzV3H1qWm2njEzQWcUhLTmgVQFiOk4RGmNaZXwCxHByJ9pzdJz47wipAZ8R5RmHcUOLIFuaHkG2OD3Nm2A3htN2pjR3ToOgXQZ1AX/h0pcc0hI4Vh5O4NixIBnL4WhGFGcZXMvgtBT1WQ2p2bgMWqseTz9uaazHn23mdBh9ZlfAFXAFXIFlrIB/H1zGB9d3zRVwBVwBV2BBFZgtOLOgjfCVuwIrVIHZXn/Ot6zQE2QWu11X4BoRobiR/ehHPwqf/vSnwxNPPGHAF9AXXUdHh+3S1q1bzd0MIKylpSXgZIZDGzWQCmVsbMyc1F75ylcaIAaMBrDCRfPYY4+Fb33rW7Z+4BY65mcb5513ns1/4YUXmksaPzY//fTTBqgBwwGfsQ4KIAxWoywD0LZjxw7L7cWGFKDuoYceMvc1oDjaSdtyuVx40YteFF772tea4xr7xLj5FL+w56OaL7PcFODHHK5Trk1cFgFKuY8QIUwBfsVdkevz7LPPtmuWfO30YsTBteV2RtTH/vh5WR/HYSlbwTkwPDJmcaB7Dg+FZ8xhbSj0Cl7rl8PaEA5ro3rhLbgNxoHSqljQdsWCru9pD6du7Anb5bB2ErCahrvyudAhhzWgNuA2L8tXAb9/LN9j63u2AhSwGFD98YQiP8cLclBTzGeM/CTuU85qwwLWigNhgkhQAUsGtslJKzqqaRhgTesofzBMlaylVa5pclXDPU2OauaqpsjPWK8VuKbxuK4JIKp2VguKUjTYTbCRlxdWIEFrOKWlWE7gsaKOFdBZqq1fw9WxnQBosStl9YjgNf3eUI4ITQBcpS6DblPmqYxPjmk8M1jrXngnjjNHdDNrsYhN3M6iWxqOaak/c0XLXNQiiBanRwAtuqsxf4zkbI0OaZOc0qojQ6vBt2nGZw5px2myT3IFXAFXwBVwBVaMAv59cMUcat9RV8AVcAVcgQVQYLbgzAJs2lfpCqx4BWZ7/TnfsuJPlRkFqEtwDZDk61//urmj4awG3JUgE/YkgWtnnnmmQSiAYt/73vcMRANWYd6uri5zTLv66qvN9QxoDXiML3+4rv30pz8NgGi4rLEMUBlgCw5sRHgCsaXs3cOHD9u6mR83OKAYCjDMRRddFM4991yD0datW2fjuTCB1YBo7r333vCMYkkB4wBogO0A3V760pdaf/V+2cJz+Mcv7DmI5bMuWwUAXrkHAKxxze3Zs8eu6VJJLhcqgKE4rXHf4No+5ZRTDErlHkFxcM1k8H9qrICflzUWtEFWB4RWUtxnYWRUDmuj5rC278hw2EU06P6BcLC/YMAa81D0uGLPLG2K++yQw1pPRy6s7moLW9YQDdoTtq3rDJtWdQhaE6jAzF5WhAJ+/1gRh9l3shEVgDJOYNo4bmqjGqQmxlOwGv2j6hfcNDEiOG24TzGgAtbMUY04UPUXFQUqxzWWmb7YB0N0VRMUFFoFnFGrM1e1nL4X46qWXy1YTaAaUaAC15rU36x40KAo0CbBQ/pn+tWvkLEJ7opuaYK+po3TzNzSNC25mFXc1QDLcUqL0Z7mgqbjWpwCrSWIjfHAa9FJLQJrLDOq4zyqGmgN3KwWJbmlRfgMR7QqKEx/nDNpOJvWgoNa1bTokpYrg2sAaG2CHRPARo0TWnJJa1O8bAVYi/3EfeZwSpP7X3Rt8+eUWhxfX4cr4Aq4Aq6AK+DfB/0ccAVcAVfAFXAF5q/AbMGZ+W/Bl3QFXIGZFJjt9ed8y0wK+vi6AtdwPiPu78iRIwafDA8Ph7a2NgPOqg9VigoFBANIY5n9+/cbrFIdDwisQoY181U7LLFewDKiP+lnGaYnB7UUJwjoRhkZGbF1M39fX5/FmTKedhBFStQn26CtFCC1FFuICxRfOPnxHDgOCI/5qx3kbKF5/OMX9jxE80WWnQLPPvusRfDi0Mj1yT2BCF6uYwrxoQCqXMdcewCvAKoAbBQH10wG/6fGCvh5WWNBG2R1BcV+Hhkshr29w+Hp/UfDnl6B7ILV+oaiwxqxoMBt48APKs1yTsNlba3iP0/e0BW2b+gO29d1hQ2r8gaxdcphDQe2VoFtXlaOAn7/WDnH2ve0gRRI0JoAJXNMA0BT3Od4UQ5qxH5adzQEc1PTd79SIQPa5KKWYkIFMEXALXNVm273BRiZM1qbALRORX4Cp8lZreyuJmDNwDUANoA2AUVNAowMbJOrGjGiRkUrCnKlFnMpESg2pnjO5JaGQ5rBZVXgWXlcBpwBnSVAjbqkYdZRdkqbIRYU6M3mMQBOgFqVa1rqrzW0FqM5AcsicFaGygSTJeAMsMzG27g4n01jfDNOaUBnxHOmONBp6kkOatXTK7BcAulW6vnm++0KuAKugCvgCtRaAf8+WGtFfX2ugCvgCrgCK0mB2YIzK0kT31dXYLEUmO3153zLYh2RxttOXYFrjSff0rbYL+yl1d+3Xh8KPPzww+H2228P/LBDJDBAGnAabo2U3t7e8OSTT9p03NiYfsMNN5jzIdMdXEMFL7VWwM/LWitan+sDQBvFYU1AGg5rRwZHwoH+4fA80aAC1/b3DYejigUdKWUOa9oNnNOA1XBY61K3qjMXNq3uCKdsFLSmaNCtigZd1dEm9xK9Cl653EF9HvBFapXfPxZJaN+MK1CtgDmpCSgTqGQOapmjGi5qBpvhkAZ4VlLEp7mmHVUUaAasleE13NTktKZ5zFFtRoMt3dz1R1NNgGbWAZ9lEJqgIov6zHeHJjmoNXVFcI0o0OYOAWz5VYoK7dDyrdWtX1b90S2tEqNZcUHTuMwdLcJkMT7Tpgsqo44AGU5po2W3tBTrGUG1wqSoz8q0ERsfHdMiwIZbGq5rtYDOEtwVncmqAbDYPxM8lsabY5rc03BKAzYDXANKyxmclrmhGaAmKC1zR0uQWqqZH5iN4ZzOO9bF+r24Aq6AK+AKuAKuQH0p4N8H6+t4eGtcAVfAFXAFGkuB2YIzjbVXs2+t/TGffjvBXAdTHd5FJLOe2a9FP49pHZj+YAjCujD/IcUqGfjMZV3Mm9aH0QipdqyPhLpkQDLX9TXa/IVCwUybSArDFIkOoyOMkDBN4ril48QxS+k7HEP0YjpGTRyDaqOmF9LBEgi0DdZDuiDLpvW80LLzmT7b68/5lvmouzKWcXCtgY+zX9gNfPC86TVT4P777w+f+MQnAh+I1157bbjwwgvNAZGIUAoPAsQB/+pXvwp33XWXOSu+973vDZdeeqlNd3DNZPB/aqyAn5c1FrROVzcyOmZg2j4Bas8oChRg7YD6AdiGiiUD2kbH5LAmlzUKMBoua6sFq50kSA1Q7RQ5rW1UHCgxoUSC5nOteqEsoMGhtTo96gvfLL9/LLzGvgVXYJIC+vGHyM+JkaEY8ZmANGqD0gDSMihtJIPSBDUdExNq0aFEhh7HUQ0nNH6AyglQA0LrkINataOaYLVmg9MUaY+bmrroqqZacJvBbgKOluuHhP3AKgczwDNzPxMsGF3QogOaRXNmrmkxnrMQndQy1zQD0dRfGldMJ25pGdAW4bfMGU3rjwDc5IjQahiu7JSmc6MWBWANhzOAMWI4LZLThiN0ZsMGnDEtOqkRw4mjGsPtmmYAWoLOLJ5Trmf6wbE6MjQCbmlc9fTokJYAuAjH86DhDxu1OL6+DlfAFXAFXAFXoJYK+PfBWqrp63IFXAFXwBVYaQrMFpxZrroAQgGbkQb31FNPWaLdOeecEzZs2DCnXU5JdBiDkHgHsHb66aeXDUPmtDLNnNb36KOPhrvvvtvWd9111wXathLK3r17A894gHubN28OW7dutQ6gjT9a4Heqs846y6Ay0vv4vYfCMfz2t79tgNtVV11lx2C6pMKZNOT9ONfEM888E376058G3ptfc801YceOHTMtckLjZ3v9Od9yQjIv64UdXGvgw+sXdgMfPG96zRT4+c9/Hj760Y/aB/tNN90ULr/8cvvwTR/sieRnvltuucU+8D/wgQ/YfDSCB6U777zTaoZ5UFpJD0zss5faK+DnZe01rYc14rBG1CeRn4PF0dA/NBIOHS2E3eawNhD2HgFaK4bCiKCFrIhPsKjPvCI/cVgDUNsgUG070aAZvLamS7HoAtp4kezFFfD7h58DrkANFQA8Mjc1gDJc00bloKY6OamlcYr2nBiRWxqOaQLWJkWAWiyowLWRQcV+FrU+1vkCQBNOVsQwZq5qZUc1c1YTtNbWJWgNcG1NJQbUXNU03K7xcsZqJDgtgV4R/poMhFU7pqX5jh1HjHZcjnjOko5LAtdKilqN0Z36K1/iPHUMqIuj07unMZ3lifAEhDuREp3SEghWVU8boVmJzzRALJvHnFabWvUsIGhNEZ0GqVUDbDonzD3N6jS9UlscqMFrEWgDgIvObf7McCLH1pd1BVwBV8AVcAXqVQH/PlivR8bb5Qq4Aq6AK9AICswWnGmEfZlPGxOo9PTTT4ef/OQn9q701a9+dTjttNPmtDp0BH7btWtX+M1vfmOGIC972cvC9u3b57SeNHNyHLvvvvvCbbfdZo5jH/rQh8IVV1yRZlnW9UzgGlDgN7/5TQPTrr766nDGGWcY1NfSoj9aVXFwbVmfFr5z0yjg4No0ojTKKAfXGuVIeTsXUgF+0PmP//gPs6t917veFS677LKypSrbheSHYmc+Hoig0d///veXwTVsVh988EGzW2V+aPeLLrrIaoa9uALzUcDPy/moVv/LlBQLOiRg7UB/Iew8cDTsOiSr5t7h0Dsg622NJzK0NKqossxhDQ7N7LgFq21dK1jNHNZ6LBqUiNDufC50tLUo6guHNV6Pe3EFgn1e+eeanwmuQI0UIOpRIBPQGUBadFDrizGfGZAWgNVwWwNKEyQVndQEuBnUlsFugqksRlRw1QtDa7qbC0xqauvMXNXWhObOLPKT+E/623ssErTspoa7msAlc1UjBlTQU6MU4LCxieiQZnGcAsqK0rEEZCbnszKAJve0UtZFEC3CabijlQQTMm1UmuOUNj7JKQ2gLXUpHlTuaRYbOhWSy9zUwvgJQ2vo3yx3O1zSovNZBMzK0ZvmkEbsZjZesCEAGvOW51E/yxPt2SJ4jfVFhzRgdT77q2A4+hMQF46d1pK5q2lJe2ZolPPD2+kKuAKugCvgCrgCc1PAf0+am14+tyvgCrgCroArUK3ASgfXiPUkepJ3nhh2tLe3hz/4gz+wd57VOr1QP+sAWnvssccCLMKqVavM8OPss89+oUWnnb7SwbW0/1OjQkkKI1GMWNZ3vOMdlhRGhCiuaxSPCp32dPKRy1gBB9ca+OA6uNbAB8+bXjMFHnrooXD77beHAwcOhAsuuCCceuqpZlfLhztleFgOSEeOhJ07d1pcKPndN9xwQzj//PNtOh/8UO080FI6OzvDpk2bLCvcRvg/rsA8FPDzch6i1eEiyWFtRDAawNrR4ZFwWJDaXsFqzwhc29M7FA71F21adfNbW5pCuxzWOuWwhsvahlX5sE3Q2sl0G7rD2i696BashsuaF1dgqgJ+/5iqiA+7AtMpkLmeAaYBlZWjO6Ozmrmq4a4GtJbc1CwCtK8KYMsiQAsDypaX4xrrAUw7XjEiWVCZAKPoptYamuSAFVqAzQSrCVKivynXEV3ViP3slIsaEaAWCapa/SEnqA04DWe2OijAZ/I8M0AsAmHEakYIzOqyG1oCxSJARhQn00elf9FiPYHWcEOT65kNJ3gtgmlpHKBaclEzaM3gNYFrGs/6TtQpDUkjEJ6BYRn01VIGxzKAzMa3CCpLAFkCy+IwwFkE0wDQMigtAWpWZ+PV354ANubLprUJbsNlrZXzRdtwRL0OTnZvgivgCrgCroArUOcK+PfBOj9A3jxXwBVwBVyBulZgJnCN3/YP6o/RqRup8H6BdwvUsylEe+K2Rizkl7/8ZYsK5X0oZh3VQBSgFO9OAako+Xw+rF692gC1rq4uc1v75S9/afGWRFx2d3eH17/+9eG8886zfubhXSrL824W3Um/Sr/nMG3dunVlkxG2x3va6RzXWAawi7ZjQkI/8zMeIxKguZ6eHusYnk1hedYzMDBg26WflC7WSZvpZ59Z7/r1621fWC9GKLwzph19fX22DsYTsYl+zL927VrrZ13s96FDh2x+oEGiWim0M7WZ9jMeBzu2zXpwVGMcf7DwsY99zNZz/fXXhwsvvNDawja2bNlimgIQsi3iRVkv7WI9rCO1CUCRwn6iM23hdzHm51ixX5i4sN/btm2zttkCNf5nputv6macb5mqiA8nBRxcS0o0YO0XdgMeNG9yzRXYs2ePEf+Q6Y8//rg9VFQ/OKQPaj6cyQgHbsOVjQ95Cg8w1Q8UfNjzIZ+I9po32Fe4IhTw83J5HGYc1oZHRhUHWgzPyV3teXV7Dg+GwxoewGFNkaDEhiaHNfYapgFYbdOajnDSuq5w6sbusEX9xIH2dLSFzja9BBe0Riwo83pxBaYq4PePqYr4sCswjQICqQw0AzirjvYsylXNADVqwDQ5rWmeIPevCYFsAG4xJpSaYZzVVAvA0q9A2tALREsKZGrK6ccgc1PrCc2AaXTEe6YaNzWmC14yB7VWYLYqRzXgNoPW+BBY+g8CfvzC0Qy3M2AyIjgL5pqW1SmW04C0NE4xnRmgNqLpwGe4rhHPWXFCm+ySVokJTbGg/KCZzWMOabGf9pxo4cc5HM2I1TQXtMwdDSe09ta8jWsHLjPADOisqj9BZxqX0/ItOlZ00SmNz++q/gx8q0ybMj0D4iJEt/TH+kR19eVdAVfAFXAFXAFXYOEV8O+DC6+xb8EVcAVcAVdg+SowEzjz7IGBcM8je5Wioj9ebKDCu4VXnrslnKJ6NgVo7e677w733nuvQVEAS+eee244/fTTw0knnVQGlnBUe/75582djd8sUhLVOeecY7GiPI98/vOft7jRZ5991iApYixTd5qiRzERAZK65557wjPPPGPvWhO4RaQo0aK8k8UohPeu04Frl19+uUFZu3fvtve8TzzxRCBWk/YBwgGV0Sac3ugYnk0BWGM9xJwC3mFeAnwG8AWURj/viFk37Tz55JMN9Erg36OPPmpGKMBe/E4FfMY+MX96v8x4tPnhD39oznQAbJx/6Am096IXvcjajIkKkCDHBA3YFsAZ8/Je+0tf+pJBbaybNgH9ccwABTl+HAfeY7/5zW8Oa9asCfyRA+3knTfHlOU2bNhgsrDPAIdpf2kHx+nw4cN2XgCyXXfddbbMbHSc6zwzXX9T1+N8y1RFfDgp4OBaUqIBa7+wG/CgeZNrrgAPGTzU8GHNAwL9kPI8CFH4QOfDnQ/wV7ziFea0xoc/tHua7uCaSeH/1FABPy9rKOYirYr35KP6MjRSGtdL+zGD0gaKpdA/NBIO9BUMXANa2983HAYK/MVPpWE4p+GwllfsZ7egtXU97YoG7QrbN3SFU9St78mHvKa3ttSHs06l5d5Xjwr4/aMej4q3aUkU4EaL+5ZgKovwFCgV1G9uauqfINaTCFCD1Y6G8TK0hquaoDV1oUQEqJYHTDtuEVQETSxAqUlwGlGf5pwmcKlSy1ENGK2tyk0tL0itDK+tFsimYYFrQXDUUjiq8aMZzmljAsJwQ4sgWXJPi3UcH6dHVzU5pgneI7IzuaUBrxnANhbrYgavpfGxlpuaxo9IX6C1uO2qD8fj6j3zRFzJDPTK4LNj4jSrwLGyg1oGlkXntAia4ZZm4FqC01JtkFpeABsOaoBsMeoz9sdxKfKTdcRIT4fOZj5iPsUVcAVcAVfAFXAFaqmAfx+spZq+LlfAFXAFXIGVpsBM4Myju46EO376TKBupHLO9jXh+pfuCNSzKTOBa8BSOKrhuMWzRnJbAzQDEAOWIq0KOOzlL3+5GYQAVOHcNhO4xjqrwTXWxftYOrYFLAeAdfHFFxtwNR24hhMckNpTTz1lbmwAcJiR8E6X9QBaAWsBwF155ZVhx44dZjrCfhyvsC3WhaPZ//3f/xkYxrLAXpwjrJt1AOK97nWvs/UDk/F++Uc/+pGBaDikMS/z8b4Z2I35r7nmGts3xgHafeUrXzFADjMU5uU3LcxVmBc9cVEDHENP3OnYFwA85gOQOx64Rhv+9V//1YC7m2++2dzSHnjgAYMOea/NMbj66qsD+0ahPV/96lcN2gO0Yzrg2nPPPRduu+02e3f+oQ99KFxxxRU2f63/men6m7od51umKuLDSQEH15ISDVj7hd2AB82bXHMFIOSh57FH5UOcmg9HHmwoPNjw0MXDDQ8D1Dyc8JBB8ahQk8H/qbECfl7WWNAFXh1sBLGggwLSDh0thP39w2HvkWGD1HBXOzpUCkNyXivQyWFtdGzyi3msutcDq63rDDs29oQtazvCuu72sAqHNU1ry2JB+TLixRV4IQX8/vFCCvn0FaEAAJbgK8Cz8aEjYWLoUBgfPGj1xLCGcVUbEZRmbmq4pslBzdzTqKv6zUlN6+FGf7xCjCPAWk7AWRlGy6A0ualFZ7XVMf5T8wQANs2fokHLMaFpnNZnINwiOqoBjiXnNECz4dKwPrPUjaYOt7RsnHSjP4FoQGvAayn6kx8tY0RoFgkqgJBxBsJV9bM9ulpDa7ia5QQPEtNJ3UbdjCtaWxk4wy3NHNQSiGYQWnJUSxGd8UfDapc0g930Q2L1uOiYBvDG+Mq0BNEd79Txaa6AK+AKuAKugCvgCtRSAf8+WEs1fV2ugCvgCrgCK02BmcCZlQKuJcewqVGhwEu4h+3cudOgLN6RAoJh+AEABTiGcxqGH7/7u79rDmyPPfZY+PWvf22OZVOjQoG8ePfKe1jeywLCAW0xDIgGKMWyvJP9nd/5HQO9pgPXgNvYDpAZLm+kYQF2AX4BwjEepzLMSnAcI1GLNrLt45UErmF2cvvtt9tvWimKk23gNsf+8lsXoB6AGc5wbO9///d/7Z3zVVddZe1mW2l+fv/CIIV2oyFQ3ze+8Q1r66te9aoyQAbUxnZoK25ozFcNruFYB1iGI9zxokLRsBpcQxt0In3sF7/4henE8cLVjYLb2ic/+UmDE3Fsw42NYwUg5+Da8c4Yn1YvCji4Vi9HYh7tcHBtHqL5IstOgfQQxAMDD1kAaYzjYYvCwwE2rvzwAy0POAJlzjgKD2sPPvig1QwnS1xqL67AfBXw83K+yi3OckBqxHuWRscNRCMOdEjRn32DclfrF7gmV7U9AtcOqp9xxIFWFxzWiPvERY1Y0LWC1DYLVttONOimnrBxVd6AtZw7rFXL5v2zVMDvH7MUymdbHgrofizqLMZ14qJm7mq4qakjBrQo57ShXsFrh8LE4AHVh214ojig6UMGq71QuqcBZIBkBpUJTpvqotaCw5qiPAVCEfEZqsC15nIEKG5qenYkAlTzWtTnAh6BBIJNdkyLMBlAWbWbWnkeQXoV57RCBNfknDY8OqTPOoFqYwLVDGbLADZzVQNeU9SnwD/Ww3bnUxLgVYnMzOI0MxCs7JoWEhgW6/J4g8XiOMCyFh2rBK1RG7hmNWCahjNora0lOqelqM92GyYKtE1ua+6WNp9j6cu4Aq6AK+AKuAKuwNIq4N8Hl1Z/37or4Aq4Aq5AYyuw0sE13MqmA8SApICaHn744YAr25YtW8Jb3/pWi7PkXSrOZLfeequ9RwWEOvPMMw1+evLJJ82BDEOQd77zneYexhkCVJZge9zE0J1xAGw4ugFKffvb3zZo64//+I8DzmrTtYv3sIBpOIXxDASwdskll9h7WtYH1IajGW5mb3vb2wLRojjDAY0dr0wF1zA3+cAHPmCQGhAe+/XFL37RnMlS7Okpp5wSdu3aZaAbsNp73vMeiwXlHTOg2B133GHvkdEGEJD30UBktI/3zm95y1sMrEtQX3JpY13sXzW4BlB23nnnWTuqwTRiS2lrMl75yU9+Mglcw70OjQHaaD9A37vf/W5ztQPCgxv5+Mc/bsfiD//wD+14cZw49g6uHe+M8Wn1ooCDa/VyJObRDgfX5iGaL7LsFODB5a677rIXbddee609UPFBzIc0BcqfD3nIdYSvpWoAAEAASURBVObjAYL5IOgpPEDdeeedVjPMA8NCZnyzDS/LXwE/L+v7GJfGxgOwWq+gtL29Q3JXGwr7BKr1DhTNdW2oqKhQwWoAa6OaF8ituhAJurqrLWxZ0xFOE6h2kpzWiANd1dlmIBuxocBtzbrfeHEF5qqA3z/mqpjP39AKCLYCVgNQGx8ETjtYdlYbH+y18QGATZBVyOJBcVQzhzVzU5t8fz5GC+7DQGtAae1dFuNpjmoZkBad1FbF8TlBabipzRQTCvCmSEpb3wLe34HHonOa4u6Tc1rmjoZLmjmpSY/kmFZ2UdO4kuaPzmnJPS2D3aRVAtxSXXZUw0lN/80XWkNzgDVAMSCzGMEpoEwOaDlBZhFAy+CzZuropFaB0eI04jlxVyPes0U6H+uIVgW9GRAX4bhyXGgWIRqXlYMe/y3gcTrmXPMRroAr4Aq4Aq6AK+AK1EAB/z5YAxF9Fa6AK+AKuAIrVgEH16YH14C9vve975nzFxDYDkVL4hyGyQfvUn/1q1+Fz33ucwaP/dZv/Za5gfGbCs5pRGdOB64BvOHgBlzF+1fc3hLAhgsbcBhRoX/+539uANh04BoGI1/+8pcNrCJGk4JLG/AWv1OxDG5lgHa8t33JS15i0BhRpMcrCVxLUaFs533ve5+1g/0HUMON7Rk5rPE+menAaKR7sT+s/+1vf7uBaLxjRgcc2thf9KI9L37xiy3681Of+pTVl112mb1fBhIEamMe1gvAxvNdLcA1Ij5pPyDaJz7xCWsL4BpOdECLmLR84QtfMEMXwDuc2AAJ4UkcXDveGePT6kUBB9fq5UjMox0Ors1DNF+k4RXgYQXSngxyaq4D/hKA8t73vjdceumlk/bRXv7pQeL+++83i1Q+1CHrIfMpyTqVmgLNf+ONN1ptI/wfV2AWCvh5OQuRlmgWzGNGdQ8YKY3LVUZA2shYGCiWQv/QiGJBiwat7e0dDvv6hiwStKQY0PEpoBoQWlur7J1zzaGjrdWgtY2r82Eb0aAC1zav7gg9HYoy0zxeXIG5KuD3j7kq5vM3pALJVQ3oTACaQWi4q8kBzCI/C30GrEV4Tc5qg3JWIxJUcaDheIAaUJogpyZc02ZwUgNEa2rrUNcdY0DbswjQvKI/5aJm8FqboDaBa7iymUNbjURW4Kn90AaIVonhlGMarmkWuZn1G1gW5wEsG5UD2oi0Ko4JUEsuaXJMKwCsleM/K/1EfgKwlbTMfJ3T+EFSaJj90UeExgRhS19+oGO4OmLTxpszWpwGtNYqnYHPzP0si+3MGbyWoj4r8BowG+BaBWKLMaA5HcPolKZjqvZ4cQVcAVfAFXAFXAFXYLkr4N8Hl/sR9v1zBVwBV8AVWEwFZgLXnj0wEO55ZG/YqbqRyqkbu8Mrz90STlE9mzKT4xpOZkRa4hCGyxmuYbwL3bp1q632kUceMQcvgDNgJ8bjNEaK1XTg2uDgoMFaGIP8+Mc/NrArtY/fc0i6AobDQOSv//qvDTibDlwDUCOaE+CKd768v62OAuUdMGAZ7SHSE5cyoDDmOV5J4Brvfb/73e8aeAfIxT5T0IFpAHe0le3ivMa20AJ4jmhRjE7S/LxjZn4AO0DAa665xpK/MEwBbGMZdKYjdhQoEHiNeadGhc7XcS05sj300EP2XhzQ7g1veEPYIRCRYwKI97Of/SysW7fOwDuO83S6A8AtRJnp+pu6Ledbpiriw0kBB9eSEg1Y+4XdgAfNm3zCCvDwghUqH4B0PCzwlwCU3/u93zOyvHoj6cEG61RIc2xgsaZNH8wOrlWr5f3zVcDPy/kqt7DLAa0RCzpYGBWkpgjQ/mGBasMWBXpY0NrR4ZKBbIXSqLmrAa3xozHLpcJ7c2A14kA3CVDDXQ2nNfrXyHWtK99qkaGtigV1h7WkmtdzUcDvH3NRy+dtSAW4rwKsjSjeE0BtADDtoLmrEQM6MdynaYMC2gSy4aom17CgfosNPS60phu0QWlySmtPUJrc0wSjlYE0IDW61uSkJoitDLnRj4taq0zUAN8yN7UaigywRgzniPankCI7BZiZS1oGmxHjWbRx1ABoBXNaG5Vm5p4G5JYc06r7BWVXw28Aa2yPz7G5FoPWBKIBjpljmvQCQGuntq6qPxufrxofozlxSmuNsBvAW+aANl0c6HTjYswoPmlyS+PD14sr4Aq4Aq6AK+AKuAIrQAH/PrgCDrLvoivgCrgCrsCiKTATODNUHA0H+wuBupFKZ3tr2LAqH6hnUxYLXAP8+sUvflEGv4juJA4UKI7fpXhviyMYjmN/8zd/E1760pdOC1ABrvF+9/nnnzdwjLhOHMtYjsK6cDgjfhMwjPH0A5odr8wVXCO1C/hrtuAa+/m6173OolCB0vbu3WuOc/v37zcojvXg2nbWWWeZsx3nZS0c1xK4RtzrV7/6VYPucIpDR8A1OraFhq9+9asN+HNw7Xhnik+rNwUcXKu3IzKH9ji4NgexfNZlo0B68OQBgA5qn6x0Cg8Kp59++qR95aGGH4F4cGBeHije9a532UMUMzq4NkkuH5inAn5ezlO4Gi/GFxliPUdGxy3qkzhQvoz2KRL0gL6Y7u8bDnsErvEllXFEgVYX3pMDn+Vamw1GIxK0Q92qjrawXl8QNwtY27auK2xU/9qu9sB0L67AiSrg948TVdCXXxIFBEgpr1P/6z5Kv9WK/Zw6PKYfBIHQSkOK/ewP4wLVErQ2PiB4DVe1wtEQgNWm4624MQuAMtiMuE+5dFnsJ3XZSU1uafkMUFMd5KTWnEWBGtCG05oiK6OT2vyAKPuhTPtpMZsGj1X6x7XPY2ma+oHHbD71A56V5CxXrIr8BEyLoJoANkFrMeozjVMtlzWc08a0LOuaa4kQWgTHoktadEsjQjM6qGXuaeaYVplmUZ+K8kygWlsVtBYhtQiz2XjBa+Vxmg/nNLYFkObFFXAFXAFXwBVwBVwBV2D2Cvj3wdlr5XO6Aq6AK+AKuAIvpED6XGU+nK4AelZSIb6zr68v3HfffYEIy3w+b0YeOIC9UFQozmcsS1QobmEpIvMHP/iBOZZVv1cFnPrOd74TqPnNbIegL0Cpbdu2WTTl97///fCv//qvoa2tLfzd3/3djOAaIBpRoYBwbBOHNlzRcCrj9y3e7wKBsQ1gNdrE+Bf6g8cErhEVitMc27npppssiYv1EBV67733mkMZ74+ZDgBGrOZMUaFpftpEW1/5ylcaIMby/f39tg84nuHYBojHOBzPbrjhBosLnQ5ce+qpp8K//du/2T6SKAaYBgSIbhTago5ocPPNN9t0zmnejeOshv64rtEBrbEsznEAcxdeeKHtl4NrK+kO0Pj76uBaAx9DB9ca+OB50+etwKFDhywPnExwOqxo6SjYq27YsGHSunmQ4UGED3Ny2F/0oheZpSwPFhQH1ybJ5QPzVMDPy3kKV+PFRsfGA7Bar6C0Pb1DFgO6T6Ba70DRXNeGiooKFawGsMa8QG7VhUhQ4kBXdbbJVa0zbF7bGbauyYd1PfnQk8/JXS1nIFu7IkGB25jfiytwogr4/eNEFfTlF10B/VgUBFUR+TkhCGtC8FWwWrGf5WH1azxQWoTT+qOr2siwQWoVd7WS1kU3A6CFG1pOwBoual3rQ7O6pq6NobljbWjqUNQnEZ8C2gxiy9zTJvWzvDr9siWZ5nfPNihasFoC0GJUZ3RGm+qUhmNadTciYA0IbTrntAS8ld3UDHqLENyEgDW2y39zKRFa02eUtMi3dhiERp3PdYQOq/PZeI0TcMa0jhzgWbvc1tpiTGcV4IYLWgV+q7ioTY4NbTHoO/5oOD+N57KPPq8r4Aq4Aq6AK+AKuALLSQH/PricjqbviyvgCrgCrsBSK7DSwbWRkREDmH7605+GW265xQCoD3/4wwZl4YIGVAXsBBj21re+1cAqlgHwuvXWWw2QArQCIMO97fHHHzfjEMCud7/73eHiiy+2Q/zkk0+Gb33rW2Hnzp3mgHbGGWeEK6+80hKviNMEkrvtttssshJwDSBrOoAKoxGAsCeeeMKgOd7bEn3Je1ze7dI2ADBgMd7xEl+aALbjnWsJXCPm9Pbbb7dlP/CBD9i7YVK5aP8Xv/hFMzwB9AJaw+0NoA2AD3CMaNHLL7/ctokOd9xxhzmcsa+AYel9NL+H8RseABvbZR0kgP3whz80lziANFzipgPXOBb//u//bpGjv//7v2+Rqji1sZ+UmcA1IDWWZTsca/oZx7686U1vCpdeeqmZuKDVdLqnRLLjaTifabO9/pxvmY+6K2MZB9ca+Dj7hd3AB8+bPm8FDh8+bA8VPPzQ8YGMFSuFBws+1KsLDzc8ZAC0Qbenh5A0n4Nr1Wp5/3wV8PNyvsqd2HLRXS2CaMMjY2FAkaD9Q8VwUDGge48IXOsdDvv6hsLRoZLAAWylJwMAgGdtgtCA1XBPw3IbQG2dYkGB1ogE3aJ6tUC29lyLXuj7C/kTO2K+9HQK+P1jOlV83KIpACAlYMrgMeI8BaQZRCZQCxe1CatxV2M4c1ZjPPMKXDNgrQpaC8BqaZj+YgTXQlExoSXNz/qnK4Bliqm06E6c1QxGaxOY1qGoTxzV1oTmbkFrnRsEr21QvTY0a1wQkNUk0Ep/ajndWo8Zxw9J0RGNmM1Ri+AkbhN4bHLsJnAz7mnqVJfUbiA0oLRh4LQScZ8ZvCaHtBTxWdQ+l2G2WjinKTazWftnAJnqCkTGOA1n43BSs35BeuacljmiAawZuFYFrSVgLQJtEV4DXGM5tvNCf7V6jKg+whVwBVwBV8AVcAVcAVdg3gr498F5S+cLugKugCvgCrgCxygwW3DmmAWXyQjgKVzXANGI6kSP6667zpzBDhw4YKAZEBYQ2Cte8Ypw0kknGRyG89c999wTenp6wu/+7u8amAUIBRj1la98JYyNjYXf/u3fDueee67BacBQTAPSYj5MQ84//3xzeMNtjBjRr3/96+bA9rd/+7czOq6RoIVBCUAd6yOy8yUveYm1l3e7OI2xftq7Y8cOA8F439vScvwknKngGuDb9ddfby5kQGG0EWCO8TjMAerhSveMHNMA13Aww1GN9lXPz++KL3/5yw2sY58Z7u3tNc1pO+1lmHfWJIDh+vf2t7/dYLvpwDWc5j796U+HgwcPBmAyoDjeXfM+G7gQTaZzXON4sI/oDJjHttg2ca033nijrQtYLs2HAx8gIQ58H/rQh2z6Qpzys73+nG9ZCPWXxzodXGvg4+gXdgMfPG/6vBWAsE/Wp9R8sEPjU6DwyTmvLuY8oQccHi4g6bFK5SGHhwiKg2vVann/fBXw83K+ys1/Ob4UAKvhpra/fzjsPjwkSK1gMaD9QyOhoGmFkr6oyV0NaI359X+5wDh0tLWGtYLUNq7OG6S2eXVHWC93NUA1QLa8pucFrJm7mhZgGS+uQK0V8PtHrRX19c1aAe6LcjubGCHGU4BZoU+1ADMBWRFAi65p0U0tQWrUiv4UuGbxoIK6KoCb+gXCTRrGmY15iQwFfqu+EaeGcnNVlKfFfcpJzcA0wWnUzZ1rBK7Jba2tM8JsQG2CrGx+gW5B4NZsb858DgCtjZSjO4fCsCJMhw1CG4qRnUBpCUjL+kcE6OG2Vu2aVoHcYixojAatRITGSFFc007QOU37aNGdckWrAGeK7ARIa8FJLS8ntU6b1qFxzJuc0yLINhlwA4IDfqsAcBF4A4LTp5xDa+mc9NoVcAVcAVfAFXAFXIFFUsC/Dy6S0L4ZV8AVcAVcgRWhwGzBmeUqBr99ASsBMn32s581xzTeieKYtnatfnPTu1LiMIeHh80hDNAtuZkBWQFwAWYBtAFCPfjgg+Fzn/ucmYmwPOMxCAGq4j0r72eJEt23b58BV0BXdAwDhu0QbPZXf/VXBqNN5/wFaEV7MCnBoQyjEpze2AcK7QVSY5uve93rrH28650tuJaiQgHDcFVDi7TvvDsGFEvrBepif2gHMB3LMC/z4VzGO2Xmv+aaawzI41zDuY35n3vuOZsPLdGNd9EYrZx33nkGibGP04FrjL/77rvDQw89FPhjBpbnWAEBvv71r7c2TAeuJaiP/fv4xz9ux4n2vfjFLzZwDcc1NOI5czrd3XFtud4BGn+/HFxr4GPo4FoDHzxves0UgF7nrwF4SOCBiA9nHmp4aMJmlocNHhT4gOYvDfhA568GUka4g2s1OxS+oioF/LysEqMGvfBmfOki3hMgDWCNSFAAtYP9BQFrAtcUDbpf4BogG/NUF323sBgzADRANKC0DnWrOtrC+lX5sEnA2ta1HWHjqg5zW2OaO85UK+j9i6mA3z8WU+2VsC3dQXX/nAAcE3w1oS6CZ1ktaGtiBGhNUZ7DAtdGcEbDNa0aWiMKVLGgGm+1wDVzTtN651TsZqzozhYBZ4BqBqBFd7Xoqqbozy5FgCZoDWe1PHGg3XEZlq8q2iv7bIjQWHRMS85pVguqS65qaR5iOwHXCto/gLXh0QivMWydxkVwLbqr0Q+4NirAD+iNbc612B9RmHNajNqshsaOBcmii1prU+acJlAPGA1ozWoD2JKLWnRLK0eBAq6Zc1rOndPmepB8flfAFXAFXAFXwBVwBepEAf8+WCcHwpvhCrgCroAr0JAKrHRwLR00IjwByh599FFzAOO96bZt2wyKYh7iN3Edo+Z3K96lApERf0lqFe9agagAs775zW8aAMf7VaCqlGy1fft2g62++93vmlMZ62U622Fetg3o9q53vcvWixEJ4wC1eD+LExzb470PwBjuYQBjQGC0i/EAY7zjxbTk1a9+tW2bfZktuMb73+9///vWTtrLdoHFWMfWrVtt+8SYElGKDjyHAc/RTuA/ADzawX6xPO297LLLDAJkXtoLoIfDGvOlwrqZDxAQPYDHmI+abQG1AdIBDuI2l7q+vj57t42zHeAa77U///nP23xvfvObDYQD3EMXCu288847DfxDJ9rHchwjSvoDiel0txlq/M9srz/nW2os/DJanYNrDXww/cJu4IPnTa+ZAnwQHjp0yB4MeEjgAQcKng9/SHkejHgYgFbfv39/+SEnObM5uFazQ+ErqlLAz8sqMWrQO66H/lG5ph0dHlEE6LAiQIfMYe3g0YLgNdlFF0uZw5rc1UaJd6t8SWDzRIISB7pKTmpb1ghqVfzn1jX5sE7uakSDEhEKrEYcKNGhzO/FFVgqBfz+sVTKL9PtAlsJ1sJJbXzocJhQF+tegWrqANbkuGYOa+aiFp3RLD4UhzT9SGVOaaorsaGMUzeXYtCaoGCc04j57Fw3DaDWqejPfCUm1OJCFR/arB9jFGFZXRK0hgsacNmwgWhyTTMYTRAatbmpCUwDSjMgTVCa4j7L7mkGthETqshQ7SuRoLEmRpSY0EpcKD8+zRtaU9tzyTmNyM4MQmufBKHF8bimxWjPfGhraVN8p36Mk0taAtzsL00nOaZF0K0SG6qoT0FyDl9Xny3e7wq4Aq6AK+AKuAKuQOMo4N8HG+dYeUtdAVfAFXAF6k8BPkeJxKTgIIbBxUosSQcgLeAlfk8iOjIBTwBTvEfF9IMC9ASsBqCFKxlgF7+FAZsBb7EeQDbG4yaGrnSsm/eubI/C+tkO87IM6wXQwkyEbTKO9dEegC7GU2gL73GZzrpSu/h9C0iNbRLlSc2yL/S7F+t6RrGfOMYBjNFu3hcD5bFu1kHb2D7vitN5wv4QTUo7gMhwf6OwPPvF/DjPAcAxL/PhzJb232bWP6yb+Zif5dgm81EzzPbQOekEqMe6WCcashyudkwnjpVjAQzH8UGPtP8sA4DIcWJ8Wg6dKCx/PN1tphr+k847Vnm868/5lhqKvsxW5eBaAx9Qv7Ab+OB502umQHoAgfwnMpSHEeA1LFvf/e53G9Ge5nnggQfsgeFVr3pV2CGLWgqw21133WU1wxDw1157rdUMe3EF5qNAOuf8vJyPenqg1oP4mEC1EUFoOKsNqRssjIbDclPbe2Qo7BG4tkfRoOaupihQoLbqAnjWJnc1QDTc1QDTANTWKRYUaG3Lmo6wRTWRoMzT6qBatXzev8QK+P1jiQ9AI25e90zgshjJKUhNcFY5zlNQ18SI3NMUBQqwVoHXIrgWiAYtaX7BW3MqgGjWCSgjZlI/+FDrl5+s5kcUhmPXJAjLoLR8j6A1XNXWKwp0oyA2IkHXKw60O0wIUBvXOpNrWgLJgMgMLhNYlpzTmAdoLbqnFTIHNSC1GPlp8Z9ZDCgAG25q5p4mtzXWBZQ2l5JiNJsEobWoS6BYrOOw9TNN+2xxnFkNfAaEZpGf5p4mOE3Qmg2r7jCYrQKs5c05DXAN57TKj1Fzaa/P6wq4Aq6AK+AKuAKugCvQmAr498HGPG7ealfAFXAFXIH6UGC24Ex9tNZbsVAKpOcpXNN+9KMfhTVr1oR3vvOd4cILL1yoTfp6pcBsrz/nW/x0mUkBB9dmUqYBxvuF3QAHyZu44AqQff6Nb3wj7N6928h4yHQsZXFa+6M/+qNwySWXmC0tZP3tt99utDrWtNjeUvjri4cffnjSX2GQOw4N7sUVmK8Cfl7OV7m4HK5pg8UIqu0+PBj2CFbbL6e13oGRMKTxgGzEgY6MAjPIA6eKW4OjAFZbK0hto2JAtwpQ26wo0PVyVwNUY1q+TRbTAtaIDm3RAizjxRWoFwX8/lEvR6JB2mHQmtzQANQU9TmOi9rQoSpXtSNyVVMUqFzVJsWECuCKoFt0WJt0I53NrvPXjQKyiPwMOeI+5ZSmOlCrC4KvmnBPUx1yXaE5vyo0dQhYE6Bm43FTU9dkrmptYULAl3CyCKKZW1qM7kxuaakuAKNVOagBrgGwRbgtOqZFMI3Ph6wz8C1Om8CBTprN1T2tGWBNYF1OMFl7S4ruVDSnuaZlEFo23hzVzDlN4zWuXfuI41o10BbXJyc1gWk4qll86KR+YLgX/gvS2Rwqn8cVcAVcAVfAFXAFXAFXoHEU8O+DjXOsvKWugCvgCrgC9afAbMGZ+mu5t6iWCji4Vks1Z7+u2V5/zrfMXtOVNqeDaw18xP3CbuCD502vmQK4qH3qU58yG9mrrrrKrFa//vWvmw3rBz7wAcsR5wXlfffdF/7jP/7DtvvBD34wXHHFFdaPBS0xotQUbFrXrVtntY3wf1yBeSjg5+XcRMMxDQitIPc0gLSBQikcGRwJB/qHw265qxENeqCvYOOrQTV4M2yRW1uaIpAmGK1D7mpEgm4QtLZ5dQTXNq7SdS2QjTjQZKM8txb63K7A4ing94/F07put5RgNAFXFskpACvVgFcizuSQljmsjY7IXa0oMG1Q0JogNYFr4wLXYiQormp9FhMaBHiJ1pq+QO8KnmoSlBWA0QRoNWnY3NIET8Va0xmXDVt8ZyvgWoTWIrwWwTXgNcaPC2qLXT6M5zrDhNzWxuU8JnRMoFkWxwlcpv0BPiPCs6h9Mbc04DR1EVITrCaYrRIDioNaQfMO23JzBdH4HDBwTKBYBSZrjfCYQWRAzZVpzNuaQWttLe1l57SKg1oE12IEaIz8ZFqKBMVtjfX558/0p5+PdQVcAVfAFXAFXAFXwBWoKODfBytaeJ8r4Aq4Aq6AKzBXBWYLzsx1vT7/0iowNjZm736JxsSMhOM8U+H3t9Qx70MPPWQRo695zWvC6aefPtNiPr4GCsz2+nO+pQZiL9NVOLjWwAfWL+wGPnje9JopgLvaJz7xCcv+/r3f+z3L7P70pz9tmeOAa5dffrk5a/z85z8PH/3oR227gGuMp/DAQ244NYUccPLJqb24AvNVwM/L2SsHcDBUHAuHjhbCvr4Iqu1XffhoMfQPjSgqNAJtRYsExSmnsu7mDFrr6ciFTYr/3Lq2I5wkhzWgtVWd7aFLEBuwGnGgba242ri1WkU976tXBfz+Ua9HZpHapZvcBKCaOaIR+SknNcFcoRRrc1bLQLWJQn8E0wDWFPlpABvzCmYzdzVbR0nrwlVthmjMBK3hkNaxOjThjNbWpa4zuqfJUcxc1JiOm1oaFowVQbdqwI2Y0GaBac1BoZ6hKBitOF4Kw2pHQXVBw4Vx9WtfDEoDRkvuaWMFA9dKYyUD2SbHhEbntHJMaOagxvD8oDV9Jqj9eSI6tV8d5o7WaXW7xXZG6KwaRGP+nDoANhzScEqb5Jqm/U4QXHRRi/Gh0UnNndMW6erxzbgCroAr4Aq4Aq6AK9DwCvj3wYY/hL4DroAr4Aq4AkuowGzBmSVsom96HgoUCoXQ29sbHnvssXDPPfeEnTt3TrsWgDXe7Z5xxhkBUG3btm2hr6/Pkrg2b94curq6pl3OR9ZGgdlef8631Ebv5bgWB9ca+Kj6hd3AB8+bXjMF+EHnlltusReX73nPe6z+z//8TyPq3//+94dLL73UokIB1/7rv/7LHlBuvvlmc2KjEaOjo+a2Rk1pbRXoItc1ai+uwHwV8PNyeuWAzsb1T2ls3JzVCiVdf4LW+gSo4a62V3Gguw/LXa2/EPrkuAasVl0A1VrkrtamiE/iPjsFpXXnWy0WdPOazgiureu04Y5cq5zYBFF4cQUaTAG/fzTYAZuuudzsiKQUqIUzWlBt/cBjDJtjGiBu5p5m46ud1DS/YK8ytAaoBsAm4CvBaTisTRTkppbgNUFgcd1VdG912xTtiZuawWZyVmsShEXMp0V1AqS1C1brXKNa4Br9ckjDNW3COrmkaf5xLWed1jMueGtcLPCY9jUBZakuu6eNFc0ZbVjxnmW3tAxUi8NxPPDaiPaxJLhtHC3mUPhBCoAsdil2M8JlKYITeKzcL/CsVe0nvhNwzaA17WuC15JLGjXTk3Nam7RiObbjxRVwBVwBV8AVcAVcAVfAFVgoBfz74EIp6+t1BVwBV8AVWAkKzBacWQlaLKd9nCu4dvbZZ4c3velN4ayzzlpOMtT9vsz2+nO+pe4P5ZI10MG1JZP+xDfsF/aJa+hraHwF7r///nDrrbcagPaud73LnNM++clPGlUPuHbeeeeF/fv3B+b78pe/HDo7O8NNN91kQBt7j7Xsnj17rGa4p6cnbN261WqGvbgC81HAz8vpVSPmszQ6bqDa3iOKABWotkcxoLitHR0qhcGiQDY5rCV3NeavLjkBa51yUVur2M+TBKhtlcvaFgFrDDMed7UOAW2AbbirATR4cQUaTQG/fzTaEZvS3gSt4XYGXCYnNKtHhgw+MxitCkALgrvMUQ04rSS3NIA1OaSVobcMbpsYB2xTZ+BbBsXJnSwI9pqwGiBu8j2z3DLuhQLPmhTViatac8daQWprQ3Pn+ljnAdb0F4eCs2w+QWkTgr0mtJxaEkZwS9M2ijinqSvimqb2FjIwDfCsmLmoFYnw1HhiP8fUVmJAqRPUdrzhubqnsX8AaTkBdW0tETSbBKLhptYqKA1AjVrDOKoBreUEobVk7mkVqC06qZlLmkA/A95wVtM2ANYsZiD450r5vPIeV8AVcAVcAVfAFXAFXIGaK+DfB2suqa/QFXAFXAFXYAUpMFtwZgVJsix2da5Rof6ed2kO+2yvP+dblub4NMJWHVxrhKM0Qxv9wp5BGB+9ohTAGvauu+4KR44cCRdddFHo7+8PX/nKV8wx7frrrw+nnHJK2Lt3b9i9e3d49tlnw5YtW8K1114bIO4pQGv8KERNAVrDpY3aiyswXwX8vIzKGagmd7UROacNqxsSmDYwXAqHB4phj6C1vYLWANiSu9ro2GToolXwWZtiPon6BErryufC6s5c2Lg6r0jQrrBF0aCbVneEHo13UG2+Z6svV28K+P2j3o5Iao/uT4BhgrAiVIYrGuAYrmoZaEYkJ+PUmUNaUeDaiMA14DW5jkXXNKI8if3EPU1wmwCw5KJGHUa1LOuco/OYqCrFdLbofznGCuQyAM1AtHa5qglIE7QVFAM6IXhtQvV4h7r86jDR3hPG27vNSW1M26RLkNlU57RqQI3+YSA1i/uM0Z8GrWkc7mmjE9JkJpAuSTqlFm5scBggmcVtZk5pMXqzyjUtGw9Y1qp9BUSLzmiK/hSglm+rgGoJWouRoJ02H7GfLOtw85QD4IOugCvgCrgCroAr4Aq4AkuugH8fXPJD4A1wBVwBV8AVaGAFZgvONPAuetNdgbpVYLbXn/MtdXsIl7xhDq4t+SGYfwP8wp6/dr7k8lHgwIED4aGHHgqPP/54eOqpp8JvfvOb8Oijj9rLSNzWVq1aZRnma9asCZdcckm44IILwrnnnhs2btxoIjDvF7/4RVuGEeecc05461vfavXyUcn3ZLEV8PMSvmPCnNP65KR2UI5qOKvhsHagb9gc13BWK1g3atGhQG7VjAMMRqfc09b1tIdNclYDVNskYG29hld1tIWO9paQVxxoXlBbq+JDHUBY7LPct7dQCvj9Y6GUPcH1CuiaAEwTqAWMNl48KiCNDke1rFZ/AFajA0LLwDZbTiBXkGvaRBYTqpVFOM2c1ATDaf1MN2DNboaTQd4XbL3cw5pygtQEoeGm1tS5zrpm1c0d60KQo9qYALaSbq7DAuOG5aJmtdo1LHe0YXNPG1akZxWENsU5bdwc1CpgG+5pCXKzfrWfYeI+5xz5mUFruKcBoeGMBnRGXGeEzqije5pFfDLdHNTy5rhmMZ4C3swljTr1G+TWGkG4bFxyT3tBTX0GV8AVcAVcAVfAFXAFXAFXYJEV8O+Diyy4b84VcAVcAVdgWSkwW3BmWe2074wrUCcKzPb6c76lTg5YHTbDwbU6PCizbZJf2LNVyudbrgoAxuC09vTTT4cnnngiPPLII2Hnzp0WDTqul6fAau3t7RYfeuqpp4ZrrrnGoLW1a9eGjg45j6j88pe/DESLUlOA22688UarbYT/4wrMUYGVeF6CV7DfOKYV5KxWGImRn0eHR8Lho8Wwvz+Ca/sFrR1S/1ARSEOgWqatGQXpn1xLs4FoeYv8bAmru9rCxlXEgQpcW9cVNvTkw5ouQQ2C1RxUm+OJ6bM3hAIr8f6x5AcGSEyw1YSgLHNPwy0tc1Ez57TUjxMaDmk4p00C1irQmkFs5rI2FKE11l2+081xTxVNGegUWUndZP0tcZxgLMZbnKfqMQ2Pt+YEprXLPa0zuqiZq9pqc1XDaY1p2gPFfApY0z4MqaOO/YNWFwTlDRP7iZPaCTinsafcowHEYlcByo51T2sVZEa8c2toVZeTG5rBaoLXIrQmBzWL/MwANgPasnEab+5pWo7teHEFXAFXwBVwBVwBV8AVcAUaWQH/PtjIR8/b7gq4Aq6AK1APCswWnKmHtnobXIHlpsBsrz/nW5bbka/d/ji4VjstF31NfmEvuuS+wTpSwKAXvRAmBvSBBx4IR48eDZs2bdJ73OZw8ODBUCgUQi6XM0Ctu7s7AKsRE4oDW1ubIqJa9NJXxcG1Ojqoy6ApK/W8HNe1CLR2VDGg+/qGwj45q+05PGROa/1yXBsolKK7mqC2kdExwaQVaI3D3qxIUFzTcFIj/nPr2k51HQaq9XS2he72nKLfYmQocBuxoF5cgeWmwEq9fyzpcQQsI/pTzmITIwlI648uatWOauaqJhhtRBGfmjfIea0MtwkEM0e1DHCbGMNJDXe1E4HWdI/DQY2IT+uI+4xdsDofJgR2jQOj5fKhqK4gp7KC2K1huZ0NT2RuampTgU5gHsBaEQc1DY+pGzX3NN2PbVi12jyWjQP+n69zWjqeOJ4BobW1tAtAyyC0zD0tOah1KNazQy5qaTpOaxFEmw50E+CGe5o5qGVRotpGck8jZtSLK+AKuAKugCvgCrgCroAr0KgK+PfBRj1y3m5XwBVwBVyBelJgtuBMPbXZ2+IKLBcFZnv9Od+yXI547ffDwbXaa7poa/QLe9Gk9g3VoQLpBx3c1u6++25r4atf/epw0kknWTRosaiX0HohjePa6tWrQz6fN6htqkuTg2t1eHAbuEkr5bxMoBoQGpGfw8XRMKiud6BocaB7jygWVNGgvQMjcleLUaDVhxVQLSdQra1VcZ8C0ogE7corFrS7PWxZB7QWwbW1Xe3mrtYqINWLK7DcFVgp949FO45Eb6ozwIyIzzJgVgWa4a6Gi5rcxSZGiPgUtFaYIQJ0RBGhJUFrAr1mVcxKEmc0OUSqA0Sj34ZxB8tc01LdxLDGT6gbE4M1ruXHNP+kTtD9uNYzpm5UoBrdiMC2opzHCppWAFob133XnNTkoiYYDwc1XNXMQU3gGnDaXMp0zmnNaleL2gmcZg5qanscp/E2rjnkmnO6x7erA1pLHZAaEZ8atthPwLXopMY87S15c12b+qw2l/b6vK6AK+AKuAKugCvgCrgCrkAjKuDfBxvxqHmbXQFXwBVwBepNgdmCM/XWbm+PK7AcFJjt9ed8y3I42guzDw6uLYyui7JWv7AXRWbfSB0rwI86v/71r8Ntt91mrXzHO94Rzj///FAqlSwelJE4sOG8hsPadC9CHVyr4wPcoE1bCeflyOh4OCoXtcNHYwTo3t7hQAzokcEIqg0rKrQgoI35xuQ6BOhWXdpzzaGnIxfWK/oTSG2zokA3re5QDGhb6GxvDR0C2ToEtOVaBUYI3pju2q1en/e7AstFgZVw/1iUY2VOanJFKwNpgtEMSOsP4zipWf9ACJmT2sQoLmoC2DLAbbKjmtZj43FSo5t8P5txf3BMy7WHIDCrqb0rNLV1xX6GBXQl5zSrBXI1CdqiH1CtGMbllFYKQ2OKVtY+DAk+oxsupf5CGBaEhosa8Z/jAsfGdK8UqifntPEwmtzTcFNTm4HVkoMa59hcSrVzGo5oyR0txngKOgM4S+OB0HBV0zDOaa2C14gAZR2AbuWYULW3Mr4CvaVo0bm0z+d1BVwBV8AVcAVcAVfAFXAFlosC/n1wuRxJ3w9XwBVwBVyBpVJgtuDMUrXPt+sKLGcFZnv9Od+ynM+CE9s3B9dOTL8lXdov7CWV3zdeJwoQE/rpT3868IH4pje9ycC1rq4uiwMFWpsKvACweVRonRy8ZdyMRjgvYRcI7Bw3sIxUu9Sf6sq4sTRN846qw0XtyGAxHOiP4BrRoAf6ChYJynpYN4XgNq7BFrmr5XMx6hOHtZ58LqztaQ8bV2XgmqC1Derv1vhmA9Vscf/HFViRCjTC/WPJDgw3F1zUAMhwPquO7LT+ko1jGjCaxX+akxouakSAZm5qGbg2IXAt4KQmAEw3w9ntFg6QTYLS9DwRXdTox00tZ8NNArWChpsUkRnaBKO1dVo3IThtTOPGNW2MTjAXzml043JOs34BXSXdA+WLZmAazmmxGwhDck8bKg2qVqe6IJCtqH0k6nMuJcJh0RktxW5WQ2TWb2BZjOEsO6ep7RFQi2AacZ/WZdBaO05q6hLERkwo65/6HDaXtvq8roAr4Aq4Aq6AK+AKuAKuwEpTwL8PrrQj7vvrCrgCroArUEsFZgvO1HKbvi5XwBWICsz2+nO+xc+YmRRwcG0mZRpgvF/YDXCQvIkLrsBjjz0W7rzzzrBr166wefPmsH379nDaaaeFdevWhdZWuXzwYrmqdHR0hPXr1wdqijuuVYnjvTVToN7PS2M/9M+oQA1c0ehKY+OhWJJLWkm1IkDj+Kpa44kFHSyWwtHhkrmrDaguaBnc1ViW9SVoDTGB0IgF7VEM6AbBaTirbV3bYcDaGsWAAqrhrNaeQW1EgmoRL67Ailag3u8fS3ZwErSGM1pJsJkBaQMZjJZqwDTBaAUNC/oiBtSc1DLIrTou1OA2nNSSi1r1zWumneQGJSCrSTCauai1d6tOXY/Gq7Nh1Zmz2gSQmpYbkesZLmnJQW3QXNTknJY5qlHTFbV//5+9Nw+yozrvvx/NvkkarQgJSaMNrYDYzWIQBhvbGBzwwo8ABjvBNqk4VUnVW5VK8mfK+SNvVZI35bJjpwiYxUvgFwPGgDE2NmAWERahFbTvu0ajWTT7+3ye0+fevlcz0h1pRpqreVrqOafP1qe/fbvv9rnfp1Pn1GVOaeqYpv2Cg1qS12OhDCc1XNQG4qAGRIYLWnBN07CdOsdqDdlZo8djaRK+MwBpfTin4Zpm7mkxJGgE4HLd1HBWA5BzaK2/B5KXuwKugCvgCrgCroAr4Aq4An0r4O8H+9bFS10BV8AVcAVcgUIUKBScKWQsb+MKuAIDU6DQ68/5loHpOpJaO7hWxGfbL+wiPnk+9UFTgA90nn32WVm7dq2apfRIfX29NDQ0GJwGuIbrWnqZNGmSubKRsji4llbH84OlwJl6XBKWEwCt02C0bst3dUcHNU0VzMBUCAe1bm3XpasBajFVYK1dAbUOALZkjPYkZRtArUVDhDYf7bKUsvQCqIa7WoWG+KwqL9Own6UW+hNIbXJ9lUyprzFwbXxdcFejnS+ugCuQq8CZun/kzuJ0beGgpi6NgGUKYxlMZvn8ba0DMuvWwJgKdxmU1q5gWscRDf2ZQGsKq4k5qrGteQ2raeOqQ9sJF713qUWa0rbqEKagWXBSK0/ly6RXX0/0sKo7Wo8CXzio9Sjw1ZusPQp9WT6mCrjRnvttlzq6tQOo4aCmzmktneqghnuaOagFJ7U2c1JrlQ6F2wYCpPXtoKZAmbrCWYhOA81Cvkzd3QjhWVWWhdYA1qojwGZ5raM+cVJz57QTPnq8gSvgCrgCroAr4Aq4Aq6AKzBoCoys94ODJpsP5Aq4Aq6AK+AKmAKFgjMjVa6jR49KY2OjtLe3Z35wyveqGIBUVVXZiukH362eTUtHR4c0NTVJZ2enHTdRuerq6iw619l0nPnHEs83x50+v93d3aYHP4gePXq0VFZWmi7xR8gtLS2yZ88e+8E036UT5ayvCGf5+yv0+nO+JV85344KOLgWlSjC1C/sIjxpPuVBV+DDDz+Un/zkJ0LKk2x5ebk9ifLCIx9a40l3/vz5cuutt1rKZBxcG/RT4gOqAmficcnjH/ezplZ1Q2ttlwNH2jXfoQ5pXQacRRAtQG3BYQ1wLT9UaCYsqPIkoS4Cbwq7KRjHSj8D4nSf6aVcQbSayjIZX1epgFqNTFF3tXPUaW2cblNeU1EmhAqtKCuVMgXcAN18cQVcgVwFzsT9I3cGp2srgdaA0XBHU6AL4Myc1DoI4dmS5EMq1BPWExc1QntaaFBgN+0P1JZxVdMwoTH0p92jcu9Txxwd9yGFu6RM36BX1CZOajinxbVOeitrpVvrOxRq69AgyITybFcgrl332aGuZ+29SarwXUcsI9VjA0TrUBc14DXCenbhlkaqfcw5LVXWrWU9Fgr1BHNODmKUzgUYrVLBsypCdaYgtJBXN7UERrNtbVOhIT/pw5obIhT3NC1LwoSSunPaMY8WL3AFXAFXwBVwBVwBV8AVcAWGVIGR835wSGX0wV0BV8AVcAVGqAKFgjMjVB7ZvXu3fSe6d+9e+y6V75SAmoDViGh17rnn2grMdDYt+/fvF34ccOjQIYPyiMo1Z84ci9x1Nh1n/rFwvt977z05cuRIzvkFaFu9erWZwZx//vkCnJY2gtm4caP85je/UfOLbrnuuutk9uzZBvnlRzjL31+h15/zLfnK+XZUwMG1qEQRpn5hF+FJ8ykPugLr16+XF198UUgLWebOnSs333yzkLJ89NFH5tjGixaWCLbxZO2LK3CyCgzV43KePi55MwE8FkG0TGhPdUojjGdjS4ccammXgwquHW7rkNYIruGkloQAja5sOLAZ13ESBwrrUapuQpXlrKUKTJRJrYYEHVtbIRNHK7g2vlYd1qplsoJro6vLta2Daichs3cZgQoM1f1j0J7XuGmYi1lIe8nHMsuH7VCeX6ehLc1ZLbirBQe19gCt5YBqEWBrCQBbO/Cagmvqokafwm5cuKixqrOjAme9Cqf1sCqQZc5pWtejdbYmTmq9CoD1VKibmgJsGSc1dVTDTa2rrEI6tL8GKtVwnuqgpkAaLmoh1Xy35nW7o4tythVY0xRwrVPb46JWyAKMBmiPk1oAy4DMooNakgc8U0c1yssVRLPQnjr3GnVKA1CrSmC1CK1ZKFCF1oDbytUxbhRhPPWfL66AK+AKuAKugCvgCrgCroArMLwUGPbvB4eXXD4bV8AVcAVcAVcgR4FCwZmcTiNoY/PmzfLKK6/Itm3bDETChQtojUhWDq6dXQ8EvkeMoGI+uAa4+Otf/9rAtGXLlhnEhxlMBNMcXDu7HgvFdDQOrhXT2cqbq4NreYL45ohUoLm52Z58SQtZsH+dMmWK2cDS/sCBA0bak7JA2gOvkfriCpysAkP1uBw3frxBa8BoB5sVTmM9clQOaHpIQbUjbZ3SpuE8cV4DUovOaIBuIUwoKcxH2IY1OZnFWBD9U6suahPGVJmrGg5rkzQ/vq5CQbUKqVZntSp1WANqw10NEMMxiZNR2/uMNAWG6v4xKM9r3DQUPAuhPXE5U4xLoSxWg9DUWczAslhmbmhJnUJcYmE+1TVNIbTgqIaDmpZbf5zSGDNAbdl9xG1SXQ2aK+BRAbCmYBdOajimEdazQ9fO8kppB0JTgMsc1BRk69CbU4eOi3Nau+4juKhpuGWFzSjv1LVrlN439S5G4FFc0Vi7Le3WvLqokVdrffKhTlPb7tF7rq76r5AFYC2E9KxSl8oAotUoSFdTzlontZl8qKvU4ysrAQ5OQoOmQoQCt2XDheKopqFQHVor5DR4G1fAFXAFXAFXwBVwBVwBV+CMKDCs3w+eEUV8p66AK+AKuAKuQOEKOLh2fK3ywTW+K120aJF9Z5oOJemhQo+v43Cv5fs/VpzVDh8+LF1dXTmhQnH4feihh6z8rrvukosvvtgAxnjePVTocD/DZ+/8HFwr4nPr4FoRnzyf+qApwBMv9q48CY8dO9aefNOxtg3Q0S+O4xM08My4ceOsHZMgljtP3KQsxPJmHFJfXIGTVeBUH5dt9rhulObWNgXQepS9KJeq2jqFMMo17GeXAWoRXDug4Br5Q7oSFtRCeEKnFbAAoBGu09x9YDw0X6LOaKWklk/KknIr0z5lpSVSoU5rYxRQmzRWwbX6GjlX14ljKq0MFzbG9MUVcAUGrsCp3j9O/Lym9wcANGAqA8UUGIuhNuO2wWMJJKbtYnslsTJ9DFSzkJwBXOuN0FpXArKloTWrU8hNwTXpVFgNBzULD9qWdVBjTsdZqAX+Ah7rVviqR+9VuKVZnm2959iq7YDLem1b68vK1TGtWrrUSa1T147yqjxwrcRc1AjxmeugdnKOaf0dAkAaoTezIBmOaQEsy4Tt1Hoc0SpKK6RS3dHMMS2CaprWGrwWIbZadVfDQU1Do+vYfs/tT3kvdwVcAVfAFXAFXAFXwBVwBYpHgaF/P1g8WvhMXQFXwBVwBVyBgSrQH7jWq5Eeepr36ReCGt2hmBb9MW5J3SQZpZ8LDmSJ34c2NTUJUDzgEm5a+/btE6ClxsZGqa3ViDkKrhGlgxTntZqaGitva2uT7du32/eqtONzR8oIK0qedvxImjzfzwI6sY/y8nL7fpVQo2PGjDFXN+YdP6/G+Ytz1NGhnxPrZ8G0Zyza4/rG97KUMx6uYHHulLEC1/H9LWMzL0JZHjx40EJhMi5zYGFcjodx+T6YeXLMzIN8HKfQ74HZD32ZP2FH0YIF0Iv9sFDGuNOmTbPjYO6U0Q83M/SKbSMYxnw5Ho6FvuiLyQr7oR/1USfaRJ1oy8L55Tyxn3ieOPd8R45GnHO2OWb2zTbH8s4778gPf/hDOxd33HGHXHDBBXYe0IrHAj/GZlz2TfjYOBbjHG/p7/rL7+N8S74ivh0VcHAtKlGEqV/YRXjSfMqDrsCuXbvk3XfftSfbJUuW2JNo2tI0vqDAEnXVqlX2xAw9zpMtC0/AvBigHQtP3Lyo4YndF1fgZBU41cdlR6fCaa1HNeynQmnqpNbY2ilN7T3S1NqlZe3SrM5q7Qq0daizmqXqrtap210KrIUX8SeeOa8xAdHKyxRC0zWkpQpLaF5d0ioSOK2yTPPWJqYlUqNOa2NrgrNanYYHZdvc1bQdUBthQX1xBVyBk1PgVO8fJ3xeM2BNn/PU6ay3o1lN0xQia9fQnLpKx5EAlWmZuaN1BQe14Kimb/xxUouuZwa0GSIWIDi29TlVb0K2bfhYks+EDY1AnKa96m4WHNRofyJoDWBNp6TtOvT5uV3hrnYF0nBOI9+h+eCephCa3teigxpOabinsXbpbalbHccyoUEj7GYuasGFMuughpvayTmm9XXW8ZsETqtU0AzYrDoCaBFGi3CallNfWVplAFsGaNN5x3zWRU2hNwXdHFrrS3EvcwVcAVfAFXAFXAFXwBVwBYpTgSF/P1icsvisXQFXwBVwBVyBghToD5zpPrhZOj/+nfQc3FTQOMOlUcn4WVI+7wYpHd8woCnt2bNHVqxYIWvWrBHCkANCATsBHvF9KPlJkyYZzMRnyQBR06dPlxkzZsjMmTNl586d8uSTTwqvS2bNmmXfm+7YscPGYQzaXX311VbO97ObNQQpEBUQFt/TLly40CJbTZw40eYNhLZy5Ur56KOPrC2wGfsFiGIsomDxve3kyZMN1iJUJSFNP/74Y4PYmDPfe1F/0UUXyYIFC2xenG/2z3ES/pQ5RGhr6tSpNu7ll19uZe+//77BcHz/C5y1ePFiG68QYdkPwNq6devk9ddft32hA7qxH+aGPuS/+MUv2rjoDvwFiDZeIyldeeWVct5559nuOL6XX37ZwDzmMXv2bJsTcN0bb7xhOrE/4De+u0YnzgvHjU7Mn2X16tV2njhf8TyRB1LjPJAyL+bK+WWbYwFe/MUvfmHHxJh8Xw5AyHm7+eabDSzk/APO3XrrrebKB+QXHdls53386e/6y2/qfEu+Ir4dFXBwLSpRhKlf2EV40nzKg64AL3R++ctf2pP3Zz7zGft1QF/gGi9wXnrpJXshdcstt1g7JsMLHmh0UpZI4pP64gqcrAInelx2Jb/QoB2PSxyEPnXTZ2V6w2xzWGs9qk6ATc3S2NwqBwDX2rrlsJoCHiZt6VDXNaAPvIdyF339aTCaOaIZbBaAtDIFPYDJcFNLO6nRrhxALWlbAbCWB6nFsizAFsA13NaqFVijv4NquefBt1yBU1HgRPePCGQf87w2b66BYJ0d7foGtEU624/qfaJb1ADRQveWaahLwVHNwnjqr9pwPjNoTcE1A9YCvAbMJhrKs7dT3dHUKa3X4DUgM5zZ9LkSQE3vPye70JPAmYBorGDjOKUF57TomsZ2qA/teqVLW3fqfjsU4gJWO5qAaxby08A1Lbewn/oBjPYlxGeHwnEdegys3cByx9w1decFLrzBj65pMS3FRU3vr+akRh6QTOdn5QlUBlzGNs5oAVyrCWE/I6ym4UBDGFB1UtOyKnVaw3GNfuzTF1fAFXAFXAFXwBVwBVwBV8AVGDkKnPT7QXVLYfHPOUfOY8WP1BVwBVwBV+BYBfoDZ7p3rZL2938mXZoW01J27mKpXHqnlGpayBI/Nwaa+u1vf2sAFO5efJcErAaIRAQqAKaGhgb7PhSojDqc14CYCB26YcMG+dd//VeDzJYuXWquZUBh9MVhDWcuAKq6ujqD3ICsqONzUuqAsW666SaD0vj+dbOCbW+//bYAbAHR4QLGXDESYd9z586V66+/3sAunMYAxJ5//nnrx1wBpjgGYDvcwQDdmD9zf+6556w947EwB4Ay4C7aAYzx+ggQDriN74/pC3gHzFXIAgj4wQcfmDkKcwMwY96szA9t+Kx+zpw58hd/8Rc2LqAcZYBkzOXzn/+8zJs3z3YHOPbEE0/YOMyDY2JOaAMYxz7STnYcUzxHn/rUp0wvjmP58uV2njZt2iQXXnihac/55hwArgEHMm/OO+c3uuStXbv2uOAa55Pzj27f/OY35ROf+ISBbSf63ry/6y9fY+db8hXx7aiAg2s5ZctGAABAAElEQVRRiSJM/cIuwpPmUx50BXjSfeSRR+xFy7333mu0PU/i8cteXszEJ+fHHnvMyr/2ta9ZOybDCwperPCiioVfBPBiBYLdF1fgZBU40eOSx2SnvpB+//0PhMdlkzqoLfv8HTJlxvlyQEN+7j9wSHbv3GGPS0KF9pap+87oiZbirNaDs1ofkwMgwzmtrrpcJtRVyjhd62srpK5KQ40qlFapa3RYq1AntQidpWG2DNw2CtAtgHD5ZYBw0VmNvvrfF1fAFRgkBU50/+jzeY3nvyWLLBTn4YP7ZOvmDXL4wF6D00Zr5OvzxlXK6HK9l+CsplCahetUxzXREKEhXKi+sbfQngFQC05oWqbwV6/erwKolqT6vHqyC3cuQDQD0DSvaJy0633rqMFoZQqklQUwTe8xlHco1KvonLQr3kYfna0Bbd0KdfVomyzsdmyo0AC86f1Sj4EV3U520buchfgEKKsorVTAV1dNK/XeHNYkb2UxX2XtKinTFXCtVF3XygDbLERoKq/HEx3V3EXtZM+S93MFXAFXwBVwBVwBV8AVcAWKX4GTej/on3MW/4n3I3AFXAFXwBUYFAX6A2dGCrjG8ePwxesJgC5CcgKE4cbFd6YAbb/61a/se1FgKcCz44FrOIYBLQGi4YyGAxiwFN+pMjZOXVdddZWlAGeM/7vf/c7AqQceeMBALcAtAC4c4JgDgNU555xjn9UyDg5jfKd77bXXmmMZoBvlgF+AbVdccYUBbXy2CziFMxgrwBhOa48//ri5iOEUBgDHPhiPvgBs7AsQ61TANaJ5/fznPxciewGA4X4GRIfe1AGCcYw4p50KuMaccbkDYGOJ3wMA/r322mt2/BwnUBpwGucZwGzLli1y6aWX2nlCA84L33Vz/jDO4Ptv5s3jANc3ztPxQoXijufg2qDcknyQASrg4NoABRtOzR1cG05nw+dyphQgFvcPfvAD2/23vvUtueyyy+yFSZwPT+ysMWY35d/+9retHXleNPFCC7tUFuKPYx2LpasvrsDJKhAfl90KmH3jzx6Qi/TXJ53dvcmq0JqG9mzv6JL333tXfvrYw3K4tUOu/txXZeKM+RYadPeunbL145UKnuyzKdSMnSATZiyQmrHBWhlYrLRUITXc0tROqVIhNJzSgNNwQSOM53ilVcbngWvRPS26qgG68ULeubOTPdPezxUYfAXi/UOfvORb+oumSy+9WEapc5o5npljmnqPqfPZ/777nvzwvx6z8m/e+xW5dMn5BqrZ89oHq+35DVe1c8eUyiUNY2XK6BILA5pxU2OsAbJcNGft0ZsGTpE4pYU0bpMeuwZgTaEzwDM9LjxONVCpOqSJHFU3sqMKrBm0RgrEph8udOj9SdG6BFzTUMjaL+OZpvsd6MKdbpS5ogWXtAiImVua7i+4poXQm8E1LeSje1q5uryloTXgtT6hNQ3zmS0HcNPtBFoL99uBz32gx+rtXQFXwBVwBVwBV8AVcAVcAVegOBXIvB/U6fvnnMV5Dn3WroAr4Aq4AmdOgZEOruHShfsWQNPvf/97g5fuuecec/TCTAEYDCMQPj/GWQ0A7Hjg2r59++TTn/50Bl4DXMPJ7b333jM3NGA2jEKA4HA8e/PNN+V73/ueQWN//dd/bSAZ4SwBzEhxDQNQi05nOLv95je/MUewa665xuA4vs+NodOB09g/zmnMFZcxoDQWjgdO4j//8z8NorvzzjvNBS62w6UN0I0Ql4BwJwOuRXAMt7jvf//7Bqp99atfNZgOcA29Ae/4jhlNgMJOBVzj+GKIUEBANOU4ceQFOGT53Oc+Z5Aa+0JTADOAumXLltl5wiEvhhKNzmqcx74c9fpzVOM8Orhmcvuf06yAg2unWfDB3J2Da4Oppo9VrArwgQ4vGHgBgWUp4BpUOl8Os/CkzpM7LxwgyHlR8+CDDxqcRj0vmP7nf/7HUraJ4X377bdbyrYvrsDJKLB8eXhctimcduc998m8RRfKkaPd5qzWqJBaU4uG/2w+KhvWrJC3fv2UAW0XLLvDwDUc1vbv3CSb3vuDHNq92XY/9pyZMuPCTwopC65ptQBq6qY2fnSVuatNUFANdzVCeNZoHe5qMQQo7mjBVS03VKhDayan/3EFhpUCmec1fe564M+/IZctXSKjunBJ0/Cd7Uek5+gR6WprknfeXyX/+d8vyCgtf+CWy+SSuedYGNB12/bLM2+ul3XbD6hbWrfMn1Int146VdPalLsabmoDo9YMWFPYrEufXztsLVW4DMAsWRUKsxCdWgeY1qFPw7ilsQaHNUJ9qnOabuvek/Cg6pym7bt1jB7tbyAc2wbFpQG44NQ2sBnnnlbAtDR8Vgl4ZpBZANCqcE/LQGcp+Ezd0gDW6FuKW5qOE0KCcl/VX++xrfMP4FtILZ+UhbCiwQnWMeHcc+JbroAr4Aq4Aq6AK+AKuAKugCuQq0Dm/aB/zpkrjG+5Aq6AK+AKuAIFKDDSwTUAJgAq3L8w64ghKnHhYgFkevrpp82JCycyluOBa4Bqd911lwFRtMe566233jJgauvWrWYEcscdd9j3qXxHC/D0b//2b/a97F/+5V+aQQjtAeZwJiNEKG5gOKGxEBGLeeIeBtBGqFKAMMZ+5plnrJ7vfCkHdqMv9QBtfPfL66Yf/ehHdjw4uQFnAXSxYk5SX19vYUYZ72TANb5bxlmOY4jfQ2OMQvhRgDic0Qh/yvfPL7zwgh3HqYBrgGR8Zw2oxjk8ePCgHScpQOLEiRMt5CgueMB8tAEwYx5f+cpX7DxhzhL1dXDNHmb+p4gUcHCtiE5W/lQdXMtXxLdHogL8cuDRRx+1FzDE9gY8wwKVFw0sUOnEG+fJ/uWXX7YQoPfdd18mVCgvmB5++GF74UR7aPT777/fUrZ9cQX6UwDmA0e1rm7CfiarQmfkeVz+5PHH5NDhJrnq2us0BOhsOdpbIc0dvequ1imHmprVsvmQ7N2+SXau+18pr6qROZffLOOmhTcQB3eslw1vvyCHdq43CHPKzPPlwk9+Qc5tmG/uariqjdFwoIBrAGsGr2mK09poDQsKsBbhzf7m7+WugCtwBhTgxmFhK4ODWjZUZwjRCWi24oMV8ujjP5Gm5la58cYbZcHcBhld2iHlvW0a5rNZjjY3SuOhg7J2vb7hXr5K6ko75a6rZ8oF0zXENf23HJInXt8iK7Y22gFeMKNe7r5G6zWNoTpxRetWQCzAYurEloLGgotahMYUGNM5a6BNS/U3XgqeKbhGGE/t06EgV6cCWjikdep4AWjrG1zr1L4dCq7hmoZLW6+2xwFNbC3MhYz7mqJhKVAMaAyYLAHGdB4RLLMyrYtwGaE4y4HQyiosdGeFhfmslGOBtQi0Aa8BtQVwjf4B9i1srmfg0eW7dAVcAVfAFXAFXAFXwBVwBVyBIlfAP+cs8hPo03cFXAFXwBU4owr0C64d3CydH/9Oeg5uOqPzG+jOS8bPkvJ5N0jp+IaCuhIaEngMyImQm8BeN9xwgzQ0hP44nL344osGhgE3dXV1HRdcA9r6sz/7MwOiaA9ABRgHWMW+AONuvfVWA8aYIPv+l3/5FxsXwAvI7NVXX5UPP/zQXN7Y34QJEww8oz3wGbAW7XBtI9QmgBwA3vPPP28p+6APEBp5wnTSZsyYMeb6BuDG8dbW1lrZ+PHjbTwgN1YANsKnngy4xnyB7TguwDVc3HCSAxxjaWlpkT179giObE899ZSFXo3gGq/p8gHCefPmWT/0eOyxx+y7a5zmCP0JbIeDG0559ANGQ38WAD/gOwA/Qr8CztGH4wZc43vwb3zjGzYvdInfjzu4ZvL5nyJSwMG1IjpZ+VN1cC1fEd8eiQrEF1o8kfMigidunvx5IcPCCxLqeMLHiQ3inhjgc+bMsXoH10wG/zNABWBPgDmOdgQXtSZ1UcNJjZCfh1vbNUb8BnnzD7+V3du3SHXFKKmuHSNV46dKSWWtgW0tTYfl4O6t0tbSpCBEqYyZpL8AWXC5jJ44zWZi4NryF+Twzg1SpiFB58xfLJ+65SuyaMkF5q42RgG1WgXUqnFVSzmrAayV4fKjUIkvroArMMwUMGhN0bFu9SDDPa2jRR3Umg1Gy6YtsmHjJnnp92/J+m17pKe8VupHK9g6qUrG1ZSaY9qhphZZv1PhNU1Lejq0rlpuXHKOzJ5cay5qAGt9gWuLZ4y1cJsWpnOUhulUqKtDXcQ6FOTq1LVDw3R2KJyFg1onYJoCZh0K2QGbdWpY0S6F4ro035WAZxYuVEGyGDJUb4sKwgG8UUbKCqQWUqvXbVLWsGgHHaOQxaA1vV+Wl6jFeyZMZ3UAzxIILYTorJKqjHNacFMz+KykQh3Tysw1zRzTFHbDQS2CbVaWAd8CCBfraePQWiFnydu4Aq6AK+AKuAKugCvgCrgCrsCpKOCfc56Ket7XFXAFXAFXYKQr0B+4xuewPc371Omipbgk0u+TSuomyagK/dy3gGWwwTWgsgceeMCAKMAwvm/lO1XANcKNApLdcsst9p0s0wPwiiEmCXkewTVCdQJ9TZ482cxHcA5jwaWNFdAKQxL2QThRnN4AtYDC+G4XVzjGIOrFrFmzzIHtoosuMgCOYwZ0Y26E2aQt/XFL43vgz372s7bv0wmuEUI1gmvMD9AurdOKFSvkxz/+sYFrn/zkJ00TvtPesmWLAXA8jgHUmD/hQzl2gDZAucWLFxvkh8Pc5s2bTW8At/R5og+Lg2smg/8pIgUcXCuik5U/VQfX8hXx7ZGoAC9CoNOjfSovpCDTocpZINF5YUAsc6A14rZDovMCicXBNZPB/+QpwIvlbtZuDXGnDmpdmZS8ghysnT3S2t4lTeqgFoC1AK41Kri2d89e2bphnTqqbZTDe7fZi+Sa+olSoW80WDr1DVJr434p1Rfr46bMkAlTG2TSeXNlTP14CwN6YPt6WfnaL4W0TAGSxRdcKLd/9W655OKlMr6uUkZrOFBCgVLniyvgCpxmBfTegGta1jkN9zT1EVOoi9TWJN9Lu1hmqWJfXe0BXNP7QG/HEYXXSBVgM4itRfbu2y+rPt4ma7fskfW7GqVToeyp46r1ui+3A21q65Tth9qkRKHWhnPqZO7U0TJ/2hiZMKbKILFV2w7LU69tldWaAojNV6e12z45U+ZpSpjOAK5pGE+FttoB1gxcU4BNIbZOLaPcHNW0LeAa4T07ANc07dZj6OGYCoTN+jszAUJL4DCF0QIgRpotC05qiZuazqlsVJne83BN0/ufgWoKqJGWx7CemqqjmpUl9bSrAnJTkK1MgbcIoPU3Ly93BVwBV8AVcAVcAVfAFXAFXAFX4Ewq4J9znkn1fd+ugCvgCrgCxa5Af+BasR9XofMH4IpgWTpUKGYffOc10FChfN/6zW9+08C1mpqaDLiGWUgE1z7/+c/3Ca7RD8czWAbmgrsaQNd1110nDQ0N9iNh+x5OATPS9AJ0hlEJ0bToy/4AwYDY6urqDFy76aabbBza4U7Gayi+CyZ05/r16+1YcWcD6MKF7WTAtf5CheK4BmzH9899hQrl+FavXm1zQHMAvttvv93CezLfd999V/7rv/7L+n/60582cI3vtNetWydPPPGEwWrod/nll5shC99///znPzeQj6hjuNMRPSyCa/nnie/DWfoD15gzIV3pF53agAYj8JYGENPnP46bPlfpfKHXn/MtadU8n1bAwbW0GkWW9wu7yE6YT3dIFMAClbjqvEjixcuuXbvsRQrlLLx44AmfF0jEcccWNh1K1MG1ITktRT2ovVjWEKDtXd3SomDaEQXTAEWOHNW1rUNX0k5p1rVN69s1PGgHIUKTMKGAbu1qH9zafESaFU5r2rdDWpsOSFd7q/R0gYyIlJSVW3jQMeMmyuRpM2XyOVNk4oRxMmFsndSrm9qerR/Jqy/8X9m2fq25p12ovx65+56vycUKrlWUKcBRSjg8wuwVtdQ+eVeg+BQwaE3fTHfrtQyA1qXhOzsJ4ZmkXUeVTCWvqdUdDXnKtL1ofS/3AQXBRMcgNKjlezSvb8jJ2/Nac5vsPtgsG/Yckd2NbXb/4T7DW/jSslFSWVWmz2WV+mutWksrq8tErcjMLe3jbUfkpde3yYatTRqOU2Rqwzi5/PpZGmq4XsN06i70xmEhQhUGC2mJpYTuDHU4prFm3dKA1fBK4/6Y+zHCwE8h0BrhPAHQAmRWbSBaVXnWPY3yqjK2QxlpCNlZEQA0nbuFBI0OabYdoTdNdRsHtRgulJQgo+zbF1fAFXAFXAFXwBVwBVwBV8AVcAWGqwL+OedwPTM+L1fAFXAFXIFiUKBQcKYYjuVk5gjoRfhIvvf8wx/+YN+F3n333YI7F+AY5Y888ojBYJh8AKMBfOFyhvHHggULzPwDB9jonJYGl6LjWqHgGqE/gaQAslauXGmRsr785S+buQgQFGAY5wyYCzc1FuZJHoc2PovGTQwgD3iLeeE+FkOUAuQBX9GHhfCoaAA/8dOf/lQIb0poT9qfDLjG/hmbUKCECmWud955p1xxxRUGoxE6Fchr+fLlBqNhqkKoUL6L5rhxVnvttdcsUtg999xjgBpj0OcHP/iBjXfHHXfY+eFcoOuTTz5p5wXHOuA0jo/xH3roIXOUI7Qo+z8VcI3HyPe+9z37HoJ5MV76e3MH1+zh5H/OgAIOrp0B0Qdrlw6uDZaSPs7ZoADwGjaqrFjIYplaXV1tcc9jLPNp06YZxGbhvpIvrx1cOxvO/sCOIYJpaRe1TgXVcFLrSuCz9s5uadMwoC3tCq0puGawWh641qLb7eq6RshQ/d/n0nW0RdoO75W2xr3S3rRPRmmIwNqaaqkbPUZGK7Q2buJkmaTQ2vhx9TKurkrq1U0NcG3r+jXyy6d+Kh+tWWmgBS9C77//fnsx2ueOvNAVcAWOVcAuTL04SQGvdA1OaWE75ClPtvErS7fRN6WZPgBm0UWtG+gMaC1AaQauKZgWgTVgtpgXBdisHqDNQDeF1+iv+9S9KkgW4DADyjRPGvOH9N6z9UCrbGM9qPCa3pNKFE6rri2X8WP1flFfJWPGqZOYQmvtymOZS5oCW1u2NWmo4q2ybWtwXJs4a5wsvGGOkAKkAaiNsg8CtNNJgFxptzQczHJXBcZ07GxZCMXJtkFkibsa7mcVgGsKqwVXtJgG9zQD1hKQLcJrFeqmRh/GcgDt2Ie7l7gCroAr4Aq4Aq6AK+AKuAKuwNmjgH/OefacSz8SV8AVcAVcgdOnwEgH1wC3gMtwJ/vlL39p0NeyZcukoaHBPrMFjHr++efN6QvXLly2hhJcI6wlIBnOX4S6BAK7+uqrBSc0wDW2mTMGJITTBKADVKMsAm2lpaUW+hM3NUKHcny0veGGG4SQo5iaxDH4zJj+HOdLL71k3w+fiuNafOSuWrVKfvazn9n+58+fb/PHRY3voakDzAOqA9T79re/bYAac+U8oDfHeeONN1o/QDT6PPXUU/YZ95e+9CX73g9wDNjtF7/4hR3DzTffbGFRgfqA9p599lk5qoYZhBa98sorTwlcwwDm0UcfNRAOVzdCkrJ/9ATyAzLsC1x0x7X4iPB0qBRwcG2olD0N4zq4dhpE9l0UjQLxBem+ffvsxQNfnAOs8WTLkykvfOLKdqT3HVwrmlM8KBON0NpRBUCCg1raTS3rqNZytEto06GuawBtnRoq1MA2y4fQoWwfD1qzCSuoNkpDAYqGASQdV1spM2ecJ+dMHC9jFVQbXVutIFuN1FZXSU21PkYryhTMKJHVKz+UJx7/sazUX2SwOLhmMvgfV6BwBQxGUzgMZzNbcTTrCE5pOJ3hmKbb5npmeVzQYn2SqjMafQw4Mwe1BFSzfnFcRc9SUFtOyFAgOHNUw+4c8I3tAMcBrWnQUA3Fqe6OmurItqovm6WUNaqj494jGnq4uVP269quoYErFVSrUHCNX5yVEy64olxK9b4xSvO9+iYeB7Xdmxvlg99tkD2bD+koIpNmjZeFn5ork2aPt22l1ex/8qdwTbWlIm8W1hO3NECymFZouFG2gysaadi2sqQddYTyrNC0vESd00rLzDUtGyY03yWN0KGxLAvAObQ2oFPmjV0BV8AVcAVcAVfAFXAFXAFXoAgV8M85i/Ck+ZRdAVfAFXAFzrgC8fmTiQAW4WI1kpYY2hJw67e//a189NFHBoABTgGFAUER3hLTjwiPDSW4dtlllxmcBXT2xz/+0UJ4sn/gMj7jjStgHSFEgaao37x5szmY4bTGd7kcF660hPxcsmSJhSZl/kBsL7/8sgFfnGeOk5Xvguvr681BDsCN/ZyM41p87DAPIDSAMzTlBwbx+2ZSADac4ADAAOVwuAMyo/3TTz9tIB1hODkHuMDRHtezCRMmyGc+8xn7/o9oYYRFBVxjH3z+H/ug1/79+y1M6kUanYn1VBzXCK2KbswP1zg0I3IZoCHAHPtycC2efU9PpwIOrp1OtQd5Xw6uDbKgPlxRKsATNk+yPLlCifOECsHPCxhIcch7aHte7FDHk/306dPtSZgDdnCtKE+7Tdq4FMUwetQtDYCsm1TXbs1bauXKpWhq0JmmhPPsUDe11o4uC/WZDQGauKoloUBbFRihLX2Pt5ToC94ShUnKSkcpjFGiEEdYgWXa21qlvaVJjjYflO6jTVKiLkwzp06Ra666UmbNmCaVJQrFafjQpsZDCqyV++PyeEJ7nSuAAgp+GYiGY5mF1owhNxUB022DxNJwmEFjATAzAC0B1vqC1noVWgNiA2YL9Qnc1sW2uqQl4T8t3CftdGwDYbkH6dSy6/G2Q11wVNMhtZ/uVd3SgNXUylxXALYWvfccOdohjc36hvTwUU31/nS0W0pHV8mEeeOlcmy1mrYp9AZge6RTQw+XyejJo6VSwVh9Fy77Nh2SNS9/JPs2HtQR9UMaBdYW3ni+AWz2YYCGzDQHNHNGi0CYprpt4TczLmqhLobbDK5pCsuVANgqfJbAacBrEUjLAGwAarqmAbYs2JaE+3TnNDs//scVcAVcAVfAFXAFXAFXwBVwBVyBqIB/zhmV8NQVcAVcAVfAFRi4AiMdXIuK4fZFmEqcutavX2/foQJNAfLhsobhB9AUnxUfOnTIACm+N50xY4YBbbiYEbIS0O3WW2+18KEAWnzPyniAaEBjfA+L+xchMllWr17dZz/2wVxwXgPK4vtcFj6P5jvbWbNmZcA1vu8F6nrnnXfMTS3CbbRljldddZW151iYB4AebmfAbQBYLECLAG6EPgUm4/UV3wUD6WFsAiAHpDV58mRrf6I/gGb0Zf6E0WS/zIu5AwEC1aE5+yL0JuAa3x0QIezVV1+1fujF/KLZCn2YJwAaoUWZE7oQWhSt2B/ubJwvzh0Q27hx40wD9KIPQF1f54l5sRCdjPH4zjx9fqOLG/thBcRDz4ULFxq4hl7HG7c/vQq9/pxv6U9BL3dwrYgfA35hF/HJ86kPmgI82fNChxcMvCiCSOdFBC9IiN1OXHaedHkx9cYbbxgF/7nPfc6e1JmEg2uDdipO60BAa8BqXfpCr0MhD0J7xvVoXh7ntJb2bmnW0J6E9wxual0KsynIluegxjaQm0FwOj77Od5SpqBaTWWp1FaVy1gN8VlfW2Fpz9Ejsm/nVtm5ZYNsXL9ODuzbI50KqS1ZtEjuvfceWaSPz9YWfQG+cYO89eYb9sLTH5fHU9rrRrwCXI9AZR0t0tt+RHoVBu1t11WvNdumrKNVw3cCoAUIzZzQgNeA2TIr13XudrYulGdCh8Z2vOFVx7TgrJZtEx3TdFYGoeGSRj6bAqaFsmyqZWp4BrDWqW9uu/UNd7cCXD2a4pbWo2UtCqod3N0s+3cekb3bm6TpUJt0KExbf169nH/9HKmfOkbaNYzo4V1NsmvdPnNca7h0upXjibZv08E+wbXJsycosAZ4pi6kOKbhgKZrRSnhOXFCCykQmoFowGe0MQAtgGiE6qR/cEILANwonTfjluoxALeFNQJxuduxjSK/9uZ+xD+uXQBXwBVwBVwBV8AVcAVcAVfAFXAFUgr455wpMTzrCrgCroAr4AoMUIFCwZkBDlt0zXH74ntRQLPm5mYD0Ai5yQrUBLwFCMUCHAUUBoAVwTbMQICz+JycyFa4cdGXtoxHPeAVYwDA0ZeF/fXVDxCKOqA0+tOXJUJpdXV1FqYyusLxHS8QF8cRF9oyP/YHzMV8mAeAF2MyV/tcXzswDnPG3YyxAcaAt9gv41APQAaMV8jC/JkT80fXOH9et+FuB+jH+LjA/cmf/IkQTpQlPh7pF/ugPXNgTuwfZzjmyJzYDwYsaEV72nC+OFbOEX3jOaIP+vSlN+PH/TMe5y19fhmXOcVzwn7ZD3oB0FF/vHFt8D7+xOOl6niOh8639CGeF5kCDq4V8QPBL+wiPnk+9UFTYLNaxr7yyisGr/FEC9VOGS8MvvOd75hlKk++AGoQ4rwQ+PrXvy4XX3yxzQHo7bnnnrP+FAC63XLLLZYO2iR9oGMU4AUkZmbAZ1l3tCRvZaEuuqhlHNVS7QHMAM3S4BrQWi641mMhP3FQi+CaualpPx2q34WXdby4i25qAGrl6qpGanl9kUhaVQG0pi/oqgO4NlbBtXoF2Br37ZQV7+gvLxRca9MXtPv27fXHZb9qe8WIV0ABsQCZqTsarmiE9jRXM1zPyCflXepHpmF3I7jWY/AaEFsCr3W2WlhPIcRnxoEtvGHlctecOaORV/xMt0gpTW+HdvlltKdtSEM+OqaFVIE1A9IA1XBRS9zUtI9BalpmwFpSDrTWpWuv3ktEYS/RkJgAYOSP7G+V7av2SeOuI+qq1i1t6rrWtLdZxk0bI0tvWaQOahOlq61L9quj2kd/3KQfEJTL0s9eIFPnTjForEmBt83vbJfDmgKRTThvvMy7crZMnD7e3NII0wmQlnFAA04DWjNATX+9FcG1BFqL8FroU2GubPHNrx6WL66AK+AKuAKugCvgCrgCroAr4Aq4AoOkAJ9p+uecgySmD+MKuAKugCsw4hQoFJwZccL4AZ+SAhEE5DtoADZAML7j3LdvX8axDJhuljqh4QiHu9lIXAq9/pxvGYmPjsKO2cG1wnQalq38wh6Wp8UndZoV+PDDD+Xxxx83Mvz66683Cv2ZZ54xmv7BBx+USy+91F5EcL089NBDRqV/61vfsnKmikUtNrLRmhZrW+xcsVz1ZWgU4AUdQFo+dNbeqc5pXYlzWkwpw0Ets019KANYy7ij6XgRbotuaRGIY5sVhzUc2ro1pe3xlhgCtKpcwTSF0kZXBzhtjOUrZLQ6rI1RQK22Uq2AK8qkslzBthgqVNO1q1fJkz/7qb6IbZYblvnj8nhae90IV0CvRUJz9ip0ZlAaEFrGTQ1XNbYVVgNY69BgmtFNzcA29TxLUuC23l4F3PQaV2pNV67xCK3pta+bOKSFlTCdwSWNbcCzdBrbxDLaAp8FZ7UERFMArUtXc0lTlzOc0np1JY3Oadmy4KTWqxBZqE/aaj+l1cIDwNKwfWDLIVn3h03S0dYp0xZPUYavRzYu3yqVes+58HML5Ny554j+Lk72bTgoK369Wqoqa2TZHZ+UuYtnK3xWJd2tPdK8p0W6NAVCGze+XqbNnGa/3ipXtzRCffILLXNJ0zmVKDQXXdLSYUFjGamVq6saeYfWwinzv66AK+AKuAKugCvgCrgCroAr4AoMtgL+OedgK+rjuQKugCvgCowkBQoFZ0aSJn6sp64A3yNv3LhR1q1bJytXrjQDFfueU8OTEqJ02rRpBqwRanPq1KnmXHbqey2+EQq9/pxvKb5ze7pm7ODa6VJ6CPbjF/YQiOpDFp0CxDn/j//4D6PbH3jgAZv/j370I/tiHUDtsssuszraff/737d6gLbLL7/c8pDxEPJYobJgbQsZj+WqL7kKRJe0kAJ/wYgECCymamSWdVFTcCSWxzQLkalbmoJn0S3tqIFpCZBmoFrIm3taDrQWwLUObQP4xngnYNByDyLZAkwrxUGtJOWiZm5qo9RZLUBolWWlUq1gWp3CanUKrgVoTSG2qookX6FhQsvUuUihDh0nvfjjMq2G54e9AgnkZRcT7mcGfiXwV8wrvBUutnjNBTAsllENKJbdjvVJeaqOe4jBZYTxBDjrPCo9nS3S094s3QqtsfZoGFDLk2o5dT1dwR5bZ1CQUxoziC5pirQpnBbhNcC1sEY4zer0Ms5Ca1qfbEdnNRzTrB+p3kO6gc1sVae0BEIz1zS9HwT3NK23kJjRVS0pj201NWfHBB4rtXCbpbL7433y3q9WmrPZ5bdcTGtZ/tx7es8qk2u/+AmZtXCmOaZtW7tTfv9/X5Wqsmr5k3u+KIuXLraQn6U9pcr39UpJT4mBa3XVdTJuzDipqaoN0JrDZ6qoL66AK+AKuAKugCvgCrgCroAr4AoMPwX886Thd058Rq6AK+AKuALFo0Ch4EzxHJHPdCgUIMQoYT5jCM+uLr4dOHYhghchR4HTcFfbtGmT8COD3bt369cgvfY9Mt8nz507V6699lqZPXu2hfwk7OZIXAq9/pxvGYmPjsKO2cG1wnQalq38wh6Wp8UndZoV4DoAVGP58z//c3uxAMgGDBCd1XgBsXz5cgPcaJcG14jVzYsOUhZcaGK8cCvwP6YAGpprmYJinQqSAY1lwTOFzLSsIw2YKZQWHdSAzKw+cVTr0JS+jAfQ1q1jp9M05KbVoV1sQ58kT6r/B7zAmRDmE+gshvkcXa0uagqoZeG0cnVTK7dQoDipWXjQJFQoYFvYDsAaEBxjphd/XKbV8PywVoCLiGuJ8Jy2qr+YupqZkxlOaDiamauZQma9uipslgXbKINWTcoA0awN8Bttgd/immqbhAIFWMNNraezTYdoV4atQ+8tnbZ29KTzWqZ9OnV83M8CbIZTGnlgspCmoTPyuker79Hrs0fxL1Jc0Xotj+uZbmv+mG1tQ3urJ299Etc0hdJwVIvjaDNd7E9I43ZMrVQ34nZMtRz3sjJ1QKsoq1DgrNoAtCoN2blr/V5545m3bfvzX71Zu46SF37+a6kqr5G77rtTLlh6gZTqv5UfrJInHv6JwWj3//n9csmlF5t72iideK/eK0ltHwq8lZdX6H2rzMZyxzQV3xdXwBVwBVwBV8AVcAVcAVfAFXAFhqEC/nnSMDwpPiVXwBVwBVyBolGgUHCmaA7IJzokCmzfvl3efPNNc1Dbu3evmZv0taNJkyYJLmoAaTipYXhy+PBhIXQo35nyfTKQWl1dnUycONFMUfh+eaR+/l7o9ed8S1+PNi9DAQfXivhx4Bd2EZ88n/qgKbBixQp59NFH7YXCbbfdZs5pTzzxhL1YuP/++2XBggUWRhT71hdeeMFeQNx3332ydOlSm8PZ5LjGCyVAr5Cm8/AjQF4J9KVtAvSl2zAnQCtJmUFhbGfKwzj0J8wm4TYB1AxcU3gtOKZpGsN5GrCGKxogW3BNC3ngtdAuhPgM82G/p7IoT6JghsIZCpOUJmluXpJyAJHgrlauAFplhYYATdzUCPs5WkPwAa5ZCFAc1rQsuqmdzItMf1yeyln1vkEBLmbNJeCXXjFJPj8FEqMhgFisy81bfQYgi21iqv0BzhJwLUJrPQm81qMgWU+PomHapkdXUqC0Hv2Xyeu9wcqSNFOu+6S8V8t7Mnm2uxRU03FxWsNlTZ3UurWsW9t06jEEMC0AaWwDpmWczvRICdFp20me7S5FsjKuabodobVuLTdgTVMjTDUJpCnbGvYyXc4WN5VMWchn3NOiUxltdNU7j7UHDiPsZkjToTcpJ8xmUpeE5IzbhOysKK1QcK1KIbUqDTkc4LUd63fIK8+8KqO6S+SGm5dJV2eXPP8/+vxVVSf36fPaooWL5EjTEVm1atVZ/7ymJ8MXV8AVcAVcAVfAFXAFXAFXwBVwBUaMAv550og51X6groAr4Aq4AkOgQKHgzBDs2ocsIgUGCq7Nnz9f5s2bJ+PHjy+iozz9Uy30+nO+5fSfm2LZo4NrxXKm+pinX9h9iOJFI06Bjz76SJ599lmLKT5z5kyj3V999VWpqamR22+/3Sj3tWvXyq5du4QnzVmzZskXvvAFOf/8802rxsZGs3clZamvr7c2pMW0AKb05YjWqaBZdEfrVGc58oBjmTLLZ9t00Cap70pc1dgGWOtSeC26oWVgNy2LjmkGvWW2AxBH+/x6LVKYJcByp6Ix7AghOgnVWaFhPSvLS3QlzVu1rkpBtZoK/eUDkJqCaTWVoY2FBcVBLc9VrYxfSujYQHAns/jj8mRU8z5ZBewi0YsIOCw4noVUka7MtmJaOKHpaq5oBp4l+VhGPdBZ0i7TlvCcyThWZuBa4oim8FiPwmaAqoBkXbpaqvAY+S7uNQqtKX5mebYVQ7PrHOBMZ5zTjjLach8IfUM9Y3Tpfrt03qSxjR65jRFS8nq/0H+kwQUtcUDTa7RXobBehcF6M/lQBlQWHdFCirLJtZy5pGNG05ilWdywslABohaKk4ZJHVBauTqmlRt8VmlhOStLNS1jVSAtyVNWWapgGuXkE1DN6rUvTmiAb6UGtpXK5g2b5eUXXpb9+w7ItOlTpelwk7z5x7dkdG1deF7TX3qtW7vurH9es9Phf1wBV8AVcAVcAVfAFXAFXAFXwBUYQQr450kj6GT7oboCroAr4AoMugKFgjODvmMfsKgUGGio0NGjR5spSkVFRVEd5+mebKHXn/Mtp/vMFM/+HFwrnnN1zEz9wj5GEi8YgQrs3LlT3nnnHdm2bZu0t7fbF/m4q/EC4sorr7QXE1u2bDFQ6rzzzhPI+EsuuUTOPfdcUwuy/o033hBSFtpcddVVllpBgX+UyTC4IqRZMAvgwsqMQ2Grn7p0u0wet7PQPzihaV+lvkI+W874QGvdCprkO6J1dSVQmgFriVNaAqZlAbYsuGZwW1IP3NaVgdgYP+yzQEmO2wzuA2cj5U0U2AiAWExzndMI35p1UwNUy7TTPCE7DVhTOK0iBa5VRXgNqE3z1eVl5qAWwTVAtjjWcSd6kpXD5XF5ktP3bgNRwC5wHM5wFwtpNlxm3CbF1Sy/XaznBkE+pMEhjfaKcyl0huNZcD5TDIztVFncNhezpB2uabSJfTNtkr5Aa5l62rEf7jXJP51JAqJpqvkAn4VUbykBMtOLmHK2cToz8Ix0lJal+6e2w1jZ/umxyROS0wgxTQIsFrdDam5otFFgTBTyGmU3EKy32cb9TNNkzXFOY1Ttxz9gs5APbmjkY5mWWF3YDuPpX6s3RzXdB3Vpx7TyUsA1gLQAqkU4LcJrBrIl0FoaXsNhDbiNUKGMmV78/pFWw/OugCvgCrgCroAr4Aq4Aq6AK+AKjBwF/P3gyDnXfqSugCvgCrgCg69AoeDM4O/ZR3QFXIFCrz/nW/yx0p8CDq71p0wRlPuFXQQnyac45ApAxh88eFB27NghGzZskPXr1wu/TuQJEtvWsWPHypgxYwxEW7x4sUyfPt3Kq6qqbG5r1qyRp556SlavXm3bixYtki996UsWt7zQyQN84CIW3cUiRBbSAHx1q2NZbrk6FBlsppBHklr/WAY0ZiCauqMZPJaCy2KozqQcZ7T0GDlgm44HCxPLSDPbWqf/DVghDXVallOebU+/wVqAz8o0ZGe5gmU4pEXHtJhmXNNwS4sQmoJp2bw6pmlfHNNKWQHaEqgt5jMAnO6LMlZAN0KF0jbAK4N1RLnjDIfHZe6MfGtIFLDrSTEvhb+E0Joa8rK3u11JLk27dNvyHVrHNuWUhXa0j9saK1PhscRBTdNe3VayTK9N9SVToC2E0NTrXPOZlfsD2+pDlimzenUvS9rlpNouZ1vbsG2rAmg4okX4DHCNyz2mAWjLL2Obf+l2oQ1lsa7v+tAvtEv66HWKg5rBaJaWGoQ2SgE1YDTSWKcFkGhhtbzuUFOu6bBQF8rsr5YDnpWNKjN3M0J0AoyVAZ1ZGrZDXsu1Hhc12lCWA6Wpa5o5qGlKXam2DU5pAWrLDRlKWQgTGmE3tkv1eErMXQ04LgB1ycQt8ftHWg3PuwKugCvgCrgCroAr4Aq4Aq6AKzByFPD3gyPnXPuRugKugCvgCgy+AoWCM4O/Zx/RFXAFCr3+nG/xx0p/Cji41p8yRVDuF3YRnCSf4mlRAHBs//79QkjQTZs2Cb9ObG5uVjCgxKC1adOmSUNDg8UgnzBhgs3JYArt9/5778sjjzwiH7z/vgEYSy68UO66+2uy5IILE4ArcThTgsPgL4O6cssA0ALsFeA0C7GnZRFMy6QGrykoYnUx7aNdUm+hOhVKC2E9U+BaTjhPBd8A13TsCKUNlejKV4CGGC8SwK/ELU0r0q5oIZ/U5cFkAGsRIrMwnQm4FuC1GOozSRVai+E/A7BWltk2sE37EtLTwA+DVIbqyE9u3IE+LrPQjcj7+nh8+OGHLWXvS5culfvvv9/Sk5tNEfXS6zIsmlo+m6KpYU7HpPTItov9su1DPdt6pdi4Ia/blCnARU1OWc42ozM+rmrkkjEUHjO3MnUwi9Baj0FrAVzrSYA1YDVgtrCdhdcC3Bad0QDWcFcLEFuPgWt6n9C9mTOZ7l5rzM3M0mS7Wx/7Odt6qGznu5l1qfNZGCek9GPs4JYGfJaU6zXeq3U6fLIkF5cmXP/9L9agn+p++nFTYQFM03yA0xT0AgZTqIy0hDCalrId6qIjGmkmb/emuA2oluS13GAx7ZsB1nQ8oLUAqJGGFfe0dFkE2SpKKlJhPkMoUOC16JaWvnbDAZ36Xx5nA3leS89hRN8/Tl16H8EVcAVcAVfAFXAFXAFXwBVwBVyBM6qAvx88o/L7zl0BV8AVcAWKWIFCwZkiPkSfuiswbBUo9PpzvmXYnsIzPjEH1874KTj5CfiFffLaec+zT4GWlhb7kr+pqUn4dSIf8uCqxlpdXS21tbVCHPLy8nKtU7BDgROAsPcUXHvsxz+WDz54X8EvkXkLF8std/wfmXP+YmlXZzPCaXZkUs13ZstwQovhNoHRDGjRMSxVidnPMXnK+NdXXV6fjAOatgWMo4/Bc5phXOabTqkfqgW+BDAC6CwAZ8G9rKI0hOg81ilNQ3QCnhl8lgXQYljPci3HcY3xIswWQ4DmQHDJPrNlkulDmf3rh4kZKi0GMm6hj0tC26aXEQue8CC2FUBMMSuFt5TmyqQWitPKAMYSVzK9lgHK8tsGyIz+tA31PTpWt/YDDuvWccjHFFCsm3pro05nOds4k9FPyxO4jDF61BnNyijXfrij2TZ53WemjPKknmOwvNbjdhYd1cwNTfExS7m+Ack05bLW2Sdp2E6Xkac0tgnbx7ZPl2fz2fFCGdBaWLnmQdWMVE3SHHAtNEjqk7YkLLGv5dnQnlaWqQyNtDC6qAGt4V4WnNAqzPGsnFCauKIloThxQaPMUtzQ2E5Sc0ejLRBakloYT902VzSczwBdNRwo9xrCinJPM/CN0vQ20JvNOcBvEYILaRgH1zTGSgNjHN1gLn7/GEw1fSxXwBVwBVwBV8AVcAVcAVfAFXAFikcBfz9YPOfKZ+oKuAKugCswfBQoFJwZPjP2mbgCZ48ChV5/zrecPed8sI/EwbXBVjQ1XldXlwE0gDSEMowwDYACAA1rfX29VFZWpnoVnvULu3CtvOXQKgBnEtAJ/av5HFgLpMLKsuUUGCRBebo+L0+j0C62T8bSvXW2t0trs0Jqrc3S3toiR9ta5ejRo8J1x1JWVmbQWoVCaxVVtVJRrWtVnZSUlSuoElzKOhRcW7PqQ3n2yZ/KutUfGvgxfc4CufbmO2Ta7AUBWOvMA9eA2FJlwQ0N+CTMzXZ+hv4AhgCWkAJ16f8EzKAsbAdgI9Ynba0uaZ+AZAaRpfor72HAWAi1GcJtWl4BtIqMa1rWKa1Cw3oCrQWgrQ9wLQnvOZTQx6CeBh7EmSWdTwqT+qNH26XxcKMc1vv+kaYj0qIha/t6XNbW1sgYfQ4YM0afBzScbVXO84A6Ab7/gTz8yI/l/Q8+sB0svehCue9r9wppdkkuELtKKM3fpoi5Uh5Srs3MtkJTsdxSqwMYy21vsJiOYdd1ahyuSkZjide85dPlSd6GtJbsPdWPvvrP+rFbrkKDNNULTMEu4DVbFQwzkI3tWK7gWDYfALdjtvUYzU0tgmTAZgakKbCm0FkGWtP6DMRGW9sGPuu2MJzAbNbP+gOsBWc0g9QMWgugGUcCUAp0Znm246qOZ5RlylUUnbXVk2Yd0LLlWRjNLm5tFRfdZrGEqz69HL9ttmW2XWYEbh6MpmkEuyzVGwCuZbHMsK4E9AplAfDKgGCZ/oBdeXUJ7GXliYMaYJm5rCVOaBE+ywXQANYSWC2mOfBa1jUt9o9QWwzTOdzvN9wrGhv1/nH4sBw5ovcPBbL7vn/UmpsoYbB5HRlDX8dzO2LB1yiAp66AK+AKuAKugCvgCrgCroAr4AoUmQL+frDITphP1xVwBVwBV2BYKlAoODMsJ++TcgWKXIFCrz/nW4r8RA/h9B1cG0Jx+dJxx44dsmbNGnnrrbcsz5f748ePt5CFixYtkiVLlsg555xzUrPwC/ukZPNOg6yAASn6JzqBGRSm5AYOYbgFWUqeNQmVSVu2Y13ctjaxLfXpdjgTJXVdmjYe2Cfb1q+RnZs/lj3bN8mRxoPSrVAZ7kUsQBGlCk7VjBkn486dKePPnS3jp82RytHjLbRm3P/OzevkvVeelV2aApRMnjFPllzzBZmoKfuz47IUICXMOZsqhEKZrvr/jC7wJsBmOJgFoCxxRlNArEx1iGE5y9XlLJsHQNNVwTNSALSQDzBauo582iHN3M6SfRrkBvCma6nOIUJzIc26qll9BozjHAHJFMHCybUTzEnmXIfUHjDhT1Ivsnv3boXNVsjKVatl7bp1snfffgOkcN9iwfEJqHLypEmyYP75smTRQrnogsUy5ZzJ2X3o+O+vWCEPP/oTTT+0fS7VNvfd/VUhDXNJAWY2Hx2f1ECtOL+wTZm5kQF6KYAlmrLdq+CWpZoPZWwDgwGHhdRcxTQMZkgDvGWwFmCX7g9Ay66HmGc7rlqmI2l9CEmJAtbW6jVvdekxAgB6TLm2TJfFay6njDZxDpryL7OdzlOX1AegLbRFO/tXQBo1ZubWz/pwdnUzJGGsTD5ksnXZbcpyV2aRLaMlDmjAZJnrJdnWAgPMQh0ts9uhLpSFftm6nO1kDAPXbNxsnxheszRxQjPXsuiIpmnYVufEUSFfpiE9QyjOWBe3Q/hN2lMf0xiSEze14IxWoXXqZoYzWgqKCy5nAaSLzmcRhst3RePYrG/KVS1sp/TjEIfhwuOS+8cHCquuXLnSXjvu3btX7x9cd1w9qfvH5MmycOFCew150UUXyZQpU3KOyMG1HDl8wxVwBVwBV8AVcAVcAVfAFXAFXIFhrYC/HxzWp8cn5wq4Aq6AK1BEChQKzhTRIflUXYGiUaDQ68/5lqI5pad9og6uDZHkvOEEWnv77bdl1apVsmXLFsF5DWgBZ4y6ujqZP3++fOpTn5I5c+ZY+MJSDbk3kMUv7IGoNXRtAaBw3QLKApRgyfwNmWRby3O2dSNnO8wx2yZbmeSSsbPloUcyzDHFoSCOR1srybTTTPhv8wrQRhgxgB1anXQgJUt5X30MEEkgrwx8pm0jaBZTgLMetErXaT7TR+tjnjHJx74WTk+3Ozo65Ki6rO3buVU2r/1Adm3bKIfV0ZBfJgIzAC6EaXM+eqS8otLgtfpzpsukhsVSN2GqlFRUyyh17NFdyMEd62XD2y9YytGPnzZX5lzxWUsTNUKS/AUhOXaxPSasCIBE4Eloa/lMmriaxW3axXySUkIfNThLxkm2tdDKY5q0C6CGtqeP/gEuy7iiKYgW82UGp0WYjTSssb68bJRUALFFsM2ANspCnyy0phPLLDwewrEbbmNZ/lBOI3tUZfLWTdtbVfI39E/KkrFy+4dx4njJVu6Yth92F0YObeIcMj3IxJZJ/9y6zFYyd7ZtsXEZLx5PkjIp+6+PS3Xha23rlE1b9L7/znuyZu0afQ5QoPJIo50XO9E6GEPpJaBua/Vy3nkNCq/Nl8svuVBmzDhXnxsU7NHzABi1as16+dmTz8tqTdnJogVz5Cu3f1oWLZylY+ggHAlAGnOy7VSesgxURbkiXgmwlobSQqjNCKopvKYgWwDW1FFM25PPhsMMTmUhxCV5YLLkWtb9pSEy3WPOdgDcIrzGdZnUp9sxBvNk5jYe7Wmna+JUFsbVbTs+FIj1pMwhbGfKbbSkTapOs0O06LnT/2FJMpbotWuF+jcpzmSS+kyfpD4k/NXVrnl1LdPXD+Eel3Ixy3FCy7YxWMsgsGwfc0yz9pQF97TQDke01Lbu08BfA9YI36mrwWkKqaXAswig4WaWLgdgS7e30J8J3MZYtM2seh+uKAnhQG0Mm0ciQhBlRPxtVwdRXNbWr18vb775pqwDelVoDadeQFfOPQvXHSAb4a8nK7zG68irrrrKXkfivhYdfB1cGxEPGz9IV8AVcAVcAVfAFXAFXAFXwBU4CxTw94NnwUn0Q3AFXAFXwBUYNgoUCs4Mmwmf5olEh1def/DdIrzCWI0IFD9XPs3TKXh3fC/c3Nxsn5czdyLbTZgwwT4nL3gQbcjn60TtYjzG4XP32lqN1qXjsfDZO+V8Ls/++GweMyI+j/flxAoUev0533JiLUdqCwfXhuDMG/SjX6yvUMecJ554Qvbv3y+XXXaZzJw5026AAG2vvPKKPRHcdtttcuGFF/YZ6ulEU/ML+0QKnZ76o53d0tjSIa3tXebkZVCFkhMAGPY/yQNr8NiwVKdmsEloYnnNhlQzoU0AUrSLlusa6y0XyqjIlOe0SeqtD/m+2wVHMX0y1h1mQDFtm4HFkvJMXdxWQiTCZ5njZR/pOTAx23/cdzIPa5Ntmz2G9Dw1zz/aJu05UMraFAQ6tGuTHNy5Sfbv2GhzH31Og1SPnSjllTVSoiAES3dXp3S1t0rr4f1yeM9mK6uf0iBjte3YKTOlsrbeyvoE1y6/2cC1gE/ojjNLb8KdpMtAS7RcGyvrpSsOY0leCzNlVq9QWZJaudbDIygbpiBHSLP9g1OZgWjaCKAMyIxtcz8zSC1sl7FPLaev/tcV8CSCbsa9WLkW2fxLbL49Yd7kk/lbueZDfShP5+1kaH1I9UFg4BRQFOeKNJTFNABToS7kqU+2QY3s5IZ+oT9jhzaZvrq/OJ61t22GScYCV2JMKw9zA2EKYyftYp2eR9rZYvMgz/iUhPIwTtxOynLqs2PEtlQfOtIum3cekY1bD8r6zbuls7NVpk4u0zCgZXqvV5BHT7DOSjq7eqTtaJc0NnXLnr1dUlZeIw0Nk2X6efUyZWqd1I2usJls3LhXXv7tatm4cR+TkVmzJsqyGxfKTE2z+2XubKXmpBtWn5SRZ7+hHdd50CaWRViM+vw6eiKO9UXv1DhWHvdh+mT3q8XaMmxb3ubUV31oaW3DSbB+sWcYgzZhvJhSHpdsG440LNmy/vvF/oOXcnGFlWvPrrRkm3K9MjP11k5LrB11CtzmtLetOB5QGUBaLhxWqiEyg8NZrpuZwV/mfBbCZhpElgHFQltrQ/8EQitPt6dM4TH2F1KF3JK5ZlIA4aQs7WYWypiv5uyYSUPbnHaJHqFdOD7aay5oMngnpWhG2rdvn/3IgR864LaGHjjynnfeefZDh/jGOb5B3759u7XnABcvXiw4+JJOUidHFgfXTAb/4wq4Aq6AK+AKuAKugCvgCrgCrsCwV8DfDw77U+QTdAVcAVfAFSgiBQoFZ4rokAZ1qhYx6P337UfT5eXlFsmDz5X5kfRwXg6qeQk/+uZz8QMHDhhMduWVV9rn5wOZd/x8/dChy8Gj4AAAQABJREFUQ6YBn7vPnj1bxo0bZ8Pw+GF89rNhwwapqakR9jNt2rSB7GbEti30+nO+ZcQ+RE544A6unVCigTeA1oVaXr58uTz00ENG8N57770Gr3GTW7t2rTz++OPmrnH99dcLYZ6A2qCaB7L4hT0QtYau7aHmJtm0e5scOHJYOtSxCAjMEAqlJyxHqqsBXjqNdN7gD2tHeQAvMvV5/cNYoY3145Bs7Gy/0CbsQ6ssQ8qY6fFpp9M0QI15BYAtcThLtqPbWaYutlN+JfYBXtP/Nja7Ox3Lkf0HZMfadXJk/w7db5PU1o+RybOXyJiJU6UMcK0sgGs9Cq51Krh2ZP9O2btxlbQ0NsmokjEyWttNVZea0RMn2HQPbt8q699+TR3Xttr2+GkzZN4V1yi4NkPRDF3U7SkuiZdbKI+FqqVhKtouFzoLIJq5oBmUlkBsCiQYpJZAZgFgS0A3ADQdLD2OwWpaHkN1Boc0xkigNWA2+uk+2JcOrwt/wuOC1JZwokKpnTegJCCmCCcFMCkCY9m6WM+5TvIGNJEPawCbeCDE8fLT2DeUp4Go2CcHTsvsJ92P42A7rJqxY7F+Vs5c+M8+yCTtkjqKrEEYJWkb2rFh1daWBtntbC9ycYR0D70etHzvvlZZvXq/7NirsKT+KmPsuCpZMG+cTJlcK5XqpJYG11oVXNu9p1U+Xn9IGg8dlUo9eZMm18jcheNl3KQam8uObUdk+es7hJTl3Bmj5dJrpsqU6aOtPhxOmCf5Pld9GNAi1jHPvvK0iHUxpd3wWfRA7HHd14zyKpJNIKr+FgPGtJ4W9lczpFnYyrYyEFV+nd5ItC6udI75dJpfzvhaD6lq7ZNtywOKhb45zmcGkAWwK4TljKE2gdjSEFosj2l0NcvCaWUGvpXrfSJxO0s5qKUBuOB6pg5fOi+DzcINpT8pvXyQFNi4caO89NJL9uab15AAa9dee63MnTtXRo8enfnFF2+sCUPPm/TXX3/d3kDzqy/a3XTTTfYmmyk5uDZIJ8aHcQVcAVfAFXAFXAFXwBVwBVwBV2CIFfD3g0MssA/vCrgCroArMKIUKBScGVGipA528+bNZqyzbds2+8y5oaFBrr76apk+fXqq1fDLRuDu448/lp07dxpw9/nPf17mzZs3oMny+MBsCDCNz9hhNj7xiU9kADgH1wYk5zGNC73+nG85RjovSBRwcG0IHgotLS1G6vLF4XPPPWdWm4BrS5cuNVtJ3pC++OKLsmvXLnPH4AvHSy+9VM4999wBzcYv7AHJNWSNt+3bIH9c9ZJs3vuxdGpovW5C8qUWA0CSPxEaoToDhmgm5FN/M2VhoFzo5tjBQ89022wbq0v+xHakYUzSUEpiiEuS2nafdaFzGCP0ze6tsNzJ9QpjH9xxWD5+e6t0HG2Vc+fWyLipYzQUaL2UVyu0pnCGgSFMkVCGPd3S0YbrGi5tTbJrfatUVNUomDZDwbQAih7cflA+enO9HNhx0HYw4bzxMv8Tc4VU0ROIlpBabfgTWQ6rT9pYkrSl3lYtDJBMCOVJ+0xfzeRuh/3k92U7OBOFsUK9+TfZ2MqqWWrlqbmQzVniubRCO8mas7NoScCbqEzXsRnOVnxshD6xXT912icznvUP7fKBsNyxkzap/cfRbZrhT5KNbZlNdmxmxdLXXDM9MpnQ0jpYn2Q7pz6UHVMUO2X6Kbi2vVlWv7lbWlo7ZfK8sTJhWp2Mq6+U6hqFhZRG5HHAOECfhBVu03aNh9pl/85m2ftxo1RpuwWfmCITz6uz0fdua5aVryt0mYBrkxRYW3zNuTI5AddSU4gKWFF6riGf/ps9ezSObftL0/s4I3ke1LbwIA/XRzaTWxdr4wVmV1dsEq9gHY9/XE8GZuHxleQJYUlZdBkL4TGTMqsLITMBy3B1xPGspKzC8iXkFQjj/kN9qUJo1s6gtACAxW0AtQCFhbGjs1lpKUAZoFkE0soVVmU/wfksgnJ2L+AobGzuA9m8HV0/5eEeYq2tb3ac0P+YcWzcjIBn5PSPpJ3i0PvYY4/ZDxo++clPmtva1KlTzY03P1QoYFtjY6OFo8eh7dVXX7UfPtxzzz3m4ItuDq6NpEePH6sr4Aq4Aq6AK+AKuAKugCvgChSzAv5+sJjPns/dFXAFXAFXYLgpUCg4M9zmfbrmM9LBtaamJoPW1q1bJzAWY8aMkS9+8YsyX81OWDxU6Kk9Egu9/pxvOTWdz+beDq4NwdnlC0Vu/oR7euONN+yLx7vuusu+iGR3kMxvvvmmtSFWMs4ay5Ytk4aGhgHNxi/sAck1ZI037PxQXnzncVm38wPp7O2Ubv033JcIqsR5DgxPyO2d6ZvJxFGHJt235YisfnWnucTNv2qKTJo52tysRkFw9bH0qrVcl4ZnpN9Hb+xWuGSULLxuqkyeOcZaH1aHrK0rD8jhvW22XT+5WmZcMEHq1QFL2Q3+5y5WFkozdZlMbtNcpbJ1/ZVnW2ShohOVpes9f+YU4PG16pXt9rhccPW5MqlhjJSWK6SU/7hMHis9Cq91derjcvMRWaeAWonCbYuXnWf9OIrD6si2ZQWPy1Y7qLHn1MhMfVyS5i79PPjyioGajl207JjibEGELmmkfBd/dQjyMU2XpfO0tA6W2lZ+H91OWmnHJA90Zf3iNmNoPoGxbK+Mk7QL89A+qf6hPX2yY1j/ZNwApwF8RYAsmwKtGXSWwGLW1vKcxwilAajpWlqh9x2ANV0VMCtRB7PQJjteANSYX/9lpVaHQ1rWRQ1XtHIANoXZShk3Of5jz5+XnC0KvPPOO/KDH/xAn6u65Otf/7o59FZWVtqPHfo6xujsS7+HH37Y2n3729+2frTnl2f8cIKUhV+e3XLLLQP+BZp19j+ugCvgCrgCroAr4Aq4Aq6AK+AKuAJDpoC/HxwyaX1gV8AVcAVcgRGoQKHgzNkuDVHhDh8+LIBazc3N9rlzaWmpEKL8ww8/tB9G19bWSkNDg1x++eUWepMQmegHvIXhCT/Cx5FswoQJFhWE0KJ870I9Bj60j2P3qJEIS3V1daY9n29TTluiiDAXmAjGZi7UE22E8enH2DGUJ22ZP+2ZB9tbt24VnNfYL1wFjmuE8MRBrbOz08ZgvhwXc2VhjC1btlieyHccHz/6fu+992ytq6uTm2++WRYtWiTkmQfhQ/n8nb78qPycc86xMW0Q/3NcBQq9/pxvOa6MI7rSwbUhOP3cNKF116xZI7hhcNO94447ZOHChbY3nNbeffddi4/MkwROa9wY58yZM6DZ+IU9ILmGrPH6nSvkhXceU3DtfekQdVyzoHtDtrthMHAudgVMYksmEwuOl/bd+JjSpCBdDuiz+vcaJlSHX/TJqQb6KNdhgEvcY7o9L4L0vwJCTbL6Dzvtxc/iZdNkcsNoa97e2iVHDhxVZ7Yu266oLpMxE6qkoqbMtsFfcpa8zZy6QdzIVXkQB/ahBk8BfSEdl736+Fr1u+1GHC66flryuASgii2SNNnmMUlE1L2bmmTN77Wfli++YbpMnhWAyo7kccnjk6VSH4+jJ1ZrGl5wJ6Npoh3z95EusLoAcYXi2J6KdJ7NUJYLfXEMEbwKLmGjDOKKZek0cRFLhbgMoFjWXcxgLn2jkXEgy4wNDAaoFQCx4Eym+T73RXl6DFzJkm0tj/ONzmcBSEvGtXaJHnr8HDJb9lc3LGcpdWyHNFufbOs4BsRZyiC6bf+Cjvl5Lc2MF/M2Zqac+YexDauzfDKm5n05uxUgtPz3v/99e9P+rW99ywA03rzzGOxr4XmNDwjo98Mf/tDaPfjgg/YhA+35AQVvyElZ6uvrLSQ9qS+ugCvgCrgCroAr4Aq4Aq6AK+AKuALDRwF/Pzh8zoXPxBVwBVwBV6D4FSgUnCn+Iz3+EezZs0dwdYVTICQm4FhVVZV9jgzkRX7SpEnS0NAgF1xwgYFf0XAH6A3gDGgL2ItQokSO47NlPrNua2uTTZs2mXHPhg0bDF4DMGMh5CihN3Ewmzx5soFotPnoo49sLnv37rWxAcTY//nnny9XXXWVgWh8Fn7o0CH7MfbatWtt/vAWQGjAZKy0ASqDpwBcA3577bXX7HNw9j1jxoycz8HR4PHHH7e53X333TbWk08+aeZCgHAcD2PFFRAOpgO94DuA2W688UaZPXu2jeF/jq9Aodef8y3H13Ek1zq4NgRnHxht9erVBq/xhMDN97bbbstYTfKE8cEHH9jNd8eOHUbrHi8WM4QxN8m4ss3Cjfvpp582IpkvLC+77LIhOBof8kQKGLj2v48auNZ+GsC1vr/GPtEsj1c/CCMOYAhrmv2TM7E+h9HCdLkBaK/ssH6LzKEqAGhxoHTbWEYK8LZKgTeWAK4FQKhHHdm61fkKBywWnK/6dMqy2pP4oy+kTufS/976rsmUnmCegDg5S85m2MgtSm/l99a6pDrbKl0Q8um/cd+5IEfSwpKQD+2y+XBY2e2442PLY8+kbaZLyGQ2sxNJcsBGIrs3HJT3XlqvZaPkks+cL+fOmRAOMdHVFNB2pNl9j5JdG/bL/7641vpddvNCmTp3orXBKbC7S6FLTenF47KsXOGrUqM0tYTiMKusJraXpDybD/tk5+ybPkBX5LNglJXnbIc2we2LPGE0AxxGOF4D0BQyi5BYANQSeMzaJflU2wibBaBM620eAGU6NoCaOo3hNhbHju3DNuOl19AvW0b/dH3Ix1CbGQAuOXbk88UVGC4KxC8qmE8aQDvR/Prrx5t3PiwgZeFDhuM5uJ1oP17vCrgCroAr4Aq4Aq6AK+AKuAKugCswNAr0977uRHvrr5+/HzyRcl7vCrgCroArcDYr0B8409bZKgdb90tbZ4i8VCwaVJdXy/iaiVJdnh+Jp+8jiKEuYRN++9vfGjCG4xk/hAZW43UCTmKAYw0NDeZYBsMArEb0DtzLGCOuQFyY8ixYsMAYBz5nBvjCvAeDHox6+F4mLoBfV155pUX+GD9+vAFluMsyHyC0OBfa0485LFu2zMA43NJ27twpr776qkFuzAUeIgJ35Pkei7kzJ7gK5vmLX/zCnOSA4Jgn7mkcEwtjffe737X83/3d38nEiRPleOBadFfD2e2Pf/yjwXp/+qd/anCfDeJ/jqtAf9dfficH1/IV8e2ogINrUYlBTAcbXONmDo3MEwEp2yyQx1DN3Iz/6q/+yp4MBvEwfKgCFdiwa4W8+L/quLbrfTnaO/SOa2Ang7WEsfRv3qB5m8fu7oQNju0SSwbcNa9DcFzbacMtuj44rsWxSfOaZ6pwxFr9+9BvsTliBeDNnK/sT9JUBwhQT6briTP6Yqnf5Th1x/bKL8nbztvsa5/9N0lAJu2UnVIs017ZwoyGBjPZTmhHm7jHkM/0tr6ZrTCUloWSMLZ1zbTLllmbUGm60zn2C/vXLevH7kM+tzzWxzFTqbXn0NhBql3OOGHccJi2B2urTWhFZ0vjHCgNbUO91Wqbbet2yuvPLtfmJXLdFz8hDQumK2iltbYCiEWoirKQp++mtVvl5af+YGWf/pK+QF80K/RhP720YH/aW0OOBjBLS2xOASwL+dCuz3LbF310n/pGANAr7D8LfkUgLVsX2mTGtkPO7oPjpy4qwBST2qQ82Y5tknqtDO0stVFsO6c8aZMpC4Nnxg+bYZzQJuwr0z5nrvnzSPqxa19cgWGkQAwNw5TSIT9PNMX++kVHNlIWrtfjObidaD9e7wq4Aq6AK+AKuAKugCvgCrgCroArMDQK9Pe+7kR766+fvx88kXJe7wq4Aq6AK3A2K9AfOLPj8FZ5a9vrQlpMy7SxM+TK6dcIaSELxw9DgHnOc889Z+DX9ddfL7NmzbLPiAHIfvWrX1noTZzWxowZY6wB4TVhDYgQRx7AjXEAyYjsAdD1hS98wRzLAOI2b95s3zcBgtEPSI3XIPx4mjFxRwMqo90rr7xijm6XXnqpTJ061eYBGEa4TtzfgM2YH3Xs62c/+5kZ+Vx33XXmhMaY27ZtMxAPYyBguosuuuikwDWc444XKpQ5Hzx40FgMB9cKecTltunv+sttJeLgWr4ivh0VcHAtKjGIKTfzwQwVyngOrg3iCRrkoXbs/1jeWvu8bN3/kbQDrhH/r5/FmIp+6vos7qdDP8V9DtF/YQJxpAfTL7dZ0kWhf6pEs/TMNkrVhcZD8De7jy3rdsmrz76nvwpoktkXT5L6KbUF7a9xd4tsen+fvmgaK9fddrHMnH+u9YPSb2lukY7O4GRYUV4htWr/WlFZUdC4oVF2fiGnf7NFyTh5Bcc0ObY+UTq3f16zOMlQnFuZu5U3WqYyeRwwUP751zZ2rjMHYwXJltbYGLEsO06Emmhg/ZN2IYntNI37szRup8aL5ewxGSuOne4by8KEGD9AXeGQ2Gt27LDL9LbNKszT9pM95jiupTat0JZxWdgTdfxbt+Ij+cWjz9oL/stuuFSmNUxNgWuGraWgMZ1f0nf7ph3yxstvybix9XLXn90lF16yRGtK7AU7j8vOzi7bR2VFpbpr1glp6BuOMY5jaTJmmFO2HoDOnMkUXDNozfSJIF10UktDbdn5hSP1v66AKzCUCrz99tvy7//+7/Zrt7RD74n2yWvNZ555RsaOHSvf+c535IorrrAuPK81NzfbBxMU8EEBtuakvrgCroAr4Aq4Aq6AK+AKuAKugCvgCgwfBfz94PA5Fz4TV8AVcAVcgeJXoD9wZv3+dfL8ul/I+gPriuog506YL5+b/ycyd+L8guYdDW8A137/+9/b58b33HOPOYYR/hNo65FHHhGiweFaxkJITFzMAMWA0ADPALgw6QF0A5afMmWKfOMb37AfRz/66KNCyM9LLrnEALLFixebkxngGvsARmtqahIgsw8//FBefvll289NN91kIBoGC9u3b7dQo0Saa2hoyKzM67//+7/tc+yvf/3rAuzGZ9pEoPv5z38uhB0dPXq0LFmy5KTANWA9YDrm1ReY1tjYeNx6OxD/068C/V1/+R0cXMtXxLejAg6uRSUGMY03tpUrV9qNl7jPd911l91I2Q1kcIwVTSin8847T5apFSY3574WvoCMYUJJ2WbxUKF9qXX6y5pbD8qeA+ulqeWAQmvdok/NQzaJCNIM1g6AXSLsY2OOygVzYl3YLy1oH4CdUJeUWWeqQ38bN5YNSpqd17vLP5Affe/HsnrVahkzsUaqaspPuAdMZ9rbOuXIgTZZvGSRPPAX98klVyxlwvZrgg0bNlrKQOPGjZc58+bI+HHj+hi3jyPLTi3V3kTKbOf3CronOqZaZbKayQ6b5FTbWBb754+Q7n+ifBwrnrP+2mf3mrTIdszpEoqTylSbTDa2Tj3Gjh072zrkstvMM7uVylk2ux2Vyz5mMzu2THb36T4pJTPFmYzuV/PZzThgkoZ5vfXGW/Jv/+//Zy94J507SWpHY92sdUm/0Cpuhy0GaDnSKnt37ZMLL7xQ/ub/+Wu56upPWD9+1bFh/QY5eOigbU/QX6zwaxB+uWK9bdzsOJkjyClP6qN2MbURtKH9p43+y/TLljM/X1wBV2DoFXjttdfkn/7pn+z+MWPGDPtA4Xh7jU5q2LrzJp833H/7t38r1157rXXj/sGHCqQs3Dfi/cMK/I8r4Aq4Aq6AK+AKuAKugCvgCrgCrsCwUMDfDw6L0+CTcAVcAVfAFThLFOgPnBkp4Fp0MiPsJxAYwBkhNflsmCVyBYT7xC2Nz4/feustC+E5e/ZsczMrLy839zT4BZgEQnYSfvPBBx80oI0fYBNaFCCOsKDj9LtUwnnGz6yB14DWAOIA9AHo4Cbi5958d0fIUOA3gDkc19g3jmsAb/AT/FD7zjvvNK4C0A3Y7He/+52FM2Xfs2bNcnBtGF6z/V1/+VN1cC1fEd+OCji4FpUYxDTecCGXf/nLX9qN995775WlS5cK8Z83btwoL774osV+Js4yTxhQw1hwDmTxC3sgag1d2+6uDuloP6LWqUcDtJaE5hqSPWbAk8EYHUAFWsWIlZAGeiU7eLKdBebyoZakb+xnm6EsqcmOddK5OFJIP1yxUp544qeyauVqu55KS7Px0/vaRTgdkP699qJqyZLF8qd3/x/9on+JHT8g6euv/1G2bd2m3UfJ9BnT5Zprr7EXUX2Nl9Wr71pKoxyxBWBQzqINsiXZXGxjJdk/2jbbJiefv6M4gKenXQF+wcIvVVasWJE8LkuPO4f0i3h+vQK49rWvfc1+oUJH3jjw4SUpCy/qgVJIfXEFXIGzSwG/f5xd59OPxhVwBVwBV8AVcAVcAVfAFXAFXIFCFfD3g4Uq5e1cAVfAFXAFXIETK9AfODNSwDV+5Az4tWnTJmlra5Pp06fLDTfcIA0NDSYejmXwCYBgQGO7du3S70dfNxAN57TJkyfniMz3WHx/NX/+fLn99tstfOg///M/m7Pa3/zN38g111xjLmzAZekFaA5oDbc2QoISHQQGArc0FuA2xgVQmzVrlsBKAL8BuK1evdqgujvuuMOgNtpzXAB2AHlEqcMQCCCPMZ5++mlzh5s3b561B7JjPJY//OEP8t3vftfyf//3f28/AOfY3XHNJBn0P/1df/k7cr4lXxHfjgo4uBaVGMSU2M88ISxfvlweeughuwEDJFx22WVSU1NjRPPjjz9uIaGw3iQW88yZMwVntoEsfmEPRK2ha9uroUF7uruUJsdtTa29hnhJg0uDuyuFo7J8VN7QqQrLprbzWsZBjtfimC4DKCBEKDAPaf6LoRMNw4ssbG5nzJyecbRZs3qNPPnUk/piaI1150XNl7/8JfsFQd/jDc6RZUfJ5nL2129xPxU5nX3jdCvAC+otW7bYC+uTeVzyAj39PMCL8yef5HG52g4lPC6/fJzH5ek+Yt+fK+AKDJYCfv8YLCV9HFfAFXAFXAFXwBVwBVwBV8AVcAWKSwF/P1hc58tn6wq4Aq6AKzC8FegPnHFwrcFOXBpcAxTDGQ0gbMKECXL33XebwUL+GeZ7VYCzadOmmXFDoeAa465bt87gOL6Xvfzyy20MxmdMVtzdamtrLdIcbnFAZQMB1wDgIriGSRCAHQAe4BrjA6794z/+o5qNjJJ/+Id/sONzcC3/DA/edn/XX/4enG/JV8S3owIOrkUlBjGNN1x+MfXEE0+YjSY3ZIhmCGZI41deeUUqKyvltv+fvft8tqs6Dz++1Hu96qijiiRUQPQi0Uwx2DiAbRxPnOJkJu/yOpPkD8hkPJMXmUkmydix/TPFBWOD6KZLogk11FFDXUJdqOvH90m2dJCvpHuPzj1nn7O/e+Zyj87Z9bPOfVh77Wet9dBDkbhG0hr/k2jN4h92a7RcV4HmBRgZ8cc//nHM7c4ajIz4gx/8IH43v4XvKtD2An4v297YIyjQqALGj0YtWa9LAQUUUEABBRRQQAEFFLi4gPeDF/fxUwUUUECBxha4UOLMlv2b0sLN7yR+19NyRZ+R6foRNyd+t2Qh+Yu6wOrVq78yVSijkZG7UDpVKMlq+/fvTx999FFM0/lXf/VX6YYbbohEMhLKWBjR7Pjx4/G6c+fOMYJaNlUoM81dd911F5wqdNmyZXEeJIoxktsDDzwQiWUdOvzvbEUknWU/nAcDlpC0xohx5Ew89thjfzRV6Nq1a2PgIEZpY8Q1lueffz6S4xjRjeucOXNmjNjG7HhMU/ov//IviXP/h3/4h3juywAUjLhGUhvHKU3Yo0PBxRLb4oD+54ICF/r7O38D81vOF/HfmYCJa5lEhX/zPwCGrmQoTOZxJhAyNzMBmQDZs2fPCNB33nlnTBXK/wSyYN3SU/EPu6VSrqfAhQVs0LmwjZ/UTsDvZe3sPbIC9S5g/Kj3EvT8FVBAAQUUUEABBRRQQIHyBLwfLM/NrRRQQAEFGkPgQokzX5w4kj4/sjt9ceKLurrQbp26pf7dB6Runbq36LxJvGKaUOoDJGYx00+WmEWSGO//5Cc/iaS2SZMmRTIbCWaMqHbvvfema665JgbhIaGLPIejR4+mzz//PEYs69evX0zV+dOf/jSm5pw1a1aMYMYIZwMGDIj1OcaJEyciH4IkOgb4efnll2M2Os6DbRjEhxHQjh07FklxrE9yHMdasmRJeuqpp2Lgnz//8z+P8yGngoS7p59+OpG4xrlyTBLXOnbsmF577bXIweA1CW3MdMf5kwj3+peDCP34y4FLcPinf/qnSGpjcCHO65VXXokZuv7sz/4sBhgC2MS1Fn3NLrjShf7+zt/A/JbzRfx3JmDiWibRBr9JVCN5jYBKAhuvCfT9+/ePZDWmfrv66qvT4MGDyzq6f9hlsbmRAl8RsEHnKxz+IycCfi9zUhCehgJ1KGD8qMNC85QVUEABBRRQQAEFFFBAgQoIeD9YAUR3oYACCihQtwItTZyp2wu8xIl/8cUXac+ePZGY9fvf/z4SwubMmRPJaO3bt4/Es3nz5kVi2bRp02KQnV27diU+I1eB6UCHDx8eCV3kMzDiGglmTPVJUhiJXSSKMSoZ25CwxihnjN7G+sw0x7okm7Et+RG/+93vEuVy8803p7Fjx8Y6JK6RrEayGeszXWj37t1jatEnn3wyHTx4MBLQrrzyylh/8+bN6Q9/+EMiGY5jkVtB4hqDBC1atOjsCHPsh+Q79sl1MZocU4kOGTIk/eM//mNMV7p79+5I4MOHc7znnnvS5MmTY1/8m0Q9Rqx79913IwHu8ccfT1i5XFqgpX9/5rdc2rKoa5i41oYlT5Yw/5MggY1Ax2uWbMQ1AidZvq2dIjQ7Zf+wMwl/K1C+gA065du5ZdsJ+L1sO1v3rECjCxg/Gr2EvT4FFFBAAQUUUEABBRRQoHkB7webd/FdBRRQQIFiCLQ0caZRNUi8IiFszZo1kWBGAhYmjIRGLsLJkycjZ6Fbt25p1KhRMUXowIEDE9NqMk1nlsRGEhrbMLoZyWyMzjZ79uxI7iKJbMWKFZEUtm3bthg9jUQ0fkh6u/766yOZjRHayI1YuHBhnA/7Jk8iW5cyYN9MNzphwoSYTpSksrfeeiv2TwIe10IyHNuQc8FvroNEMxLXmB6UZDZGamMENUZT45wZcY3j79ixI0ae41r//u//Pt10000xshv1JRLk1q1bF+sNGzYsBhwieY/kN/Zp4lrr/0pa+vdnfkvrbYuyhYlrdVzS/mHXceF56rkRsEEnN0XhiZQI+L0swfClAgq0SsD40SouV1ZAAQUUUEABBRRQQAEFGkbA+8GGKUovRAEFFFCgDIGWJs6Useu62oSELZK5SDBjek1GMCPhi1HNSMxiUB1GLiPxi6QuPp8/f35MM0pyGQljJK6RAMZIaySuTZ8+PUZY43OmIyWxi8QvtmV9kspGjBiRbrzxxjRx4sREQhzJZqy7atWqtHTp0kgkIymOhRHbWP+GG244m7jGdKEk3TFSG+dP8lqnTp0iYY7Z7Dj3bDsS5BhJjfNhm1dffTXOh+Q9RmIjKY7R4tgXiWlMVcrIaVwX5/3SSy/FyGrZiHLjxo2LbXDhmpYvXx77ufPOO2OkuLr6AtToZFv692d+S40KqA4Oa+JaHRTShU7RP+wLyfi+Ai0XsEGn5VauWT0Bv5fVs/ZICjSagPGj0UrU61FAAQUUUEABBRRQQAEFWibg/WDLnFxLAQUUUKAxBVqaONOYV3/uqkgA279/f4yudujQoRhprUOHDokfpuckGYzZ4UhmIxmMBDOSxBh5jcQvkrtYWI/Ps1HMGP2Mz1mP0dH4zbasT+IaI7mR+MX6rEuSGuuQCMb5cF6lC4l0peuzb86XmexYn6QyEtWy8+X8S4/D+bMN+9+5c2dsyzG5Rs6F8+Iz1iNBj4Q9PucYJPfxGetkyXFsgwsj03F89pONwlZ63r5uXqClf3/mtzTv57spmbhWx98C/7DruPA89dwI2KCTm6LwREoE/F6WYPhSAQVaJWD8aBWXKyuggAIKKKCAAgoooIACDSPg/WDDFKUXooACCihQhkBLE2fK2LWbKKDAJQRa+vdnfsslIAv8sYlrdVz4/mHXceF56rkRsEEnN0XhiZQI+L0swfClAgq0SsD40SouV1ZAAQUUUEABBRRQQAEFGkbA+8GGKUovRAEFFFCgDIGWJs6UsWs3UUCBSwi09O/P/JZLQBb4YxPX6rjw/cOu48Lz1HMjwNzn8+bNi3neOSnmMb/vvvvS+PHjc3OOnkjxBPxeFq/MvWIFKiVg/KiUpPtRQAEFFFBAAQUUUEABBepLwPvB+iovz1YBBRRQoLICLU2cqexR3ZsCCiDQ0r8/81v8vlxIwMS1C8nUwfv+YddBIXmKuRdgrvTPPvss5kznZHv37p2GDx8ev3N/8p5gwwr4vWzYovXCFGhzAeNHmxN7AAUUUEABBRRQQAEFFFAglwLeD+ayWDwpBRRQQIEqCbQ0caZKp+NhFCiUQEv//sxvKdTXolUXa+Jaq7jytbJ/2PkqD8+mPgVOnz6dTp48mc6cORMX0K5du9SxY8fUvn37+rwgz7ohBPxeNkQxehEK1ETA+FETdg+qgAIKKKCAAgoooIACCtRcwPvBmheBJ6CAAgooUEOBlibO1PAUPbQCDSvQ0r8/81sa9itw2Rdm4tplE9ZuB/5h187eIzeOAAlrWdJadlUkr/HjokCtBPxe1kre4ypQ/wLGj/ovQ69AAQUUUEABBRRQQAEFFChHwPvBctTcRgEFFFCgUQRKE2cGDBiQunfv7rO+RilcryPXAtRB+fvbvXt3nOfAgQPj76+5kza/pTkV30PAxLU6/h74h13Hheep50bg2LFj6eDBg4nfLF26dEm9evWK37k5SU+kcAJ+LwtX5F6wAhUTMH5UjNIdKaCAAgoooIACCiiggAJ1JeD9YF0VlyergAIKKFBhARJn9uzZkxiBtF+/fpE4w+xKzrBUYWh3p0CJAH9v/PD3t3fv3vh7a2pqMnGtxMiXLRMwca1lTrlcy8S1XBaLJ1VnAmR/r1y5MiqznDr/M500aVKiN4aLArUS8HtZK3mPq0D9Cxg/6r8MvQIFFFBAAQUUUEABBRRQoBwB7wfLUXMbBRRQQIFGEfjiiy8icebkyZORNNO1a9fET4cOHRx5rVEK2evIlQAjrZ06dSodPXo0fkhe69ixYySOduvWrdlzNb+lWRbf/FLAxLU6/hr4h13Hheep50Zgw4YN6fXXX08bN26Mcxo1alSaM2dOGj16dG7O0RMpnoDfy+KVuVesQKUEjB+VknQ/CiiggAIKKKCAAgoooEB9CXg/WF/l5dkqoIACClRW4Pjx4+nAgQPpxIkTkahGAk3nzp1NXKsss3tT4KxAlrjG3x4Jo/y7U6dOqXfv3vG3d3bFkhfmt5Rg+PIrAiaufYWjvv7hH3Z9lZdnm0+B5cuXp6effjrxm2XKlCnp0Ucfjd/5PGPPqggCfi+LUMpeowJtI2D8aBtX96qAAgoooIACCiiggAIK5F3A+8G8l5Dnp4ACCijQlgKM/EQCDVNnM/oaCWwk0rgooEDbCrRr1y4S1hhlrUuXLmcTRps7qvktzan4HgImrtXx98A/7DouPE89NwIff/xx+vGPf5z4zTJjxoz0gx/8IH7n5iQ9kcIJ+L0sXJF7wQpUTMD4UTFKd6SAAgoooIACCiiggAIK1JWA94N1VVyerAIKKKBAhQVIUjt9+nQkrx0+fDh+k8zGey4KKNA2Au3bt49RDRndsEePHpG0xnskszW3mN/SnIrvIWDiWh1/D/zDruPC89RzI2CDTm6KwhMpEfB7WYLhSwUUaJWA8aNVXK6sgAIKKKCAAgoooIACCjSMgPeDDVOUXogCCiigQJkCWfIaCWv8OOJamZBupkArBEhS69ChQ/xcLGmNXZrf0grYgq1q4lodF7h/2HVceJ56bgRs0MlNUXgiJQJ+L0swfKmAAq0SMH60isuVFVBAAQUUUEABBRRQQIGGEfB+sGGK0gtRQAEFFFBAAQUaUsD8loYs1opclIlrFWGszU78w66Nu0dtLAEbdBqrPBvlavxeNkpJeh0KVF/A+FF9c4+ogAIKKKCAAgoooIACCuRBwPvBPJSC56CAAgoooIACCihwIQHzWy4k4/smrtXxd8A/7DouPE89NwI26OSmKDyREgG/lyUYvlRAgVYJGD9axeXKCiiggAIKKKCAAgoooEDDCHg/2DBF6YUooIACCiiggAINKWB+S0MWa0UuysS1ijDWZif+YdfG3aM2loANOo1Vno1yNX4vG6UkvQ4Fqi9g/Ki+uUdUQAEFFFBAAQUUUEABBfIg4P1gHkrBc1BAAQUUUEABBRS4kID5LReS8X0T1+r4O+Afdh0XnqeeGwEbdHJTFJ5IiYDfyxIMXyqgQKsEjB+t4nJlBRRQQAEFFFBAAQUUUKBhBLwfbJii9EIUUEABBRRQQIGGFDC/pSGLtSIXZeJaRRhrsxP/sGvj7lEbS8AGncYqz0a5Gr+XjVKSXocC1RcwflTf3CMqoIACCiiggAIKKKCAAnkQ8H4wD6XgOSiggAIKKKCAAgpcSMD8lgvJ+L6Ja3X8HXj//ffTv/3bv6WDBw+mhx9+OE2aNKmOr8ZTV6A2AmvXrk0vvPBCWrNmTTp16lQaN25ceuCBB9L48eNrc0IeVYEvBbLvJb9Z+F7ee++98Tve8D8NLXDmzJmIR1xkhw4dUrt27Rr6er24ygoYPyrr6d6KLWA8Lnb5e/UK5EnAeJSn0vBcFFCgngSKFj+9H6ynb6fnWjSBosWjopWv16uAAvUjYDyubVmtXLky/eY3v0m9evVKf/u3f5tmz55d2xPy6LkRMHEtN0XR+hOZP39++tGPfpRWrVoVSTZNTU2t34lbKFBwgUOHDqXt27enffv2pWPHjqWePXumUaNGpb59+xZcxsuvpUD2veQ3C9/LIUOGxO9anpfHro7AyZMnIx5xtC5duqSOHTtW58AepSEEjB8NUYxeRE4EjMc5KQhPQwEFkvHIL4ECCihQnkDR4qf3g+V9T9xKgWoIFC0eVcPUYyiggALlCBiPy1Gr3DZ79uyJwWQmTpyY/u7v/i7deOONldu5e6prARPX6rj4li1blp544om0evXq1KNHj9S5c+c6vhpPXYHaCpC4tn79+jiJMWPGmLhW2+Lw6AoUWsB4VOji9+IVUCBHAsbjHBWGp6JAwQWMRwX/Anj5CihQtoDxs2w6N1RAgQoLGI8qDOruFFBAgTIFjMdlwlVos+PHj6fDhw+nCRMmpO985ztp6tSpFdqzu6l3ARPX6rgE9+/fnzZv3hxThTIaS/v27ev4ajx1BWorwNCkzz77bJzEQw895NS7tS0Oj65AoQWMR4Uufi9eAQVyJGA8zlFheCoKFFzAeFTwL4CXr4ACZQsYP8umc0MFFKiwgPGowqDuTgEFFChTwHhcJlyFNjt9+nSMKs9UoSNGjEh9+vSp0J7dTb0LmLhW7yXo+SugQEUEPvzww/Qf//Efsa+//uu/Ttdcc01F9utOFFBAgdYKGI9aK+b6CiigQNsIGI/bxtW9KqBA6wWMR603cwsFFFAAAeOn3wMFFMiLgPEoLyXheSigQNEFjMdF/wZ4/XkVMHEtryXjeSmgQFUFrKhUlduDKaDARQSMRxfB8SMFFFCgigLG4ypieygFFLiogPHoojx+qIACClxQwPh5QRo/UECBKgsYj6oM7uEUUECBCwgYjy8A49sK1FjAxLUaF4CHV0CBfAhYUclHOXgWCihgj3C/AwoooEBeBKwf5qUkPA8FFDAe+R1QQAEFyhMwfpbn5lYKKFB5AeNR5U3dowIKKFCOgPG4HDW3UaDtBUxca3tjj6CAAnUgYEWlDgrJU1SgIALGo4IUtJepgAK5FzAe576IPEEFCiNgPCpMUXuhCihQYQHjZ4VB3Z0CCpQtYDwqm84NFVBAgYoKGI8ryunOFKiYgIlrFaN0RwooUM8CS5cuTb/4xS/iEr773e+madOm1fPleO4KKFDHAsajOi48T10BBRpKwHjcUMXpxShQ1wLGo7ouPk9eAQVqKGD8rCG+h1ZAga8IGI++wuE/FFBAgZoJGI9rRu+BFbiogIlrF+XxQwUUKIrAhg0b0uuvvx6XO2fOnDR69OiiXLrXqYACORMwHuWsQDwdBRQorIDxuLBF74UrkDsB41HuisQTUkCBOhEwftZJQXmaChRAwHhUgEL2EhVQoC4EjMd1UUyeZAEFTFwrYKF7yQoo8McCe/bsSatXr44PJkyYkJqamv54Jd9RQAEFqiBgPKoCsodQQAEFWiBgPG4BkqsooEBVBIxHVWH2IAoo0IACxs8GLFQvSYE6FTAe1WnBedoKKNBwAsbjhitSL6hBBExca5CC9DIUUODyBI4fP54OHjwYO+nVq1fq3Lnz5e3QrRVQQIEyBYxHZcK5mQIKKFBhAeNxhUHdnQIKlC1gPCqbzg0VUKDgAsbPgn8BvHwFciRgPMpRYXgqCihQaAHjcaGL34vPsYCJazkuHE9NAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFGhEARPXGrFUvSYFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQIMcCJq7luHA8NQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgEQVMXGvEUvWaFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQIEcC5i4luPC8dQUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgUYUMHGtEUvVa1JAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFcixg4lqOC8dTU0ABBRRQQIH6FTh16lQ6fvx4OnPmTOrcuXPq0KFDateuXf1ekGeugAIKKKCAAgoocFkC1g8vi8+NFVBAAQUUUECBmgucPHkyHT16NNr7unTpkjp27Bjtfbb51bxoPAEFFFBAAQUUqGMBE9fquPA8dQUUUEABBRTIr8AXX3yR9uzZEw1Z/fr1S926dUvt27c3eS2/ReaZKaCAAgoooIACbSpg/bBNed25AgoooIACCijQ5gKHDh1K27ZtS6dPn04DBgxIvXr1iuQ12vxcFFBAAQUUUEABBcoTMHGtPDe3UkCBGgswitHBgwfTsWPHzo5m1Lt370QvJxcFFFCgFgLEpcOHD0ds2r9/f7ymB2bPnj3T6NGjE8lrJq7VomQ8pgIKFE3AemLRStzrVSC/AtYP81s2npkCCuRbIKvPcU/N6EaMYt6nT5/UtWtXRzbKd9F5dgo0nEBpfe7AgQOJNj9+unfvnsaNG5cGDhyYOnXqFG1+DXfxXpACCiiQIwHrhzkqDE9FgTYQMHGtDVDdpQIKtL0AoxitXr067dq1Kxqwmpqa0lVXXRU3ikzLx+Lw3G1fDh5BAQXOCezduzd9+umnadWqVWnZsmWJETWGDRuWJk6cmGbNmpWGDh1q4to5Ll8poIACbSZgPbHNaN2xAgq0UsD6YSvBXF0BBRT4P4GsPseoRnQQ69+/f5o2bVrcV3fo0MEEEb8pCihQNYHS+twnn3ySGHGNZxHjx49P1113XRoxYkQyLlWtODyQAgoUWMD6YYEL30svhICJa4UoZi9SgcYQICGNnpb0aFq/fn368MMP02effZZOnDgRoxndeeed0cspu1E0ca0xyt2rUCDPAsQlEtT27duXNm3alJYuXRrJa9u3b4+e4JMmTYqkWhrYBw0aZM/wPBem56aAAnUtYD2xrovPk1egoQSsHzZUcXoxCihQRQHiZzaSBu1+77//ftq4cWM6cuRIuuKKK9LcuXOjY1iPHj1idKMqnpqHUkCBggkQj5jphRHWNmzYkBYtWpTWrVuXdu/eHe19Y8eOTZMnT07Tp0+3o2rBvhtergIKVFfA+mF1vT2aArUUMHGtlvoeWwEFWixA5eTUqVOJZJDly5enjz/+OH3wwQdp8+bNkbg2derU9L3vfS9de+21MS0fUwi4KKCAAm0pkMWlrVu3RkxasmRJjLRG0uyMGTMSSWtMETpkyJCY0oSpjLOEWrZlyf7dlufpvhVQQIFGF8jisfXERi9pr0+B/Atk8cj6Yf7LyjNUQIH8CGT3x6dPn46kkDVr1qTFixend999N9r9OFOm47vvvvvSzJkz4x67Z8+e+bkAz0QBBRpKgJjEz86dOxMjrH300Udp/vz5iRjFCGtTpkxJI0eOTIMHD059+/Y9O4VxQyF4MQoooECNBawf1rgAPLwCNRAwca0G6B5SAQVaJpBVTEjs4DWJa4ywRsIaN42MbsQDAaYLZTq+Bx54IM2ePTuNGTMmbhpbdhTXUkABBcoTyOISPcHffPPNs70vGVntoYceigb1gQMHJhLWGC2ShdcdO3Y8O62JiWvl2buVAgooYD3R74ACCuRRwPphHkvFc1JAgbwKZPW57PxICtmxY0d0CKPdb9WqVdGBlRHXuLemsyqjG9FJjH8z44L31JmevxVQoFICxCZ+tmzZEs8hGP1x4cKF0Sn1kUceiecPdFKljY/4xLq87tSpk1OGVqoQ3I8CChRWwPphYYveC1cgmbjml0ABBXIpkN0gcnI0QmXJa/R0WrFiRTp48GDq1atX9MTk5vHzzz+PZDWG6GbqAJLXXBRQQIG2FiBWkUT7zjvvpNWrV8eUoUOHDk133XVXGj9+fDRaMZUoje+sS1IbsYvkNRrZXRRQQAEFWi9gPbH1Zm6hgALVE7B+WD1rj6SAAvUrQKwkUY2lffv2Z9v99u7dm+gctn///nif9j7utXmf9UaNGpVuueWWaPfLOobVr4JnroACeRUgRvEcgplf+OF5RO/evdPdd98dU4TymqlEmQ3m5MmT0d7Xp0+f1L17d6cyzmuhel4KKJB7AeuHuS8iT1CBNhUwca1Ned25Agq0VoBRifbt2xe9lbjpI7GDG75u3bqlHj16xKhF9HZiueKKK9KBAwcSiWvLli1La9eujSG6v/nNb6Zp06bFMN0kh7gooIAClyNAQxTJsoz62LVr16/0omS/TE3HNCY0rtOoTqwiibZ///4xlfHhw4fjfRJw6RXO+zRwkcDGj1MbX07puK0CChRJwHpikUrba1Ug3wLWD/NdPp6dAgrkVyCrzx06dCja+EhGY9pP7qNp/ztx4kTcP/Pgkntn1lu5cmWMvsYIbKxLh9Xsnpv2QhcFFFCgHAHiEUmyWXtf1uaXdTTlGQVtfZ9++mkk0BKXxo4dG217tOWxPR1VScJtamqKmNWvX7/ED0ls7M9FAQUUUODSAtYPL23kGgoUQcDEtSKUsteoQB0JkADy8ccfx5SgVFa4wWP0ouHDh0evShqyGL2Ihcap48ePx1ShH374Yfr1r38dIxoxRd8111wT29GgxU0lC0kjLgoooEBrBXbv3h09K4lJgwcPjgYqGqGyBigSaJnGmIYsGtTpkUmjFfGpdMoAeoPzw7bENBq7JkyYEI1bxqnWlorrK6BAEQWsJxax1L1mBfIpYP0wn+XiWSmgQP4Fzu/4RfLHiBEj0siRI+M3nbxYSBzhMxLZSB6hw+q8efOiTfD6669PU6dOjXtqktts78t/uXuGCuRRgKSzJUuWRNsdzx+yNj+SaFl4BkEH1Y0bN0YM4jd1QN4n7jA1KG2DxCva9eicSkd7ZmC4+uqrY3+29+Wx5D0nBRTIm4D1w7yViOejQG0ETFyrjbtHVUCB8wSyjPp169alhQsXpm3btp29+eNmcdiwYdGbkt8kr5XeFDIyG8luP/vZzyJhZPr06WnGjBnxM2TIkLNHsiHrLIUvFFDgIgIknRFX6NlNgxS9K5cuXRo9KWlQv/LKK9OkSZPSgAEDYi/ZiBsbNmxIixYtil6YxDAasmhoJ4GWZDUatEoTb8eNG5duu+22NHr06GjwIkYZpy5SMH6kgAKFFbCeWNii98IVyI2A9cPcFIUnooACdSrAfTOdvpgtYcGCBWnTpk3R4Yv2vb59+yba77g3pt1v0KBBcR9NMgj3yIyGxDR9zz77bNq6dWusQyewWbNmRacw7rUZuc1FAQUUuJgA9TniCZ1M9+zZE/GI5xDMskAHU+IKzxSy5wm0DXIvStz55JNPYspQkmiZujhr62NmBWZ8Ib4R50hUI3Htvvvui/1lUyHb3nexkvEzBRQoqoD1w6KWvNetQPMCJq417+K7CihQZYFsBA1uAmnE4iaPpA5u6hjFiMYqEkW4gSRphEYsRi7i5o91WefVV1+N0Y5INhkzZkx6+OGHYxsuxZvDKheoh1OgjgUYKY3pPdesWZPefvvtSFpjRDUauOiBSeP417/+9YhHXCbv0wucZDUS3NiOKY1pgL/qqqui8Ytel+yXdUjQpaGLxq1HH300pjYmwY0456KAAgoo8McC1hP/2MR3FFCgugLWD6vr7dEUUKDxBHbt2hVJH7T7cT/MffTEiROjsxdJIdxTk8BG8hqJIySRMNMCSWm0+23evDk6ujJdKB3MaBecM2dO3JczShv31C4KKKDAxQSIM3QopYMqCWt0hGfmBJ4lEH9mz56dvvOd70Q7Hfsh9pDoxqhrbEN7H+vzPvGLOEVHVeIZiXDEtz/84Q+xr7/4i79I1157bTy/ILHNRQEFFFDgjwWsH/6xie8oUGQBE9eKXPpeuwI5EeBmj2S1F198MX5zs0dCx5QpU+Lm8KOPPkr79++P0Y2YOoAENn4z2lE2dHc2VQujHdFzs0+fPumxxx5LjL5GghuJazxsINEta/jKyeV7GgookDOBbAS15cuXR1xavXp1jMBGT0t+SKAlMZb4Qg/LrIGcHpc0ZJHkxk0Xn7EODVkksdGjk8Z24tRLL70U8evxxx9PM2fOjLhkQ1bOvgiejgIK5ELAemIuisGTUKDwAtYPC/8VEEABBS5DgPocU+y9+eabMUI5bXxNTU2R1EFiGokgTNlHux1tfdOmTYtOq0y5Rycwlux+m/v09957L0Y4YgRz2gjZF/fl3K/TIYyZGrL79Ms4bTdVQIEGEyBxjY6qtPORYEbsYaQ0piMmxtDe9/3vfz9dd911iYRYnimwsM3OnTujMyqjRRJfJk+eHJ1biTckt7E9yXD/8z//E88f/vIv/zIxrXFpu2GDcXo5CiigwGUJWD+8LD43VqAhBUxca8hi9aIUqB8BKickqtHw9PTTT0cPJpI4uFEk2YMbSnozkexB7yYSzxiumxHVSGwjwY0le5BAQgj7offUXXfdFevQ6EXiGjeQ3FiyX24+XRRQQIHmBGjsJobQsE6DOFMGMEUojevvvPNO9Ky88cYb09VXXx0jQ/bv3z92k8UhEtSYSoAGeD6jEYvGc94jjtG7/JVXXon3GLlt6tSpsQ7ruyiggAIKnBOwnnjOwlcKKFBbAeuHtfX36AooUL8C1Of4oW3v+eefj+QP7q/Hjh0b0+lxH8yIaySDMDo59+K02fE5SR8kr7FkI18yZegLL7wQ9+eMcM4IbbQNcs9NAgodXNmWUZBcFFBAgVIBEsxou6PD6eLFi2OkNWZWYHaEefPmxWe33nprJNWWPnfI6oG09/HD8wlGaCPeEHuIcTzDYJ9PPfVUxKsHHngg2g1pF6Qzq4sCCiigwDkB64fnLHylgALnBExcO2fhKwUUqIEAFRQS10jkePLJJ6PhiYQQeleOGjUqelAyPdSGDRuiNxRJH4xKRCMXvZ8YeY1GLm4YWRiS+5e//GUknNBwNXjw4PihdxMLSWwM5U1vTBcFFFCgOQEasmiUYiRHGs5ZmKKYfz/33HPRwEXDE7GEBi1iFcmxxDO2zW68iEs0YGWf0YhO4xg9Ot9///0YZe3ee++NXoDIuysAAEAASURBVJqOBNlcSfieAgoUXcB6YtG/AV6/AvkRsH6Yn7LwTBRQoL4Esvtjpvj83e9+F/fV48aNi/tpEs9IUqOTGPfKdGolgY3Rj0gmoUMq6zLqEffWLNyjM4I5o51zz01HMdr4SCDh33R2ZeRz2gNdFFBAgVIBnkHQ3kfndjqrEjNo7yNxjecJzAjDMwRGU6O9jviTtemxbRbPeK+0vY+EW55Z8Fzi1VdfjW3uueee6FDPrDAmrpWWgq8VUECB/52KmZhq/dBvgwIKlAqYuFaq4WsFFKioABUPFm7mmluyz/mMCsqzzz6btmzZEo1TJISQmDZo0KDoyUTyGske3FQyBR9JIzfccEPcQJYO3U1DFyMkkRTy4YcfRmMX647+sgcmoyMxshE3n9lIbc2dl+8poEDjCmRx51JxiQYpemHSgM5CQ9OePXvSBx98EIm2n376acSqb3/72xFXaOxiyfbPa47BD+/xw8iR7777bqKHONOg0HP8G9/4RsQkEnKzfbCtiwIKKNDoAlm8vFQ8xsF6YqN/G7w+BWor0NJ4ZP2wtuXk0RVQoP4EsvjKmZMQwkhpJJzRAXX8+PHpzjvvjA6pjFTE/TZtftT7GLWIzl1z5sxJJLdliWnsh3vpJUuWRLsf99f8m+lEmV2BEZJo+2MmBxLYXBRQQIFSAWISP8yIQOdSFkZOI1n2448/jmcJCxYsiMTXH/7whzHyWtZWVxrPStv7qB/yPIPnESTf0l5I/Hn44YejvZCkNdr8XBRQQAEF/legNJ5aP/RboYACpQImrpVq+FoBBSoqkFVALvVAks8ZUe3111+PnpP0fGJENRqoGN6fHkz0hKJXJRWZ1atXR0+la6+9NqYUJbmNm8BsqG+mC+VmkQYskk7YF8lqJMJl0whwU+qigALFE2hNXKLxidE1WIhDTBlKQzox5rXXXouphx966KFoFKchnYb10v0zlcmhQ4diO2IR29IATy9MeoPTc/P2228/O2LbhWJl8UrJK1ZAgUYXIFYSY1l4EED8K42fvF/6b+uJiLgooEBbCLQ2Hlk/bItScJ8KKFCPAufHwyy5o/RaSutzdDSdP39+jEjE1KCMqPbggw9Ge13nzp0jkWTnzp3R0evtt9+OUZGuueaa+JxRzum0SoIbIyNxX02H1bfeeivur9nXhAkT4t6c5DWS4pxpobQkfK1AYwu0JB6VCrA+8YSFpDIS2UiCXbhwYXriiSfi/e9+97sxXTHPHRjZsTSesS1ThpL8xjML7leXLl0ane3ZH6O43XHHHfE7G5ktdup/FFBAgQYX4FkKz2mJmXRUIAZm7X7ZpZfGU+uHmYq/FVAAARPX/B4ooECbCZRWQC51EG4OucEjKY3kDkY3Ygo+Gp54TQIIjVMkrjGtKDeYJKGR+EFiGjeF9M6kZ9PLL78cvZs4Pj0uGZmNEdwYZY2ENW42qTS5KKBA8QRaE5dYt3R9kmoPHz4cMSib4oQGcUZypEGdxvLShQQ1Em7pMU5s4t/EHkZaowc48YvpS5iGwKS1UjlfK6BAowuUPiggLp6fuHZ+TLSe2OjfCK9PgdoJtDYeWT+sXVl5ZAUUyJdAlrjBWdEx61LtbIxoRHsfbX/vvPNOdAT72te+lqZNmxZJZjzUJAmE0YrojErnL+6xSQAhGY22QTqTMRUfU4XSfsg5sM6NN94Y7X4kq9HuxwhsJMO5KKBAMQRaG4+y+hy/iT1ZogWjrj355JOJ5FpiD9MO33LLLTEyZKkk8YlZFbIRIkm6JQYSjxj1kfY+XpNwe/69bel+fK2AAgo0mgBJvbt37464St0tqyOSwNbcYv2wORXfU6C4AiauFbfsvXIFKipAQscXX3xxdnQh/k0jUZcuXSJRjBHReF1aQSlNCMlGI6LhiUYsPiMZhMS10V9O88n2rLNmzZpo4KICNGnSpOhFyY0kx+KhJlPwMdIavZ24QWT72bNnRwIbyW3N9QCtKIQ7U0CB3AiUE5cudfLEJhrSX3nllWgopwfRmDFj0gMPPBCNWqUjtJGoRiMW0xzTuE4CLsm0JNKS6EYCW9br6FLH9XMFFFCgngVIDOGHUSiZ8p3f/JvE3WHDhsXv0nrh+Yls1hPrufQ9dwXyJVBOPLrUFVg/vJSQnyugQCMIZPfXJI/R5kYbIPGPJDHubfl9sYV7Z+p03Bu/+OKLUR+k3Y+kNNr3SDhj1CNGLmJkNuqMPPDkfpuOX/369Yvp/LjHfvPNN+PzAQMGRLsgMyxknVpt97tYKfiZAo0hcLnxqFSh9D40a+/LRk8j/nz729+OzvO097FulmS7adOmaBdkBEg6uRIHeQ4xa9aseO1ziFJlXyugQKMKEI+pv1E/ZGAREtF4zcw0jJhLXY3XxMTmFuuHzan4ngLFFTBxrbhl75UrUFEBKiNbtmyJhA4akbhho9FpyJAh0SuJJDJ6PpJhz8KNXumNIQ1eZOJzg8g0fDSC8TCTpLTrr78+ktDoPUUD1zPPPBOf04OJUddIAmEUNbYhUYT9sNCo1b9///ihcsRDUHs5BY3/UaAQAq2NS6BkcSkDai5mEGNIRsumJyHWMIUAje3EMhZiDjdeJNQSl4iJ9L5k5EdiIdsYlzJlfyugQCMLEFezhixGoXz9y6nhmQqADg30RJ87d250Usjib5a0Vvpv64mN/A3x2hSonkA58Yizy+JRdqbWDzMJfyugQJEEuL9mJgTa/D788MMYHY02P9rk6DBKZ4Tzlyx+EjezEY1o92OKT0ZfI5mYxJB77rknjR07NtahvkhHMe6luX+mXZDENe6jua+m7Y/PqF+S2EbbI21/tDdynOZi9Pnn5b8VUKC+BS4nHmVXTqwgRpXGKUZ9JDYx6uNvf/vbeDbxwx/+MEZe456UmEXbHr/5N+dBTGJfxChike19mbC/FVCgCAJ0TM0GFFmwYMHZjgfU66gfUs/jOW/pSLilcdf6YRG+JV6jAi0XMHGt5VauqYACJQLZjV32IJHGK27seBDJa7LsScrghm3kyJFp9JejpvFwkpu4bNS10goKSWnc7LE9U+rRa4kbPxqpbr755mioooJDA9kTTzwR2fuMWMSUAiSL0FhFAxYjGrFQEXJK0JIC86UCBRCoRFwqZcr2x3tZAzi/GfGRHkRMIfDss89GvGPqAHp403jFVADEPWIQsZD3iHuMHEkvdJI1XBRQQIGiCBBLqedRZyRuPv3005H8S4M/I2w8/PDDUZ+j3sh7Wf0w+03ctZ5YlG+L16lA2wqUG49Kz4p9lManrI5o/bBUydcKKNAIAlmsow7H/S9tfevXr48OpySXEf/Gjx8fsyWQWEaH1WzJts3+zbrcF1On2759e3RKpWMqbXwknt17771p8uTJcQ/NiGvz5s1LTL3HPTaJcTNmzEiDBg2KzmHsg30xcgf1xwuN4JEd298KKFD/AllMqUQ8QoP9EUey/RKjaLcjgYJjkLj2n//5nzFyEIm1JF6wPs8mSNglbvHsgdHX2Af3secnZtS/uleggAIKXFyA+EfS2rJly9KSJUvih+ezxEye2VJ/oy6XPafNYm62V+uHmYS/FVAgEzBxLZPwtwIKtFiACgY/3Mxt3rw5puaksYlKCjdqDAHLzRsNW1RUSNIY/WXi2g033BCfnT9lKBWU7IEmIxmRvMaUoFR2OE42qhpZ+jSU8cCT6QWYCoBR12goozcT58NNJAs3jk7B1+IidUUF6l6gknGJmMRCTCGGsW8aw7OYQpxhNDUa2klcYwoBEmf5nFhEg/sdd9wRybokqxEX2Sdxidf8dlFAAQWKJJCNuMZIldTjqOPxQIDGrPvvv//s9Mkk95bW5TCynlikb4rXqkDbC5Qbj6wftn3ZeAQFFMiPQHZ/Tb2MNrr333//bCdTzpJ2P0ZCI6ls+PDhcR/MvS9Lti2viZ1Z/CT+Uv9jZI5sylBGViPxl06p7Iu6IVOEPv/889GZlfeYTpQHn4MHD456IufEMbJ2v2z/HM9FAQUaTyCLKZWOR1lHU9rpsjY/4gltgSRhPPXUUzHTAjGKz0lWIybddttt8Zt/E/eyeMQ6tvc13vfPK1JAgeYFiH3ES57jvvTSS/GcmM78TJtM0hr1Q+IkI+LyzIT4yjYsvM7qb9YPm/f1XQWKKmDiWlFL3utW4DIEshtGKib0snz11VfjN5UM5iynwYnENXpJkszGMNtUWO666640YcKESGTLKivc/DGNHqOtkQjCPqm00AOTUTlIfuMhJvtlHzRwMSUB2990000xUgfvs46LAgoUV6CScSnrwUlcoiGLZFtiEHGG2EasI67RkEVPcGIVjeusR4Itvc1pyCLe0aOIbVwUUECBIguQBEydj1F1n3vuuRhxjU4LJPsSK+mIcO2118ZIHVniGvVBYrD1xCJ/c7x2BSovUIl4ZP2w8uXiHhVQIF8C2f019bLVq1dHIhkdD5gZgQSyOXPmxNR5jDTOKEPEVhbufUncKH0wScykbY9ktdIOX7QXvvHGG9FBlXttZmhgJCPWobMDdcFZs2ZFux9Jcszo4KKAAsUTaMt4RNIaozkykwtJaMQ8nj1k962LFi0621Gf9r7p06cnZlzgHjZLXCteiXjFCiigQIrnI6Ud+4mdzJDFICSjvxzEhGciPGMhhhNfSe6lbscPdUXrh36LFFCgOQET15pT8T0FFLikQHbTyAho3MRRMaGBiak9uXGj4kHiWjaNAA1QjKjB6GhZ0hr7oOcmc58zNSgPMNmeh5dk4vMZI7oxBSkjsbFPKjZUeph2lMQQfjs1wCWLyxUUKIRAJePSwoULI/ZwA0YjFg3m9CqnQZ0GdxqxPvjgg2ho37dvX0wNSm8i1iMuEctowLfHZSG+el6kAgpcRIDYTGMVDzrXrl2b5s+fHw8vSVqj7rdly5boifnII49EA1cWy7N6ItO0WE+8CLAfKaBAiwUqFY+sH7aY3BUVUKCOBYiZLCtXroyRxhlRgyQPkshIXKN9j/Y4OnZRz6O9jvod72Xb8l7W7vfpp59Gp1XulW+88cZIFKEeyM/WrVuj3Y97azq00u5HksjNN98cx3MKvjr+InnqClRAIIsplYhHtPfREZ/OqnRSpQMVoz0Sv+hsRayi0/zLL78ccYlRgxhpjfY+4l/WsZV4yDMOFwUUUKCIAtwT07GfuPzaa69FMtrdd999duAS2gGpA5IQTKcHRmOjg0P2rIT6H8+Fs3jM8xfrh0X8JnnNCnxVwMS1r3r4LwUUOE8gq4CQNJaNhkYFg4YoGpK4oSOxjIX5ykk4o1JCoxPT6FHxIPmMxLXShi1u7lj4nBtBKir0bqJhiilAacjiBpL9UPnhgSXJaxx79JcZ+9kc6STLuSigQLEEqhGXmLKEmysS1Yg59BgicY0Gc3qL04jFiGskYdBQNWXKlJjChGlMuNFyUUABBYog0Fw8ZvRJelNST6S+d36iCA8K2I66HCNq/OEPf4j645/8yZ9E5wXqmPS+5CEoMZZ4TH3QemIRvlFeowLlC1QjHjHSOPet1g/LLye3VECB/Ak0Fz9L2/2Ie9TXqJexLu1wtNtx30v7H/U52u+4L6Ytj86s1AOz0TVIAnnhhReic2s2SjkJacOGDYv90dbHOrQtciyS3RjJjUQRRjey3S9/3xnPSIG2EqhGPHrxxRejoz0xilhD4hrPI7jfJJatWLEinmksXbo07mUZPShr87O9r61K3v0qoEDeBJqLx6XtfTwrpuMCnft5vkv730MPPRTPiHl2snPnzmjLo02QuhzJwTxX4Yd4y/NeZrJh4BPicdZhwfph3r4Jno8C1RUwca263h5NgboTYPo7btgYWY0kNTLiSUKjAkEyR5a8xoXxoJF1GGmNqfNef/31SFqj0kLlZPLkyVEBoacSGfY8lCSp7d13342kOG4UaZgiA58EOB5Y0giWTSfAaxrCeFBA5cYhuevu6+QJK1ARgWrHJXqSE5eIPcRApq1btWpV3Jzxb264aKDnBozYxE2ciwIKKFAEgfPjMXU+eqAPHTo0kn2pq7EwfRQPNalT8qCABq65c+dGXY+GKj4jQZh6IHVM6pQ0klGnfOedd6wnFuHL5DUqcJkC1Y5H1g8vs8DcXAEFciNwfvzM2v2ozzEKEQ8ceajIg0lGwqXdj1GHWI/OBfybOiDtg9wP0/7Hw0fuoblXpkMYib90iKW+xxR77JvPqBNST2QWB+qD/CZxjc9oN7TdLzdfE09EgaoItHU8Ijk2i0eMoJbV54g3xDES10iiJRmDUYJIpuA5iO19VSl+D6KAAjkSOD8eEyOz58J07ic+8tyWzv1PPvlk1Om+8Y1vRN2NZ8PEW+p4PM/N6nVM+37FFVdE2x+j7NI+yDNf64c5KnhPRYEaC5i4VuMC8PAK5FUgy6incYrp8LZv3x43cFQ0+KEhip6PjLLGw0V6Y/I+2fSMkLZ48eJo0KICQm8kGptIRqMRiwQPHmpSUaGBi+kG2Mfs2bOjp1O2LxqraCDLfrhh5D2Ow28XBRQolkBe4hINWSTz0shOHCOhjWQ1YpOLAgooUASBC8VjHmASC3kYydTvdFag/kddjjofSb/0xGSd++67L+pzjMDBwwHWo87Ig062p+7Iw0uS3Yix1hOL8M3yGhVovUBe4pH1w9aXnVsooEBtBS4UP6mn0dGU+hjtfiSgUZdjxDUeMFJvow2PdjmS0Vg/m/6Je2Tuj2krpB7Ib9ahjZB6IiO1McJRabtfpsAx2J6Ffdrul8n4W4HGF8hLPOKelWcbWSzjHjWLV41fCl6hAgookKITKVOANvdcmLocz4Vp7+M3dTVmpPnFL34RsZOEYDoy0GmB+h8JayS8ZXU8Yj2Ja7fccku085HgZv3Qb50CCpQKmLhWquFrBRQIASoSZNQz1Sc9KpcsWRI3bIyCwWe8x03b9ddfnxgum8YokjfIsqfBnuk/d+zYEQ8bqZiQqHbixIkY/pX9chPIe1RkaADjMx5Iso+s8YtKT/bDMVn4nb0Xb/gfBRQojECe4hINWPQG4pyIhcQ5GvaJTy4KKKBAowu0NB7fcMMNUU/kgSX1PHpi8qCTB5fU9+68886InW+88Ub00KTjA/GVkT1mzpwZI7Ix+hp1S2Ks9cRG/2Z5fQq0XiBP8cj6YevLzy0UUKB2AheLn3QapT2Q+1za/Zgij/oZDzHffvvt6KxK2x4PI6dNmxZtgiSu0dbHlJ8kfTCDAolvbE+7H5/xYPJC9blMgvNi8d46E/G3Ao0vkKd4RPwjsYJzIgZmibzGpMb/HnqFCijwv89fW/JcmI4I1A/peMqUoL/73e+i7kiyGp1QJ02aFHVHktR4dkIdksFLmFGBhGCmFGUEXuqLPFO2fui3TwEFMgET1zIJfyugwFkBbs42fDk10+tfTvXJKBcMj02FgyFbqUwwtSdD+DM1AD9UUKiEMIoaN3iMzkYlhYeU2VQBPKxcunRpjLTBvqmM3H333VGJobLCzSALx+aHxSS1YPA/CijwpYBxya+BAgookA+B1sTjcePGxfQrjLhLRwWmCqBHJQvJaSz8m04S1BN5SMAoHDfeeGN69NFHoyEsVvq//1hPLNXwtQIKGI/8DiiggALlCbQkfjLyLe19PHycOnVqtPFt2rQpbd68OUbSYGQ1EtNGjx4dnRJoO2TUDR5Msg4dVr/2ta/FdFC0D5K4xmJ9rrwycysFGlXAeNSoJet1KaBAvQmUE4/ZhvY8pgxdsGBBPA8mMY3OrDw7puMqs3ItWrQo/epXv4rnx0wpSpsgz5N5Nsxi/bDevi2erwJtI2DiWtu4ulcF6l6AhLVnnnkmpsOjEYpKBiOu0ZOcEdd48EgjFhnxJK2xDp/zYJKkNdajVxI/JKWRuMZIbOyXh5P0xnzggQfS5MmTo/GL9c5f7M10voj/VqDYAsalYpe/V6+AAvkRuFQ8ZloA6ok0QI0aNSqmEKDTwtatW2OqUKZb7tevX3SI4D0asY4fPx4NWkw3wKi8Dz74YPTApPGqucV6YnMqvqdA8QSMR8Urc69YAQUqI9CS+MnIt3RIzTqsUp+j/Y73SURjmncS2HiP+hzTiTI1PA8w6QCbtftlIxedf+bW584X8d8KFFPAeFTMcveqFVAgfwKtjcdNTU1RJ6Tzws9+9rNo56Mj6q233hrPlLOOrIzm++yzz8YsNnzGTF6Myks98/x2P+uH+fteeEYKVEvAxLVqSXscBepMgAoKGfC7d++O0S5IMKOXJb0kSVpj+H8ao2isIgmNh5IzZsxITOlEgxRTOpUuTBXA+uyXSgwPK8m8Z780dpWub8WkVM7XCiiQCRiXMgl/K6CAArUVaEk8ZupPRuilzkcyGlOGUq988cUXE6PvMl0AP9QD+U1nCBamYubhKPVE6p48CC2tG5a+rq2CR1dAgTwIGI/yUAqegwIK1KNAS+In61CfI2GNDquMvEayGvUx2vFK2/+o52XtfjycpA5IRwTb/erx2+E5K1BdAeNRdb09mgIKKHAhgdbEY+p6w4cPj5kWGG33xz/+cUwZf9NNN6Vrr702ppRnHaaMX716dXrttddixDUS12jvY3ReOrxmiWu2912oVHxfgeIImLhWnLL2ShW4pEBpBYHR0V5++eUY/p/ENEZcYwoAHjzyQJGKCFM7kcTGCBk0XJG4RkMW65PgVrow8gZDxfIQk6lEGaWNBqzmHkiWbudrBRQotoBxqdjl79UroEB+BFobj5kGgNHUGIW3Z8+ekbjGg0+mD+DBJqNz0MA1bdq0mB6A9ah/vvrqq9Fw9dhjj8XUAaVTyudHwzNRQIFaChiPaqnvsRVQoJ4Fyo2fTPlOu9/06dNjWnfqcXQ64AFj9pCRdr/58+dHu9/OnTvPtvsxO8P5HRHq2dBzV0CByggYjyrj6F4UUECByxUoJx7zXJj6Ic+Lr7vuunTs2LFITKNdj/a9kSNHpttuuy1G4GWq+WxEXhLZmCr06quvjnbB858jX+61uL0CCtS3gIlr9V1+nr0CrRIorYA0t2Hp5ySmvfPOOzEiBolpjKR28803pzFjxkSPSkZQY+h/KiJM98QDSeYlZ4QMMuUZPYOHk4zIduDAgUh0Y4rRvXv3RlIb65FZTwWmtKGrufPyPQUUaFyB0rjT3FWWfm5cak7I9xRQQIHKCJTG2+b2WPp5S+MxI/TSYYF6IXVIflNvpEGLB57UA6k/UnfkPTo4zJs3L3pg3nPPPdHBwcS15krD9xRobIHSeNPclZZ+bjxqTsj3FFCgqAKl8bE5g9LPWxo/afejM0LW7kfHVupujJhLux9tfvv37z/b7vf5559HUhvr3XLLLbb7NVcQvqdAAQRK401zl1v6ufGoOSHfU0ABBSojUBpvm9tj6ectjcdMD0/9kKnhqe/RxsfsCtQb16xZE+1/dHggMY33d+3aFQOiMBsD7X0TJkyIz2gndFFAAQUyARPXMgl/K9DgAlQ+SisgJIuV/vv8y+ehIiNl8MCRJDUy4a+55ppITOM1yWxUYqiEkMDGFAGzZs1K48aNi16YfE6FhEx6pgalYsI6JMDxgJKKCaNsUKHJemeefw7+WwEFGlvAuNTY5evVKaBA/QhUOh6ThEY9kYYsOi6wXHXVVdETk0ar7IcHoDRy8e/Tp0+nffv2xWi/nA/1xD59+sQIHaVTytePqmeqgALlCBiPylFzGwUUUCBFGx8xlCXrIFr67/ONLqfdb+jQoenkyZPRZki73+LFixOjrDGyGp/RPmi73/ni/luB4ghUuj53secQxqPifK+8UgUUaL1AW8Vjpv5csmRJDHLCTF10TGUKeZ4l8zyYTqyMvHb06NHo4MAsXbQLjh8/Po0aNSqeNzsib+vL0y0UaHQBE9cavYS9vsIK0IDEQ0PmD2fUM4ZtpSLQrVu3eAjIkP48BMwas4AqbdCigkHlgwz5jRs3RoY8jU6MlEbFggeM9KikgeqNN96ICgjDu7IOlRSOx6gZn3zySVRUmF6UpDWmCGB+c/bBOZhRX9ivqBdeQAHjUgEL3UtWQIFcClQzHr/11lvRq3Lq1KlnG6hIVssaqEo7MJC8Rh2ShQYvE9Zy+fXxpBSoqIDxqKKc7kwBBQokUM34Sbsf7XqMnEG7HiPpcnza/Xg4SeIa7Y+0+02aNMl2vwJ9D71UBRAwHvk9UEABBfIhUK14TB0wey48Y8aMqP/xzJd2PZ4pM4U8nRp4Nk0CG1OKMjAKz455Rk2bn4sCCihwvoCJa+eL+G8FGkSA4fqpGGTzh1NBYHSzK664Ik2ePDkqCgzrnyWOkbRGpYKFh4RsT+9LRlxjpIxDhw6lpqamaJyioWrQoEFxU0pi2jPPPJN2794dlZMpU6YkHkxS8aCCQmY925LoxsgZgwcPTv37909M+5Q9sGwQci9DAQUuIWBcugSQHyuggAJVEqhmPP7tb38bI+/yEJPeldOmTYt6ZHapWeIav5vrCZqt528FFGhMAeNRY5arV6WAAm0vUM34eX67H/U52vnWr18f7X579+6NqUOZ/sl2v7Yve4+gQN4EjEd5KxHPRwEFiipQ7XjMTFu09/FcmIFNmK2L58F0aKDTA4l0tPcxiAmfZc+F7aha1G+o163AxQVMXLu4j58qUHcCJJ9RGSDpjISzLHmMSgLJZDQg8dCQxiRGuyCZjQx3EthKE9cYgptkN0Zbo+ck+2MhYY0GKjLjSUBjCqgnnngiGqqooPAZiW1M/UTSGhUlKiH8m2179OhRd6aesAIKXJ6Aceny/NxaAQUUqJRAreMxnRvoiUl9tHSkX64vS2Cr1LW6HwUUyLeA8Sjf5ePZKaBAfgXyEj9pT+RhJe1+nBPtfdTxbPfL73fHM1Og0gLGo0qLuj8FFFCgPIFaxWOeG/NcmPa+mTNnxoApXMH5A6XY5ldeubqVAkUTMHGtaCXu9Ta8QJZwRtLavHnzYtS10vnFqTCQ2c7QrLxPAhsjoTHHeOkDRCo6TNVE8hn7ohfljh074qEiDVHjxo2LDHqmFH3yySdjxDUS1sisp6JCUhzzl2cZ9STG0RszG+Gt4QvCC1RAgbMCxqWzFL5QQAEFaiqQl3g8YMCAr9Q7a4riwRVQoCYCxqOasHtQBRRoAIFaxk9G0qDdj5kcaPc7duxYTP9Ee6Ltfg3w5fISFGilgPGolWCuroACCrSRQK3jMYlrPBemvS9bSp83Z+/5WwEFFLiYgIlrF9PxMwXqUIBhWEk2W7RoUfr973+fqLDcfvvtMc0n2e8M3897JJExAtqYMWOi0YlkNKbu5DPWYShX5h5npLZ9+/ZFYtrWrVvjMxLSGG2Nxioaqd59992QuuGGG6LxiulISYRzUUABBRAwLvk9UEABBfIhYDzORzl4FgooYP3Q74ACCihQrkCt6nM8fKTdj1kcbPcrt/TcToHGEjAeNVZ5ejUKKFC/ArWKx4j5XLh+vzeeuQJ5EzBxLW8l4vkocJkCjIC2Zs2atGzZsvTBBx/EFJ0PPvhgGj16dNq/f3+MwLZp06ZIRCMpjZHXqFiQwMaUobt3746kN9bhcxLQGF2NKQCo/PD+xx9/HPvp3LlzjMDG6Gxjx45Nd999d5o4cWLMU860pC4KKKAAAsYlvwcKKKBAPgSMx/koB89CAQWsH/odUEABBcoVsD5XrpzbKaBApQWMR5UWdX8KKKBAeQLG4/Lc3EoBBfIlYOJavsrDs1HgkgJM30lCGSOdZdNwMnpa9sPoaFni2kcffRTTgj7yyCMxTCsjqJGYtnbt2pj6c+PGjZFkNmvWrEhcY5h/pgN944030meffRb7ZCrRa665JhLc2J7333///bRhw4YYlY0EtYEDB8b+SYBjfecrv2QxuoICDSVgXGqo4vRiFFCgjgWMx3VceJ66Ag0mYDxqsAL1chRQoGoCxs+qUXsgBRS4hIDx6BJAfqyAAgpUScB4XCVoD6OAAjUVMHGtpvweXIHWCxw4cCBt3rw57dq1Kx0+fDh17NgxpgFl7nCm/mT0M6YKXbx4cXrxxRcTo6KRuHb11VfHiGokvTHl5/r169Mnn3wSSXBDhw6NxDS2J/FtwYIFMWUo24wfPz6S0fr06ZOYFoBR13bu3JkOHjyYqCxx/J49eyaS3pqamiIRrvVX5RYKKFDPAsalei49z10BBRpJwHjcSKXptShQ3wLGo/ouP89eAQVqJ2D8rJ29R1ZAga8KGI++6uG/FFBAgVoJGI9rJe9xFVCgmgImrlVT22MpUIYAiWiMdEaSGsO9btu2LTFS2t69e+P9Dh06pK5du0biGdN09uvXL0ZiW7FiRXr22WdjZLY77rgjEtdIUGOENJLTGDFtyZIlkQCXJb8x3SfHW716dSS8zZw5M40aNSqmCWVENxY+J2GNcyKRrX379rEu5+GigALFEDAuFaOcvUoFFMi/gPE4/2XkGSpQFAHjUVFK2utUQIFKCxg/Ky3q/hRQoFwB41G5cm6ngAIKVFbAeFxZT/emgAL1IWDiWn2Uk2dZYIFsCNhPP/00zZ8/P6YBJfGMZLNshDWm7yRh7dZbb01XXXVVvE+C27x58yIxbeTIkYmktunTpydGZmOaUT4ncY1tjxw5Eu/PmDEjpv08evRoJLgxilr37t3jWCSoMQUoyWqlP7yXfVbgYvLSFSiUgHGpUMXtxSqgQI4FjMc5LhxPTYGCCRiPClbgXq4CClRMwPhZMUp3pIAClylgPLpMQDdXQAEFKiRgPK4QpLtRQIG6EjBxra6Ky5MtogBTe+7evTutXLkyvfHGG2nLli0xwlr//v3TsGHDIumMaUFJJmNqT5LTSEAjOY31GZ2Nz4YPH55uuOGGGEGN6UM///zzmCp03bp1kbzG/hiZbdy4cZG0lo2gxrbZQpKaiwIKKGBc8juggAIK5EPAeJyPcvAsFFAgJeOR3wIFFFCgPAHjZ3lubqWAApUXMB5V3tQ9KqCAAuUIGI/LUXMbBRSodwET1+q9BD3/hhfIpvVcv359IsmMkdYYVY2kNaYIJantww8/TJs3b06MlDZmzJh0//33x/SeJLStWbMmkt169eqVrrvuujR+/PgYXY11165dm5YvX54++uijGLHt0UcfTVOmTDk7gppJaw3/9fICFShLwLhUFpsbKaCAAhUXMB5XnNQdKqBAmQLGozLh3EwBBQovYPws/FdAAAVyI2A8yk1ReCIKKFBwAeNxwb8AXr4CBRUwca2gBe9l50/g+PHj6dChQ+nkyZORnMaoaF26dEmHDx9OmzZtSjt27Eh79+5Nffr0iVHVhgwZEhfBlJ+LFi1KK1asSBs2bEi8/61vfSsNHTo0kexG4hqfsX9GXWNEtalTp8Yx+Gzp0qXpgw8+SIy49vjjj6dp06bFlKDZtKAcxJHW8vd98YwUqIaAcakayh5DAQUUuLSA8fjSRq6hgALVETAeVcfZoyigQOMJGD8br0y9IgXqVcB4VK8l53kroECjCRiPG61EvR4FFLgcARPXLkfPbRWooABTdzKiGslrPXr0iBHQBg4cGNN2HjlyJBLYSGIjmY3ktJ49e8bRd+7cGclnjJ722WefpcGDB6d77703XXHFFWnPnj0xVSijqjFlKP8eMWJE+vrXv5769u0b261atSp9+umnsd03vvGNNHny5Ehqa9++fQWvzl0poEA9ChiX6rHUPGcFFGhEAeNxI5aq16RAfQoYj+qz3DxrBRSovYDxs/Zl4BkooMD/ChiP/CYooIAC+RAwHuejHDwLBRTIh4CJa/koB8+igAKnT59Op06dikQ1pvsk6YzENZLUSCpjBLSmpqb46devXySssX6HDh1iitBOnTrFSGiMxMaoaWy7ffv2SEC7++6706hRoxLzoO/atStGXmPUNaYEZXrRO+64IxLfVq5cGclsJKmx/i233JJGjx5t4loBv49esgIIGJf8HiiggAL5EDAe56McPAsFFLB+6HdAAQUUKFfA+ly5cm6ngAKVFjAeVVrU/SmggALlCRiPy3NzKwUUKIaAiWvFKGevMmcCZ86ciSlBSSxjpLQ333wzpvRkRDUS00hU6969e7xmhLTZs2enkSNHJqYP5XMSzZi+k99MFcpUn0z7yehrw4YNS/fff39MCUqi27Fjx2K0ttWrV6fXX3891me0thMnTkSiG1OPXn/99TF96JgxY+LY7NvpQXP2pfF0FGhjAeNSGwO7ewUUUKCFAsbjFkK5mgIKtLmA8ajNiT2AAgo0qIDxs0EL1stSoA4FjEd1WGiesgIKNKSA8bghi9WLUkCBCgqYuFZBTHelwKUEqJhkCwllBw8eTEuWLEnPPvts2rx5cxo0aFAkjpFYdvLkyUhE6927d7rmmmvSpEmTYppP/k1WPguJa0wB+sYbb8SoarzPiGlz586N3ySusZDstnXr1vTee++lDRs2xChvJMkxuhuJboy0NmHChEQSG1ORuiigQHEEjEvFKWuvVAEF8i1gPM53+Xh2ChRJwHhUpNL2WhVQoJICxs9KarovBRS4HAHj0eXoua0CCihQOQHjceUs3ZMCCjS2gIlrjV2+Xl2OBKicZBUURjM7evRo2rt3b1q+fHl65ZVXYtrQ2267LRLOOnbsGIlmCxYsiFHRunXrlsaPH5/uuuuuxKhopYlrq1atSr/5zW8SU4ayDglu06ZNi6lGOQYL04MeP348pgUlWY6kOZLaOI8ePXqkAQMGpF69eiWmHyUZzkUBBYohYFwqRjl7lQookH8B43H+y8gzVKAoAsajopS016mAApUWMH5WWtT9KaBAuQLGo3Ll3E4BBRSorIDxuLKe7k0BBRpbwMS1xi5fr67GAlRKSB7bt29fYlpQEs5IDmMaUBLHeJ8pPufPnx8JZN/61rci8YzttmzZkhYuXBgjspGcNmTIkPTYY4+l6dOnx5ShJLexkPj21FNPpQMHDqSbbropXXnllYkR2zjW559/HiOokezWt2/fSFTj/SxpzUS1Gn9BPLwCNRAwLtUA3UMqoIACzQgYj5tB8S0FFKiJgPGoJuweVAEFGkDA+NkAheglKNAgAsajBilIL0MBBepewHhc90XoBSigQI0ETFyrEbyHbXwBKif8bNu2LS1atCh+kzTGVJ/Dhw9PjKLGVJ1MEbp48eKYIvThhx8+m7hGotuePXties//9//+XySiPfroo+m6666LJDaS39jfypUr0zPPPBMJcozYxnSfmzZtih+mBWX60QceeCD227lz5xhRjfNitLXsp/FLwytUQAEEjEt+DxRQQIF8CBiP81EOnoUCClg/9DuggAIKlCtgfa5cObdTQIFKCxiPKi3q/hRQQIHyBIzH5bm5lQIKKICAiWt+DxSosMDJkycjiYwpOXfv3h0JZJ988kkkoTHCGVNzMvoZU3OSfMY6H374YbzHiGtTp06NUdI6dOgQSSYfffRR+q//+q+YMvTaa69N11xzTYy6RkIax1qyZEmMuMboarNnz479k7i2a9euxDmMGjXqbOJaly5dEvt1UUCBYgkYl4pV3l6tAgrkV8B4nN+y8cwUKJqA8ahoJe71KqBApQSMn5WSdD8KKHC5AsajyxV0ewUUUKAyAsbjyji6FwUUKLaAiWvFLn+vvg0EDh06lHbs2BEjob333nsx0lqWsNbU1BTJZozCxohrJKmx/ssvvxz/fuSRRyL5bMCAAZHUxul9+umn6ZVXXon9se7YsWPTN7/5zTR+/Ph0/PjxmGb0X//1XxPTiY4YMSJGWGNUt2HDhsU6TB06evToGNGtffv2McpaG1y2u1RAgRwLGJdyXDiemgIKFErAeFyo4vZiFci1gPEo18XjySmgQI4FjJ85LhxPTYGCCRiPClbgXq4CCuRWwHic26LxxBRQoI4ETFyro8LyVOtDYN++fWnjxo1p6dKl6d13341Rz8aMGROJZCSuMTLa+++/H6OpMXraqVOn0oIFC+I3/54xY0a6+uqr0+DBg+OCGTmNEduYTpSR2djH448/niZPnpyYTpRt//3f/z2tXr06XXHFFWnkyJGR3DZp0qQYmY33unbtmjp27FgfgJ6lAgpUXMC4VHFSd6iAAgqUJWA8LovNjRRQoA0EjEdtgOouFVCgEALGz0IUsxepQF0IGI/qopg8SQUUKICA8bgAhewlKqBAmwuYuNbmxB6gaAL79++PxDWS15iys3Pnzumqq65KQ4YMiSlAeZ8R1EhgYyQ0ksqo1OzduzemDeU9Rl5jG+ZDP3z4cEz7uWzZsvTaa6/F/h588MFEMhyfrVixIr344ovxevr06THKGslqAwcOjOlHGdmN6UHbtWtXtKLwehVQ4P8EjEt+FRRQQIF8CBiP81EOnoUCCqRkPPJboIACCpQnYPwsz82tFFCg8gLGo8qbukcFFFCgHAHjcTlqbqOAAgp8VcDEta96+C8FLluAIWG3b98eiWm87tmzZxo3blxM1UnyGFN/vvrqq2nz5s3xWd++fRNTgzK9KO/36NEjffe7302MvtarV69IXqPSw6hrTClKEtr999+fSHA7cuRITEW6cuXKSEybMmVKjLjWv3//mHr0si/GHSigQEMIGJcaohi9CAUUaAAB43EDFKKXoECDCBiPGqQgvQwFFKi6gPGz6uQeUAEFLiBgPLoAjG8roIACVRYwHlcZ3MMpoEBDCpi41pDF6kXVUuD48eMx+tmxY8di+s9OnTpFAlqXLl0iuWzbtm0xVeiGDRtiPZLWrr322hht7ec//3n0fL/99tsjcY3pQBkxbefOnZG49uabb6bu3bunhx9+OE2YMCH2f/To0XTgwIHYd+/eveNzRnkjwc1FAQUUQMC45PdAAQUUyIeA8Tgf5eBZKKCA9UO/AwoooEC5AtbnypVzOwUUqLSA8ajSou5PAQUUKE/AeFyem1spoIACpQImrpVq+FqBCgicPn06nTx5MkZKY4S19u3bR1IZr/nZunVreu+999L69etjxDSm9Zw7d268/uUvfxnTiw4dOjRGThs/fnxML0qy25YtW2IKUqYcZarQiRMnVuBs3YUCChRBwLhUhFL2GhVQoB4EjMf1UEqeowLFEDAeFaOcvUoFFKi8gPGz8qbuUQEFyhMwHpXn5lYKKKBApQWMx5UWdX8KKFBEARPXiljqXnObCpw5cyaS1rKDkKyWLbxeu3ZtevHFFyNBLZtG9Oabb05du3ZNy5YtS+vWrYvkNoaWZdQ0pgPdtWtXJMANHjw4TZs2LRLdRn85VSjHYik9RnYsfyuggAKZgHEpk/C3AgooUFsB43Ft/T26AgqcEzAenbPwlQIKKNAaAeNna7RcVwEF2lLAeNSWuu5bAQUUaLmA8bjlVq6pgAIKXEjAxLULyfi+AhUUoNKSLStWrEi/+tWv0o4dO9K4ceMS04FOnz49phPlvU2bNp1NXtu7d286ePBgTCnat2/fWHfKlClp6tSpadCgQSauZaj+VkCBVgsYl1pN5gYKKKBAmwgYj9uE1Z0qoEAZAsajMtDcRAEFFPhSwPjp10ABBfIiYDzKS0l4HgooUHQB43HRvwFevwIKtFbAxLXWirm+Aq0UoHJSWkFZvnx5euKJJ9KBAwfSrbfeGklow4cPTx07dkx79uyJRLUTJ07E7927dyfmRu/SpUvq06dPYsS1pqameM17LgoooEA5AsalctTcRgEFFKi8gPG48qbuUQEFyhMwHpXn5lYKKKCA8dPvgAIK5EXAeJSXkvA8FFCg6ALG46J/A7x+BRQoR8DEtXLU3EaBVghkFRR+szAd6JNPPhmjqM2dOzeNGTMmpvokWe3w4cMxZeiwYcNSp06d0v79+yPprVevXqlHjx6pe/fu8X4rDu+qCiigwB8JGJf+iMQ3FFBAgZoIGI9rwu5BFVCgGQHjUTMovqWAAgq0QMD42QIkV1FAgaoIGI+qwuxBFFBAgUsKGI8vSeQKCiigwB8JmLj2RyS+oUDlBaiknD59On6YKvQ3v/lNYhrQmTNnRqLahg0bIkmtQ4cOaeTIkemmm25KjMLG0r59+xiNjRHZ+Jx/uyiggAKXK2BculxBt1dAAQUqI2A8royje1FAgcsXMB5dvqF7UECBYgoYP4tZ7l61AnkUMB7lsVQ8JwUUKKKA8biIpe41K6DA5QiYuHY5em6rQAsFqKCcPHkyHTlyJC1ZsiT96le/Sjt27EgTJkxInTt3Ttu3b0+nTp1KAwYMSOPHj0/XX399JLAx6hrJai4KKKBApQWMS5UWdX8KKKBAeQLG4/Lc3EoBBSovYDyqvKl7VECBYggYP4tRzl6lAvUgYDyqh1LyHBVQoAgCxuMilLLXqIAClRQwca2Smu5LgYsIMA3ozp0707vvvpt++tOfpo0bN6bRo0fHyGpDhgyJ1xMnTkwjRoxI/fv3j2lBGV2tXbt2F9mrHymggALlCxiXyrdzSwUUUKCSAsbjSmq6LwUUuBwB49Hl6LmtAgoUWcD4WeTS99oVyJeA8Shf5eHZKKBAcQWMx8Ute69cAQVaL2DiWuvN3EKBsgQOHTqUtm3blhYuXJieeuqpeD1u3LgYYY1R1rKfpqamsvbvRgoooEBrBYxLrRVzfQUUUKBtBIzHbePqXhVQoPUCxqPWm7mFAgoogIDx0++BAgrkRcB4lJeS8DwUUKDoAsbjon8DvH4FFGiNgIlrrdFyXQUuQ+CLL75Ie/fuTatWrUpvv/12TB06a9asGGmtT58+qVevXvHD1KEuCiigQDUEjEvVUPYYCiigwKUFjMeXNnINBRSojoDxqDrOHkUBBRpPwPjZeGXqFSlQrwLGo3otOc9bAQUaTcB43Ggl6vUooEBbCpi41pa67luBEoETJ06kbFjYdevWpY4dO6arrroqDR48OHXo0MEpQUusfKmAAtURMC5Vx9mjKKCAApcSMB5fSsjPFVCgWgLGo2pJexwFFGg0AeNno5Wo16NA/QoYj+q37DxzBRRoLAHjcWOVp1ejgAJtK2DiWtv6uncFzgqcPn06nTp1Kh09ejQS2Nq1a5d69+6dunbtatLaWSVfKKBANQWMS9XU9lgKKKDAhQWMxxe28RMFFKiugPGout4eTQEFGkfA+Nk4ZemVKFDvAsajei9Bz18BBRpFwHjcKCXpdSigQDUETFyrhrLHUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUOCtg4tpZCl8ooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgpUQ8DEtWooewwFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQIGzAiaunaXwhQIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiigQDUETFyrhrLHUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUOCtg4tpZCl8ooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgpUQ8DEtWooewwFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQIGzAiaunaXwhQIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiigQDUETFyrhrLHUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUOCtg4tpZCl8ooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgpUQ8DEtWooewwFFFBAAQUUUEABBRRQQAEFFFBAgaoKHD16NO3bty8dO3YstWvXLnXt2jX16dMndenSpUXnceLEiXTkyJF06tSp1KlTp7M/HTp0aNH2rqSAAgoooIACCiiggAIKKKCAAgoooIACFxcwce3iPn6qgAIKKKCAAgoooIACCiiggAIKKFCHAtu3b08ff/xx2rlzZySdDRkyJE2ZMiUNGjSoRVezf//+tGnTpkQCXO/evSPprW/fvpEA16IduJICCiiggAIKKKCAAgoooIACCiiggAIKXFTAxLWL8vihAgoooIACCiiggAIKKKCAAgoooEA9CmzYsCG9/vrrafPmzalz585p9OjR6aabbkojRoxo0eVs27YtffTRR+ngwYOJpLehQ4emYcOGpV69erVoe1dSQAEFFFBAAQUUUEABBRRQQAEFFFBAgYsLmLh2cR8/VUABBRRQQAEFFFBAAQUUUEABBRSoQ4HLTVxbt25deumll9Lnn3+exowZk6688so0fvz41L9//zrU8JQVUEABBRRQQAEFFFBAAQUUUEABBRTIn4CJa/krE89IAQUUUEABBRRQQAEFFFBAAQUUUKCFAkzlybSeBw4cSIcOHUonT55MHTp0SLt27UpLly5N+/btS927d4+R1qZNm5aY7pP1jh07ls6cOZPat2+fOnbsGCOpDRgwIKYCPX78eGz761//Om3dujWNHDkyRmwjgW348OFp4MCBqUuXLjGN6OHDhy+6vx49eqR27drFTwsvydUUUEABBRRQQAEFFFBAAQUUUEABBRQohICJa4UoZi9SAQUUUEABBRRQQAEFFFBAAQUUaEyBHTt2pCVLlqQVK1aktWvXxtSeXbt2jUSxEydORCIaiWYkpfHzxRdfpNWrV6fdu3enU6dOxTSivXv3jtHUbr311jRo0KAYZe39999PTzzxROyzT58+kfBG0tukSZPS3LlzY1/bt29PjOx2sf0xRSmJcSTIuSiggAIKKKCAAgoooIACCiiggAIKKKDAOQET185Z+EoBBRRQQAEFFFBAAQUUUEABBRRQoE4ESDpj1DSS1V577bVIHmP0M0ZRI3GNkdcYia1bt24xWtrQoUNjmk8S19hmz549kbh2+vTp+M2oanPmzInR1diWZLiLJa41NTWlLVu2pI0bN150f5MnT079+vWL86gTWk9TAQUUUEABBRRQQAEFFFBAAQUUUECBqgiYuFYVZg+igAIKKKCAAgoooIACCiiggAIKKFBJgSNHjkTy2eLFi9Nzzz2XmN7z9ttvT0znydScJKc9//zzMYUoU4ReddVVacKECZFExrokvpHkxohtTCnKlKMjRoyIJLcrr7wyMZraxaYKZRQ1piHlPC62v3HjxsWxGfXNRQEFFFBAAQUUUEABBRRQQAEFFFBAAQXOCZi4ds7CVwoooIACCiiggAIKKKCAAgoooIACdSKwd+/etH79+kTi2htvvJGYzvNP//RPE0lqjKL28ccfp5/85Cdp69atkThG4tqUKVMicY1R10g2Yz0+//DDDxP769+/fyS33XLLLZGQ9swzz6Rdu3bFe0wRyj6yBDRGeyNx7dChQzH96KX2x4huLgoooIACCiiggAIKKKCAAgoooIACCihwTsDEtXMWvlJAAQUUUEABBRRQQAEFFFBAAQUUqBMBRkRbtGhRWrNmTUzZOWTIkHT//fcnRjhjWblyZfrtb3+bPvvsszR48OB0xRVXxGhqjKxGshsJaySbHThwIJLTGEGN5LJZs2alr33ta+nEiRPpYolrBw8ejH1w/Jbsj1HcXBRQQAEFFFBAAQUUUEABBRRQQAEFFFDgnICJa+csfKWAAgoooIACCiiggAIKKKCAAgooUCcCJKQtWLAgRl1jBDWm+Zw7d24kp3EJ69atSy+88EIkrvXs2TN17949denSJR0+fDgS3UhYYyGRjdHWmF60qakpTZ8+PT300EMxGtvFEteykdpIkNuyZUskwF1sf0xT6qKAAgoooIACCiiggAIKKKCAAgoooIAC5wRMXDtn4SsFFFBAAQUUUEABBRRQQAEFFFBAgToRaG3i2pEjRyLJrWvXrmnmzJlpzJgxMb0o769evTovOFRZAAAHnElEQVRGT9u/f38aNWpU+uY3v5nOnDlz0RHXlixZkn7+85/HaG0t2d/EiRPrRNbTVEABBRRQQAEFFFBAAQUUUEABBRRQoDoCJq5Vx9mjKKCAAgoooIACCiiggAIKKKCAAgpUUICpQj/++ONIOmPEs2yq0PHjx0fS2flThTKq2sKFC2NUte9///vphhtuSAMGDEi7d+9O7777bkwtumvXrpgulMQ1RmBjqlHeGzt2bJo0aVKaMmVKGjRoUFzF/Pnz049+9KNE4ltL9sf2LgoooIACCiiggAIKKKCAAgoooIACCihwTsDEtXMWvlJAAQUUUEABBRRQQAEFFFBAAQUUqBOBffv2xQhqJK+9+eabMXra9773vXT11VfHNJ+8/5Of/CSm8bzqqqtiStB33nknEs/+5m/+Jt14442JKUQ//fTTGFlt1apVqX379mny5Mkx4hqvn3vuubRjx440fPjwxFSfTCM6ePDgECLZ7Z//+Z/TsWPHUkv2Z+JanXyxPE0FFFBAAQUUUEABBRRQQAEFFFBAgaoJmLhWNWoPpIACCiiggAIKKKCAAgoooIACCihQKYEvvvgi7dmzJy1evDj9/ve/T8ePH09z5sxJo0ePjgS0NWvWpHnz5qUDBw6kadOmxWGXL1+eevTokebOnZsYma1bt24xRehbb70VCW78e+rUqZG4xus33ngjbdy4MUZw69+/fySvjRgxIg0cODCx///+7/9OTC/akv2ZuFapknc/CiiggAIKKKCAAgoooIACCiiggAKNImDiWqOUpNehgAIKKKCAAgoooIACCiiggAIKFEjg1KlTkaxGAtlrr70WU4Yybefp06dT165d08mTJyNpjQS0UaNGpe7du8e0niSaMW0on/Nex44dYxu2O3PmTJo4cWIkrjGN6IoVK9KSJUvSBx98kD7//PPUu3fvmDKUBLlOnTqlBQsWRAJbS/Zn4lqBvpxeqgIKKKCAAgoooIACCiiggAIKKKBAiwRMXGsRkyspoIACCiiggAIKKKCAAgoooIACCuRRgKk8SS4jyWzt2rXp4MGDkbhGUhqjq/Xp0yc1NTXFa5LUdu/enZYtWxaJaCS4kYxGkhqvT5w4EdOC3nLLLbHNzp0708qVKxPTgn722WcxktvYsWNjZDe22bJlS1q3bl2L9jdy5Mg88nlOCiiggAIKKKCAAgoooIACCiiggAIK1EzAxLWa0XtgBRRQQAEFFFBAAQUUUEABBRRQQIHLFTh69GhM18mUoIcOHYqR1Dp06JD4IVGNkdE6d+4cr9u1a5eOHTsWI7ExtWj79u3j8y5dusRrRlxjhDaS0tiGdUmEI9mNqUnZnmQ4pgplG97jmBz7Uvsjkc5FAQUUUEABBRRQQAEFFFBAAQUUUEABBc4JmLh2zsJXCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACVRAwca0KyB5CAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFDgnICJa+csfKWAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKFAFARPXqoDsIRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBc4JmLh2zsJXCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACVRAwca0KyB5CAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFDgnICJa+csfKWAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKFAFARPXqoDsIRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBc4JmLh2zsJXCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACVRAwca0KyB5CAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFDgnICJa+csfKWAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKFAFARPXqoDsIRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBc4JmLh2zsJXCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACVRAwca0KyB5CAQUUUEABBRRQ4P+3a4c2AAAACMP+/xq5D1B1OJLqESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEACwrUsLAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBA4CAjXDsguCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAB4VoWFgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgcBAb9PoSczj3ZtQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 520
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "---"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "#img=Image(filename='images/tentativeLecturePlan.png',width=700)\n",
    "#url_github_repo=\"https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20232024/raw/main/PDAI/jupyter/jupyterNotebooks/\"\n",
    "url_github_repo_jupyter=url_github_repo+\"jupyter/jupyterNotebooks/\"\n",
    "from IPython.display import display, Markdown, Latex\n",
    "\n",
    "\n",
    "display(Markdown('<center><font size=\"+4\">Module 2 on Machine Learning (February 2026)</font></center>'))\n",
    "display(Markdown('<center><font size=\"+4\">Part 1: We first build our toolset</font></center>'))\n",
    "print()\n",
    "print('\\nPython is very popular')\n",
    "print('https://www.tiobe.com/tiobe-index/')\n",
    "img=Image(url_github_repo_jupyter+'images/tiobeNov2023.png',width=500)\n",
    "display(img)\n",
    "print()\n",
    "print('\\nWhy is python so popular!?')\n",
    "img=Image(url_github_repo_jupyter+'images/pythoncpp.jpg',width=500)\n",
    "display(img)\n",
    "print()\n",
    "print('\\nSlicing data...')\n",
    "img=Image(url_github_repo_jupyter+'images/slice.png',width=500)\n",
    "display(img)\n",
    "print()\n",
    "print('\\nAnalysing data: Finance data')\n",
    "img=Image(url_github_repo_jupyter+'images/finance.png',width=500)\n",
    "display(img)\n",
    "print('\\nAnalysing data: COVID data')\n",
    "img=Image(url_github_repo_jupyter+'images/covid.png',width=520)\n",
    "display(img)\n",
    "\n",
    "print()\n",
    "print()\n",
    "display(Markdown('---'))\n",
    "print()\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<center><font size=\"+4\">Part 2: We apply our toolset to a famous case study</font></center>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No students were harmed in previous editions...\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/jpeg": {
       "width": 500
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Biopsy\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/jpeg": {
       "width": 500
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Can we classify benign and malignant breast cancers?\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "---"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "display(Markdown('<center><font size=\"+4\">Part 2: We apply our toolset to a famous case study</font></center>'))\n",
    "print('No students were harmed in previous editions...')\n",
    "img=Image(url_github_repo_jupyter+'images/memeTitanicBreastCancer.jpeg',width=500)\n",
    "#img=Image(url_github_repo+'images/Breast-Biopsy-2.jpg',width=500)\n",
    "display(img)\n",
    "print()\n",
    "print('Biopsy')\n",
    "img=Image(url_github_repo_jupyter+'images/Breast-Biopsy-2.jpg',width=500)\n",
    "display(img)\n",
    "print()\n",
    "print('Can we classify benign and malignant breast cancers?')\n",
    "img=Image(url_github_repo_jupyter+'images/fna-benign1.png',width=500)\n",
    "display(img)\n",
    "img=Image(url_github_repo_jupyter+'images/fna-malignant1.png',width=500)\n",
    "display(img)\n",
    "\n",
    "print()\n",
    "print()\n",
    "display(Markdown('---'))\n",
    "print()\n",
    "print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is this notebook about"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is mainly based on Chapter 4 of the following book:\n",
    "* [Python for Data Analysis, 2nd edition, William Wesley McKinney (O’Reilly)](https://www.oreilly.com/library/view/python-for-data/9781491957653/)\n",
    "* [Freely available Jupyter notebooks covering the examples/material of each chapter](https://github.com/wesm/pydata-book)\n",
    "* Some pictures have been taken from these sources"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In particular, this notebook introduces the libraries:\n",
    "* [NumPy](https://numpy.org/): for scientific computing\n",
    "* [Pandas](https://pandas.pydata.org/): \n",
    "   * for working with structured data (CSV, Spreadsheets, Databases)\n",
    "   * for creating advanced plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Note: in this notebook we will often refer interchangeably to _arrays_, _NumPy arrays_ or just _ndarrays_. \n",
    "<br/>\n",
    "> You can think of __arrays as lists with better performances__ for numerical computing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NumPy\n",
    "NumPy, _Numerical Python_, is the Python package for __scientific computing__\n",
    "\n",
    "It provides:\n",
    "* An efficient implementation for list-like multidimensional data structures named __NumPy arrays__ or __ndarray__\n",
    "  * including functions for performing\n",
    "    * element-wise computations on arrays \n",
    "    * mathematical operations between arrays\n",
    "* Tools for reading/writing datasets from/to disk and arrays\n",
    "* Linear algebra operations, Fourier transform, and random number generation\n",
    "* 1-line plotting functionalities\n",
    "* Tools for integrating C, C++, and Fortran code with Python\n",
    "  * Useful to use legacy code\n",
    "  * Useful to use very efficient and established libraries for scientifical computation\n",
    "\n",
    "\n",
    "NumPy arrays are a more efficient way of storing and manipulating data than the other built-in Python data structures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/jpeg": {
       "width": 800
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img=Image(url_github_repo+'jupyter/jupyterNotebooks/images/pythoncpp.jpg',width=800)\n",
    "display(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install and import the NumPy module\n",
    "The first time you run this notebook you might have to install numpyPandas using the following script:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: numpy in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (1.22.3)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "#%pip install --upgrade pip\n",
    "%pip install numpy\n",
    "\n",
    "#import sys\n",
    "#!\"{sys.executable}\" -m pip install --upgrade pip\n",
    "#!\"{sys.executable}\" -m pip install numpy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After installing a module (only once), you should import it (everytime)\n",
    "- The Python community has adopted a number of __naming conventions__ for commonly used modules:\n",
    "* Below you see the conventions for numpy, pandas and matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "# import pandas as pd \n",
    "# import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* This means that when you see `np.arange(4)`, we refer to `numpy.arange(4)`, the `arange` function in NumPy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Main features: Arrays, Vectorized Computation, Broadcast"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Numpy provides:\n",
    "* __ndarray__, a multidimensional array providing **vectorized arithmetic** operations and **broadcasting** capabilities\n",
    "   * Vectorized arithmetic operations: \n",
    "     - Operations on arrays are done \n",
    "       - element-wise iterating over the elements of the arrays \n",
    "       - _at C level rather than at Python level_, obtaining better performances. \n",
    "     - We get a concise syntax\n",
    "   * [Broadcasting](https://numpy.org/doc/stable/user/basics.broadcasting.html): \n",
    "     - In general, operations on arrays should be done on arrays with same _dimensions_\n",
    "     - In certain cases, operations on arrays can be done even if they do not have same dimensions. Pyhton tries to guess what to do\n",
    "     - E.g., if you multiply an array by a constant, each entry of the arrays is multiplied by the constant\n",
    "       - the constant is `broadcasted` on each entry of the array\n",
    "     - No data is 'needlessly' copied, and the _iterations to broadcast_  are done at C level, obtaining better performances\n",
    "* Standard mathematical functions for applying operations on entire arrays without having to write loops\n",
    "  - Again, these guarantee C-level performances"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## The NumPy ndarray: A Multidimensional Array"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Performance comparison Numpy ndarrays vs Python lists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l=[1,2,3]\n",
    "l"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a ndarray and a built-in Python list, each with 5mln elements."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "np_arr has type <class 'numpy.ndarray'>\n",
      "py_list has type <class 'list'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([      0,       1,       2, ..., 4999997, 4999998, 4999999])"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "np_arr = np.arange(5000000) #5 mln\n",
    "py_list = list(range(5000000)) #5 mln\n",
    "\n",
    "print('np_arr has type',type(np_arr))\n",
    "print('py_list has type',type(py_list))\n",
    "np_arr\n",
    "#py_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's compute the square value of each element in the array/list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test NumPy Array\n",
      "CPU times: user 5.87 ms, sys: 16.4 ms, total: 22.3 ms\n",
      "Wall time: 20.8 ms\n",
      "\n",
      "Test Python list comprehension\n",
      "CPU times: user 1.27 s, sys: 40 ms, total: 1.31 s\n",
      "Wall time: 1.32 s\n",
      "\n",
      "Test Python list iteration\n",
      "CPU times: user 1.8 s, sys: 30.4 ms, total: 1.83 s\n",
      "Wall time: 1.84 s\n",
      "\n",
      "Tests completed\n"
     ]
    }
   ],
   "source": [
    " print(\"Test NumPy Array\")\n",
    " %time np_arr_power = np_arr ** 2\n",
    "\n",
    " print(\"\\nTest Python list comprehension\")\n",
    " %time py_list = [x ** 2 for x in py_list]\n",
    "\n",
    " print(\"\\nTest Python list iteration\")\n",
    " %time for i in range(len(py_list)): py_list[i]=py_list[i]**2\n",
    "\n",
    " print(\"\\nTests completed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What is an ndarray?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NumPy arrays are named **nd**array because they are **n**-**d**imensional arrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.61620472, 0.58545826, 0.08103701],\n",
       "       [0.38981213, 0.81803524, 0.857481  ]])"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#We have already imported numpy in a cell above\n",
    "#import numpy as np\n",
    "\n",
    "# Generate a 2x3 matrix with random data in the interval [0,1)\n",
    "data = np.random.rand(2, 3)\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Arrays enable you to perform\n",
    "mathematical operations on each of their elements \n",
    "* using a syntax similar to the equivalent operations between (scalar) numbers\n",
    "\n",
    "Below we \n",
    "* multiply by 10 **each value** in `data`\n",
    "* double **each value** in `data`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[6.16204719, 5.85458264, 0.81037006],\n",
       "       [3.89812127, 8.1803524 , 8.57480998]])"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data * 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.23240944, 1.17091653, 0.16207401],\n",
       "       [0.77962425, 1.63607048, 1.714962  ]])"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data + data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A difference between Python lists and arrays\n",
    "* lists can contain elements of **different type**\n",
    "* arrays have to contain only elements of **same type**\n",
    "\n",
    "Every array has \n",
    "* a`shape`, a tuple indicating the size of each dimension, \n",
    "  * `data.shape` is `(2,3)` because it has dimension 2x3\n",
    "* a `dtype`, an object describing the type of the data in the array\n",
    "  * `data.dtype` is `float64` because it contains floating point numbers (reals)\n",
    "  *  Note that `float64` is a [data type defined in NumPy](https://numpy.org/doc/stable/user/basics.types.html). _More on this later_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 3)\n",
      "float64\n"
     ]
    }
   ],
   "source": [
    "print(data.shape)\n",
    "print(data.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true
   },
   "source": [
    "### Creating ndarrays\n",
    "The easiest way to create an array is to use the `array` function. \n",
    "* This will produce a new array containing the provided data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6, 7.5, 8, 0, 1]\n",
      "[6.  7.5 8.  0.  1. ]\n",
      "(5,)\n",
      "float64\n"
     ]
    }
   ],
   "source": [
    "data1 = [6, 7.5, 8, 0, 1]\n",
    "print(data1)\n",
    "arr1 = np.array(data1)\n",
    "print(arr1)\n",
    "print(arr1.shape)\n",
    "print(arr1.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Why do we get `6.` and not `6`?__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List of lists, e.g. representing a matrix,\n",
    "* can be converted into a multidimensional array \n",
    "* if internal lists have same length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data2\n",
      " [[1, 2, 3, 4], [5, 6, 7, 8]]\n",
      "arr2\n",
      " [[1 2 3 4]\n",
      " [5 6 7 8]]\n",
      "(2, 4)\n",
      "int64\n"
     ]
    }
   ],
   "source": [
    "data2 = [[1, 2, 3, 4], [5, 6, 7, 8]]\n",
    "print('data2\\n',data2)\n",
    "arr2 = np.array(data2)\n",
    "print('arr2\\n',arr2)\n",
    "print(arr2.shape)\n",
    "print(arr2.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Further functions for creating new arrays:\n",
    "* `zeros` and `ones` create arrays of 0’s or 1’s, respectively, with a given length or shape.\n",
    "* To create a higher dimensional array with these methods, pass a tuple for the shape:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "np.zeros(10) = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "np.ones((3, 6)) =\n",
      " [[1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1.]]\n"
     ]
    }
   ],
   "source": [
    "print('np.zeros(10) =', np.zeros(10))\n",
    "print('np.ones((3, 6)) =\\n', np.ones((3, 6)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`arange` is an array-valued version of the built-in Python `range` function:\n",
    "* It allows to represent an open interval [start,stop,step)\n",
    "    - where only stop is mandatory\n",
    "    - `stop` does not belong to the range\n",
    "* Beware: \n",
    "  - `range` is an iterator that creates elements on demand\n",
    "  - `arange` fully creates the array allocating all the necessary space\n",
    "     - while python's `range` does not occupy much space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1., 1.]])"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones((3, 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2., 2., 2., 2., 2., 2.],\n",
       "       [2., 2., 2., 2., 2., 2.],\n",
       "       [2., 2., 2., 2., 2., 2.]])"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones((3, 6)) + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14]\n",
      "[ 0.  1.  2.  3.  4.  5.  6.  7.  8.  9. 10. 11. 12. 13. 14.]\n",
      "<class 'numpy.ndarray'>\n",
      "range(0, 15)\n",
      "<class 'range'>\n"
     ]
    }
   ],
   "source": [
    "print(np.arange(15))  #if you want integers\n",
    "print(np.arange(15.)) #if you want reals\n",
    "print(type(np.arange(15)))\n",
    "\n",
    "print(range(15))\n",
    "print(type(range(15)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([10, 12, 14, 16, 18])"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(10,20,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true
   },
   "source": [
    "### Data Types for ndarrays\n",
    "The names of the numerical dtypes follow this convention: \n",
    "* A type name, like `float` or `int`, followed by the number of bits used to represent an element of this type.\n",
    "* The higher is this number of bits, \n",
    "  * the higher precision (or the larger interval) you can use to store your data (GOOD)\n",
    "  * the more memory is required to store your data (BAD)\n",
    "\n",
    "For example, \n",
    "* a double-precision floating point value takes 64 bits (`float64`)\n",
    "* an integer might take 32 (`int32`) or 64 bits (`int64`)\n",
    "  * in the latter case being able to represent a larger interval of integers, but using up more space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1. 2. 3.]\n",
      "[1 2 3]\n",
      "float64\n",
      "int32\n"
     ]
    }
   ],
   "source": [
    "arr1 = np.array([1, 2, 3], dtype=np.float64)\n",
    "print(arr1)\n",
    "arr2 = np.array([1.1, 2.1, 3.1], dtype=np.int32)\n",
    "print(arr2)\n",
    "print(arr1.dtype)\n",
    "print(arr2.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can explicitly convert or cast an array from one dtype to another using ndarray’s `astype` method\n",
    "* This will create a `copy` of the original array, where elements have the new type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.1 2.1 3.1 4.1 5.1]\n",
      "Before float64 \n",
      "\n",
      "[1 2 3 4 5]\n",
      "After  int32\n"
     ]
    }
   ],
   "source": [
    "arr = np.array([1.1, 2.1, 3.1, 4.1, 5.1])\n",
    "print(arr)\n",
    "print('Before',arr.dtype,'\\n')\n",
    "int_arr = arr.astype(np.int32)\n",
    "print(int_arr)\n",
    "print('After ',int_arr.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true
   },
   "source": [
    "### Vectorized Arithmetics with NumPy Arrays"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you have values in an array\n",
    "* You can easily apply operations on each of its elements\n",
    "  * Arithmetic operations between equal-size arrays are applied element-wise\n",
    "  * Arithmetic operations between an array and a scalar (a number):\n",
    "    * the operation is applied between each array element and the scalar\n",
    "    * the scalar is said to be _broadcasted_ to all the array elements\n",
    "* Similarly to list comprehensions, this does not require loops,\n",
    "  * Note: as shown above, vectorized arithmetics is more efficient than the corresponding list comprehension operation (even more if compared to loops)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "a = \n",
      " [[1. 2. 3.]\n",
      " [4. 5. 6.]] \n",
      "\n",
      "a * a = \n",
      " [[ 1.  4.  9.]\n",
      " [16. 25. 36.]] \n",
      "\n",
      "a - a = \n",
      " [[0. 0. 0.]\n",
      " [0. 0. 0.]] \n",
      "\n",
      "1 / a = \n",
      " [[1.         0.5        0.33333333]\n",
      " [0.25       0.2        0.16666667]] \n",
      "\n",
      "a*0.5  \n",
      "= [[0.5 1.  1.5]\n",
      " [2.  2.5 3. ]] \n",
      "\n",
      "a**0.5  \n",
      "= [[1.         1.41421356 1.73205081]\n",
      " [2.         2.23606798 2.44948974]] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "a = np.array([[1., 2., 3.], [4., 5., 6.]])\n",
    "print('a = \\n',a, '\\n')\n",
    "print('a * a = \\n', a * a, '\\n')\n",
    "print('a - a = \\n', a - a, '\\n')\n",
    "print('1 / a = \\n', 1 / a, '\\n')\n",
    "print('a*0.5  \\n=', a*0.5, '\\n')\n",
    "print('a**0.5  \\n=', a**0.5, '\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Note that with `a * a` we do not compute the product of 2 matrices. \n",
    "> - We multiply them element-wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true
   },
   "source": [
    "### Basic Indexing and Slicing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexing and slicing 1-dimensional arrays"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Arrays have `indexing` and `slicing` capabilities of lists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "arr [0 1 2 3 4 5 6 7 8 9]\n",
      "You can indexsingle entries:\n",
      "arr[0] is 0\n",
      "arr[5] is 5\n"
     ]
    }
   ],
   "source": [
    "arr = np.arange(10)\n",
    "print('arr',arr)\n",
    "print('You can indexsingle entries:\\narr[0] is',arr[0])\n",
    "print('arr[5] is',arr[5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "arr\n",
      " [0 1 2 3 4 5 6 7 8 9]\n",
      "You can create slices:\n",
      "arr[:8]  is\n",
      " [0 1 2 3 4 5 6 7]\n",
      "arr[5:]  is\n",
      "           [5 6 7 8 9]\n",
      "arr[5:8] is\n",
      "           [5 6 7]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([5, 6, 7])"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('arr\\n',arr)\n",
    "print('You can create slices:')\n",
    "print('arr[:8]  is\\n',arr[:8])\n",
    "print('arr[5:]  is\\n          ',arr[5:])\n",
    "print('arr[5:8] is\\n          ',arr[5:8])\n",
    "view58=arr[5:8]\n",
    "view58"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A slice is a sort of `view` of the array\n",
    "* You can assign it to a variable\n",
    "* You can change its values\n",
    "  - The original array is changed as well!\n",
    "* **Beware**: no data is copied"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After arr[5:8] = 12 arr is\n",
      " [ 0  1  2  3  4 12 12 12  8  9]\n"
     ]
    }
   ],
   "source": [
    "arr[5:8] = 12\n",
    "print('After arr[5:8] = 12 arr is\\n',arr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: \n",
    "* if you assign a scalar value to a __slice__ (a selection of some elements in an array)\n",
    "  * as in `arr[5:8] = 12`\n",
    "* then the value is propagated (or, again, _broadcasted_) to each selected element \n",
    "\n",
    "If you are familiar with Python lists you might have noticed an important difference\n",
    "* When slicing a list, you actually create a copy \n",
    "* **Array slices are views on the original array**.\n",
    "* The __data in a slice is not copied__\n",
    "  * this is more efficient\n",
    "  * and any modifications to the view will be reflected in the source array\n",
    "  \n",
    "Let's see another example  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "source array [ 0  1  2  3  4 12 12 12  8  9]\n",
      "slice array [12 12 12]\n"
     ]
    }
   ],
   "source": [
    "print('source array', arr)\n",
    "arr_slice = arr[5:8]\n",
    "print('slice array', arr_slice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "source array (after arr_slice[1] = 12345):\n",
      " [    0     1     2     3     4    12 12345    12     8     9]\n"
     ]
    }
   ],
   "source": [
    "arr_slice[1] = 12345\n",
    "print('source array (after arr_slice[1] = 12345):\\n', arr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want a `copy of a slice of an ndarray` instead of a view, you will need to `explicitly copy` the array; \n",
    "* `arr2 = arr[5:8].copy()`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexing and slicing higher-dimensional arrays"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With higher dimensional arrays, you have many more options. \n",
    "* A two-dimensional array is actually an array of arrays\n",
    "  * Each entry of the _outer_ array contains an _inner_ array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 2, 3],\n",
       "       [4, 5, 6],\n",
       "       [7, 8, 9]])"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr2d = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]])\n",
    "arr2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3])"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr1d=arr2d[0]\n",
    "arr1d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr1d[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As for multidimensional lists, you can access single elements of inner arrays using nested `[]`\n",
    "* `arr2d[0][2]` is `3`, the third element (index `2`) of the first inner array (index `0`)\n",
    "* Alternatively, you can do `arr2d[0,2]`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]\n",
      " [4 5 6]\n",
      " [7 8 9]]\n",
      "3\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "print(arr2d)\n",
    "print(arr2d[0][2])\n",
    "print(arr2d[0, 2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**See figure below for an illustration of indexing a 2D array** <br />\n",
    "<img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAO4AAADUCAMAAACs0e/bAAAAtFBMVEX////M4/EAAAD8/PzO5vT19fXm5uabm5uwxND6+vrQ5/bR0dGwsLDj4+NjY2O0tLS/1eLD2eecrbiTo66sv8xYYmiluMPv7+/W1tZ3hIyOjo5EREQ7OzuEk5x+jZXIyMioqKhpdXx4eHg0NDS4zdokKCva8v8cHyE9REhga3GVlZURERFxfoZcXFwxNzqGhoZxcXG9vb1SUlItLS1aZGqWp7F9fX2Mm6UODxFNVVsXGhwfIiRnTxldAAAJlUlEQVR4nO2d6ULqOhSFy6JMgTIo0qIyiICiKFRUPPL+73WT0AL3dEqwIEf3+iNSFjtf06YDe6eGQSIdTU41t/NfKfttDTmO5ihsXltPuPrGphxD1uWmd3vAT8TNlvt927DcsuG4eatnGdlKweHv23P3J+JWeC/CtgBjAXvGN+YVMJBLyj8R13aMAR6MF/QxNy7R72Fm5+WSH4lrlN9vOWiZ97ElcMtYON6Cn4jbx+KJ4xrAtcFxC3x0RkUu+ZG4QLbGcR3eu47ENVx8yCU/FNe+5LhPKMh9t2CX83zYEvqRuAPgEXObb8qQI3ONd3NfLinj9nubdhBV+jm3bNUco+daTs0quTVrvcCu9b63ZSQSiUQikUgkEon0NeWSP5KGskeKE69sFQtL11S7XTmalifgKq8bJ30NcI1HTc+tvI2jJzwtTuBeQA7gK76sZ6rWrrVxc0YJsDVNqauM6vpum570cblG348rbjEWcKlr2wfXwkrbk7Yqx8OtevfzvlOuxH3Qte2BWxM35b9bFl6MGWq6Nn1cC5+ncOB9hLPQH0K0cbMjvLuV7z/wil8zZ9quhS6u+OkbcLUDpa7eu/amzFdSQXODyPeFtE/fSCTSr1P2lHUQ3tLpKmXgXq1Wq5yq8nYuXV4bp6x+Pp8qb9bGW0NXQ5xpe+pY7hHnwbFS5c3mccYyejLraGl7GjjfI87MLVt2erjZPXHPTE1PZj/cQaXn2Ln0cEunjTvvu04+TVzrpHGrhVqZcAmXcAmXcFWaQbgJIlyFOIRLuIRLuISr2ox/Cdd1N/4IXMZ2XgbIwnF3PCYLfmUo7vZzLDxOCrhXwCIW12y02w0vODu/CdyoCcP9n6fVfgugheDues5upsPAd6aBW8F8vskOCMcdASOv5W0ATTPQjCAu96zWX8TugQsl3K0nI247Ng6B+wRL/DIfjWue4Xzp33zDfR2Tvz8QxBWejudh910lXM8jv8kcsi6WwThfx/1Ezi9dC8flPVpsoSPeNYtos49RMq7wNNH1uneohMumGLZ8j8nODoKbBXJ2PO4EwyZu2LoDOuM7KOBeoN7E1Gu6Iu4FGsV1HPHfK/7eeY+E+ypwp8fF5dtRwJPKxrwSG/NnHG5bbGQdfmgQjeiOP54VcKdiFXWZPLKo4k5R9+JwfXw0DjIyP8FxRI1xJC7v0mUHzcyrWPG4H262tzhcz3MhPquKy4eqLopMeNgftOoHGZlreHmBX38ZfiBaAfd8vOFDhzwQhexTwdMMflC5H0tP6IYZepohPUXu4WuYK+QIkMJpxhx4919HnWZ0M2wJ2QXn06LiacbGk6m3g2jhpxnc04FYQe1utx04uqVzEpnfJm1Fn0Sy5/XAo3MSyZ7bzH+tgLvj4aedwUDHvUSIPKOPuUSIvgqIvkSIi0NXRIRLuIRLuKrNINwEEa5CHMIlXMIlXMJVbQbhJohwFeIQ7tdxTT0xkc+s68lwXF1P4xC4nWJTU2d7eFro7uE5AO4p6yC9q6sWltqeJu9d/Tj/6r5rNvC2RxwamQmXcAmXcFWbQbgJIlyFOIRLuIRLuISr2gzCTRDhKsQhXKHcbX/nv178nFGl/Ga2swhcc5vSZaqmkZls52VwcSju9oNh5QvRuLsP1cgDcXPElQo7s4yFJwmy1rmfB8lanaFSkiD31L3XbHjeCvCGJQlu45jFzlIn49XddugLLh9RisR9x+N2PsTQjNfhM3wetoRSCqj0ePn8bAL8UciJ3I3T4GE+4jNe3dm8ZuQK/Vy+4Nr9imH0q2KeQ5t39BzRjxTp9QoJuMXnC78ZJp6LKgm+0uPjjm7UahGKz6+b1dpqTIMf2MXN4g683VdwL+GKiTSrkEnoPTwlTPCYgCsTuM+8ighMGRTSt6XHr8BRzGfOiGxX/4v4hp1Qi2AbFu44XfX6znB4l2IhZ1R2UeVAcXMAauCqJufvidvdfhG7QTE2wdd5kt05Es8AkrgYZFPGZUfD5d95HzIkbnEdfBYE7kw8t0zgOsBIbswCN27qXUVcUYvQRHf8qFBY4+Pq1CL4uNLDRqjHjswzPhwJXHxiIHHFmNwTQ9W1MYgZqhRxWaYt8qrxp6FSNrXGNdceLVxmTrmHj+bBSZL+wn1wOW4flQ/kBO5D70VOwXmNwgeiYVVxh6Kiie9RCNunInp3KKutlGsRJK7wmC3x+1dsLYIFfHIsIDvAjA9aWXiPWBQPboudRPQh4TQjw94umvyIK4+D7QulkkfhKfqe+kVHCdc88zxm83UymSSMzG7JzmfzeX5SKP/YZa/GIOfGzxCbSzyJZMxk9+vDLQue3UXVImw8yrUIpu+RtQixQ1UqirlEGIa+G40b74m+RIiNczzc6GueaNyY66RI3Ng4dAFIuIRLuISr2gzCTRDhKsQhXMIlXMIlXNVmEG6CCFchzj+bz7xPLcJBcH9Ztvopi3r3q7i/bN/9dSOzfjMIN0GEqxCHcAmXcAmXcFWbQbgJIlyFOIRLuIRLuL8DN2dtH7wejmv+7xkHarUICZ7wJMGtR68WQUPvwDa5Oxy31dkkBrLiMiwTNYjb6m49dbVahJ04bNg5D2RYpYNbHWDztPbQycbPsUnHVK1FkJ/zMwRv1GoRdj2iFuHzb0ta++5gk+4c2rv1ZmPhPZPBxHNTpRZBeFaeh32o1SIIzwge+lnmJr4W4QuaoRKHmzHHk3UytUYtgjm+8ROwlfOZzfGr/6gLlliLsL8+YcXi8g66k29q1CJkGB69zynjZtjj52aHT6pF2Ft9VP2XEfnMHW9N69QidDa9o1NpsvEk1SLsLQvY1FiFV4kNZWi/FuFTpRaBbTzquOaOhz0HRsR0cLOrzbgc1bt3K3NsZrodU9QiZNRqEVYrJj1Mo3fvRuaYme2OLAJojg/Su1VcFS795P2IZ5pwteqyFmGCR5UH9Kw9TelRrUXw4oiaB4VahD1Vkr+sxT31gnUmk8nr8G09aE7/BDf2ENyu9JxLj6lWi7DjUalF2FNlodiRWdYFsD/rla34XIS1537tUXy41o7n+2sRiqHvRuEmeSIvEcxmXByqRTgQbrT+rQtAwtVuBuEmiHAV4hAu4RIu4RKuajMIN0GEqxCHcAmXcONw9fOM95lbXTuf+TC453VdFffwDLFs6Mf5bbUIfddJFdeuFC4H8+ppav5QSRXXKOXyTq/WL5ym+hW3bNml9HCzOdsq91y3dpJye2XeuWniljiv45RPU45j5e0Ut+U1r50/Wdm5VGk5Lwc+XZVS3JJ93pNWyrSkE9R/uobZZhQF/vUAAAAASUVORK5CYII='>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is an example for 2-dimensional arrays\n",
    "* It works similarly for higher dimensions..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true
   },
   "source": [
    "**BEWARE**\n",
    "- When __indexing__, it does not make a difference whether you use\n",
    "  - `arr2d[0][2]` or `arr2d[0, 2]`\n",
    "- When __silicing__, it makes a **big difference** whether you use\n",
    "  - `arr2d[:2,1:]` or `arr2d[:2][1:]`\n",
    "  - Typically what you want to do is `arr2d[:2,1:]`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For `arr2d[:2,1:]`\n",
    "- we first select the rows 0 and 1 `[1,2,3],[4,5,6]`\n",
    "- from these, we select column 1 and 2 `[2,3],[5,6]`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[2 3]\n",
      " [5 6]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(2, 2)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(arr2d[:2,1:])\n",
    "arr2d[:2,1:].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For `arr2d[:2][1:]`\n",
    "- we first select the rows 0 and 1 `[1,2,3],[4,5,6]`\n",
    "- we select row 1 `[4, 5, 6]`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]\n",
      " [4 5 6]]\n",
      "\n",
      "[[4 5 6]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1, 3)"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(arr2d[:2])\n",
    "print()\n",
    "print(arr2d[:2][1:])\n",
    "arr2d[:2][1:].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Further examples of indexing/slicing of higher dimensional arrays"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]\n",
      " [4 5 6]\n",
      " [7 8 9]]\n",
      "\n",
      "[[1 2 3]\n",
      " [4 5 6]]\n"
     ]
    }
   ],
   "source": [
    "print(arr2d)\n",
    "print()\n",
    "print(arr2d[:2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have sliced it along axis 0, the first axis (the rows). \n",
    "* A slice, therefore, selects a range of elements along an axis. \n",
    "* You can pass multiple slices just like you can pass multiple indexes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2, 3],\n",
       "       [5, 6]])"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr2d[:2, 1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assigning to a slice expression assigns to the whole selection by broadcasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 0, 0],\n",
       "       [4, 0, 0],\n",
       "       [7, 8, 9]])"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr2d[:2, 1:] = 0 \n",
    "arr2d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Select entries that satisfy a guard"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use a Boolean expression to select elements in an array\n",
    "* we select the ones satisfying the Boolean expression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data\n",
      " [[ 0.18162958 -0.21636661  0.19368479 -0.55386462]\n",
      " [ 1.60677657 -0.51363622 -0.15919224  1.71036387]\n",
      " [ 1.58775326 -0.18856586  0.47123633  0.84001853]\n",
      " [ 0.59743167  0.21526705 -0.5138784   0.53087599]\n",
      " [-0.10813467  1.29900975  1.94785742  0.01585591]\n",
      " [-0.15419896  0.26608297  0.09378379 -0.79960819]\n",
      " [ 0.80196801  0.35515657  1.02769591 -1.75252887]]\n"
     ]
    }
   ],
   "source": [
    "data = np.random.randn(7, 4)\n",
    "print('Data\\n',data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first see how to create a _mask_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ True, False,  True, False],\n",
       "       [ True, False, False,  True],\n",
       "       [ True, False,  True,  True],\n",
       "       [ True,  True, False,  True],\n",
       "       [False,  True,  True,  True],\n",
       "       [False,  True,  True, False],\n",
       "       [ True,  True,  True, False]])"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data > 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we use the mask to access the entries of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data2\n",
      " [0.18162958 0.19368479 1.60677657 1.71036387 1.58775326 0.47123633\n",
      " 0.84001853 0.59743167 0.21526705 0.53087599 1.29900975 1.94785742\n",
      " 0.01585591 0.26608297 0.09378379 0.80196801 0.35515657 1.02769591]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(18,)"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2=data[ data > 0 ]\n",
    "print('Data2\\n',data2)\n",
    "data2.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> This will actually _copy_ your data\n",
    "> - You get a __new 1-dimensional array__ containing the elements matching the condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.18162958, -0.21636661,  0.19368479, -0.55386462],\n",
       "       [ 1.60677657, -0.51363622, -0.15919224,  1.71036387],\n",
       "       [ 1.58775326, -0.18856586,  0.47123633,  0.84001853],\n",
       "       [ 0.59743167,  0.21526705, -0.5138784 ,  0.53087599],\n",
       "       [-0.10813467,  1.29900975,  1.94785742,  0.01585591],\n",
       "       [-0.15419896,  0.26608297,  0.09378379, -0.79960819],\n",
       "       [ 0.80196801,  0.35515657,  1.02769591, -1.75252887]])"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2[0]=100\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How can I get elements within an interval?\n",
    "- Or, in general, that satisfy a complex condition?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ True, False,  True, False],\n",
       "       [False, False, False, False],\n",
       "       [False, False,  True, False],\n",
       "       [False,  True, False, False],\n",
       "       [False, False, False,  True],\n",
       "       [False,  True,  True, False],\n",
       "       [False,  True, False, False]])"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(data > 0) & (data < 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data3\n",
      " [0.18162958 0.19368479 0.47123633 0.21526705 0.01585591 0.26608297\n",
      " 0.09378379 0.35515657]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(8,)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data3=data[ (data > 0) & (data < 0.5) ]\n",
    "print('Data3\\n',data3)\n",
    "data3.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Mathematical and Statistical Methods\n",
    "Arrays have a number of methods for \n",
    "* computing mathematical functions/statistics \n",
    "  * on the entire array \n",
    "  * on part of the array"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reshaping an array"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Arrays have a convenient method `reshape` to \n",
    "* change their dimensions without modifying the data\n",
    "* Also in this case we compute views. \n",
    "  * **no data is actually copied**\n",
    "  * any change to the view is observed also in the orginal data\n",
    "\n",
    "For example, we can transform\n",
    "* a 1-dimensional array with 15 entries\n",
    "* into a 2-dimensional 3x5 array (a matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1-dimensional array arr\n",
      " [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14]\n",
      "2-dimensional matrix m\n",
      " [[ 0  1  2  3  4]\n",
      " [ 5  6  7  8  9]\n",
      " [10 11 12 13 14]]\n",
      "\n",
      "1-dimensional array arr after modifiyng the view m\n",
      " [100   1   2   3   4   5   6   7   8   9  10  11  12  13  14]\n",
      "2-dimensional matrix m after modifiyng the view m\n",
      " [[100   1   2   3   4]\n",
      " [  5   6   7   8   9]\n",
      " [ 10  11  12  13  14]]\n"
     ]
    }
   ],
   "source": [
    "arr = np.arange(15)\n",
    "print(\"1-dimensional array arr\\n\",arr)\n",
    "m=arr.reshape((3, 5))\n",
    "print(\"2-dimensional matrix m\\n\",m)\n",
    "\n",
    "print()\n",
    "#m is a view!\n",
    "m[0,0]=100\n",
    "print(\"1-dimensional array arr after modifiyng the view m\\n\",arr)\n",
    "print(\"2-dimensional matrix m after modifiyng the view m\\n\",m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transposing Arrays\n",
    "Arrays have the transpose method and also the special `T` attribute\n",
    "* This is just a special reshape\n",
    "* we compute a view - no actual copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Matrix m\n",
      " [[ 0  1  2  3  4]\n",
      " [ 5  6  7  8  9]\n",
      " [10 11 12 13 14]]\n",
      "\n",
      "Transposed matrix using T\n",
      " [[ 0  5 10]\n",
      " [ 1  6 11]\n",
      " [ 2  7 12]\n",
      " [ 3  8 13]\n",
      " [ 4  9 14]]\n",
      "\n",
      "Transposed matrix transpose()\n",
      " [[ 0  5 10]\n",
      " [ 1  6 11]\n",
      " [ 2  7 12]\n",
      " [ 3  8 13]\n",
      " [ 4  9 14]]\n"
     ]
    }
   ],
   "source": [
    "arr = np.arange(15)\n",
    "m = arr.reshape(3,5)\n",
    "print(\"Matrix m\\n\",m)\n",
    "print()\n",
    "print(\"Transposed matrix using T\\n\",m.T)\n",
    "print()\n",
    "print(\"Transposed matrix transpose()\\n\",m.transpose())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When invoked on a matrix, they both give the transpose of such matrix\n",
    "- See animation from [wikipedia](https://en.wikipedia.org/wiki/Transpose)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/gif": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"https://upload.wikimedia.org/wikipedia/commons/e/e4/Matrix_transpose.gif\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition, `transpose` can be invoked on arrays of any dimensions [to permute such dimensions](https://numpy.org/devdocs/reference/generated/numpy.transpose.html#numpy.transpose)\n",
    "- reversing them by default\n",
    "- or providing the new order for dimensions in input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[1. 1. 1. 1.]\n",
      "  [1. 1. 1. 1.]\n",
      "  [1. 1. 1. 1.]]\n",
      "\n",
      " [[1. 1. 1. 1.]\n",
      "  [1. 1. 1. 1.]\n",
      "  [1. 1. 1. 1.]]]\n",
      "\n",
      "The 3-D matrix has shape \n",
      " (2, 3, 4)\n",
      "Shape of x.transpose()\n",
      " (4, 3, 2)\n",
      "Shape of x.transpose(0,2,1)\n",
      " (2, 4, 3)\n"
     ]
    }
   ],
   "source": [
    "x = np.ones((2, 3, 4))\n",
    "print(x)\n",
    "print('\\nThe 3-D matrix has shape \\n',x.shape)\n",
    "print('Shape of x.transpose()\\n',x.transpose().shape)\n",
    "print('Shape of x.transpose(0,2,1)\\n',x.transpose(0,2,1).shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matrix product\n",
    "If you want to [multply two matrices](https://en.wikipedia.org/wiki/Matrix_multiplication) you can use the `dot` method\n",
    "* not just multiplying element-wise their elements\n",
    "* but the classic row-column multiplication of matrixes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "m1\n",
      " [[0 1]\n",
      " [2 3]]\n",
      "m2\n",
      " [[4 5]\n",
      " [6 7]]\n",
      "m1.dot(m2)\n",
      " [[ 6  7]\n",
      " [26 31]]\n",
      "Same as np.dot(m1,m2)\n",
      " [[ 6  7]\n",
      " [26 31]]\n"
     ]
    }
   ],
   "source": [
    "m1 = np.arange(4).reshape(2,2)\n",
    "m2 = (np.arange(4)+4).reshape(2,2)\n",
    "#np.dot(m.T,m)\n",
    "print('m1\\n',m1)\n",
    "print('m2\\n',m2)\n",
    "print('m1.dot(m2)\\n',m1.dot(m2))\n",
    "print('Same as np.dot(m1,m2)\\n',np.dot(m1,m2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 1],\n",
       "       [2, 3]])"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m1 = np.arange(4).reshape(2,2)\n",
    "m1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[4, 5],\n",
       "       [6, 7]])"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m2 = (np.arange(4)+4).reshape(2,2)\n",
    "m2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Square root\n",
    "_np.sqrt()_ computes the square root of each element. Equivalent to m1 ** 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.         1.        ]\n",
      " [1.41421356 1.73205081]]\n",
      "[[0.         1.        ]\n",
      " [1.41421356 1.73205081]]\n"
     ]
    }
   ],
   "source": [
    "print(np.sqrt(m1))\n",
    "print(m1 ** 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aggregations\n",
    "Aggregations (often called reductions) \n",
    "* like sum, mean, and standard deviation std of all elements in the matrix/array \n",
    "* can be computed by using the corresponding array method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 5)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3,  4],\n",
       "       [ 5,  6,  7,  8,  9],\n",
       "       [10, 11, 12, 13, 14]])"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(m.shape)\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matrix\n",
      " [[ 0  1  2  3  4]\n",
      " [ 5  6  7  8  9]\n",
      " [10 11 12 13 14]]\n",
      "mean 7.0\n",
      "sum 105\n",
      "standard deviation 4.320493798938574\n",
      "\n",
      "array\n",
      " [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14]\n",
      "mean 7.0\n",
      "sum 105\n",
      "standard deviation 4.320493798938574\n"
     ]
    }
   ],
   "source": [
    "print('matrix\\n',m)\n",
    "print('mean',m.mean())\n",
    "print('sum',m.sum())\n",
    "print('standard deviation',m.std())\n",
    "\n",
    "print()\n",
    "print('array\\n',arr)\n",
    "print('mean',arr.mean())\n",
    "print('sum',arr.sum())\n",
    "print('standard deviation',arr.std())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Functions like `sum`  and `mean`\n",
    "* can be computed for each dimension rather than cumulatively \n",
    "* we do this specifying the `axis` (the dimension) over which we want to iterate\n",
    "\n",
    "For example, using \n",
    "* `axis=0` we compute the sum/mean/std for each column of M\n",
    "* `axis=1` we compute the sum/mean/std for each row of M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matrix\n",
      " [[ 0  1  2  3  4]\n",
      " [ 5  6  7  8  9]\n",
      " [10 11 12 13 14]]\n",
      "\n",
      "sum of each column\n",
      " [15 18 21 24 27]\n",
      "mean of each column\n",
      " [5. 6. 7. 8. 9.]\n",
      "standard deviation of each column\n",
      " [4.0824829 4.0824829 4.0824829 4.0824829 4.0824829]\n",
      "\n",
      "sum of each row\n",
      " [10 35 60]\n",
      "mean of each row\n",
      " [ 2.  7. 12.]\n",
      "standard deviation of each row\n",
      " [1.41421356 1.41421356 1.41421356]\n"
     ]
    }
   ],
   "source": [
    "print('matrix\\n',m)\n",
    "print()\n",
    "\n",
    "print('sum of each column\\n',m.sum(axis=0))\n",
    "print('mean of each column\\n',m.mean(axis=0))\n",
    "print('standard deviation of each column\\n',m.std(axis=0))\n",
    "print()\n",
    "\n",
    "print('sum of each row\\n',m.sum(axis=1))\n",
    "print('mean of each row\\n',m.mean(axis=1))\n",
    "print('standard deviation of each row\\n',m.std(axis=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sorting\n",
    "Similarly to lists, \n",
    "* arrays can be sorted using the `sort()` method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.26172824,  0.03836113, -0.47592213,  0.31286784, -0.89584406,\n",
       "       -0.02582888,  0.82692404,  0.35597221])"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sample from the normal distribution\n",
    "arr = np.random.randn(8)\n",
    "arr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.89584406, -0.47592213, -0.26172824, -0.02582888,  0.03836113,\n",
       "        0.31286784,  0.35597221,  0.82692404])"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr.sort()\n",
    "arr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multidimensional arrays are sorted for one chosen dimension\n",
    "E.g. in matrices we can\n",
    "* Sort across rows\n",
    "* Sort across columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original\n",
      "[[-9.39249822e-01  1.45744577e+00  1.33457247e+00]\n",
      " [-8.36155109e-01  5.11348627e-01  3.15495186e-01]\n",
      " [ 5.11482956e-01  9.03290901e-01 -1.74028447e+00]\n",
      " [ 7.25230300e-01  3.48945791e-01 -9.88891184e-01]\n",
      " [ 2.51150577e-01 -1.17047934e-03 -1.54039671e+00]]\n",
      "\n",
      "`sort(0)`: Sort the elements within each column (sort across rows)\n",
      "arr2d.sort(0)\n",
      "[[-9.39249822e-01 -1.17047934e-03 -1.74028447e+00]\n",
      " [-8.36155109e-01  3.48945791e-01 -1.54039671e+00]\n",
      " [ 2.51150577e-01  5.11348627e-01 -9.88891184e-01]\n",
      " [ 5.11482956e-01  9.03290901e-01  3.15495186e-01]\n",
      " [ 7.25230300e-01  1.45744577e+00  1.33457247e+00]]\n",
      "\n",
      "`sort(1)`: Sort the elements within each row (sort across columns)\n",
      "arr2d.sort(1)\n",
      "[[-9.39249822e-01  1.33457247e+00  1.45744577e+00]\n",
      " [-8.36155109e-01  3.15495186e-01  5.11348627e-01]\n",
      " [-1.74028447e+00  5.11482956e-01  9.03290901e-01]\n",
      " [-9.88891184e-01  3.48945791e-01  7.25230300e-01]\n",
      " [-1.54039671e+00 -1.17047934e-03  2.51150577e-01]]\n",
      "\n",
      "`sort( )`: Sorts across last axis  ( sort(1), sort across columns)\n",
      "arr2d.sort()\n",
      "[[-9.39249822e-01  1.33457247e+00  1.45744577e+00]\n",
      " [-8.36155109e-01  3.15495186e-01  5.11348627e-01]\n",
      " [-1.74028447e+00  5.11482956e-01  9.03290901e-01]\n",
      " [-9.88891184e-01  3.48945791e-01  7.25230300e-01]\n",
      " [-1.54039671e+00 -1.17047934e-03  2.51150577e-01]]\n"
     ]
    }
   ],
   "source": [
    "arr2d = np.random.randn(5, 3)\n",
    "arr2d_cp0 = arr2d.copy()\n",
    "arr2d_cp1 = arr2d.copy()\n",
    "\n",
    "print('Original')\n",
    "print(arr2d)\n",
    "\n",
    "print('\\n`sort(0)`: Sort the elements within each column (sort across rows)')\n",
    "arr2d_cp0.sort(axis=0)\n",
    "print('arr2d.sort(0)')\n",
    "print(arr2d_cp0)\n",
    "\n",
    "print('\\n`sort(1)`: Sort the elements within each row (sort across columns)')\n",
    "arr2d_cp1.sort(1)\n",
    "print('arr2d.sort(1)')\n",
    "print(arr2d_cp1)\n",
    "\n",
    "print('\\n`sort( )`: Sorts across last axis  ( sort(1), sort across columns)')\n",
    "arr2d.sort()\n",
    "print('arr2d.sort()')\n",
    "print(arr2d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unique\n",
    "NumPy has some basic set operations for 1-dimensional ndarrays. \n",
    "* The most common one is `np.unique()` \n",
    "  * returns the sorted unique values in an array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Bob' 'Joe' 'Will']\n"
     ]
    }
   ],
   "source": [
    "names = np.array(['Bob', 'Will', 'Bob', 'Will', 'Joe', 'Joe'])\n",
    "print(np.unique(names))\n",
    "\n",
    "# pure Python alternative:\n",
    "# sorted(set(names))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Logic functions \n",
    "- See also [here](https://numpy.org/doc/stable/reference/routines.logic.html)\n",
    "\n",
    "We have seen how conditions can be checked on all elements in an array\n",
    "- obtaining an array of same dimensions containing \n",
    "  - `True` for the elements satisfying the condition\n",
    "  - `False` for the elements not satisfying the condition  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3.86047839e-01, -5.88163336e-01, -3.15779815e-02,\n",
       "        -8.84569135e-01],\n",
       "       [ 3.02959872e-01,  2.12894866e+00,  4.88391625e-01,\n",
       "        -3.83021587e-01],\n",
       "       [ 6.59263574e-01, -1.99195978e-04,  4.50675772e-01,\n",
       "         2.01148585e+00],\n",
       "       [ 5.01953747e-01,  2.47636327e+00,  2.34541874e+00,\n",
       "         9.69591670e-01],\n",
       "       [ 9.71408407e-01,  1.32767210e+00,  9.29009515e-01,\n",
       "         6.85312091e-01],\n",
       "       [-6.74580981e-01, -8.49500675e-02, -7.77169961e-01,\n",
       "        -1.75731129e-01],\n",
       "       [ 7.52996529e-01, -5.83097537e-01,  4.80148309e-01,\n",
       "         2.00792852e+00]])"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.random.randn(7, 4)\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What numbers are greater than 0?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bool\n",
      "(7, 4)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ True, False, False, False],\n",
       "       [ True,  True,  True, False],\n",
       "       [ True, False,  True,  True],\n",
       "       [ True,  True,  True,  True],\n",
       "       [ True,  True,  True,  True],\n",
       "       [False, False, False, False],\n",
       "       [ True, False,  True,  True]])"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask = data > 0\n",
    "print(mask.dtype)\n",
    "print(mask.shape)\n",
    "mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NumPy offers __logic functions__ to check Boolean expressions on such Boolean arrays\n",
    "- `any`: a generalization of **OR** returning `True` if at least one entry contains `True` \n",
    "- `all`: a generalization of **AND** returning `True` if at least one entry contains `True` \n",
    "\n",
    "As for the aggregation functions, these can be checked also on single dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ True False False False]\n",
      " [ True  True  True False]\n",
      " [ True False  True  True]\n",
      " [ True  True  True  True]\n",
      " [ True  True  True  True]\n",
      " [False False False False]\n",
      " [ True False  True  True]]\n",
      "\n",
      "\n",
      "\n",
      "mask.any()\n",
      " True\n",
      "\n",
      "mask.any(axis=0) - for each column\n",
      " [ True  True  True  True]\n",
      "\n",
      "mask.any(axis=1) - for each row\n",
      " [ True  True  True  True  True False  True]\n",
      "\n",
      "\n",
      "\n",
      "mask.all()\n",
      " False\n",
      "\n",
      "mask.all(axis=0) - for each column\n",
      " [False False False False]\n",
      "\n",
      "mask.all(axis=1) - for each row\n",
      " [False False False  True  True False False]\n"
     ]
    }
   ],
   "source": [
    "print(mask)\n",
    "print()\n",
    "print()\n",
    "\n",
    "# any( axis)\n",
    "# Test whether any array element along a given axis evaluates to True.\n",
    "print('\\nmask.any()\\n', mask.any() )\n",
    "print('\\nmask.any(axis=0) - for each column\\n', mask.any(axis=0) )\n",
    "print('\\nmask.any(axis=1) - for each row\\n', mask.any(axis=1) )\n",
    "#all(axis)\n",
    "\n",
    "print()\n",
    "print()\n",
    "#Test whether all array elements along a given axis evaluate to True.\n",
    "print('\\nmask.all()\\n', mask.all() )\n",
    "print('\\nmask.all(axis=0) - for each column\\n', mask.all(axis=0) )\n",
    "print('\\nmask.all(axis=1) - for each row\\n', mask.all(axis=1) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Pandas](https://pandas.pydata.org/) is another popular Python package. \n",
    "* It is built on top of NumPy (its data structures consist of several arrays)\n",
    "\n",
    "Pandas provides rich data structures and functions designed to \n",
    "* make it easy, flexible and efficient working with tabular data \n",
    "  - CSV files\n",
    "  - Spreadsheets\n",
    "  - Databases"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E.g., Pandas allows to easily perform complex data manipulation on multi-dimensional data like \n",
    "* _reshape_ and _slice_\n",
    "* data aggregations \n",
    "* data selection\n",
    "* merge/join tables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install and import the Pandas module"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first time you run this notebook you might have to install Pandas using the following script:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (1.4.2)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from pandas) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from pandas) (2023.3.post1)\n",
      "Requirement already satisfied: numpy>=1.18.5 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from pandas) (1.22.3)\n",
      "Requirement already satisfied: six>=1.5 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install pandas\n",
    "\n",
    "#import sys\n",
    "#!\"{sys.executable}\" -m pip install pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Python community has adopted a number of __naming conventions__ for commonly used modules:\n",
    "* Below you see the conventions for numpy, pandas and matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import numpy as np\n",
    "import pandas as pd \n",
    "# import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A Series is a one-dimensional list-like/array-like object containing __2 arrays__\n",
    "* an ndarray containing the __actual data__\n",
    "* an associated ndarray of __labels__ with one label (or index) per data element\n",
    "\n",
    "Intuitively, you can see a Series as \n",
    "* a dictionary (a hash-map)\n",
    "* or, in its simplest form, as a 1-dimensional array/list consisting of\n",
    "  * an array of data, \n",
    "  * an implicit array of labels. It labels each element with its position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4\n",
       "1    7\n",
       "2   -5\n",
       "3    3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj = pd.Series([4, 7, -5, 3])\n",
    "obj"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that \n",
    "* The string representation of a Series shows the index on the left and the values on the right\n",
    "  * Obtained using the method `__str__` of the class Series\n",
    "\n",
    "\n",
    "Since we did not specify an index\n",
    "* a default array of labels containing integers from 0 to N - 1 is created.\n",
    "* each element is labeled with its own position in the array\n",
    "\n",
    "If you are interested only in one of the two arrays, just use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Series index:  RangeIndex(start=0, stop=4, step=1)\n",
      "Series values:  [ 4  7 -5  3]\n"
     ]
    }
   ],
   "source": [
    "print('Series index: ',obj.index)\n",
    "print('Series values: ',obj.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now create a Series whose entries are labelled by characters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "d    4\n",
       "b    7\n",
       "a   -5\n",
       "c    3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj2 = pd.Series([4, 7, -5, 3], index=['d', 'b', 'a', 'c'])\n",
    "obj2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Indexing, selection, and filtering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly to Python [**dict**ionaries](https://docs.python.org/3/tutorial/datastructures.html), \n",
    "* you can use values in the index to select values in the main array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "obj2['d'] = \n",
      " 4\n",
      "obj2['d']  (after obj2['d'] = 6) =\n",
      " 6\n",
      "\n",
      "You can also select a number of entries\n",
      "obj2[['c', 'a', 'd']] =\n",
      "c    3\n",
      "a   -5\n",
      "d    6\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"obj2['d'] = \\n\",obj2['d'])\n",
    "\n",
    "obj2['d'] = 6\n",
    "print(\"obj2['d']  (after obj2['d'] = 6) =\\n\",obj2['d'])\n",
    "\n",
    "print('\\nYou can also select a number of entries')\n",
    "print(\"obj2[['c', 'a', 'd']] =\")\n",
    "print(obj2[['c', 'a', 'd']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indexes are preserved by NumPy array operations like\n",
    "* filtering with a boolean array, scalar multiplication, application of math functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What do you get with `obj2 > 0`?\n",
    "- a copy of the series preserving the index, with `True`/`False` values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "d    6\n",
       "b    7\n",
       "a   -5\n",
       "c    3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "d     True\n",
       "b     True\n",
       "a    False\n",
       "c     True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj2 > 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "obj2\n",
      "d    6\n",
      "b    7\n",
      "a   -5\n",
      "c    3\n",
      "dtype: int64\n",
      "\n",
      "NumPy operation obj2[obj2 > 0]\n",
      "d    6\n",
      "b    7\n",
      "c    3\n",
      "dtype: int64\n",
      "\n",
      "NumPy operation obj2 * 2\n",
      "d    12\n",
      "b    14\n",
      "a   -10\n",
      "c     6\n",
      "dtype: int64\n",
      "\n",
      "NumPy operation np.exp(obj2)\n",
      "d     403.428793\n",
      "b    1096.633158\n",
      "a       0.006738\n",
      "c      20.085537\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"obj2\")\n",
    "print(obj2)\n",
    "print()\n",
    "print(\"NumPy operation obj2[obj2 > 0]\")\n",
    "print(obj2[obj2 > 0])\n",
    "print()\n",
    "print(\"NumPy operation obj2 * 2\")\n",
    "print(obj2 * 2)\n",
    "print()\n",
    "print(\"NumPy operation np.exp(obj2)\")\n",
    "print(np.exp(obj2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a series, and NaN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can create a Series using \n",
    "- a **dict**ionary "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ohio      35000\n",
       "Texas     71000\n",
       "Oregon    16000\n",
       "Utah       5000\n",
       "dtype: int64"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sdata = {'Ohio': 35000, 'Texas': 71000, 'Oregon': 16000, 'Utah': 5000}\n",
    "obj4 = pd.Series(sdata)\n",
    "obj4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you are interested in specific indexes, you can use\n",
    "- a **dict**ionary \n",
    "- and a list as indexes of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "California        NaN\n",
       "Ohio          35000.0\n",
       "Oregon        16000.0\n",
       "Texas         71000.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sdata = {'Ohio': 35000, 'Texas': 71000, 'Oregon': 16000, 'Utah': 5000}\n",
    "states = ['California', 'Ohio', 'Oregon', 'Texas']\n",
    "#states = ['Ohio', 'Oregon', 'Texas']\n",
    "obj4 = pd.Series(sdata, index=states)\n",
    "obj4 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that\n",
    "* 3 values found in sdata were placed in the appropriate locations, \n",
    "* but since no value for `'California'` was found, it got a `NaN` (not a number) \n",
    "  * which is considered in pandas to mark missing/NA/NaN values\n",
    "  \n",
    "The `isnull` and `notnull` functions in pandas detect such missing values:\n",
    "- They make a mask!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "California     True\n",
       "Ohio          False\n",
       "Oregon        False\n",
       "Texas         False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(obj4) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "California    False\n",
       "Ohio           True\n",
       "Oregon         True\n",
       "Texas          True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.notnull(obj4) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E.g., if you want to use only the non-null values you do:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ohio      35000.0\n",
       "Oregon    16000.0\n",
       "Texas     71000.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj4[pd.notnull(obj4)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DataFrame\n",
    "* A **Series** can be seen as \n",
    "  - a table with 1 column\n",
    "  - a csv file with 1 column\n",
    "  - an excel file with 1 column\n",
    "  - ...\n",
    "* A **DataFrame is a proper table/csv** with more columns\n",
    "  * A Series is just a simpler version of a dataframe\n",
    "  * A DataFrame is a series with \n",
    "    - **more main arrays** (one per column), and \n",
    "    - **one index**\n",
    "  * DataFrames are the most important objects in pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating DataFrame objects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most common way to build a dataframe is by \n",
    "* using a dict containing lists or arrays of same length\n",
    "  * each key/label becomes a column\n",
    "    * if you specify a subset of key/labels, then only the corresponding column will be added\n",
    "    * if you pass a column that isn’t contained in data, it will get NA values\n",
    "  * each list/array element is a value for that column\n",
    "\n",
    "Essentially we _transpose_ the dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'state': ['Ohio', 'Ohio', 'Ohio', 'Nevada', 'Nevada', 'Nevada'],\n",
       " 'year': [2000, 2001, 2002, 2001, 2002, 2003],\n",
       " 'pop': [1.5, 1.7, 3.6, 2.4, 2.9, 3.2]}"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = {'state': ['Ohio', 'Ohio', 'Ohio', 'Nevada', 'Nevada', 'Nevada'],\n",
    "        'year': [2000, 2001, 2002, 2001, 2002, 2003],\n",
    "        'pop': [1.5, 1.7, 3.6, 2.4, 2.9, 3.2]}\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>nonExistingColumn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  pop nonExistingColumn\n",
       "0    Ohio  1.5               NaN\n",
       "1    Ohio  1.7               NaN\n",
       "2    Ohio  3.6               NaN\n",
       "3  Nevada  2.4               NaN\n",
       "4  Nevada  2.9               NaN\n",
       "5  Nevada  3.2               NaN"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame = pd.DataFrame(data,columns=['state','pop','nonExistingColumn'])\n",
    "frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6 entries, 0 to 5\n",
      "Data columns (total 3 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   state              6 non-null      object \n",
      " 1   pop                6 non-null      float64\n",
      " 2   nonExistingColumn  0 non-null      object \n",
      "dtypes: float64(1), object(2)\n",
      "memory usage: 272.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "frame.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we don't specify columns of interest we load all of them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'state': ['Ohio', 'Ohio', 'Ohio', 'Nevada', 'Nevada', 'Nevada'],\n",
       " 'year': [2000, 2001, 2002, 2001, 2002, 2003],\n",
       " 'pop': [1.5, 1.7, 3.6, 2.4, 2.9, 3.2]}"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>year</th>\n",
       "      <th>pop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>2001</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>2002</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2001</td>\n",
       "      <td>2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2002</td>\n",
       "      <td>2.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2003</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  year  pop\n",
       "0    Ohio  2000  1.5\n",
       "1    Ohio  2001  1.7\n",
       "2    Ohio  2002  3.6\n",
       "3  Nevada  2001  2.4\n",
       "4  Nevada  2002  2.9\n",
       "5  Nevada  2003  3.2"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame = pd.DataFrame(data)\n",
    "frame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see above that the DataFrame also has an index/labels array\n",
    "* the first column\n",
    "  * in this case we have the default array of labels\n",
    "  * but specific ones can be given explicitly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>year</th>\n",
       "      <th>pop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>o1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>o2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>2001</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>o3</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>2002</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n1</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2001</td>\n",
       "      <td>2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n2</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2002</td>\n",
       "      <td>2.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2003</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     state  year  pop\n",
       "o1    Ohio  2000  1.5\n",
       "o2    Ohio  2001  1.7\n",
       "o3    Ohio  2002  3.6\n",
       "n1  Nevada  2001  2.4\n",
       "n2  Nevada  2002  2.9\n",
       "n3  Nevada  2003  3.2"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#frame1 = pd.DataFrame(data, index = ['a','b','c','d','e','f'] )\n",
    "frame1 = pd.DataFrame(data, index = ['o1','o2','o3','n1','n2','n3'] )\n",
    "frame1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A column of a DataFrame can be retrieved, obtaining a Series \n",
    "* by dict-like notation \n",
    "* or by attribute:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>debt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>2000</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>2001</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three</th>\n",
       "      <td>2002</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>four</th>\n",
       "      <td>2001</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five</th>\n",
       "      <td>2002</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six</th>\n",
       "      <td>2003</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       year   state  pop debt\n",
       "one    2000    Ohio  1.5  NaN\n",
       "two    2001    Ohio  1.7  NaN\n",
       "three  2002    Ohio  3.6  NaN\n",
       "four   2001  Nevada  2.4  NaN\n",
       "five   2002  Nevada  2.9  NaN\n",
       "six    2003  Nevada  3.2  NaN"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2 = pd.DataFrame(data, columns=['year', 'state', 'pop', 'debt'], \n",
    "                      index=['one', 'two', 'three', 'four', 'five','six'])\n",
    "frame2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one        Ohio\n",
       "two        Ohio\n",
       "three      Ohio\n",
       "four     Nevada\n",
       "five     Nevada\n",
       "six      Nevada\n",
       "Name: state, dtype: object"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Select single column or sequence of columns from the DataFrame\n",
    "frame2['state'] # by dict-like notation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one        Ohio\n",
       "two        Ohio\n",
       "three      Ohio\n",
       "four     Nevada\n",
       "five     Nevada\n",
       "six      Nevada\n",
       "Name: state, dtype: object"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2.state # by attribute"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Note the difference\n",
    "> - `['state']` vs `.state`\n",
    "<br/>\n",
    "> They are both valid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you create a dataframe using a 2-levels nested dictionary\n",
    "* The keys of the outer dictionary will be used for the column names\n",
    "* The keys of the inner dictionary will be used for the index names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nevada</th>\n",
       "      <th>Ohio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>2.4</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Nevada  Ohio\n",
       "2001     2.4   1.7\n",
       "2002     2.9   3.6\n",
       "2000     NaN   1.5"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inner_dict1 ={           2001: 2.4, 2002: 2.9}\n",
    "inner_dict2 ={2000: 1.5, 2001: 1.7, 2002: 3.6}\n",
    "\n",
    "outer_dict = {'Nevada': inner_dict1, 'Ohio': inner_dict2}\n",
    "frame3 = pd.DataFrame(outer_dict)\n",
    "frame3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also choose which keys of the inner dict (i.e. which indexes) to use\n",
    "* we are not using 2001 and 2000\n",
    "* we are using a non-existing index 2003"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nevada</th>\n",
       "      <th>Ohio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Nevada  Ohio\n",
       "2002     2.9   3.6\n",
       "2003     NaN   NaN"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(outer_dict, index=[2002, 2003])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Like Series, the `values` attribute \n",
    "- returns the data contained in the DataFrame as a 2D ndarray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nevada</th>\n",
       "      <th>Ohio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>2.4</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Nevada  Ohio\n",
       "2001     2.4   1.7\n",
       "2002     2.9   3.6\n",
       "2000     NaN   1.5"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.4, 1.7],\n",
       "       [2.9, 3.6],\n",
       "       [nan, 1.5]])"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame3.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By the way, do you remember what is nan? How can I handle it?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nevada</th>\n",
       "      <th>Ohio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>2.4</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Nevada  Ohio\n",
       "2001     2.4   1.7\n",
       "2002     2.9   3.6\n",
       "2000     1.0   1.5"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame3.fillna(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Not-a-Number and column names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'state': ['Ohio', 'Ohio', 'Ohio', 'Nevada', 'Nevada', 'Nevada'],\n",
       " 'year': [2000, 2001, 2002, 2001, 2002, 2003],\n",
       " 'pop': [1.5, 1.7, 3.6, 2.4, 2.9, 3.2]}"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>nonInitializedColumn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  pop nonInitializedColumn\n",
       "0    Ohio  1.5                  NaN\n",
       "1    Ohio  1.7                  NaN\n",
       "2    Ohio  3.6                  NaN\n",
       "3  Nevada  2.4                  NaN\n",
       "4  Nevada  2.9                  NaN\n",
       "5  Nevada  3.2                  NaN"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameNaN = pd.DataFrame(data,columns=['state','pop','nonInitializedColumn'])\n",
    "frameNaN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "Can I get rid of NaN replacing them with a given value!?\n",
    "   - Yes!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>nonInitializedColumn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  pop  nonInitializedColumn\n",
       "0    Ohio  1.5                     0\n",
       "1    Ohio  1.7                     0\n",
       "2    Ohio  3.6                     0\n",
       "3  Nevada  2.4                     0\n",
       "4  Nevada  2.9                     0\n",
       "5  Nevada  3.2                     0"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameNaN.fillna(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Beware: we create a new dataframe without modifying the original one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>nonInitializedColumn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  pop nonInitializedColumn\n",
       "0    Ohio  1.5                  NaN\n",
       "1    Ohio  1.7                  NaN\n",
       "2    Ohio  3.6                  NaN\n",
       "3  Nevada  2.4                  NaN\n",
       "4  Nevada  2.9                  NaN\n",
       "5  Nevada  3.2                  NaN"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameNaN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can either\n",
    "- Assign the result of fillna \n",
    "    - We are creating a new dataframe. \n",
    "    - This will NOT affect existing views of the dataframe\n",
    "- Set parameter `inplace=True`\n",
    "    - We are modifying the original dataframe. \n",
    "    - This will affect existing views of the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>nonInitializedColumn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  pop  nonInitializedColumn\n",
       "0    Ohio  1.5                     0\n",
       "1    Ohio  1.7                     0\n",
       "2    Ohio  3.6                     0\n",
       "3  Nevada  2.4                     0\n",
       "4  Nevada  2.9                     0\n",
       "5  Nevada  3.2                     0"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameNaN_cp=frameNaN.fillna(0)\n",
    "frameNaN_cp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>nonInitializedColumn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  pop nonInitializedColumn\n",
       "0    Ohio  1.5                  NaN\n",
       "1    Ohio  1.7                  NaN\n",
       "2    Ohio  3.6                  NaN\n",
       "3  Nevada  2.4                  NaN\n",
       "4  Nevada  2.9                  NaN\n",
       "5  Nevada  3.2                  NaN"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameNaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>nonInitializedColumn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  pop  nonInitializedColumn\n",
       "0    Ohio  1.5                     0\n",
       "1    Ohio  1.7                     0\n",
       "2    Ohio  3.6                     0\n",
       "3  Nevada  2.4                     0\n",
       "4  Nevada  2.9                     0\n",
       "5  Nevada  3.2                     0"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameNaN.fillna(0,inplace=True)\n",
    "frameNaN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well, 'nonInitializedColumn' is not a good name anymore :D\n",
    "- Can I change the name of columns?\n",
    "- **Yes!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>initializedColumn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  pop  initializedColumn\n",
       "0    Ohio  1.5                  0\n",
       "1    Ohio  1.7                  0\n",
       "2    Ohio  3.6                  0\n",
       "3  Nevada  2.4                  0\n",
       "4  Nevada  2.9                  0\n",
       "5  Nevada  3.2                  0"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameNaN.columns=['state','pop','initializedColumn']\n",
    "frameNaN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When replacing NaN, we might want to use default values depending on the data itself\n",
    "> Replace all NaN with\n",
    "> - the mean\n",
    "> - the median"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nevada</th>\n",
       "      <th>Ohio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>2.4</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Nevada  Ohio\n",
       "2001     2.4   1.7\n",
       "2002     2.9   3.6\n",
       "2003    10.0  12.0\n",
       "2000     NaN   1.5"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inner1 ={           2001: 2.4, 2002: 2.9, 2003: 10}\n",
    "inner2 ={2000: 1.5, 2001: 1.7, 2002: 3.6, 2003: 12}\n",
    "\n",
    "outer = {'Nevada': inner1, 'Ohio': inner2}\n",
    "df = pd.DataFrame(outer)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nevada</th>\n",
       "      <th>Ohio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>2.4</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Nevada  Ohio\n",
       "2001     2.4   1.7\n",
       "2002     2.9   3.6\n",
       "2003    10.0  12.0\n",
       "2000     1.0   1.5"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.fillna(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nevada</th>\n",
       "      <th>Ohio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>2.4</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>5.1</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Nevada  Ohio\n",
       "2001     2.4   1.7\n",
       "2002     2.9   3.6\n",
       "2003    10.0  12.0\n",
       "2000     5.1   1.5"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.fillna(df.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nevada</th>\n",
       "      <th>Ohio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>2.4</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>2.9</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Nevada  Ohio\n",
       "2001     2.4   1.7\n",
       "2002     2.9   3.6\n",
       "2003    10.0  12.0\n",
       "2000     2.9   1.5"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.fillna(df.median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df.median(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Updating DataFrame objects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Values in a dataframe column can be modified by assignment. \n",
    "* If we assign a single value to a column, then the value is __broadcasted__ to the whole column\n",
    "* E.g., the empty `debt` column can be initialized to 16.5 as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>state</th>\n",
       "      <th>pop</th>\n",
       "      <th>debt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>2000</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>2001</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three</th>\n",
       "      <td>2002</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>four</th>\n",
       "      <td>2001</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five</th>\n",
       "      <td>2002</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six</th>\n",
       "      <td>2003</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       year   state  pop debt\n",
       "one    2000    Ohio  1.5  NaN\n",
       "two    2001    Ohio  1.7  NaN\n",
       "three  2002    Ohio  3.6  NaN\n",
       "four   2001  Nevada  2.4  NaN\n",
       "five   2002  Nevada  2.9  NaN\n",
       "six    2003  Nevada  3.2  NaN"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "       year   state  pop  debt\n",
       "one    2000    Ohio  1.5  16.5\n",
       "two    2001    Ohio  1.7  16.5\n",
       "three  2002    Ohio  3.6  16.5\n",
       "four   2001  Nevada  2.4  16.5\n",
       "five   2002  Nevada  2.9  16.5\n",
       "six    2003  Nevada  3.2  16.5"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2['debt'] = 16.5\n",
    "frame2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "       year   state  pop  debt\n",
       "one    2000    Ohio  1.5   1.0\n",
       "two    2001    Ohio  1.7   1.0\n",
       "three  2002    Ohio  3.6   1.0\n",
       "four   2001  Nevada  2.4   1.0\n",
       "five   2002  Nevada  2.9   1.0\n",
       "six    2003  Nevada  3.2   1.0"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2.debt=1.0\n",
    "frame2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When assigning lists or arrays to a column, \n",
    "- they must contain as many elements as rows in the DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       year   state  pop  debt\n",
      "one    2000    Ohio  1.5   0.0\n",
      "two    2001    Ohio  1.7   1.0\n",
      "three  2002    Ohio  3.6   2.0\n",
      "four   2001  Nevada  2.4   3.0\n",
      "five   2002  Nevada  2.9   4.0\n",
      "six    2003  Nevada  3.2   5.0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "year       int64\n",
       "state     object\n",
       "pop      float64\n",
       "debt     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2['debt'] = np.arange(6.)\n",
    "print(frame2)\n",
    "#The following would not work\n",
    "#frame2['debt'] = np.arange(7)\n",
    "frame2.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Creating and deleting columns\n",
    "* Assigning a column that doesn’t exist will create a new column. \n",
    "* The del keyword will delete columns as with a dict. The drop methid deletes columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "       year   state  pop  debt\n",
       "one    2000    Ohio  1.5   0.0\n",
       "two    2001    Ohio  1.7   1.0\n",
       "three  2002    Ohio  3.6   2.0\n",
       "four   2001  Nevada  2.4   3.0\n",
       "five   2002  Nevada  2.9   4.0\n",
       "six    2003  Nevada  3.2   5.0"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2"
   ]
  },
  {
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   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
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    }
   },
   "outputs": [
    {
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       "</div>"
      ],
      "text/plain": [
       "       year   state  pop  debt  eastern\n",
       "one    2000    Ohio  1.5   0.0     True\n",
       "two    2001    Ohio  1.7   1.0     True\n",
       "three  2002    Ohio  3.6   2.0     True\n",
       "four   2001  Nevada  2.4   3.0    False\n",
       "five   2002  Nevada  2.9   4.0    False\n",
       "six    2003  Nevada  3.2   5.0    False"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2['eastern'] =  (frame2.state == 'Ohio')\n",
    "#frame2['eastern'] = True\n",
    "frame2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Note, you **cannot** create columns using the attribute notation\n",
    "> * `frame2.easterntwo =  (frame2.state == 'Ohio')`\n",
    "> * This would not work!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Deleting columns and rows\n",
    "- `del` modifies the dataframe on which it is applied\n",
    "- [`drop`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.drop.html) has a number of useful attributes\n",
    "  - can be used to delete columns or rows\n",
    "  - creates a copy by default, but can also act on the current one\n",
    "    * As for `fillna`, it depends on the parameter `inplace`!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>five</th>\n",
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       "      <td>4.0</td>\n",
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       "      <th>six</th>\n",
       "      <td>2003</td>\n",
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      ],
      "text/plain": [
       "       year   state  pop  debt\n",
       "one    2000    Ohio  1.5   0.0\n",
       "two    2001    Ohio  1.7   1.0\n",
       "three  2002    Ohio  3.6   2.0\n",
       "four   2001  Nevada  2.4   3.0\n",
       "five   2002  Nevada  2.9   4.0\n",
       "six    2003  Nevada  3.2   5.0"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del frame2['eastern']\n",
    "frame2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frame2\n",
      "       year   state  pop  debt  new_col\n",
      "one    2000    Ohio  1.5   0.0        0\n",
      "two    2001    Ohio  1.7   1.0        1\n",
      "three  2002    Ohio  3.6   2.0        2\n",
      "four   2001  Nevada  2.4   3.0        3\n",
      "five   2002  Nevada  2.9   4.0        4\n",
      "six    2003  Nevada  3.2   5.0        5\n",
      "\n",
      "frame2drop\n",
      "       year   state  pop  debt\n",
      "one    2000    Ohio  1.5   0.0\n",
      "two    2001    Ohio  1.7   1.0\n",
      "three  2002    Ohio  3.6   2.0\n",
      "four   2001  Nevada  2.4   3.0\n",
      "five   2002  Nevada  2.9   4.0\n",
      "six    2003  Nevada  3.2   5.0\n",
      "\n",
      "frame2\n",
      "       year   state  pop  debt  new_col\n",
      "one    2000    Ohio  1.5   0.0        0\n",
      "two    2001    Ohio  1.7   1.0        1\n",
      "three  2002    Ohio  3.6   2.0        2\n",
      "four   2001  Nevada  2.4   3.0        3\n",
      "five   2002  Nevada  2.9   4.0        4\n",
      "six    2003  Nevada  3.2   5.0        5\n"
     ]
    }
   ],
   "source": [
    "frame2['new_col']=np.arange(6)\n",
    "print('frame2')\n",
    "print(frame2)\n",
    "\n",
    "frame2drop = frame2.drop(['new_col'],axis=1)\n",
    "print('\\nframe2drop')\n",
    "print(frame2drop)\n",
    "print('\\nframe2')\n",
    "print(frame2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Drop can modify the current DataFrame if setting `inplace=True`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frame2\n",
      "       year   state  pop  debt  new_col\n",
      "one    2000    Ohio  1.5   0.0        0\n",
      "two    2001    Ohio  1.7   1.0        1\n",
      "three  2002    Ohio  3.6   2.0        2\n",
      "four   2001  Nevada  2.4   3.0        3\n",
      "five   2002  Nevada  2.9   4.0        4\n",
      "six    2003  Nevada  3.2   5.0        5\n",
      "\n",
      "frame2 after dropping new_col\n",
      "       year   state  pop  debt\n",
      "one    2000    Ohio  1.5   0.0\n",
      "two    2001    Ohio  1.7   1.0\n",
      "three  2002    Ohio  3.6   2.0\n",
      "four   2001  Nevada  2.4   3.0\n",
      "five   2002  Nevada  2.9   4.0\n",
      "six    2003  Nevada  3.2   5.0\n"
     ]
    }
   ],
   "source": [
    "frame2['new_col']=np.arange(6)\n",
    "frame2\n",
    "print('frame2')\n",
    "print(frame2)\n",
    "\n",
    "frame2.drop(['new_col'],axis=1,inplace=True)\n",
    "print('\\nframe2 after dropping new_col')\n",
    "print(frame2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you try to drop a non-existing column\n",
    "- E.g. you have already dropped it while reharsing before the class ;)\n",
    "- You get an error. BUt you can ask to ignore such errors..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "#You get error\n",
    "#frame2.drop(['new_col'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "#frame2.drop(['new_col'],axis=1,inplace=True) #deleting a non existing column gives errors\n",
    "frame2.drop(['new_col'],axis=1,inplace=True,errors='ignore') #you can ignore errors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have just seen how to __delete columns__\n",
    "\n",
    "In order to __delete rows__ \n",
    "* you just use the `drop` method without specifying the `axis` (or using `axis=0`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th>three</th>\n",
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       "    </tr>\n",
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       "      <th>four</th>\n",
       "      <td>2001</td>\n",
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       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five</th>\n",
       "      <td>2002</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six</th>\n",
       "      <td>2003</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       year   state  pop  debt\n",
       "one    2000    Ohio  1.5   0.0\n",
       "two    2001    Ohio  1.7   1.0\n",
       "three  2002    Ohio  3.6   2.0\n",
       "four   2001  Nevada  2.4   3.0\n",
       "five   2002  Nevada  2.9   4.0\n",
       "six    2003  Nevada  3.2   5.0"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       year   state  pop  debt\n",
       "one    2000    Ohio  1.5   0.0\n",
       "two    2001    Ohio  1.7   1.0\n",
       "three  2002    Ohio  3.6   2.0\n",
       "four   2001  Nevada  2.4   3.0\n",
       "six    2003  Nevada  3.2   5.0"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame100 = frame2.drop(['five'])\n",
    "frame100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>two</th>\n",
       "      <td>100</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1.7</td>\n",
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       "      <th>three</th>\n",
       "      <td>100</td>\n",
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       "      <th>four</th>\n",
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       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       year   state  pop  debt\n",
       "one     100    Ohio  1.5   0.0\n",
       "two     100    Ohio  1.7   1.0\n",
       "three   100    Ohio  3.6   2.0\n",
       "four    100  Nevada  2.4   3.0\n",
       "six     100  Nevada  3.2   5.0"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame100['year']=100\n",
    "frame100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>two</th>\n",
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       "      <td>5.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     year   state  pop  debt\n",
       "one   100    Ohio  1.5   0.0\n",
       "two   100    Ohio  1.7   1.0\n",
       "six   100  Nevada  3.2   5.0"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame100.drop(['four','three'],inplace=True)\n",
    "frame100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>three</th>\n",
       "      <td>2002</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>3.6</td>\n",
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       "      <th>four</th>\n",
       "      <td>2001</td>\n",
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       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five</th>\n",
       "      <td>2002</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six</th>\n",
       "      <td>2003</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       year   state  pop  debt\n",
       "one    2000    Ohio  1.5   0.0\n",
       "two    2001    Ohio  1.7   1.0\n",
       "three  2002    Ohio  3.6   2.0\n",
       "four   2001  Nevada  2.4   3.0\n",
       "five   2002  Nevada  2.9   4.0\n",
       "six    2003  Nevada  3.2   5.0"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Similarly to multi-dimensional arrays, \n",
    "* you can **transpose** a dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>state</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>Nevada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pop</th>\n",
       "      <td>1.5</td>\n",
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       "      <td>3.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debt</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        one   two three    four    five     six\n",
       "year   2000  2001  2002    2001    2002    2003\n",
       "state  Ohio  Ohio  Ohio  Nevada  Nevada  Nevada\n",
       "pop     1.5   1.7   3.6     2.4     2.9     3.2\n",
       "debt    0.0   1.0   2.0     3.0     4.0     5.0"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>state</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>Nevada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pop</th>\n",
       "      <td>1.5</td>\n",
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       "      <td>3.6</td>\n",
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       "      <td>2.9</td>\n",
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       "    </tr>\n",
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       "      <th>debt</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        one   two three    four    five     six\n",
       "year   2000  2001  2002    2001    2002    2003\n",
       "state  Ohio  Ohio  Ohio  Nevada  Nevada  Nevada\n",
       "pop     1.5   1.7   3.6     2.4     2.9     3.2\n",
       "debt    0.0   1.0   2.0     3.0     4.0     5.0"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2.transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As for array, no data is actually copied when transposing\n",
    "* unless you specify it with attribute **copy**\n",
    "\n",
    "> BEWARE: A copy will be always created if the dataframe contains __mixed dtypes__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year       int64\n",
       "state     object\n",
       "pop      float64\n",
       "debt     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2=frame2.astype({'year': 'int64'})\n",
    "frame2.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       year   state  pop  debt\n",
      "one    1900    Ohio  1.5   0.0\n",
      "two    1901    Ohio  1.7   1.0\n",
      "three  1902    Ohio  3.6   2.0\n",
      "four   1901  Nevada  2.4   3.0\n",
      "five   1902  Nevada  2.9   4.0\n",
      "six    1903  Nevada  3.2   5.0\n",
      "\n",
      "        one   two three    four    five     six\n",
      "year   2000  2001  2002    2001    2002    2003\n",
      "state  Ohio  Ohio  Ohio  Nevada  Nevada  Nevada\n",
      "pop     1.5   1.7   3.6     2.4     2.9     3.2\n",
      "debt    0.0   1.0   2.0     3.0     4.0     5.0\n"
     ]
    }
   ],
   "source": [
    "#Given that we have strings, integers and flaots, a copy is done no matter what\n",
    "frame2T=frame2.transpose(copy=False)\n",
    "frame2.year=frame2.year-100\n",
    "print(frame2)\n",
    "print()\n",
    "print(frame2T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year     float64\n",
       "state     object\n",
       "pop      float64\n",
       "debt     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2=frame2.astype({'year': 'float64'})\n",
    "frame2.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>pop</th>\n",
       "      <th>debt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>1900.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>1901.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three</th>\n",
       "      <td>1902.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>four</th>\n",
       "      <td>1901.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five</th>\n",
       "      <td>1902.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six</th>\n",
       "      <td>1903.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         year  pop  debt\n",
       "one    1900.0  1.5   0.0\n",
       "two    1901.0  1.7   1.0\n",
       "three  1902.0  3.6   2.0\n",
       "four   1901.0  2.4   3.0\n",
       "five   1902.0  2.9   4.0\n",
       "six    1903.0  3.2   5.0"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2.drop(['state'],axis=1,inplace=True,errors='ignore')\n",
    "frame2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year    float64\n",
       "pop     float64\n",
       "debt    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have just floats. \n",
    "- Therefore a copy will be created only if required"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         year  pop  debt\n",
      "one    1800.0  1.5   0.0\n",
      "two    1801.0  1.7   1.0\n",
      "three  1802.0  3.6   2.0\n",
      "four   1801.0  2.4   3.0\n",
      "five   1802.0  2.9   4.0\n",
      "six    1803.0  3.2   5.0\n",
      "\n",
      "         one     two   three    four    five     six\n",
      "year  1900.0  1901.0  1902.0  1901.0  1902.0  1903.0\n",
      "pop      1.5     1.7     3.6     2.4     2.9     3.2\n",
      "debt     0.0     1.0     2.0     3.0     4.0     5.0\n"
     ]
    }
   ],
   "source": [
    "frame2T=frame2.transpose(copy=False)\n",
    "frame2.year=frame2.year-100\n",
    "print(frame2)\n",
    "print()\n",
    "print(frame2T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Indexing, selection, and filtering\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Indexing and slicing work differently in DataFrames\n",
    "> - __Indexing__ works on __columns__\n",
    "> - __Slicing__ works on __rows__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indexing into a DataFrame\n",
    "- allows to retrieving one or more of its __columns__:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          one  two  three  four\n",
       "Ohio        0    1      2     3\n",
       "Colorado    4    5      6     7\n",
       "Utah        8    9     10    11\n",
       "New York   12   13     14    15"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.DataFrame(np.arange(16).reshape((4, 4)),\n",
    "                    index=['Ohio', 'Colorado', 'Utah', 'New York'],\n",
    "                    columns=['one', 'two', 'three', 'four'])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ohio         1\n",
       "Colorado     5\n",
       "Utah         9\n",
       "New York    13\n",
       "Name: two, dtype: int64"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['two'] #retrieving one column (a series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>three</th>\n",
       "      <th>one</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          three  one\n",
       "Ohio          2    0\n",
       "Colorado      6    4\n",
       "Utah         10    8\n",
       "New York     14   12"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[ ['three', 'one'] ] #retrieving two columns (a dataframe)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you select by slicing or Boolean expression, \n",
    "- it is interpreted as a selection on __rows__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          one  two  three  four\n",
       "Ohio        0    1      2     3\n",
       "Colorado    4    5      6     7"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[:2] #rows by slicing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ohio        False\n",
       "Colorado     True\n",
       "Utah         True\n",
       "New York     True\n",
       "Name: three, dtype: bool"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['three'] > 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          one  two  three  four\n",
       "Colorado    4    5      6     7\n",
       "Utah        8    9     10    11\n",
       "New York   12   13     14    15"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[ data['three'] > 5 ]  #rows by a boolean array"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Selection using iloc and loc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `iloc` field of dataframes allows to select subsets of rows and columns using NumPy-like notation\n",
    "* The iloc indexer for Dataframes is used for integer-location based indexing / selection by position.\n",
    "* `data.iloc[row selection, column selection]`\n",
    "   - column selection is optional\n",
    "   - **a bit like selections with 2-dimensional arrays seen before**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          one  two  three  four\n",
       "Ohio        0    1      2     3\n",
       "Colorado    4    5      6     7\n",
       "Utah        8    9     10    11\n",
       "New York   12   13     14    15"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one      4\n",
       "two      5\n",
       "three    6\n",
       "four     7\n",
       "Name: Colorado, dtype: int64"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[1]   # second row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one      12\n",
       "two      13\n",
       "three    14\n",
       "four     15\n",
       "Name: New York, dtype: int64"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[-1]  # last row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ohio         1\n",
       "Colorado     5\n",
       "Utah         9\n",
       "New York    13\n",
       "Name: two, dtype: int64"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:,1] # second column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ohio         3\n",
       "Colorado     7\n",
       "Utah        11\n",
       "New York    15\n",
       "Name: four, dtype: int64"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:,-1] # last column"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multiple row and column selections using iloc\n",
    "- all rows   , first two columns, \n",
    "- last 2 rows, first two columns, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          one  two  three  four\n",
       "Ohio        0    1      2     3\n",
       "Colorado    4    5      6     7\n",
       "Utah        8    9     10    11\n",
       "New York   12   13     14    15"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          one  two\n",
       "Ohio        0    1\n",
       "Colorado    4    5\n",
       "Utah        8    9\n",
       "New York   12   13"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:, :2] # all rows, first 2 columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          one  two\n",
       "Utah        8    9\n",
       "New York   12   13"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[2:, :2] # rows 2,3, first 2 columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>four</th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "          four  one  two\n",
       "Colorado     7    4    5\n",
       "Utah        11    8    9"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[[1, 2], [3, 0, 1]] # 2nd 3rd row,  4th 1st 2nd columns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `loc` indexer works similarly\n",
    "* but you use column/index names rather than positions\n",
    "    - Selecting rows by label/index\n",
    "    - Selecting rows with a boolean / conditional lookup\n",
    "* The loc indexer is used with the same syntax as iloc: `data.loc[row selection, column selection]`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> * `loc` gets rows (and/or columns) with particular **labels**\n",
    "> * `iloc` gets rows (and/or columns) at integer **locations**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          one  two  three  four\n",
      "Ohio        0    1      2     3\n",
      "Colorado    4    5      6     7\n",
      "Utah        8    9     10    11\n",
      "New York   12   13     14    15\n",
      "\n",
      "data.loc[['Colorado','Ohio']]\n",
      "          one  two  three  four\n",
      "Colorado    4    5      6     7\n",
      "Ohio        0    1      2     3\n",
      "\n",
      "data.loc[:,'one']\n",
      "Ohio         0\n",
      "Colorado     4\n",
      "Utah         8\n",
      "New York    12\n",
      "Name: one, dtype: int64\n",
      "\n",
      "          one  four\n",
      "Colorado    4     7\n",
      "Ohio        0     3\n"
     ]
    }
   ],
   "source": [
    "print(data)\n",
    "print()\n",
    "print(\"data.loc[['Colorado','Ohio']]\")\n",
    "print(data.loc[['Colorado','Ohio']]) #List of labels index.\n",
    "print()\n",
    "print(\"data.loc[:,'one']\")\n",
    "print(data.loc[:,'one']) # first column of data frame\n",
    "print()\n",
    "\n",
    "# Multiple row and column selections using loc and DataFrame\n",
    "print(data.loc[['Colorado','Ohio'], ['one','four']])  # 'Colorado','Ohio' row + 'one','four'columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th>four</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "          one  two  three  four\n",
       "Ohio        0    1      2     3\n",
       "Colorado    4    5      6     7\n",
       "Utah        8    9     10    11\n",
       "New York   12   13     14    15"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          two  three  four\n",
       "Colorado    5      6     7\n",
       "Utah        9     10    11\n",
       "New York   13     14    15"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc['Colorado':'New York', 'two':]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Arithmetics and Data Alignment\n",
    "When summing 2 dataframes with different indexes or columns, we get a dataframe where\n",
    "* Entries with column and index present in both dataframes have a proper value \n",
    "* The others have NaN\n",
    "\n",
    "If you sum using method `add`\n",
    "- `fill_value` can force a default value to be used when an entry exists only in one dataframe\n",
    "\n",
    "This is known as __data alignment__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### If not using `fill_value`, column-index must exist in both dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "            a    b\n",
       "Texas     0.0  1.0\n",
       "Colorado  2.0  3.0"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.DataFrame(np.arange(4.).reshape((2, 2)), \n",
    "                   columns=['a','b'],\n",
    "                   index=['Texas', 'Colorado'])\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         a    b    c\n",
       "Texas  4.0  5.0  6.0"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.DataFrame((np.arange(3.)+4).reshape((1, 3)), \n",
    "                   columns=['a','b','c'],\n",
    "                   index=['Texas'])\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            a    b   c\n",
       "Colorado  NaN  NaN NaN\n",
       "Texas     4.0  6.0 NaN"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 + df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            a    b   c\n",
       "Colorado  NaN  NaN NaN\n",
       "Texas     4.0  6.0 NaN"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.add(df2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### If using `fill_value`, column-index must exist in one dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            a    b   c\n",
       "Colorado  NaN  NaN NaN\n",
       "Texas     4.0  6.0 NaN"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.add(df2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to see **Colorado** in the result\n",
    "- You can fill a **default value**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            a    b    c\n",
       "Colorado  2.0  3.0  NaN\n",
       "Texas     4.0  6.0  6.0"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.add(df2, fill_value=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>102.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>106.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              a      b      c\n",
       "Colorado  102.0  103.0    NaN\n",
       "Texas       4.0    6.0  106.0"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.add(df2, fill_value=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> `Colorado,c` remains NA because it does not appear in any dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Function application and mapping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A digression on `lambda` functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__[Lambda functions](https://www.w3schools.com/python/python_lambda.asp)__: in some cases, it might be convenient to define on-the-fly anonymous simple functions\n",
    "* __anonymous__: the function has no name\n",
    "* __simple__: the function can consist only of one expression\n",
    "\n",
    "A lambda function that computes the sum of two numbers: \n",
    "- `lambda a, b: a+b`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recall:\n",
    "- Everything in python is an object, also (lambda) functions\n",
    "  - You can assign them to variables\n",
    "  - You can pass them as parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'function'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_lfun = lambda a, b: a+b\n",
    "print(type(my_lfun))\n",
    "my_lfun(1,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The result is 3\n",
      "The result is 2\n"
     ]
    }
   ],
   "source": [
    "def expression_evaluator(f,n1,n2):\n",
    "    print('The result is',f(n1,n2))\n",
    "\n",
    "expression_evaluator(lambda a, b: a+b, 1,2)\n",
    "expression_evaluator(lambda a, b: a*b, 1,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A lambda function is really nothing more than a simple function without name\n",
    "* Why should we use them then?\n",
    "* Due to syntactic limiations regarding `def`\n",
    "\n",
    "There are places where `def` cannot be used:\n",
    "* In arguments of functions or in return statements\n",
    "* We will see that we can ask Pandas to apply a lambda expression to a dataframe. This cannot be done with normal functions\n",
    "\n",
    "Lambda expressions can help you avoiding annoying workarounds\n",
    "* In the end, it is mostly syntactic sugar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A nerdish digression to read if interested"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interesing feature related to lambda functions are\n",
    "- Python closurses to *attach data to code*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22\n",
      "33\n"
     ]
    }
   ],
   "source": [
    "# Python closures and lambda expressions\n",
    "#    We attach data to code\n",
    "def myfunc(n):\n",
    "    return lambda a : a * n\n",
    "\n",
    "mydoubler = myfunc(2)\n",
    "mytripler = myfunc(3)\n",
    "\n",
    "print(mydoubler(11))\n",
    "print(mytripler(11))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [],
   "source": [
    "#This cannot be done\n",
    "# def myfunc(n):\n",
    "#   return def aaa(a) :\n",
    "#             a * n            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However you can do"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22\n",
      "33\n"
     ]
    }
   ],
   "source": [
    "def myfunc(n):\n",
    "    def myinnerfunc(a) : \n",
    "        return a * n\n",
    "    return myinnerfunc\n",
    "\n",
    "mydoubler2 = myfunc(2)\n",
    "mytripler2 = myfunc(3)\n",
    "\n",
    "print(mydoubler(11))\n",
    "print(mytripler(11))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lambda functions are typically used in conjunction with\n",
    "* __map__: applies a given function to each element in a sequence\n",
    "* __filter__: applies a Boolean function to each element in a sequence, and returns only those evaluated to `true`\n",
    "* __reduce__: applies cumulatively a given function to the elements in a sequence, and return the cumulative result\n",
    "\n",
    "Some examples and interesting discussions on lambdas, map, filter, and reduce can be found at:\n",
    "* [Reference 1](https://book.pythontips.com/en/latest/map_filter.html#map-filter-and-reduce)\n",
    "* [Reference 2](https://www.learnpython.org/en/Map,_Filter,_Reduce)\n",
    "\n",
    "Here we see how lambda functions allow to \n",
    "- _enrich_ the set of functions applicable to DataFrames\n",
    "- apply _compactly_ complex functions to DataFrames"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Function application and mapping\n",
    "NumPy [ufuncs](https://www.w3schools.com/python/numpy_ufunc.asp) \n",
    "- element-wise array functions\n",
    "- work fine also with pandas objects\n",
    "\n",
    "For example\n",
    "- `np.abs(frame)` applies element-wise `abs` to all values in the dataframe `frame`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>0.185034</td>\n",
       "      <td>0.078517</td>\n",
       "      <td>-1.728899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0.293125</td>\n",
       "      <td>-0.620951</td>\n",
       "      <td>-0.334493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>-1.087401</td>\n",
       "      <td>-0.160473</td>\n",
       "      <td>0.848885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>2.044141</td>\n",
       "      <td>0.088392</td>\n",
       "      <td>-2.309809</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               b         d         e\n",
       "Utah    0.185034  0.078517 -1.728899\n",
       "Ohio    0.293125 -0.620951 -0.334493\n",
       "Texas  -1.087401 -0.160473  0.848885\n",
       "Oregon  2.044141  0.088392 -2.309809"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame = pd.DataFrame(np.random.randn(4, 3), columns=list('bde'),\n",
    "                     index=['Utah', 'Ohio', 'Texas', 'Oregon'])\n",
    "frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>0.185034</td>\n",
       "      <td>0.078517</td>\n",
       "      <td>1.728899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0.293125</td>\n",
       "      <td>0.620951</td>\n",
       "      <td>0.334493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>1.087401</td>\n",
       "      <td>0.160473</td>\n",
       "      <td>0.848885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>2.044141</td>\n",
       "      <td>0.088392</td>\n",
       "      <td>2.309809</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               b         d         e\n",
       "Utah    0.185034  0.078517  1.728899\n",
       "Ohio    0.293125  0.620951  0.334493\n",
       "Texas   1.087401  0.160473  0.848885\n",
       "Oregon  2.044141  0.088392  2.309809"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs(frame)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But you can also `apply` any function thought for 1d arrays to each column or row.\n",
    "- This gives you freedom in creating your own functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>0.185034</td>\n",
       "      <td>0.078517</td>\n",
       "      <td>1.728899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0.293125</td>\n",
       "      <td>0.620951</td>\n",
       "      <td>0.334493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>1.087401</td>\n",
       "      <td>0.160473</td>\n",
       "      <td>0.848885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>2.044141</td>\n",
       "      <td>0.088392</td>\n",
       "      <td>2.309809</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               b         d         e\n",
       "Utah    0.185034  0.078517  1.728899\n",
       "Ohio    0.293125  0.620951  0.334493\n",
       "Texas   1.087401  0.160473  0.848885\n",
       "Oregon  2.044141  0.088392  2.309809"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_abs = lambda arr: arr.abs()\n",
    "frame.apply(my_abs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>0.370067</td>\n",
       "      <td>0.157034</td>\n",
       "      <td>3.457798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0.586250</td>\n",
       "      <td>1.241902</td>\n",
       "      <td>0.668986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>2.174801</td>\n",
       "      <td>0.320946</td>\n",
       "      <td>1.697770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>4.088282</td>\n",
       "      <td>0.176784</td>\n",
       "      <td>4.619617</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               b         d         e\n",
       "Utah    0.370067  0.157034  3.457798\n",
       "Ohio    0.586250  1.241902  0.668986\n",
       "Texas   2.174801  0.320946  1.697770\n",
       "Oregon  4.088282  0.176784  4.619617"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = lambda arr: arr.abs() * 2\n",
    "frame.apply(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can I apply a function conditionally to the values in the dataframe?\n",
    "- `frame.apply(f)` or `frame.apply(f,axis=0)`\n",
    "  - You work on columns (can access single values by index)\n",
    "- `frame.apply(f,axis=1)`\n",
    "  - You work on rows (can access single values by column names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>0.185034</td>\n",
       "      <td>0.078517</td>\n",
       "      <td>-1.728899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0.293125</td>\n",
       "      <td>-0.620951</td>\n",
       "      <td>-0.334493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>-1.087401</td>\n",
       "      <td>-0.160473</td>\n",
       "      <td>0.848885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>2.044141</td>\n",
       "      <td>0.088392</td>\n",
       "      <td>-2.309809</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               b         d         e\n",
       "Utah    0.185034  0.078517 -1.728899\n",
       "Ohio    0.293125 -0.620951 -0.334493\n",
       "Texas  -1.087401 -0.160473  0.848885\n",
       "Oregon  2.044141  0.088392 -2.309809"
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>-99.814966</td>\n",
       "      <td>-99.921483</td>\n",
       "      <td>-3.457798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>-99.706875</td>\n",
       "      <td>-100.620951</td>\n",
       "      <td>-0.668986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>-101.087401</td>\n",
       "      <td>-100.160473</td>\n",
       "      <td>1.697770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>-97.955859</td>\n",
       "      <td>-99.911608</td>\n",
       "      <td>-4.619617</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 b           d         e\n",
       "Utah    -99.814966  -99.921483 -3.457798\n",
       "Ohio    -99.706875 -100.620951 -0.668986\n",
       "Texas  -101.087401 -100.160473  1.697770\n",
       "Oregon  -97.955859  -99.911608 -4.619617"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Double only columns where Texas is > 0\n",
    "f = lambda arr: arr*2 if arr.Texas>0.0 else arr-100\n",
    "frame.apply(f,axis=0) #same as axis=\"rows\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>0.370067</td>\n",
       "      <td>0.157034</td>\n",
       "      <td>-3.457798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0.586250</td>\n",
       "      <td>-1.241902</td>\n",
       "      <td>-0.668986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>-101.087401</td>\n",
       "      <td>-100.160473</td>\n",
       "      <td>-99.151115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>4.088282</td>\n",
       "      <td>0.176784</td>\n",
       "      <td>-4.619617</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 b           d          e\n",
       "Utah      0.370067    0.157034  -3.457798\n",
       "Ohio      0.586250   -1.241902  -0.668986\n",
       "Texas  -101.087401 -100.160473 -99.151115\n",
       "Oregon    4.088282    0.176784  -4.619617"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Double only rows where b is positive and e is negative\n",
    "f = lambda arr: arr*2 if arr.b>0 and arr.e<0 else arr-100\n",
    "frame.apply(f,axis=1) #same as axis=\"columns\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the applied function aggregates an array into a value, you get a Series with\n",
    "- an index per column\n",
    "- the aggregated value of each column\n",
    "\n",
    "As usual, you can use `axis` to work on rows rather than on columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b    2.044141\n",
       "d    0.088392\n",
       "e    0.848885\n",
       "dtype: float64"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = lambda arr: arr.max()\n",
    "frame.apply(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Utah      0.185034\n",
       "Ohio      0.293125\n",
       "Texas     0.848885\n",
       "Oregon    2.044141\n",
       "dtype: float64"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame.apply(f, axis='columns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Python functions for scalars rather than arrays can be used as well\n",
    "- [`applymap`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.applymap.html) applies a function that accepts and returns a scalar to every element of a DataFrame\n",
    "- `map` can be used to obtain same result for series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>0.185034</td>\n",
       "      <td>0.078517</td>\n",
       "      <td>-1.728899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>0.293125</td>\n",
       "      <td>-0.620951</td>\n",
       "      <td>-0.334493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>-1.087401</td>\n",
       "      <td>-0.160473</td>\n",
       "      <td>0.848885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>2.044141</td>\n",
       "      <td>0.088392</td>\n",
       "      <td>-2.309809</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               b         d         e\n",
       "Utah    0.185034  0.078517 -1.728899\n",
       "Ohio    0.293125 -0.620951 -0.334493\n",
       "Texas  -1.087401 -0.160473  0.848885\n",
       "Oregon  2.044141  0.088392 -2.309809"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>b</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>1.850337</td>\n",
       "      <td>0.785170</td>\n",
       "      <td>-17.288991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>2.931249</td>\n",
       "      <td>-6.209512</td>\n",
       "      <td>-3.344930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>-10.874005</td>\n",
       "      <td>-1.604732</td>\n",
       "      <td>8.488849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>20.441408</td>\n",
       "      <td>0.883922</td>\n",
       "      <td>-23.098086</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                b         d          e\n",
       "Utah     1.850337  0.785170 -17.288991\n",
       "Ohio     2.931249 -6.209512  -3.344930\n",
       "Texas  -10.874005 -1.604732   8.488849\n",
       "Oregon  20.441408  0.883922 -23.098086"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "times_ten = lambda x: x*10\n",
    "frame.applymap(times_ten)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Utah     -17.288991\n",
       "Ohio      -3.344930\n",
       "Texas      8.488849\n",
       "Oregon   -23.098086\n",
       "Name: e, dtype: float64"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame['e'].map(times_ten)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true
   },
   "source": [
    "### Sorting\n",
    "To sort\n",
    "lexicographically by row or column index, use the `sort_index` method, \n",
    "- which returns a new, sorted object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "d    0\n",
       "a    1\n",
       "b    2\n",
       "c    3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj = pd.Series(range(4), index=['d', 'a', 'b', 'c'])\n",
    "obj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "a    1\n",
       "b    2\n",
       "c    3\n",
       "d    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>c</th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>three</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       c  a  b\n",
       "three  0  1  2\n",
       "two    3  4  5\n",
       "one    6  7  8"
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame = pd.DataFrame(np.arange(9).reshape((3, 3)),\n",
    "                     index=['three', 'two','one'],\n",
    "                     columns=['c', 'a', 'b'])\n",
    "frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [
    {
     "data": {
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    "frame.sort_index() # sorting by the index"
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   "outputs": [
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    "frame.sort_index(axis=1,ascending=False) #  sorting  by column index  in descending order"
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    "We saw how to sort according to the 'name' of the index or of the column\n",
    "\n",
    "If you want to **sort according to the values** in the dataframe you should use\n",
    "- [sort_values](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.sort_values.html)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 250,
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       "       c  a  b\n",
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   "source": [
    "### Summarizing and Computing Descriptive Statistics\n",
    "Series and Dataframes offer methods for computing mathematical/statistical methods. \n",
    "* Most of these are reductions or summary statistics, \n",
    "  * methods that compute\n",
    "    * For Series: a single value (e.g. sum or mean) \n",
    "    * For DataFrames: a Series of values from the rows or columns. "
   ]
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   "metadata": {
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    {
     "data": {
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       "    one  two\n",
       "a  1.40  NaN\n",
       "b  7.10 -4.5\n",
       "c   NaN  NaN\n",
       "d  0.75 -1.3"
      ]
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   "source": [
    "df = pd.DataFrame([[1.4, np.nan], [7.1, -4.5],\n",
    "                   [np.nan, np.nan], [0.75, -1.3]],\n",
    "                  index=['a', 'b', 'c', 'd'],\n",
    "                  columns=['one', 'two'])\n",
    "df"
   ]
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  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "a    1.40\n",
       "b    2.60\n",
       "c    0.00\n",
       "d   -0.55\n",
       "dtype: float64"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sum(axis='columns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one    9.25\n",
       "two   -5.80\n",
       "dtype: float64"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "df.sum()"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that NaN are ignored\n",
    "* `9.25/3 = 3.083333`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one    3.083333\n",
       "two   -2.900000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 255,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "idxmin and idxmax, return \n",
    "* the index containing the minimum or maximum values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    one  two\n",
       "a  1.40  NaN\n",
       "b  7.10 -4.5\n",
       "c   NaN  NaN\n",
       "d  0.75 -1.3"
      ]
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    "df"
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  {
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   "metadata": {
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one    b\n",
       "two    d\n",
       "dtype: object"
      ]
     },
     "execution_count": 257,
     "metadata": {},
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    "df.idxmax()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one    7.1\n",
       "two   -4.5\n",
       "Name: b, dtype: float64"
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "df.loc[df['one'].idxmax()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "one    d\n",
       "two    b\n",
       "dtype: object"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df.idxmin()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The method `describe` computes a number of summary statistics in one shot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {
    "editable": true
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   "outputs": [
    {
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       "      <th>mean</th>\n",
       "      <td>3.083333</td>\n",
       "      <td>-2.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.493685</td>\n",
       "      <td>2.262742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
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       "      <td>-4.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.075000</td>\n",
       "      <td>-3.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.400000</td>\n",
       "      <td>-2.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.250000</td>\n",
       "      <td>-2.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.100000</td>\n",
       "      <td>-1.300000</td>\n",
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      "text/plain": [
       "            one       two\n",
       "count  3.000000  2.000000\n",
       "mean   3.083333 -2.900000\n",
       "std    3.493685  2.262742\n",
       "min    0.750000 -4.500000\n",
       "25%    1.075000 -3.700000\n",
       "50%    1.400000 -2.900000\n",
       "75%    4.250000 -2.100000\n",
       "max    7.100000 -1.300000"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe() #Compute set of summary statistics for Series or each DataFrame column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 4 entries, a to d\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   one     3 non-null      float64\n",
      " 1   two     2 non-null      float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 268.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true
   },
   "source": [
    " ### Value Counts, Membership and Missing Data\n",
    " Another class of related methods extracts information about the values contained in a\n",
    "one-dimensional Series. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
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       "      <th>3</th>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>a</td>\n",
       "      <td>b</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   one two\n",
       "1    a   b\n",
       "2  NaN   a\n",
       "3    b   b\n",
       "4    a   b"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame([['a', 'b'], [np.nan, 'a'],\n",
    "                   ['b', 'b'], ['a', 'b']],\n",
    "                  index=[1,2,3,4],\n",
    "                  columns=['one', 'two'])\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['b', 'a'], dtype=object)"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.two.unique() # unique, which gives you an array of the unique values in a Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b    3\n",
       "a    1\n",
       "Name: two, dtype: int64"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.two.value_counts() # computes a Series containing value frequencies:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`isin` is responsible for \n",
    "- vectorized set membership "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1      a\n",
       "2    NaN\n",
       "3      b\n",
       "4      a\n",
       "Name: one, dtype: object"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    a\n",
       "3    b\n",
       "4    a\n",
       "Name: one, dtype: object"
      ]
     },
     "execution_count": 266,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.one[df.one.isin(['b', 'a'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    b\n",
       "Name: one, dtype: object"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.one[df.one.isin(['b'])]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In certain cases, you might want to **filter out missing data**\n",
    "- As we have seen, you can use [`fillna`](https://www.w3resource.com/pandas/dataframe/dataframe-fillna.php) \n",
    "    - to fill NaN values with a given one\n",
    "    - this creates a copy of the dataframe!\n",
    "- You can use [`dropna`](https://www.w3resource.com/pandas/dataframe/dataframe-dropna.php) \n",
    "    - to drop rows with at least one NaN\n",
    "    - Or columns with at least one NaN using `dropna(axis='columns')`\n",
    "    - this creates a copy of the dataframe!    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "   one two\n",
       "1    a   b\n",
       "2  NaN   a\n",
       "3    b   b\n",
       "4    a   b"
      ]
     },
     "execution_count": 268,
     "metadata": {},
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   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  one two\n",
       "1   a   b\n",
       "2   0   a\n",
       "3   b   b\n",
       "4   a   b"
      ]
     },
     "execution_count": 269,
     "metadata": {},
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   ],
   "source": [
    "df.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "   one two\n",
       "1    a   b\n",
       "2  NaN   a\n",
       "3    b   b\n",
       "4    a   b"
      ]
     },
     "execution_count": 270,
     "metadata": {},
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   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "  one two\n",
       "1   a   b\n",
       "3   b   b\n",
       "4   a   b"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>two</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b</td>\n",
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       "      <th>2</th>\n",
       "      <td>a</td>\n",
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       "      <th>3</th>\n",
       "      <td>b</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>b</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "  two\n",
       "1   b\n",
       "2   a\n",
       "3   b\n",
       "4   b"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna(axis='columns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "###  Bin values into discrete intervals\n",
    "\n",
    "When dealing with continuous numeric data, it is often helpful to bin the data into multiple buckets for further analysis.\n",
    "\n",
    "Pandas supports these approaches using the cut and qcut function:\n",
    " * [cut](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.cut.html): Use cut when you need to segment and sort data values into bins. This function is also useful for going from a continuous variable to a categorical variable. For example, cut could convert ages to groups of age ranges.\n",
    " * [qcut](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.qcut.html): Discretize variable into equal-sized buckets, based on sample quantiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "url_github_repo=\"https://github.com/EMbeDS-education/IPDPP-GSSI-20212022/raw/main/\"\n",
    "img=Image(url_github_repo+'jupyter/jupyterNotebooks/img/binning.png',width=500)\n",
    "display(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt #MATLAB-like plotting framework."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>28.643951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27.122413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30.456088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30.132159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32.371607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>28.988033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>28.771118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>29.143247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>29.339438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>30.466625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Age\n",
       "0    28.643951\n",
       "1    27.122413\n",
       "2    30.456088\n",
       "3    30.132159\n",
       "4    32.371607\n",
       "..         ...\n",
       "995  28.988033\n",
       "996  28.771118\n",
       "997  29.143247\n",
       "998  29.339438\n",
       "999  30.466625\n",
       "\n",
       "[1000 rows x 1 columns]"
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_age = pd.DataFrame({'Age': np.random.normal(30, 2, 1000) })\n",
    "df_age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "df_age['Age'].hist(bins=10, color='#A9C5D3', edgecolor='black', grid=False)\n",
    "ax.set_title('Class Age Histogram', fontsize=12)\n",
    "ax.set_xlabel('Age', fontsize=12)\n",
    "ax.set_ylabel('Frequency', fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cut\n",
      "(27.279, 31.938]    749\n",
      "(31.938, 36.597]    159\n",
      "(22.606, 27.279]     92\n",
      "Name: bucket_w, dtype: int64\n",
      "\n",
      "qcut\n",
      "(22.619, 28.957]    334\n",
      "(28.957, 30.675]    333\n",
      "(30.675, 36.597]    333\n",
      "Name: bucket_q, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"cut\")\n",
    "df_age['bucket_w'] = pd.cut(df_age.Age, 3) \n",
    "df_age['bucket_w'].value_counts()\n",
    "print(df_age['bucket_w'].value_counts())# .plot(kind='bar')\n",
    "\n",
    "print(\"\\nqcut\")\n",
    "df_age['bucket_q'] = pd.qcut(df_age.Age, 3) \n",
    "print(df_age['bucket_q'].value_counts())# .plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PhD Student    749\n",
      "Post-Doc       159\n",
      "Student         92\n",
      "Name: bucket_q, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_age['bucket_q'] = pd.cut(df_age.Age, 3,  labels=[\"Student\", \"PhD Student\", \"Post-Doc\"]) \n",
    "print(df_age['bucket_q'].value_counts())# .plot(kind='bar')\n",
    "df_age['bucket_q'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>bucket_q</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>22.620273</td>\n",
       "      <td>Student</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>23.611793</td>\n",
       "      <td>Student</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>23.849457</td>\n",
       "      <td>Student</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>24.341494</td>\n",
       "      <td>Student</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>24.548664</td>\n",
       "      <td>Student</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>35.651028</td>\n",
       "      <td>Post-Doc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>36.043403</td>\n",
       "      <td>Post-Doc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>36.070718</td>\n",
       "      <td>Post-Doc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>36.501023</td>\n",
       "      <td>Post-Doc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>36.597376</td>\n",
       "      <td>Post-Doc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Age  bucket_q\n",
       "323  22.620273   Student\n",
       "928  23.611793   Student\n",
       "792  23.849457   Student\n",
       "49   24.341494   Student\n",
       "544  24.548664   Student\n",
       "..         ...       ...\n",
       "664  35.651028  Post-Doc\n",
       "821  36.043403  Post-Doc\n",
       "160  36.070718  Post-Doc\n",
       "417  36.501023  Post-Doc\n",
       "221  36.597376  Post-Doc\n",
       "\n",
       "[1000 rows x 2 columns]"
      ]
     },
     "execution_count": 279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_age[['Age','bucket_q']].sort_values(by='Age')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 30]    523\n",
       "(30, 40]    477\n",
       "(10, 20]      0\n",
       "Name: Age, dtype: int64"
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " pd.cut(df_age.Age, [10,20,30,40]).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Concatenate, Merge, Join\n",
    "Sometimes we don't have just 1 dataframe, \n",
    "- but more that we want to combine in different ways\n",
    "\n",
    "Pandas provides various facilities for easily combining together DataFrames"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Concatenating Along an Axis\n",
    "If we have dataframes representing _chunks_ of data with same structure \n",
    "- e.g., sets of rows of a table\n",
    "- we can use `concat` to concatenate their rows\n",
    "  - many more options [exist](https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C0</td>\n",
       "      <td>D0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A1</td>\n",
       "      <td>B1</td>\n",
       "      <td>C1</td>\n",
       "      <td>D1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C2</td>\n",
       "      <td>D2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A3</td>\n",
       "      <td>B3</td>\n",
       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A4</td>\n",
       "      <td>B4</td>\n",
       "      <td>C4</td>\n",
       "      <td>D4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A5</td>\n",
       "      <td>B5</td>\n",
       "      <td>C5</td>\n",
       "      <td>D5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A6</td>\n",
       "      <td>B6</td>\n",
       "      <td>C6</td>\n",
       "      <td>D6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A7</td>\n",
       "      <td>B7</td>\n",
       "      <td>C7</td>\n",
       "      <td>D7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A8</td>\n",
       "      <td>B8</td>\n",
       "      <td>C8</td>\n",
       "      <td>D8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A9</td>\n",
       "      <td>B9</td>\n",
       "      <td>C9</td>\n",
       "      <td>D9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A10</td>\n",
       "      <td>B10</td>\n",
       "      <td>C10</td>\n",
       "      <td>D10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>A11</td>\n",
       "      <td>B11</td>\n",
       "      <td>C11</td>\n",
       "      <td>D11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      A    B    C    D\n",
       "0    A0   B0   C0   D0\n",
       "1    A1   B1   C1   D1\n",
       "2    A2   B2   C2   D2\n",
       "3    A3   B3   C3   D3\n",
       "4    A4   B4   C4   D4\n",
       "5    A5   B5   C5   D5\n",
       "6    A6   B6   C6   D6\n",
       "7    A7   B7   C7   D7\n",
       "8    A8   B8   C8   D8\n",
       "9    A9   B9   C9   D9\n",
       "10  A10  B10  C10  D10\n",
       "11  A11  B11  C11  D11"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.DataFrame({'A': ['A0', 'A1', 'A2', 'A3'],\n",
    "                    'B': ['B0', 'B1', 'B2', 'B3'],\n",
    "                    'C': ['C0', 'C1', 'C2', 'C3'],\n",
    "                    'D': ['D0', 'D1', 'D2', 'D3']},\n",
    "                    index=[0, 1, 2, 3])\n",
    " \n",
    "df2 = pd.DataFrame({'A': ['A4', 'A5', 'A6', 'A7'],\n",
    "                    'B': ['B4', 'B5', 'B6', 'B7'],\n",
    "                    'C': ['C4', 'C5', 'C6', 'C7'],\n",
    "                    'D': ['D4', 'D5', 'D6', 'D7']},\n",
    "                    index=[4, 5, 6, 7])\n",
    "\n",
    "\n",
    "df3 = pd.DataFrame({'A': ['A8', 'A9', 'A10', 'A11'],\n",
    "                    'B': ['B8', 'B9', 'B10', 'B11'],\n",
    "                    'C': ['C8', 'C9', 'C10', 'C11'],\n",
    "                    'D': ['D8', 'D9', 'D10', 'D11']},\n",
    "                    index=[8, 9, 10, 11])\n",
    " \n",
    "\n",
    "frames = [df1, df2, df3]\n",
    "\n",
    "result = pd.concat(frames, axis=0)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, you might need to sort the resulting dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>2</th>\n",
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       "      <td>D2</td>\n",
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       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A8</td>\n",
       "      <td>B8</td>\n",
       "      <td>C8</td>\n",
       "      <td>D8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A9</td>\n",
       "      <td>B9</td>\n",
       "      <td>C9</td>\n",
       "      <td>D9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A10</td>\n",
       "      <td>B10</td>\n",
       "      <td>C10</td>\n",
       "      <td>D10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>A11</td>\n",
       "      <td>B11</td>\n",
       "      <td>C11</td>\n",
       "      <td>D11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      A    B    C    D\n",
       "4    A4   B4   C4   D4\n",
       "5    A5   B5   C5   D5\n",
       "6    A6   B6   C6   D6\n",
       "7    A7   B7   C7   D7\n",
       "0    A0   B0   C0   D0\n",
       "1    A1   B1   C1   D1\n",
       "2    A2   B2   C2   D2\n",
       "3    A3   B3   C3   D3\n",
       "8    A8   B8   C8   D8\n",
       "9    A9   B9   C9   D9\n",
       "10  A10  B10  C10  D10\n",
       "11  A11  B11  C11  D11"
      ]
     },
     "execution_count": 282,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frames = [df2, df1, df3]\n",
    "\n",
    "result = pd.concat(frames, axis=0)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>C8</td>\n",
       "      <td>D8</td>\n",
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       "      <th>9</th>\n",
       "      <td>A9</td>\n",
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       "      <th>10</th>\n",
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       "      <td>C10</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>A11</td>\n",
       "      <td>B11</td>\n",
       "      <td>C11</td>\n",
       "      <td>D11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      A    B    C    D\n",
       "0    A0   B0   C0   D0\n",
       "1    A1   B1   C1   D1\n",
       "2    A2   B2   C2   D2\n",
       "3    A3   B3   C3   D3\n",
       "4    A4   B4   C4   D4\n",
       "5    A5   B5   C5   D5\n",
       "6    A6   B6   C6   D6\n",
       "7    A7   B7   C7   D7\n",
       "8    A8   B8   C8   D8\n",
       "9    A9   B9   C9   D9\n",
       "10  A10  B10  C10  D10\n",
       "11  A11  B11  C11  D11"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.sort_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What if some rows have same index?\n",
    "- You get more rows with same index! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>C4</td>\n",
       "      <td>D4</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A5</td>\n",
       "      <td>B5</td>\n",
       "      <td>C5</td>\n",
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       "      <th>6</th>\n",
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       "      <td>D6</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A7</td>\n",
       "      <td>B7</td>\n",
       "      <td>C7</td>\n",
       "      <td>D7</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    A   B   C   D\n",
       "4  A4  B4  C4  D4\n",
       "5  A5  B5  C5  D5\n",
       "6  A6  B6  C6  D6\n",
       "7  A7  B7  C7  D7\n",
       "4  A4  B4  C4  D4\n",
       "5  A5  B5  C5  D5\n",
       "6  A6  B6  C6  D6\n",
       "7  A7  B7  C7  D7"
      ]
     },
     "execution_count": 284,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frames = [df2, df2]\n",
    "result = pd.concat(frames, axis=0)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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      "text/plain": [
       "    A   B   C   D\n",
       "4  A4  B4  C4  D4\n",
       "4  A4  B4  C4  D4"
      ]
     },
     "execution_count": 285,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.loc[4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to avoid this:\n",
    "- Reset the index afterwards `result.reset_index()`\n",
    "- Change the index of one of the two before concatenating\n",
    "\n",
    "But, in general, we suggest to use `concat` only if this case does not arise.\n",
    "> Indeed, it is useful to split first a big dtaframe, working on the single parts and putting them back together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>A4</td>\n",
       "      <td>B4</td>\n",
       "      <td>C4</td>\n",
       "      <td>D4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>A5</td>\n",
       "      <td>B5</td>\n",
       "      <td>C5</td>\n",
       "      <td>D5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6</td>\n",
       "      <td>A6</td>\n",
       "      <td>B6</td>\n",
       "      <td>C6</td>\n",
       "      <td>D6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7</td>\n",
       "      <td>A7</td>\n",
       "      <td>B7</td>\n",
       "      <td>C7</td>\n",
       "      <td>D7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>A4</td>\n",
       "      <td>B4</td>\n",
       "      <td>C4</td>\n",
       "      <td>D4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>A5</td>\n",
       "      <td>B5</td>\n",
       "      <td>C5</td>\n",
       "      <td>D5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>A6</td>\n",
       "      <td>B6</td>\n",
       "      <td>C6</td>\n",
       "      <td>D6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>A7</td>\n",
       "      <td>B7</td>\n",
       "      <td>C7</td>\n",
       "      <td>D7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index   A   B   C   D\n",
       "0      4  A4  B4  C4  D4\n",
       "1      5  A5  B5  C5  D5\n",
       "2      6  A6  B6  C6  D6\n",
       "3      7  A7  B7  C7  D7\n",
       "4      4  A4  B4  C4  D4\n",
       "5      5  A5  B5  C5  D5\n",
       "6      6  A6  B6  C6  D6\n",
       "7      7  A7  B7  C7  D7"
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_reset=result.reset_index()\n",
    "result_reset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You might also be interested in dropping duplicate rows (i.e., with same values apart from index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>A4</td>\n",
       "      <td>B4</td>\n",
       "      <td>C4</td>\n",
       "      <td>D4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>A5</td>\n",
       "      <td>B5</td>\n",
       "      <td>C5</td>\n",
       "      <td>D5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6</td>\n",
       "      <td>A6</td>\n",
       "      <td>B6</td>\n",
       "      <td>C6</td>\n",
       "      <td>D6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7</td>\n",
       "      <td>A7</td>\n",
       "      <td>B7</td>\n",
       "      <td>C7</td>\n",
       "      <td>D7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index   A   B   C   D\n",
       "0      4  A4  B4  C4  D4\n",
       "1      5  A5  B5  C5  D5\n",
       "2      6  A6  B6  C6  D6\n",
       "3      7  A7  B7  C7  D7"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_reset.drop_duplicates()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thanks to __data alignment__, you can also concatenate dataframe with \n",
    "- __not perfectly matching structure__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>E</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A4</td>\n",
       "      <td>B4</td>\n",
       "      <td>C4</td>\n",
       "      <td>E8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A5</td>\n",
       "      <td>B5</td>\n",
       "      <td>C5</td>\n",
       "      <td>E9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A6</td>\n",
       "      <td>B6</td>\n",
       "      <td>C6</td>\n",
       "      <td>E10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A7</td>\n",
       "      <td>B7</td>\n",
       "      <td>C7</td>\n",
       "      <td>E11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    A   B   C    E\n",
       "4  A4  B4  C4   E8\n",
       "5  A5  B5  C5   E9\n",
       "6  A6  B6  C6  E10\n",
       "7  A7  B7  C7  E11"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['E']= ['E8', 'E9', 'E10', 'E11']\n",
    "df2.drop(['D'],axis=1,inplace=True,errors='ignore')\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C0</td>\n",
       "      <td>D0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A1</td>\n",
       "      <td>B1</td>\n",
       "      <td>C1</td>\n",
       "      <td>D1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C2</td>\n",
       "      <td>D2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A3</td>\n",
       "      <td>B3</td>\n",
       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A4</td>\n",
       "      <td>B4</td>\n",
       "      <td>C4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A5</td>\n",
       "      <td>B5</td>\n",
       "      <td>C5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A6</td>\n",
       "      <td>B6</td>\n",
       "      <td>C6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A7</td>\n",
       "      <td>B7</td>\n",
       "      <td>C7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A8</td>\n",
       "      <td>B8</td>\n",
       "      <td>C8</td>\n",
       "      <td>D8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A9</td>\n",
       "      <td>B9</td>\n",
       "      <td>C9</td>\n",
       "      <td>D9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A10</td>\n",
       "      <td>B10</td>\n",
       "      <td>C10</td>\n",
       "      <td>D10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>A11</td>\n",
       "      <td>B11</td>\n",
       "      <td>C11</td>\n",
       "      <td>D11</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      A    B    C    D    E\n",
       "0    A0   B0   C0   D0  NaN\n",
       "1    A1   B1   C1   D1  NaN\n",
       "2    A2   B2   C2   D2  NaN\n",
       "3    A3   B3   C3   D3  NaN\n",
       "4    A4   B4   C4  NaN   E8\n",
       "5    A5   B5   C5  NaN   E9\n",
       "6    A6   B6   C6  NaN  E10\n",
       "7    A7   B7   C7  NaN  E11\n",
       "8    A8   B8   C8   D8  NaN\n",
       "9    A9   B9   C9   D9  NaN\n",
       "10  A10  B10  C10  D10  NaN\n",
       "11  A11  B11  C11  D11  NaN"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frames = [df1, df2, df3]\n",
    "\n",
    "result = pd.concat(frames, axis=0)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Database-style merging and joining"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dimensions in combining dataframes\n",
    "- `concat` combines dataframes _vertically_\n",
    "   - we put together _rows_\n",
    "   - but we can also add columns specifying `axis`\n",
    "- [`merge` and `join`](https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html) combine dataframes _horizontally_\n",
    "   - we put together _columns_   \n",
    "   \n",
    "Some examples below were taken from [here](https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Merge"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Merge` operations combine datasets by \n",
    "- Linking rows using one or more keys (i.e. columns).\n",
    "- These operations are central to relational databases. \n",
    "  - After all, dataframes are tables ..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at an example of `merge`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K1</td>\n",
       "      <td>A1</td>\n",
       "      <td>B1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K3</td>\n",
       "      <td>A3</td>\n",
       "      <td>B3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  key   A   B\n",
       "0  K0  A0  B0\n",
       "1  K1  A1  B1\n",
       "2  K2  A2  B2\n",
       "3  K3  A3  B3"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "left = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],\n",
    "                     'A': ['A0', 'A1', 'A2', 'A3'],\n",
    "                     'B': ['B0', 'B1', 'B2', 'B3']})\n",
    "\n",
    "\n",
    "right = pd.DataFrame({'key': ['K0', 'K0', 'K2', 'K2'],\n",
    "                      'C': ['C0', 'C1', 'C2', 'C3'],\n",
    "                      'D': ['D0', 'D1', 'D2', 'D3']})\n",
    "left"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>K0</td>\n",
       "      <td>C0</td>\n",
       "      <td>D0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K0</td>\n",
       "      <td>C1</td>\n",
       "      <td>D1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K2</td>\n",
       "      <td>C2</td>\n",
       "      <td>D2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K2</td>\n",
       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  key   C   D\n",
       "0  K0  C0  D0\n",
       "1  K0  C1  D1\n",
       "2  K2  C2  D2\n",
       "3  K2  C3  D3"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "right"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that\n",
    "- K0 and K2 appear in both dataframes\n",
    "- K1 and K3 appear only in left"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to obtain a dataframe with columns `key` and `A` to `D`, combining rows \n",
    "- with same value of `key`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C0</td>\n",
       "      <td>D0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C1</td>\n",
       "      <td>D1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C2</td>\n",
       "      <td>D2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  key   A   B   C   D\n",
       "0  K0  A0  B0  C0  D0\n",
       "1  K0  A0  B0  C1  D1\n",
       "2  K2  A2  B2  C2  D2\n",
       "3  K2  A2  B2  C3  D3"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left, right,  how='inner', on='key')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C0</td>\n",
       "      <td>D0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C1</td>\n",
       "      <td>D1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K1</td>\n",
       "      <td>A1</td>\n",
       "      <td>B1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C2</td>\n",
       "      <td>D2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>K3</td>\n",
       "      <td>A3</td>\n",
       "      <td>B3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  key   A   B    C    D\n",
       "0  K0  A0  B0   C0   D0\n",
       "1  K0  A0  B0   C1   D1\n",
       "2  K1  A1  B1  NaN  NaN\n",
       "3  K2  A2  B2   C2   D2\n",
       "4  K2  A2  B2   C3   D3\n",
       "5  K3  A3  B3  NaN  NaN"
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left, right,  how='outer', on='key')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C0</td>\n",
       "      <td>D0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C1</td>\n",
       "      <td>D1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K1</td>\n",
       "      <td>A1</td>\n",
       "      <td>B1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C2</td>\n",
       "      <td>D2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>K3</td>\n",
       "      <td>A3</td>\n",
       "      <td>B3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  key   A   B    C    D\n",
       "0  K0  A0  B0   C0   D0\n",
       "1  K0  A0  B0   C1   D1\n",
       "2  K1  A1  B1  NaN  NaN\n",
       "3  K2  A2  B2   C2   D2\n",
       "4  K2  A2  B2   C3   D3\n",
       "5  K3  A3  B3  NaN  NaN"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left, right,  how='left', on='key')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The _how_ argument determines which keys are to be included in the resulting table\n",
    "\n",
    "|  Merge method |Description  |\n",
    "|---|---|\n",
    "|  left |  Use keys from left frame only |  \n",
    "|  right |  Use keys from right frame only |  \n",
    "|  outer |  Use union of keys from both frames |  \n",
    "|  inner (default) | Use intersection of keys from both frames  |  \n",
    "\n",
    "\n",
    "Instead, _on_ specifies the Column to join on. \n",
    "- This must appear in both combined DataFrames"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What if you want to ignore certain columns? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C0</td>\n",
       "      <td>D0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C1</td>\n",
       "      <td>D1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C2</td>\n",
       "      <td>D2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  key   A   B   C   D\n",
       "0  K0  A0  B0  C0  D0\n",
       "1  K0  A0  B0  C1  D1\n",
       "2  K2  A2  B2  C2  D2\n",
       "3  K2  A2  B2  C3  D3"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left, right,  how='inner', on='key')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>K0</td>\n",
       "      <td>C0</td>\n",
       "      <td>D0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K0</td>\n",
       "      <td>C1</td>\n",
       "      <td>D1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K2</td>\n",
       "      <td>C2</td>\n",
       "      <td>D2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K2</td>\n",
       "      <td>C3</td>\n",
       "      <td>D3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  key   C   D\n",
       "0  K0  C0  D0\n",
       "1  K0  C1  D1\n",
       "2  K2  C2  D2\n",
       "3  K2  C3  D3"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "right"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K0</td>\n",
       "      <td>A0</td>\n",
       "      <td>B0</td>\n",
       "      <td>C1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K2</td>\n",
       "      <td>A2</td>\n",
       "      <td>B2</td>\n",
       "      <td>C3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  key   A   B   C\n",
       "0  K0  A0  B0  C0\n",
       "1  K0  A0  B0  C1\n",
       "2  K2  A2  B2  C2\n",
       "3  K2  A2  B2  C3"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left, right[['key','C']],  how='inner', on='key')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Join"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pandas exposes another method for applying merge-like operations\n",
    "- **join**\n",
    "\n",
    "Both `merge` and `join` are based on a common inner method.\n",
    "- join could be useful in [specific cases](https://stackoverflow.com/questions/22676081/what-is-the-difference-between-join-and-merge-in-pandas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load/manipulate remote CSV file: Simple application to Italian COVID data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using Python and pandas, it is easy to read data from CSV files\n",
    "- Comma-Separated Values\n",
    "- Essentially an excel file written in a text file\n",
    "\n",
    "One convenient feature is __type inference__\n",
    "* You don’t need to specify which columns are numeric, integer, boolean, or string. \n",
    "* Handling dates and other custom types requires a bit more effort. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us consider the national-level Italian COVID CSV data collected by Protezione civile\n",
    "* It is distributed as a CSV file in a [GitHub repository](https://github.com/pcm-dpc/COVID-19/)\n",
    "* You also find a local copy downloaded on 26/01/2021 in our wiki (follow the link dataset from the right-menu)\n",
    "\n",
    "Let's read one such _remote_ CSV file into a DataFrame\n",
    "* __You just need 1 instruction__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load delimited data from a file, URL, or file-like object. Use comma as default delimiter\n",
    "covid_data = pd.read_csv('https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(covid_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>data</th>\n",
       "      <th>stato</th>\n",
       "      <th>ricoverati_con_sintomi</th>\n",
       "      <th>terapia_intensiva</th>\n",
       "      <th>totale_ospedalizzati</th>\n",
       "      <th>isolamento_domiciliare</th>\n",
       "      <th>totale_positivi</th>\n",
       "      <th>variazione_totale_positivi</th>\n",
       "      <th>nuovi_positivi</th>\n",
       "      <th>dimessi_guariti</th>\n",
       "      <th>...</th>\n",
       "      <th>tamponi</th>\n",
       "      <th>casi_testati</th>\n",
       "      <th>note</th>\n",
       "      <th>ingressi_terapia_intensiva</th>\n",
       "      <th>note_test</th>\n",
       "      <th>note_casi</th>\n",
       "      <th>totale_positivi_test_molecolare</th>\n",
       "      <th>totale_positivi_test_antigenico_rapido</th>\n",
       "      <th>tamponi_test_molecolare</th>\n",
       "      <th>tamponi_test_antigenico_rapido</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-24T18:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>101</td>\n",
       "      <td>26</td>\n",
       "      <td>127</td>\n",
       "      <td>94</td>\n",
       "      <td>221</td>\n",
       "      <td>0</td>\n",
       "      <td>221</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-25T18:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>114</td>\n",
       "      <td>35</td>\n",
       "      <td>150</td>\n",
       "      <td>162</td>\n",
       "      <td>311</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>8623</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-26T18:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>128</td>\n",
       "      <td>36</td>\n",
       "      <td>164</td>\n",
       "      <td>221</td>\n",
       "      <td>385</td>\n",
       "      <td>74</td>\n",
       "      <td>78</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>9587</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-27T18:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>248</td>\n",
       "      <td>56</td>\n",
       "      <td>304</td>\n",
       "      <td>284</td>\n",
       "      <td>588</td>\n",
       "      <td>203</td>\n",
       "      <td>250</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td>12014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-28T18:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>345</td>\n",
       "      <td>64</td>\n",
       "      <td>409</td>\n",
       "      <td>412</td>\n",
       "      <td>821</td>\n",
       "      <td>233</td>\n",
       "      <td>238</td>\n",
       "      <td>46</td>\n",
       "      <td>...</td>\n",
       "      <td>15695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  data stato  ricoverati_con_sintomi  terapia_intensiva  \\\n",
       "0  2020-02-24T18:00:00   ITA                     101                 26   \n",
       "1  2020-02-25T18:00:00   ITA                     114                 35   \n",
       "2  2020-02-26T18:00:00   ITA                     128                 36   \n",
       "3  2020-02-27T18:00:00   ITA                     248                 56   \n",
       "4  2020-02-28T18:00:00   ITA                     345                 64   \n",
       "\n",
       "   totale_ospedalizzati  isolamento_domiciliare  totale_positivi  \\\n",
       "0                   127                      94              221   \n",
       "1                   150                     162              311   \n",
       "2                   164                     221              385   \n",
       "3                   304                     284              588   \n",
       "4                   409                     412              821   \n",
       "\n",
       "   variazione_totale_positivi  nuovi_positivi  dimessi_guariti  ...  tamponi  \\\n",
       "0                           0             221                1  ...     4324   \n",
       "1                          90              93                1  ...     8623   \n",
       "2                          74              78                3  ...     9587   \n",
       "3                         203             250               45  ...    12014   \n",
       "4                         233             238               46  ...    15695   \n",
       "\n",
       "   casi_testati  note  ingressi_terapia_intensiva  note_test  note_casi  \\\n",
       "0           NaN   NaN                         NaN        NaN        NaN   \n",
       "1           NaN   NaN                         NaN        NaN        NaN   \n",
       "2           NaN   NaN                         NaN        NaN        NaN   \n",
       "3           NaN   NaN                         NaN        NaN        NaN   \n",
       "4           NaN   NaN                         NaN        NaN        NaN   \n",
       "\n",
       "  totale_positivi_test_molecolare  totale_positivi_test_antigenico_rapido  \\\n",
       "0                             NaN                                     NaN   \n",
       "1                             NaN                                     NaN   \n",
       "2                             NaN                                     NaN   \n",
       "3                             NaN                                     NaN   \n",
       "4                             NaN                                     NaN   \n",
       "\n",
       "   tamponi_test_molecolare  tamponi_test_antigenico_rapido  \n",
       "0                      NaN                             NaN  \n",
       "1                      NaN                             NaN  \n",
       "2                      NaN                             NaN  \n",
       "3                      NaN                             NaN  \n",
       "4                      NaN                             NaN  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 301,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2024-11-24T17:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>1352</td>\n",
       "      <td>55</td>\n",
       "      <td>1407</td>\n",
       "      <td>215778</td>\n",
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       "      <td>26536985</td>\n",
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       "    <tr>\n",
       "      <th>1736</th>\n",
       "      <td>2024-11-25T17:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>1359</td>\n",
       "      <td>53</td>\n",
       "      <td>1412</td>\n",
       "      <td>215563</td>\n",
       "      <td>216975</td>\n",
       "      <td>-210</td>\n",
       "      <td>115</td>\n",
       "      <td>26537303</td>\n",
       "      <td>...</td>\n",
       "      <td>284025556</td>\n",
       "      <td>70526244.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970198.0</td>\n",
       "      <td>16982511.0</td>\n",
       "      <td>103235022.0</td>\n",
       "      <td>180790534.0</td>\n",
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       "    <tr>\n",
       "      <th>1737</th>\n",
       "      <td>2024-11-26T17:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>1360</td>\n",
       "      <td>54</td>\n",
       "      <td>1414</td>\n",
       "      <td>215565</td>\n",
       "      <td>216979</td>\n",
       "      <td>4</td>\n",
       "      <td>471</td>\n",
       "      <td>26537761</td>\n",
       "      <td>...</td>\n",
       "      <td>284037873</td>\n",
       "      <td>70527918.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970337.0</td>\n",
       "      <td>16982843.0</td>\n",
       "      <td>103236276.0</td>\n",
       "      <td>180801597.0</td>\n",
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       "    <tr>\n",
       "      <th>1738</th>\n",
       "      <td>2024-11-27T17:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>1357</td>\n",
       "      <td>58</td>\n",
       "      <td>1415</td>\n",
       "      <td>215338</td>\n",
       "      <td>216753</td>\n",
       "      <td>-226</td>\n",
       "      <td>313</td>\n",
       "      <td>26538295</td>\n",
       "      <td>...</td>\n",
       "      <td>284047679</td>\n",
       "      <td>70529327.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970453.0</td>\n",
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       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     data stato  ricoverati_con_sintomi  terapia_intensiva  \\\n",
       "1734  2024-11-23T17:00:00   ITA                    1369                 54   \n",
       "1735  2024-11-24T17:00:00   ITA                    1352                 55   \n",
       "1736  2024-11-25T17:00:00   ITA                    1359                 53   \n",
       "1737  2024-11-26T17:00:00   ITA                    1360                 54   \n",
       "1738  2024-11-27T17:00:00   ITA                    1357                 58   \n",
       "\n",
       "      totale_ospedalizzati  isolamento_domiciliare  totale_positivi  \\\n",
       "1734                  1423                  215727           217150   \n",
       "1735                  1407                  215778           217185   \n",
       "1736                  1412                  215563           216975   \n",
       "1737                  1414                  215565           216979   \n",
       "1738                  1415                  215338           216753   \n",
       "\n",
       "      variazione_totale_positivi  nuovi_positivi  dimessi_guariti  ...  \\\n",
       "1734                         -33             316         26536788  ...   \n",
       "1735                          35             235         26536985  ...   \n",
       "1736                        -210             115         26537303  ...   \n",
       "1737                           4             471         26537761  ...   \n",
       "1738                        -226             313         26538295  ...   \n",
       "\n",
       "        tamponi  casi_testati  note  ingressi_terapia_intensiva  note_test  \\\n",
       "1734  284015186    70524765.0   NaN                         8.0        NaN   \n",
       "1735  284021452    70522615.0   NaN                         2.0        NaN   \n",
       "1736  284025556    70526244.0   NaN                         1.0        NaN   \n",
       "1737  284037873    70527918.0   NaN                         3.0        NaN   \n",
       "1738  284047679    70529327.0   NaN                        10.0        NaN   \n",
       "\n",
       "      note_casi totale_positivi_test_molecolare  \\\n",
       "1734        NaN                       9970085.0   \n",
       "1735        NaN                       9970163.0   \n",
       "1736        NaN                       9970198.0   \n",
       "1737        NaN                       9970337.0   \n",
       "1738        NaN                       9970453.0   \n",
       "\n",
       "      totale_positivi_test_antigenico_rapido  tamponi_test_molecolare  \\\n",
       "1734                              16982274.0              103233907.0   \n",
       "1735                              16982431.0              103234544.0   \n",
       "1736                              16982511.0              103235022.0   \n",
       "1737                              16982843.0              103236276.0   \n",
       "1738                              16983040.0              103237402.0   \n",
       "\n",
       "      tamponi_test_antigenico_rapido  \n",
       "1734                     180781279.0  \n",
       "1735                     180786908.0  \n",
       "1736                     180790534.0  \n",
       "1737                     180801597.0  \n",
       "1738                     180810277.0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1739 entries, 0 to 1738\n",
      "Data columns (total 24 columns):\n",
      " #   Column                                  Non-Null Count  Dtype  \n",
      "---  ------                                  --------------  -----  \n",
      " 0   data                                    1739 non-null   object \n",
      " 1   stato                                   1739 non-null   object \n",
      " 2   ricoverati_con_sintomi                  1739 non-null   int64  \n",
      " 3   terapia_intensiva                       1739 non-null   int64  \n",
      " 4   totale_ospedalizzati                    1739 non-null   int64  \n",
      " 5   isolamento_domiciliare                  1739 non-null   int64  \n",
      " 6   totale_positivi                         1739 non-null   int64  \n",
      " 7   variazione_totale_positivi              1739 non-null   int64  \n",
      " 8   nuovi_positivi                          1739 non-null   int64  \n",
      " 9   dimessi_guariti                         1739 non-null   int64  \n",
      " 10  deceduti                                1739 non-null   int64  \n",
      " 11  casi_da_sospetto_diagnostico            162 non-null    float64\n",
      " 12  casi_da_screening                       162 non-null    float64\n",
      " 13  totale_casi                             1739 non-null   int64  \n",
      " 14  tamponi                                 1739 non-null   int64  \n",
      " 15  casi_testati                            1684 non-null   float64\n",
      " 16  note                                    44 non-null     object \n",
      " 17  ingressi_terapia_intensiva              1456 non-null   float64\n",
      " 18  note_test                               0 non-null      float64\n",
      " 19  note_casi                               0 non-null      float64\n",
      " 20  totale_positivi_test_molecolare         1413 non-null   float64\n",
      " 21  totale_positivi_test_antigenico_rapido  1413 non-null   float64\n",
      " 22  tamponi_test_molecolare                 1413 non-null   float64\n",
      " 23  tamponi_test_antigenico_rapido          1413 non-null   float64\n",
      "dtypes: float64(10), int64(11), object(3)\n",
      "memory usage: 326.2+ KB\n"
     ]
    }
   ],
   "source": [
    "covid_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>totale_positivi</th>\n",
       "      <th>variazione_totale_positivi</th>\n",
       "      <th>nuovi_positivi</th>\n",
       "      <th>dimessi_guariti</th>\n",
       "      <th>deceduti</th>\n",
       "      <th>casi_da_sospetto_diagnostico</th>\n",
       "      <th>...</th>\n",
       "      <th>totale_casi</th>\n",
       "      <th>tamponi</th>\n",
       "      <th>casi_testati</th>\n",
       "      <th>ingressi_terapia_intensiva</th>\n",
       "      <th>note_test</th>\n",
       "      <th>note_casi</th>\n",
       "      <th>totale_positivi_test_molecolare</th>\n",
       "      <th>totale_positivi_test_antigenico_rapido</th>\n",
       "      <th>tamponi_test_molecolare</th>\n",
       "      <th>tamponi_test_antigenico_rapido</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1739.000000</td>\n",
       "      <td>1739.000000</td>\n",
       "      <td>1739.000000</td>\n",
       "      <td>1.739000e+03</td>\n",
       "      <td>1.739000e+03</td>\n",
       "      <td>1739.000000</td>\n",
       "      <td>1739.000000</td>\n",
       "      <td>1.739000e+03</td>\n",
       "      <td>1739.000000</td>\n",
       "      <td>162.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.739000e+03</td>\n",
       "      <td>1.739000e+03</td>\n",
       "      <td>1.684000e+03</td>\n",
       "      <td>1456.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.413000e+03</td>\n",
       "      <td>1.413000e+03</td>\n",
       "      <td>1.413000e+03</td>\n",
       "      <td>1.413000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7227.372628</td>\n",
       "      <td>654.541691</td>\n",
       "      <td>7881.914894</td>\n",
       "      <td>3.589759e+05</td>\n",
       "      <td>3.668578e+05</td>\n",
       "      <td>124.515239</td>\n",
       "      <td>15325.186889</td>\n",
       "      <td>1.484921e+07</td>\n",
       "      <td>143842.625072</td>\n",
       "      <td>345928.216049</td>\n",
       "      <td>...</td>\n",
       "      <td>1.535991e+07</td>\n",
       "      <td>1.747147e+08</td>\n",
       "      <td>4.866622e+07</td>\n",
       "      <td>40.760989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.117645e+06</td>\n",
       "      <td>1.065685e+07</td>\n",
       "      <td>8.702471e+07</td>\n",
       "      <td>1.257850e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7941.953262</td>\n",
       "      <td>980.886862</td>\n",
       "      <td>8885.392611</td>\n",
       "      <td>4.368313e+05</td>\n",
       "      <td>4.406140e+05</td>\n",
       "      <td>16624.446051</td>\n",
       "      <td>28131.784932</td>\n",
       "      <td>1.101902e+07</td>\n",
       "      <td>59500.742285</td>\n",
       "      <td>217856.889628</td>\n",
       "      <td>...</td>\n",
       "      <td>1.104833e+07</td>\n",
       "      <td>1.103561e+08</td>\n",
       "      <td>2.421374e+07</td>\n",
       "      <td>57.366806</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.475259e+06</td>\n",
       "      <td>6.985945e+06</td>\n",
       "      <td>2.197195e+07</td>\n",
       "      <td>6.332810e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>101.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>127.000000</td>\n",
       "      <td>9.400000e+01</td>\n",
       "      <td>2.210000e+02</td>\n",
       "      <td>-116092.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.290000e+02</td>\n",
       "      <td>4.324000e+03</td>\n",
       "      <td>9.353100e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.351466e+06</td>\n",
       "      <td>9.570000e+02</td>\n",
       "      <td>2.861735e+07</td>\n",
       "      <td>1.168590e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1834.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>1943.500000</td>\n",
       "      <td>1.172755e+05</td>\n",
       "      <td>1.192370e+05</td>\n",
       "      <td>-2025.500000</td>\n",
       "      <td>1025.500000</td>\n",
       "      <td>3.514956e+06</td>\n",
       "      <td>121585.500000</td>\n",
       "      <td>223237.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.055264e+06</td>\n",
       "      <td>5.939441e+07</td>\n",
       "      <td>2.883539e+07</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.759069e+06</td>\n",
       "      <td>6.370410e+05</td>\n",
       "      <td>7.401308e+07</td>\n",
       "      <td>6.797943e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3747.000000</td>\n",
       "      <td>228.000000</td>\n",
       "      <td>4042.000000</td>\n",
       "      <td>1.778810e+05</td>\n",
       "      <td>1.811570e+05</td>\n",
       "      <td>-25.000000</td>\n",
       "      <td>4171.000000</td>\n",
       "      <td>1.814745e+07</td>\n",
       "      <td>169390.000000</td>\n",
       "      <td>236256.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.966732e+07</td>\n",
       "      <td>2.309581e+08</td>\n",
       "      <td>6.239466e+07</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.647334e+06</td>\n",
       "      <td>1.537427e+07</td>\n",
       "      <td>9.948620e+07</td>\n",
       "      <td>1.621464e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9026.000000</td>\n",
       "      <td>557.000000</td>\n",
       "      <td>9568.500000</td>\n",
       "      <td>4.664075e+05</td>\n",
       "      <td>4.783750e+05</td>\n",
       "      <td>1180.000000</td>\n",
       "      <td>17541.500000</td>\n",
       "      <td>2.569700e+07</td>\n",
       "      <td>191576.000000</td>\n",
       "      <td>341673.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.604072e+07</td>\n",
       "      <td>2.753932e+08</td>\n",
       "      <td>6.937980e+07</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.905838e+06</td>\n",
       "      <td>1.660370e+07</td>\n",
       "      <td>1.025705e+08</td>\n",
       "      <td>1.756954e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>34697.000000</td>\n",
       "      <td>4068.000000</td>\n",
       "      <td>38507.000000</td>\n",
       "      <td>2.713594e+06</td>\n",
       "      <td>2.734906e+06</td>\n",
       "      <td>172462.000000</td>\n",
       "      <td>220532.000000</td>\n",
       "      <td>2.653830e+07</td>\n",
       "      <td>198445.000000</td>\n",
       "      <td>988470.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.695349e+07</td>\n",
       "      <td>2.840477e+08</td>\n",
       "      <td>9.530363e+07</td>\n",
       "      <td>324.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.036965e+07</td>\n",
       "      <td>1.698304e+07</td>\n",
       "      <td>1.032374e+08</td>\n",
       "      <td>1.808103e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       ricoverati_con_sintomi  terapia_intensiva  totale_ospedalizzati  \\\n",
       "count             1739.000000        1739.000000           1739.000000   \n",
       "mean              7227.372628         654.541691           7881.914894   \n",
       "std               7941.953262         980.886862           8885.392611   \n",
       "min                101.000000          17.000000            127.000000   \n",
       "25%               1834.000000          74.000000           1943.500000   \n",
       "50%               3747.000000         228.000000           4042.000000   \n",
       "75%               9026.000000         557.000000           9568.500000   \n",
       "max              34697.000000        4068.000000          38507.000000   \n",
       "\n",
       "       isolamento_domiciliare  totale_positivi  variazione_totale_positivi  \\\n",
       "count            1.739000e+03     1.739000e+03                 1739.000000   \n",
       "mean             3.589759e+05     3.668578e+05                  124.515239   \n",
       "std              4.368313e+05     4.406140e+05                16624.446051   \n",
       "min              9.400000e+01     2.210000e+02              -116092.000000   \n",
       "25%              1.172755e+05     1.192370e+05                -2025.500000   \n",
       "50%              1.778810e+05     1.811570e+05                  -25.000000   \n",
       "75%              4.664075e+05     4.783750e+05                 1180.000000   \n",
       "max              2.713594e+06     2.734906e+06               172462.000000   \n",
       "\n",
       "       nuovi_positivi  dimessi_guariti       deceduti  \\\n",
       "count     1739.000000     1.739000e+03    1739.000000   \n",
       "mean     15325.186889     1.484921e+07  143842.625072   \n",
       "std      28131.784932     1.101902e+07   59500.742285   \n",
       "min         30.000000     1.000000e+00       7.000000   \n",
       "25%       1025.500000     3.514956e+06  121585.500000   \n",
       "50%       4171.000000     1.814745e+07  169390.000000   \n",
       "75%      17541.500000     2.569700e+07  191576.000000   \n",
       "max     220532.000000     2.653830e+07  198445.000000   \n",
       "\n",
       "       casi_da_sospetto_diagnostico  ...   totale_casi       tamponi  \\\n",
       "count                    162.000000  ...  1.739000e+03  1.739000e+03   \n",
       "mean                  345928.216049  ...  1.535991e+07  1.747147e+08   \n",
       "std                   217856.889628  ...  1.104833e+07  1.103561e+08   \n",
       "min                        0.000000  ...  2.290000e+02  4.324000e+03   \n",
       "25%                   223237.500000  ...  4.055264e+06  5.939441e+07   \n",
       "50%                   236256.500000  ...  1.966732e+07  2.309581e+08   \n",
       "75%                   341673.000000  ...  2.604072e+07  2.753932e+08   \n",
       "max                   988470.000000  ...  2.695349e+07  2.840477e+08   \n",
       "\n",
       "       casi_testati  ingressi_terapia_intensiva  note_test  note_casi  \\\n",
       "count  1.684000e+03                 1456.000000        0.0        0.0   \n",
       "mean   4.866622e+07                   40.760989        NaN        NaN   \n",
       "std    2.421374e+07                   57.366806        NaN        NaN   \n",
       "min    9.353100e+05                    0.000000        NaN        NaN   \n",
       "25%    2.883539e+07                    7.000000        NaN        NaN   \n",
       "50%    6.239466e+07                   19.000000        NaN        NaN   \n",
       "75%    6.937980e+07                   41.000000        NaN        NaN   \n",
       "max    9.530363e+07                  324.000000        NaN        NaN   \n",
       "\n",
       "       totale_positivi_test_molecolare  \\\n",
       "count                     1.413000e+03   \n",
       "mean                      8.117645e+06   \n",
       "std                       2.475259e+06   \n",
       "min                       2.351466e+06   \n",
       "25%                       5.759069e+06   \n",
       "50%                       9.647334e+06   \n",
       "75%                       9.905838e+06   \n",
       "max                       1.036965e+07   \n",
       "\n",
       "       totale_positivi_test_antigenico_rapido  tamponi_test_molecolare  \\\n",
       "count                            1.413000e+03             1.413000e+03   \n",
       "mean                             1.065685e+07             8.702471e+07   \n",
       "std                              6.985945e+06             2.197195e+07   \n",
       "min                              9.570000e+02             2.861735e+07   \n",
       "25%                              6.370410e+05             7.401308e+07   \n",
       "50%                              1.537427e+07             9.948620e+07   \n",
       "75%                              1.660370e+07             1.025705e+08   \n",
       "max                              1.698304e+07             1.032374e+08   \n",
       "\n",
       "       tamponi_test_antigenico_rapido  \n",
       "count                    1.413000e+03  \n",
       "mean                     1.257850e+08  \n",
       "std                      6.332810e+07  \n",
       "min                      1.168590e+05  \n",
       "25%                      6.797943e+07  \n",
       "50%                      1.621464e+08  \n",
       "75%                      1.756954e+08  \n",
       "max                      1.808103e+08  \n",
       "\n",
       "[8 rows x 21 columns]"
      ]
     },
     "execution_count": 304,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       2020-02-24T18:00:00\n",
       "1       2020-02-25T18:00:00\n",
       "2       2020-02-26T18:00:00\n",
       "3       2020-02-27T18:00:00\n",
       "4       2020-02-28T18:00:00\n",
       "               ...         \n",
       "1734    2024-11-23T17:00:00\n",
       "1735    2024-11-24T17:00:00\n",
       "1736    2024-11-25T17:00:00\n",
       "1737    2024-11-26T17:00:00\n",
       "1738    2024-11-27T17:00:00\n",
       "Name: data, Length: 1739, dtype: object"
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data['data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>data</th>\n",
       "      <th>terapia_intensiva</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-24T18:00:00</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-25T18:00:00</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-26T18:00:00</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-27T18:00:00</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-28T18:00:00</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1734</th>\n",
       "      <td>2024-11-23T17:00:00</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1735</th>\n",
       "      <td>2024-11-24T17:00:00</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1736</th>\n",
       "      <td>2024-11-25T17:00:00</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1737</th>\n",
       "      <td>2024-11-26T17:00:00</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1738</th>\n",
       "      <td>2024-11-27T17:00:00</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1739 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     data  terapia_intensiva\n",
       "0     2020-02-24T18:00:00                 26\n",
       "1     2020-02-25T18:00:00                 35\n",
       "2     2020-02-26T18:00:00                 36\n",
       "3     2020-02-27T18:00:00                 56\n",
       "4     2020-02-28T18:00:00                 64\n",
       "...                   ...                ...\n",
       "1734  2024-11-23T17:00:00                 54\n",
       "1735  2024-11-24T17:00:00                 55\n",
       "1736  2024-11-25T17:00:00                 53\n",
       "1737  2024-11-26T17:00:00                 54\n",
       "1738  2024-11-27T17:00:00                 58\n",
       "\n",
       "[1739 rows x 2 columns]"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data[ ['data','terapia_intensiva'] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       2020-02-24T18:00:00\n",
       "1       2020-02-25T18:00:00\n",
       "2       2020-02-26T18:00:00\n",
       "3       2020-02-27T18:00:00\n",
       "4       2020-02-28T18:00:00\n",
       "               ...         \n",
       "1734    2024-11-23T17:00:00\n",
       "1735    2024-11-24T17:00:00\n",
       "1736    2024-11-25T17:00:00\n",
       "1737    2024-11-26T17:00:00\n",
       "1738    2024-11-27T17:00:00\n",
       "Name: data, Length: 1739, dtype: object"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "data                                      2020-02-24T18:00:00\n",
       "stato                                                     ITA\n",
       "ricoverati_con_sintomi                                    101\n",
       "terapia_intensiva                                          26\n",
       "totale_ospedalizzati                                      127\n",
       "isolamento_domiciliare                                     94\n",
       "totale_positivi                                           221\n",
       "variazione_totale_positivi                                  0\n",
       "nuovi_positivi                                            221\n",
       "dimessi_guariti                                             1\n",
       "deceduti                                                    7\n",
       "casi_da_sospetto_diagnostico                              NaN\n",
       "casi_da_screening                                         NaN\n",
       "totale_casi                                               229\n",
       "tamponi                                                  4324\n",
       "casi_testati                                              NaN\n",
       "note                                                      NaN\n",
       "ingressi_terapia_intensiva                                NaN\n",
       "note_test                                                 NaN\n",
       "note_casi                                                 NaN\n",
       "totale_positivi_test_molecolare                           NaN\n",
       "totale_positivi_test_antigenico_rapido                    NaN\n",
       "tamponi_test_molecolare                                   NaN\n",
       "tamponi_test_antigenico_rapido                            NaN\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 308,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "data                                      2024-11-27T17:00:00\n",
       "stato                                                     ITA\n",
       "ricoverati_con_sintomi                                   1357\n",
       "terapia_intensiva                                          58\n",
       "totale_ospedalizzati                                     1415\n",
       "isolamento_domiciliare                                 215338\n",
       "totale_positivi                                        216753\n",
       "variazione_totale_positivi                               -226\n",
       "nuovi_positivi                                            313\n",
       "dimessi_guariti                                      26538295\n",
       "deceduti                                               198445\n",
       "casi_da_sospetto_diagnostico                              NaN\n",
       "casi_da_screening                                         NaN\n",
       "totale_casi                                          26953493\n",
       "tamponi                                             284047679\n",
       "casi_testati                                       70529327.0\n",
       "note                                                      NaN\n",
       "ingressi_terapia_intensiva                               10.0\n",
       "note_test                                                 NaN\n",
       "note_casi                                                 NaN\n",
       "totale_positivi_test_molecolare                     9970453.0\n",
       "totale_positivi_test_antigenico_rapido             16983040.0\n",
       "tamponi_test_molecolare                           103237402.0\n",
       "tamponi_test_antigenico_rapido                    180810277.0\n",
       "Name: 1738, dtype: object"
      ]
     },
     "execution_count": 309,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data.iloc[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2024-11-27T17:00:00'"
      ]
     },
     "execution_count": 310,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get the last day in the CSV file\n",
    "last_day = covid_data['data'].iloc[-1]\n",
    "last_day"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using DataFrame’s to_csv method, we can write the data out to a comma-separated file\n",
    "* Let's create a CSV file containing only the data about the latest day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "1734    False\n",
       "1735    False\n",
       "1736    False\n",
       "1737    False\n",
       "1738     True\n",
       "Name: data, Length: 1739, dtype: bool"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_data.data == last_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0       False\n",
      "1       False\n",
      "2       False\n",
      "3       False\n",
      "4       False\n",
      "        ...  \n",
      "1734    False\n",
      "1735    False\n",
      "1736    False\n",
      "1737    False\n",
      "1738     True\n",
      "Name: data, Length: 1739, dtype: bool\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>data</th>\n",
       "      <th>stato</th>\n",
       "      <th>ricoverati_con_sintomi</th>\n",
       "      <th>terapia_intensiva</th>\n",
       "      <th>totale_ospedalizzati</th>\n",
       "      <th>isolamento_domiciliare</th>\n",
       "      <th>totale_positivi</th>\n",
       "      <th>variazione_totale_positivi</th>\n",
       "      <th>nuovi_positivi</th>\n",
       "      <th>dimessi_guariti</th>\n",
       "      <th>...</th>\n",
       "      <th>tamponi</th>\n",
       "      <th>casi_testati</th>\n",
       "      <th>note</th>\n",
       "      <th>ingressi_terapia_intensiva</th>\n",
       "      <th>note_test</th>\n",
       "      <th>note_casi</th>\n",
       "      <th>totale_positivi_test_molecolare</th>\n",
       "      <th>totale_positivi_test_antigenico_rapido</th>\n",
       "      <th>tamponi_test_molecolare</th>\n",
       "      <th>tamponi_test_antigenico_rapido</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1738</th>\n",
       "      <td>2024-11-27T17:00:00</td>\n",
       "      <td>ITA</td>\n",
       "      <td>1357</td>\n",
       "      <td>58</td>\n",
       "      <td>1415</td>\n",
       "      <td>215338</td>\n",
       "      <td>216753</td>\n",
       "      <td>-226</td>\n",
       "      <td>313</td>\n",
       "      <td>26538295</td>\n",
       "      <td>...</td>\n",
       "      <td>284047679</td>\n",
       "      <td>70529327.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970453.0</td>\n",
       "      <td>16983040.0</td>\n",
       "      <td>103237402.0</td>\n",
       "      <td>180810277.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     data stato  ricoverati_con_sintomi  terapia_intensiva  \\\n",
       "1738  2024-11-27T17:00:00   ITA                    1357                 58   \n",
       "\n",
       "      totale_ospedalizzati  isolamento_domiciliare  totale_positivi  \\\n",
       "1738                  1415                  215338           216753   \n",
       "\n",
       "      variazione_totale_positivi  nuovi_positivi  dimessi_guariti  ...  \\\n",
       "1738                        -226             313         26538295  ...   \n",
       "\n",
       "        tamponi  casi_testati  note  ingressi_terapia_intensiva  note_test  \\\n",
       "1738  284047679    70529327.0   NaN                        10.0        NaN   \n",
       "\n",
       "      note_casi totale_positivi_test_molecolare  \\\n",
       "1738        NaN                       9970453.0   \n",
       "\n",
       "      totale_positivi_test_antigenico_rapido  tamponi_test_molecolare  \\\n",
       "1738                              16983040.0              103237402.0   \n",
       "\n",
       "      tamponi_test_antigenico_rapido  \n",
       "1738                     180810277.0  \n",
       "\n",
       "[1 rows x 24 columns]"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(covid_data.data == last_day) # Evaluates to True for the rows that satisfy this guard\n",
    "cov_regions_last_day = covid_data[covid_data.data == last_day] # Get all the rows that satisfy the guard above\n",
    "cov_regions_last_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {},
   "outputs": [],
   "source": [
    "cov_regions_last_day.to_csv('covid_lastday.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or, more compactly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [],
   "source": [
    "covid_data[covid_data.data == covid_data['data'].iloc[-1]].to_csv('covid_lastday_b.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {},
   "outputs": [],
   "source": [
    "covid_data[covid_data['ricoverati_con_sintomi'] > 10000].to_csv('covid_more_than_10k.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "covid_data[covid_data['ricoverati_con_sintomi'] > 25000].to_csv('covid_more_than_25k.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "tags": []
   },
   "source": [
    "# Plot dataframes: Simple application to Yahoo! Finance stock prices - %change, correlation\n",
    "Let’s consider some DataFrames of stock prices obtained from\n",
    "Yahoo! Finance\n",
    "- Other services can be found here https://pandas-datareader.readthedocs.io/en/latest/remote_data.html\n",
    "\n",
    "  - Tiingo\n",
    "\n",
    "  - IEX\n",
    "\n",
    "  - Alpha Vantage\n",
    "\n",
    "  - Econdb\n",
    "\n",
    "  - Enigma\n",
    "\n",
    "  - Quandl\n",
    "\n",
    "  - St.Louis FED (FRED)\n",
    "\n",
    "  - Kenneth French’s data library\n",
    "\n",
    "  - World Bank\n",
    "\n",
    "  - OECD\n",
    "\n",
    "  - Eurostat\n",
    "\n",
    "  - Thrift Savings Plan\n",
    "\n",
    "  - Nasdaq Trader symbol definitions\n",
    "\n",
    "  - Stooq\n",
    "\n",
    "  - MOEX\n",
    "\n",
    "  - Naver Finance\n",
    "\n",
    "  - Yahoo Finance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: yfinance in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (0.2.44)\n",
      "Requirement already satisfied: pandas>=1.3.0 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (1.4.2)\n",
      "Requirement already satisfied: numpy>=1.16.5 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (1.22.3)\n",
      "Requirement already satisfied: requests>=2.31 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (2.31.0)\n",
      "Requirement already satisfied: multitasking>=0.0.7 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (0.0.11)\n",
      "Requirement already satisfied: lxml>=4.9.1 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (4.9.2)\n",
      "Requirement already satisfied: platformdirs>=2.0.0 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (4.3.6)\n",
      "Requirement already satisfied: pytz>=2022.5 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (2023.3.post1)\n",
      "Requirement already satisfied: frozendict>=2.3.4 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (2.3.10)\n",
      "Requirement already satisfied: peewee>=3.16.2 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (3.17.0)\n",
      "Requirement already satisfied: beautifulsoup4>=4.11.1 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (4.12.2)\n",
      "Requirement already satisfied: html5lib>=1.1 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from yfinance) (1.1)\n",
      "Requirement already satisfied: soupsieve>1.2 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from beautifulsoup4>=4.11.1->yfinance) (2.5)\n",
      "Requirement already satisfied: six>=1.9 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from html5lib>=1.1->yfinance) (1.16.0)\n",
      "Requirement already satisfied: webencodings in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from html5lib>=1.1->yfinance) (0.5.1)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from pandas>=1.3.0->yfinance) (2.8.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from requests>=2.31->yfinance) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from requests>=2.31->yfinance) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from requests>=2.31->yfinance) (2.1.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from requests>=2.31->yfinance) (2023.11.17)\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: Jinja2 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (3.1.4)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /Users/andrea/Documents/python_envs/env_research/lib/python3.9/site-packages (from Jinja2) (2.1.2)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "## install Yahoo! Finance market data downloader for Pandas\n",
    "#pandas_datareader not necessary anymore. use yfinance\n",
    "#%pip install -U pandas_datareader #convenient package for accessing online data (mostly finance-related)\n",
    "%pip install yfinance\n",
    "\n",
    "# %pip install matplotlib #'the' pyhton package for creating plots \n",
    "%pip install -U Jinja2 # Helps formatting strings with HTML and CSS.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%pip uninstall -y yfinance\n",
    "#%pip install yfinance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Libraries to download the dats\n",
    "#import pandas_datareader.data as web\n",
    "import yfinance as yf\n",
    "\n",
    "#Libraries for data visualization and manipulation\n",
    "import matplotlib.pyplot as plt #MATLAB-like plotting framework.\n",
    "import pandas as pd\n",
    "\n",
    "#A type to represent dates\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The next 2 sub-sections in 4 lines of code: Download and combine data of interest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the next sections, we show step by step how to\n",
    "- Download data in different dataframes\n",
    "- Extract and conmbine the data of interest\n",
    "\n",
    "For pedagogical reasons, we do it in a long/verbose way. The same result can be obtained with these lines of code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  4 of 4 completed\n"
     ]
    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
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       "      <td>0.462595</td>\n",
       "      <td>2.493011</td>\n",
       "      <td>44.424156</td>\n",
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       "      <th>2004-08-20 00:00:00+00:00</th>\n",
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       "      <td>44.298546</td>\n",
       "      <td>16.960594</td>\n",
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       "      <th>2004-08-24 00:00:00+00:00</th>\n",
       "      <td>0.481274</td>\n",
       "      <td>2.605561</td>\n",
       "      <td>44.329941</td>\n",
       "      <td>16.960594</td>\n",
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       "    <tr>\n",
       "      <th>2004-08-25 00:00:00+00:00</th>\n",
       "      <td>0.497844</td>\n",
       "      <td>2.633636</td>\n",
       "      <td>44.518360</td>\n",
       "      <td>17.153606</td>\n",
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       "    <tr>\n",
       "      <th>2024-11-21 00:00:00+00:00</th>\n",
       "      <td>228.520004</td>\n",
       "      <td>169.240005</td>\n",
       "      <td>222.399994</td>\n",
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       "      <td>229.869995</td>\n",
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       "      <td>222.970001</td>\n",
       "      <td>417.000000</td>\n",
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       "      <th>2024-11-25 00:00:00+00:00</th>\n",
       "      <td>232.869995</td>\n",
       "      <td>169.429993</td>\n",
       "      <td>226.130005</td>\n",
       "      <td>418.790009</td>\n",
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       "      <th>2024-11-26 00:00:00+00:00</th>\n",
       "      <td>235.059998</td>\n",
       "      <td>170.619995</td>\n",
       "      <td>228.830002</td>\n",
       "      <td>427.989990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 00:00:00+00:00</th>\n",
       "      <td>234.929993</td>\n",
       "      <td>170.820007</td>\n",
       "      <td>226.919998</td>\n",
       "      <td>422.989990</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5105 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker                           AAPL        GOOG         IBM        MSFT\n",
       "Date                                                                     \n",
       "2004-08-19 00:00:00+00:00    0.462595    2.493011   44.424156   16.836210\n",
       "2004-08-20 00:00:00+00:00    0.463951    2.691030   44.612541   16.885870\n",
       "2004-08-23 00:00:00+00:00    0.468169    2.718112   44.298546   16.960594\n",
       "2004-08-24 00:00:00+00:00    0.481274    2.605561   44.329941   16.960594\n",
       "2004-08-25 00:00:00+00:00    0.497844    2.633636   44.518360   17.153606\n",
       "...                               ...         ...         ...         ...\n",
       "2024-11-21 00:00:00+00:00  228.520004  169.240005  222.399994  412.869995\n",
       "2024-11-22 00:00:00+00:00  229.869995  166.570007  222.970001  417.000000\n",
       "2024-11-25 00:00:00+00:00  232.869995  169.429993  226.130005  418.790009\n",
       "2024-11-26 00:00:00+00:00  235.059998  170.619995  228.830002  427.989990\n",
       "2024-11-27 00:00:00+00:00  234.929993  170.820007  226.919998  422.989990\n",
       "\n",
       "[5105 rows x 4 columns]"
      ]
     },
     "execution_count": 320,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Specify the period of interest:\n",
    "today = datetime.today().strftime('%Y-%m-%d')\n",
    "first_day=datetime(2004,8,19)\n",
    "\n",
    "companies=['AAPL', 'IBM', 'MSFT', 'GOOG']\n",
    "\n",
    "yf.download(companies,first_day,today, auto_adjust=True)['Close']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-19</th>\n",
       "      <td>2.490664</td>\n",
       "      <td>2.591785</td>\n",
       "      <td>2.390042</td>\n",
       "      <td>2.499133</td>\n",
       "      <td>2.493011</td>\n",
       "      <td>897427216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-20</th>\n",
       "      <td>2.515820</td>\n",
       "      <td>2.716817</td>\n",
       "      <td>2.503118</td>\n",
       "      <td>2.697639</td>\n",
       "      <td>2.691030</td>\n",
       "      <td>458857488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23</th>\n",
       "      <td>2.758411</td>\n",
       "      <td>2.826406</td>\n",
       "      <td>2.716070</td>\n",
       "      <td>2.724787</td>\n",
       "      <td>2.718112</td>\n",
       "      <td>366857939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>2.770615</td>\n",
       "      <td>2.779581</td>\n",
       "      <td>2.579581</td>\n",
       "      <td>2.611960</td>\n",
       "      <td>2.605561</td>\n",
       "      <td>306396159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>2.614201</td>\n",
       "      <td>2.689918</td>\n",
       "      <td>2.587302</td>\n",
       "      <td>2.640104</td>\n",
       "      <td>2.633636</td>\n",
       "      <td>184645512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
       "      <td>167.160004</td>\n",
       "      <td>168.264999</td>\n",
       "      <td>165.710007</td>\n",
       "      <td>166.570007</td>\n",
       "      <td>166.570007</td>\n",
       "      <td>24497000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25</th>\n",
       "      <td>167.990005</td>\n",
       "      <td>170.460007</td>\n",
       "      <td>167.399994</td>\n",
       "      <td>169.429993</td>\n",
       "      <td>169.429993</td>\n",
       "      <td>21395700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>169.490005</td>\n",
       "      <td>171.494995</td>\n",
       "      <td>169.429993</td>\n",
       "      <td>170.619995</td>\n",
       "      <td>170.619995</td>\n",
       "      <td>14937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>170.679993</td>\n",
       "      <td>171.139999</td>\n",
       "      <td>169.669998</td>\n",
       "      <td>170.820007</td>\n",
       "      <td>170.820007</td>\n",
       "      <td>12433400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-29</th>\n",
       "      <td>170.229996</td>\n",
       "      <td>170.360001</td>\n",
       "      <td>168.750000</td>\n",
       "      <td>169.889999</td>\n",
       "      <td>169.889999</td>\n",
       "      <td>1632952</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5106 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2004-08-19    2.490664    2.591785    2.390042    2.499133    2.493011   \n",
       "2004-08-20    2.515820    2.716817    2.503118    2.697639    2.691030   \n",
       "2004-08-23    2.758411    2.826406    2.716070    2.724787    2.718112   \n",
       "2004-08-24    2.770615    2.779581    2.579581    2.611960    2.605561   \n",
       "2004-08-25    2.614201    2.689918    2.587302    2.640104    2.633636   \n",
       "...                ...         ...         ...         ...         ...   \n",
       "2024-11-22  167.160004  168.264999  165.710007  166.570007  166.570007   \n",
       "2024-11-25  167.990005  170.460007  167.399994  169.429993  169.429993   \n",
       "2024-11-26  169.490005  171.494995  169.429993  170.619995  170.619995   \n",
       "2024-11-27  170.679993  171.139999  169.669998  170.820007  170.820007   \n",
       "2024-11-29  170.229996  170.360001  168.750000  169.889999  169.889999   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2004-08-19  897427216  \n",
       "2004-08-20  458857488  \n",
       "2004-08-23  366857939  \n",
       "2004-08-24  306396159  \n",
       "2004-08-25  184645512  \n",
       "...               ...  \n",
       "2024-11-22   24497000  \n",
       "2024-11-25   21395700  \n",
       "2024-11-26   14937500  \n",
       "2024-11-27   12433400  \n",
       "2024-11-29    1632952  \n",
       "\n",
       "[5106 rows x 6 columns]"
      ]
     },
     "execution_count": 321,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yf.download('GOOG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1962-01-02</th>\n",
       "      <td>7.374124</td>\n",
       "      <td>7.374124</td>\n",
       "      <td>7.291268</td>\n",
       "      <td>7.291268</td>\n",
       "      <td>1.501488</td>\n",
       "      <td>407940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962-01-03</th>\n",
       "      <td>7.291268</td>\n",
       "      <td>7.355003</td>\n",
       "      <td>7.291268</td>\n",
       "      <td>7.355003</td>\n",
       "      <td>1.514613</td>\n",
       "      <td>305955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962-01-04</th>\n",
       "      <td>7.355003</td>\n",
       "      <td>7.355003</td>\n",
       "      <td>7.278521</td>\n",
       "      <td>7.281708</td>\n",
       "      <td>1.499518</td>\n",
       "      <td>274575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962-01-05</th>\n",
       "      <td>7.272148</td>\n",
       "      <td>7.272148</td>\n",
       "      <td>7.125558</td>\n",
       "      <td>7.138305</td>\n",
       "      <td>1.469988</td>\n",
       "      <td>384405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962-01-08</th>\n",
       "      <td>7.131931</td>\n",
       "      <td>7.131931</td>\n",
       "      <td>6.947100</td>\n",
       "      <td>7.004461</td>\n",
       "      <td>1.442425</td>\n",
       "      <td>572685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
       "      <td>223.350006</td>\n",
       "      <td>227.199997</td>\n",
       "      <td>220.889999</td>\n",
       "      <td>222.970001</td>\n",
       "      <td>222.970001</td>\n",
       "      <td>5320700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25</th>\n",
       "      <td>223.350006</td>\n",
       "      <td>226.419998</td>\n",
       "      <td>222.649994</td>\n",
       "      <td>226.130005</td>\n",
       "      <td>226.130005</td>\n",
       "      <td>7189300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>226.729996</td>\n",
       "      <td>228.979996</td>\n",
       "      <td>225.509995</td>\n",
       "      <td>228.830002</td>\n",
       "      <td>228.830002</td>\n",
       "      <td>4449500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>228.830002</td>\n",
       "      <td>229.190002</td>\n",
       "      <td>224.270004</td>\n",
       "      <td>226.919998</td>\n",
       "      <td>226.919998</td>\n",
       "      <td>2995100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-29</th>\n",
       "      <td>227.750000</td>\n",
       "      <td>230.338806</td>\n",
       "      <td>227.750000</td>\n",
       "      <td>229.149994</td>\n",
       "      <td>229.149994</td>\n",
       "      <td>377985</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15837 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "1962-01-02    7.374124    7.374124    7.291268    7.291268    1.501488   \n",
       "1962-01-03    7.291268    7.355003    7.291268    7.355003    1.514613   \n",
       "1962-01-04    7.355003    7.355003    7.278521    7.281708    1.499518   \n",
       "1962-01-05    7.272148    7.272148    7.125558    7.138305    1.469988   \n",
       "1962-01-08    7.131931    7.131931    6.947100    7.004461    1.442425   \n",
       "...                ...         ...         ...         ...         ...   \n",
       "2024-11-22  223.350006  227.199997  220.889999  222.970001  222.970001   \n",
       "2024-11-25  223.350006  226.419998  222.649994  226.130005  226.130005   \n",
       "2024-11-26  226.729996  228.979996  225.509995  228.830002  228.830002   \n",
       "2024-11-27  228.830002  229.190002  224.270004  226.919998  226.919998   \n",
       "2024-11-29  227.750000  230.338806  227.750000  229.149994  229.149994   \n",
       "\n",
       "             Volume  \n",
       "Date                 \n",
       "1962-01-02   407940  \n",
       "1962-01-03   305955  \n",
       "1962-01-04   274575  \n",
       "1962-01-05   384405  \n",
       "1962-01-08   572685  \n",
       "...             ...  \n",
       "2024-11-22  5320700  \n",
       "2024-11-25  7189300  \n",
       "2024-11-26  4449500  \n",
       "2024-11-27  2995100  \n",
       "2024-11-29   377985  \n",
       "\n",
       "[15837 rows x 6 columns]"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yf.download('IBM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    <tr>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-19</th>\n",
       "      <td>81.022942</td>\n",
       "      <td>81.596558</td>\n",
       "      <td>80.736137</td>\n",
       "      <td>81.156792</td>\n",
       "      <td>44.424152</td>\n",
       "      <td>4920907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-20</th>\n",
       "      <td>80.803062</td>\n",
       "      <td>81.500954</td>\n",
       "      <td>80.803062</td>\n",
       "      <td>81.500954</td>\n",
       "      <td>44.612530</td>\n",
       "      <td>4708464</td>\n",
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       "    <tr>\n",
       "      <th>2004-08-23</th>\n",
       "      <td>81.481834</td>\n",
       "      <td>81.692162</td>\n",
       "      <td>80.927345</td>\n",
       "      <td>80.927345</td>\n",
       "      <td>44.298557</td>\n",
       "      <td>4456588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>81.261948</td>\n",
       "      <td>81.405357</td>\n",
       "      <td>80.640533</td>\n",
       "      <td>80.984703</td>\n",
       "      <td>44.329956</td>\n",
       "      <td>2835078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>81.261948</td>\n",
       "      <td>81.520073</td>\n",
       "      <td>80.831741</td>\n",
       "      <td>81.328873</td>\n",
       "      <td>44.518337</td>\n",
       "      <td>4608258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-25</th>\n",
       "      <td>140.470001</td>\n",
       "      <td>141.029999</td>\n",
       "      <td>139.360001</td>\n",
       "      <td>140.759995</td>\n",
       "      <td>129.421310</td>\n",
       "      <td>7347500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-26</th>\n",
       "      <td>137.529999</td>\n",
       "      <td>138.270004</td>\n",
       "      <td>132.979996</td>\n",
       "      <td>134.449997</td>\n",
       "      <td>123.619621</td>\n",
       "      <td>17548500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-27</th>\n",
       "      <td>134.440002</td>\n",
       "      <td>135.490005</td>\n",
       "      <td>133.770004</td>\n",
       "      <td>134.389999</td>\n",
       "      <td>123.564445</td>\n",
       "      <td>8143100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-30</th>\n",
       "      <td>134.320007</td>\n",
       "      <td>136.110001</td>\n",
       "      <td>133.979996</td>\n",
       "      <td>135.300003</td>\n",
       "      <td>124.401146</td>\n",
       "      <td>5375700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-31</th>\n",
       "      <td>135.500000</td>\n",
       "      <td>135.649994</td>\n",
       "      <td>133.759995</td>\n",
       "      <td>134.729996</td>\n",
       "      <td>123.877060</td>\n",
       "      <td>7206400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4645 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2004-08-19   81.022942   81.596558   80.736137   81.156792   44.424152   \n",
       "2004-08-20   80.803062   81.500954   80.803062   81.500954   44.612530   \n",
       "2004-08-23   81.481834   81.692162   80.927345   80.927345   44.298557   \n",
       "2004-08-24   81.261948   81.405357   80.640533   80.984703   44.329956   \n",
       "2004-08-25   81.261948   81.520073   80.831741   81.328873   44.518337   \n",
       "...                ...         ...         ...         ...         ...   \n",
       "2023-01-25  140.470001  141.029999  139.360001  140.759995  129.421310   \n",
       "2023-01-26  137.529999  138.270004  132.979996  134.449997  123.619621   \n",
       "2023-01-27  134.440002  135.490005  133.770004  134.389999  123.564445   \n",
       "2023-01-30  134.320007  136.110001  133.979996  135.300003  124.401146   \n",
       "2023-01-31  135.500000  135.649994  133.759995  134.729996  123.877060   \n",
       "\n",
       "              Volume  \n",
       "Date                  \n",
       "2004-08-19   4920907  \n",
       "2004-08-20   4708464  \n",
       "2004-08-23   4456588  \n",
       "2004-08-24   2835078  \n",
       "2004-08-25   4608258  \n",
       "...              ...  \n",
       "2023-01-25   7347500  \n",
       "2023-01-26  17548500  \n",
       "2023-01-27   8143100  \n",
       "2023-01-30   5375700  \n",
       "2023-01-31   7206400  \n",
       "\n",
       "[4645 rows x 6 columns]"
      ]
     },
     "execution_count": 323,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yf.download('IBM',\"2004-08-19\",\"2023-02-01\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do you know dictionary comprehensions?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-11-29\n",
      "2004-08-19 00:00:00\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
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       "    <tr>\n",
       "      <th>2004-08-19</th>\n",
       "      <td>0.474646</td>\n",
       "      <td>0.479918</td>\n",
       "      <td>0.457323</td>\n",
       "      <td>0.462595</td>\n",
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       "    <tr>\n",
       "      <th>2004-08-20</th>\n",
       "      <td>0.462595</td>\n",
       "      <td>0.466813</td>\n",
       "      <td>0.459281</td>\n",
       "      <td>0.463951</td>\n",
       "      <td>316780800</td>\n",
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       "    <tr>\n",
       "      <th>2004-08-23</th>\n",
       "      <td>0.464854</td>\n",
       "      <td>0.471031</td>\n",
       "      <td>0.460938</td>\n",
       "      <td>0.468169</td>\n",
       "      <td>254660000</td>\n",
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       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>0.470880</td>\n",
       "      <td>0.481274</td>\n",
       "      <td>0.469825</td>\n",
       "      <td>0.481274</td>\n",
       "      <td>374136000</td>\n",
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       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>0.480069</td>\n",
       "      <td>0.499350</td>\n",
       "      <td>0.477960</td>\n",
       "      <td>0.497844</td>\n",
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       "    <tr>\n",
       "      <th>2024-11-21</th>\n",
       "      <td>228.880005</td>\n",
       "      <td>230.160004</td>\n",
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       "      <td>228.520004</td>\n",
       "      <td>42108300</td>\n",
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       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
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       "      <td>233.250000</td>\n",
       "      <td>229.740005</td>\n",
       "      <td>232.869995</td>\n",
       "      <td>90152800</td>\n",
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       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>233.330002</td>\n",
       "      <td>235.570007</td>\n",
       "      <td>233.330002</td>\n",
       "      <td>235.059998</td>\n",
       "      <td>45986200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>234.470001</td>\n",
       "      <td>235.690002</td>\n",
       "      <td>233.809998</td>\n",
       "      <td>234.929993</td>\n",
       "      <td>33498400</td>\n",
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       "<p>5105 rows × 5 columns</p>\n",
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      "text/plain": [
       "                  Open        High         Low       Close     Volume\n",
       "Date                                                                 \n",
       "2004-08-19    0.474646    0.479918    0.457323    0.462595  388920000\n",
       "2004-08-20    0.462595    0.466813    0.459281    0.463951  316780800\n",
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       "2004-08-24    0.470880    0.481274    0.469825    0.481274  374136000\n",
       "2004-08-25    0.480069    0.499350    0.477960    0.497844  505618400\n",
       "...                ...         ...         ...         ...        ...\n",
       "2024-11-21  228.880005  230.160004  225.710007  228.520004   42108300\n",
       "2024-11-22  228.059998  230.720001  228.059998  229.869995   38168300\n",
       "2024-11-25  231.460007  233.250000  229.740005  232.869995   90152800\n",
       "2024-11-26  233.330002  235.570007  233.330002  235.059998   45986200\n",
       "2024-11-27  234.470001  235.690002  233.809998  234.929993   33498400\n",
       "\n",
       "[5105 rows x 5 columns]"
      ]
     },
     "execution_count": 324,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get today as a date object\n",
    "today = datetime.today().strftime('%Y-%m-%d')\n",
    "print(today)\n",
    "\n",
    "first_day=datetime(2004,8,19)\n",
    "print(first_day)\n",
    "\n",
    "# #https://finance.yahoo.com/quote/AAPL/history?period1=1467770400&period2=1625536799&interval=1d&frequency=1d&filter=history&guccounter=1&guce_referrer=aHR0cDovL2xvY2FsaG9zdDo4ODg4Lw&guce_referrer_sig=AQAAAByrNT-HvDMWtenDoAglNPRKNaphvEwT3rMevHGT-mKwGMlw5NvAj3GlaBn1ztprmTfT4vIDwdzHgXvFpe72e3ISW5I0FoYRmSqR1SzvVcwg8VmpqbFpYQn8lMZqSHSkhru9c3-fOHLDo5dWLBUiR9iqs0kLoNADVPIfhXtw72_x\n",
    "all_data = { ticker: yf.download(ticker,first_day,today,auto_adjust=True)\n",
    "               for ticker in ['AAPL', 'IBM', 'MSFT', 'GOOG']\n",
    "           }\n",
    "all_data['AAPL']\n",
    "\n",
    "\n",
    "#auto_adjust: bool\n",
    "#            Adjust all OHLC automatically? Default is False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract and combine data of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['AAPL', 'IBM', 'MSFT', 'GOOG'])"
      ]
     },
     "execution_count": 325,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2004-08-23</th>\n",
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       "      <th>2004-08-24</th>\n",
       "      <td>0.470880</td>\n",
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       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>0.480069</td>\n",
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       "      <td>0.477960</td>\n",
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       "    <tr>\n",
       "      <th>2024-11-21</th>\n",
       "      <td>228.880005</td>\n",
       "      <td>230.160004</td>\n",
       "      <td>225.710007</td>\n",
       "      <td>228.520004</td>\n",
       "      <td>42108300</td>\n",
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       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
       "      <td>228.059998</td>\n",
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       "      <td>228.059998</td>\n",
       "      <td>229.869995</td>\n",
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       "      <th>2024-11-25</th>\n",
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       "      <td>233.250000</td>\n",
       "      <td>229.740005</td>\n",
       "      <td>232.869995</td>\n",
       "      <td>90152800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>233.330002</td>\n",
       "      <td>235.570007</td>\n",
       "      <td>233.330002</td>\n",
       "      <td>235.059998</td>\n",
       "      <td>45986200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>234.470001</td>\n",
       "      <td>235.690002</td>\n",
       "      <td>233.809998</td>\n",
       "      <td>234.929993</td>\n",
       "      <td>33498400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5105 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close     Volume\n",
       "Date                                                                 \n",
       "2004-08-19    0.474646    0.479918    0.457323    0.462595  388920000\n",
       "2004-08-20    0.462595    0.466813    0.459281    0.463951  316780800\n",
       "2004-08-23    0.464854    0.471031    0.460938    0.468169  254660000\n",
       "2004-08-24    0.470880    0.481274    0.469825    0.481274  374136000\n",
       "2004-08-25    0.480069    0.499350    0.477960    0.497844  505618400\n",
       "...                ...         ...         ...         ...        ...\n",
       "2024-11-21  228.880005  230.160004  225.710007  228.520004   42108300\n",
       "2024-11-22  228.059998  230.720001  228.059998  229.869995   38168300\n",
       "2024-11-25  231.460007  233.250000  229.740005  232.869995   90152800\n",
       "2024-11-26  233.330002  235.570007  233.330002  235.059998   45986200\n",
       "2024-11-27  234.470001  235.690002  233.809998  234.929993   33498400\n",
       "\n",
       "[5105 rows x 5 columns]"
      ]
     },
     "execution_count": 326,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data['AAPL']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2004-08-19</th>\n",
       "      <td>44.350888</td>\n",
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       "      <td>44.424156</td>\n",
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       "      <th>2004-08-23</th>\n",
       "      <td>44.602066</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>44.481701</td>\n",
       "      <td>44.560201</td>\n",
       "      <td>44.141547</td>\n",
       "      <td>44.329941</td>\n",
       "      <td>2835078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>44.481726</td>\n",
       "      <td>44.623021</td>\n",
       "      <td>44.246237</td>\n",
       "      <td>44.518360</td>\n",
       "      <td>4608258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-21</th>\n",
       "      <td>215.809998</td>\n",
       "      <td>222.630005</td>\n",
       "      <td>215.270004</td>\n",
       "      <td>222.399994</td>\n",
       "      <td>5236400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
       "      <td>223.350006</td>\n",
       "      <td>227.199997</td>\n",
       "      <td>220.889999</td>\n",
       "      <td>222.970001</td>\n",
       "      <td>5320700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25</th>\n",
       "      <td>223.350006</td>\n",
       "      <td>226.419998</td>\n",
       "      <td>222.649994</td>\n",
       "      <td>226.130005</td>\n",
       "      <td>7189300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>226.729996</td>\n",
       "      <td>228.979996</td>\n",
       "      <td>225.509995</td>\n",
       "      <td>228.830002</td>\n",
       "      <td>4449500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>228.830002</td>\n",
       "      <td>229.190002</td>\n",
       "      <td>224.270004</td>\n",
       "      <td>226.919998</td>\n",
       "      <td>2995100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5105 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Volume\n",
       "Date                                                               \n",
       "2004-08-19   44.350888   44.664878   44.193896   44.424156  4920907\n",
       "2004-08-20   44.230525   44.612541   44.230525   44.612541  4708464\n",
       "2004-08-23   44.602066   44.717196   44.298546   44.298546  4456588\n",
       "2004-08-24   44.481701   44.560201   44.141547   44.329941  2835078\n",
       "2004-08-25   44.481726   44.623021   44.246237   44.518360  4608258\n",
       "...                ...         ...         ...         ...      ...\n",
       "2024-11-21  215.809998  222.630005  215.270004  222.399994  5236400\n",
       "2024-11-22  223.350006  227.199997  220.889999  222.970001  5320700\n",
       "2024-11-25  223.350006  226.419998  222.649994  226.130005  7189300\n",
       "2024-11-26  226.729996  228.979996  225.509995  228.830002  4449500\n",
       "2024-11-27  228.830002  229.190002  224.270004  226.919998  2995100\n",
       "\n",
       "[5105 rows x 5 columns]"
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data['IBM']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'AAPL': Date\n",
       " 2004-08-19      0.462595\n",
       " 2004-08-20      0.463951\n",
       " 2004-08-23      0.468169\n",
       " 2004-08-24      0.481274\n",
       " 2004-08-25      0.497844\n",
       "                  ...    \n",
       " 2024-11-21    228.520004\n",
       " 2024-11-22    229.869995\n",
       " 2024-11-25    232.869995\n",
       " 2024-11-26    235.059998\n",
       " 2024-11-27    234.929993\n",
       " Name: Close, Length: 5105, dtype: float64,\n",
       " 'IBM': Date\n",
       " 2004-08-19     44.424156\n",
       " 2004-08-20     44.612541\n",
       " 2004-08-23     44.298546\n",
       " 2004-08-24     44.329941\n",
       " 2004-08-25     44.518360\n",
       "                  ...    \n",
       " 2024-11-21    222.399994\n",
       " 2024-11-22    222.970001\n",
       " 2024-11-25    226.130005\n",
       " 2024-11-26    228.830002\n",
       " 2024-11-27    226.919998\n",
       " Name: Close, Length: 5105, dtype: float64,\n",
       " 'MSFT': Date\n",
       " 2004-08-19     16.836210\n",
       " 2004-08-20     16.885870\n",
       " 2004-08-23     16.960594\n",
       " 2004-08-24     16.960594\n",
       " 2004-08-25     17.153606\n",
       "                  ...    \n",
       " 2024-11-21    412.869995\n",
       " 2024-11-22    417.000000\n",
       " 2024-11-25    418.790009\n",
       " 2024-11-26    427.989990\n",
       " 2024-11-27    422.989990\n",
       " Name: Close, Length: 5105, dtype: float64,\n",
       " 'GOOG': Date\n",
       " 2004-08-19      2.493011\n",
       " 2004-08-20      2.691030\n",
       " 2004-08-23      2.718112\n",
       " 2004-08-24      2.605561\n",
       " 2004-08-25      2.633636\n",
       "                  ...    \n",
       " 2024-11-21    169.240005\n",
       " 2024-11-22    166.570007\n",
       " 2024-11-25    169.429993\n",
       " 2024-11-26    170.619995\n",
       " 2024-11-27    170.820007\n",
       " Name: Close, Length: 5105, dtype: float64}"
      ]
     },
     "execution_count": 328,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dictionary = {ticker: data['Adj Close'] for ticker, data in all_data.items()}\n",
    "dictionary = {ticker: data['Close'] for ticker, data in all_data.items()}\n",
    "dictionary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us collect only the closing prices for each company\n",
    "- Watch out: the following line of code works with python 3.9. If you are running python 3.10, comment it out, and decomment the second \n",
    "- In short: if you get an error, use the second price =...\n",
    "\n",
    "P.S.: the compact version to download data does not have this issue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-19</th>\n",
       "      <td>0.462595</td>\n",
       "      <td>44.424156</td>\n",
       "      <td>16.836210</td>\n",
       "      <td>2.493011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-20</th>\n",
       "      <td>0.463951</td>\n",
       "      <td>44.612541</td>\n",
       "      <td>16.885870</td>\n",
       "      <td>2.691030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23</th>\n",
       "      <td>0.468169</td>\n",
       "      <td>44.298546</td>\n",
       "      <td>16.960594</td>\n",
       "      <td>2.718112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>0.481274</td>\n",
       "      <td>44.329941</td>\n",
       "      <td>16.960594</td>\n",
       "      <td>2.605561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>0.497844</td>\n",
       "      <td>44.518360</td>\n",
       "      <td>17.153606</td>\n",
       "      <td>2.633636</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL        IBM       MSFT      GOOG\n",
       "Date                                                \n",
       "2004-08-19  0.462595  44.424156  16.836210  2.493011\n",
       "2004-08-20  0.463951  44.612541  16.885870  2.691030\n",
       "2004-08-23  0.468169  44.298546  16.960594  2.718112\n",
       "2004-08-24  0.481274  44.329941  16.960594  2.605561\n",
       "2004-08-25  0.497844  44.518360  17.153606  2.633636"
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#If running python 3.9\n",
    "price = pd.DataFrame({ticker: data['Close'] for ticker, data in all_data.items()})\n",
    "#If running python 3.10\n",
    "#price = pd.DataFrame({ticker: data['Close'][ticker] for ticker, data in all_data.items()})\n",
    "\n",
    "price.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-11-21</th>\n",
       "      <td>228.520004</td>\n",
       "      <td>222.399994</td>\n",
       "      <td>412.869995</td>\n",
       "      <td>169.240005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
       "      <td>229.869995</td>\n",
       "      <td>222.970001</td>\n",
       "      <td>417.000000</td>\n",
       "      <td>166.570007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25</th>\n",
       "      <td>232.869995</td>\n",
       "      <td>226.130005</td>\n",
       "      <td>418.790009</td>\n",
       "      <td>169.429993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>235.059998</td>\n",
       "      <td>228.830002</td>\n",
       "      <td>427.989990</td>\n",
       "      <td>170.619995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>234.929993</td>\n",
       "      <td>226.919998</td>\n",
       "      <td>422.989990</td>\n",
       "      <td>170.820007</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  AAPL         IBM        MSFT        GOOG\n",
       "Date                                                      \n",
       "2024-11-21  228.520004  222.399994  412.869995  169.240005\n",
       "2024-11-22  229.869995  222.970001  417.000000  166.570007\n",
       "2024-11-25  232.869995  226.130005  418.790009  169.429993\n",
       "2024-11-26  235.059998  228.830002  427.989990  170.619995\n",
       "2024-11-27  234.929993  226.919998  422.989990  170.820007"
      ]
     },
     "execution_count": 330,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 5105 entries, 2004-08-19 to 2024-11-27\n",
      "Data columns (total 4 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   AAPL    5105 non-null   float64\n",
      " 1   IBM     5105 non-null   float64\n",
      " 2   MSFT    5105 non-null   float64\n",
      " 3   GOOG    5105 non-null   float64\n",
      "dtypes: float64(4)\n",
      "memory usage: 199.4 KB\n"
     ]
    }
   ],
   "source": [
    "price.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Or, as mentioned... one can directly download this dataframe in one go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  4 of 4 completed\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-01-03 00:00:00+00:00</th>\n",
       "      <td>179.076569</td>\n",
       "      <td>144.719086</td>\n",
       "      <td>119.171280</td>\n",
       "      <td>326.287720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-04 00:00:00+00:00</th>\n",
       "      <td>176.803818</td>\n",
       "      <td>144.062714</td>\n",
       "      <td>120.905785</td>\n",
       "      <td>320.692841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-05 00:00:00+00:00</th>\n",
       "      <td>172.100861</td>\n",
       "      <td>137.316269</td>\n",
       "      <td>121.080971</td>\n",
       "      <td>308.382080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-06 00:00:00+00:00</th>\n",
       "      <td>169.227905</td>\n",
       "      <td>137.214020</td>\n",
       "      <td>118.558075</td>\n",
       "      <td>305.945312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-07 00:00:00+00:00</th>\n",
       "      <td>169.395172</td>\n",
       "      <td>136.668869</td>\n",
       "      <td>118.111313</td>\n",
       "      <td>306.101227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-21 00:00:00+00:00</th>\n",
       "      <td>228.520004</td>\n",
       "      <td>169.240005</td>\n",
       "      <td>222.399994</td>\n",
       "      <td>412.869995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22 00:00:00+00:00</th>\n",
       "      <td>229.869995</td>\n",
       "      <td>166.570007</td>\n",
       "      <td>222.970001</td>\n",
       "      <td>417.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 00:00:00+00:00</th>\n",
       "      <td>232.869995</td>\n",
       "      <td>169.429993</td>\n",
       "      <td>226.130005</td>\n",
       "      <td>418.790009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 00:00:00+00:00</th>\n",
       "      <td>235.059998</td>\n",
       "      <td>170.619995</td>\n",
       "      <td>228.830002</td>\n",
       "      <td>427.989990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 00:00:00+00:00</th>\n",
       "      <td>234.929993</td>\n",
       "      <td>170.820007</td>\n",
       "      <td>226.919998</td>\n",
       "      <td>422.989990</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>731 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker                           AAPL        GOOG         IBM        MSFT\n",
       "Date                                                                     \n",
       "2022-01-03 00:00:00+00:00  179.076569  144.719086  119.171280  326.287720\n",
       "2022-01-04 00:00:00+00:00  176.803818  144.062714  120.905785  320.692841\n",
       "2022-01-05 00:00:00+00:00  172.100861  137.316269  121.080971  308.382080\n",
       "2022-01-06 00:00:00+00:00  169.227905  137.214020  118.558075  305.945312\n",
       "2022-01-07 00:00:00+00:00  169.395172  136.668869  118.111313  306.101227\n",
       "...                               ...         ...         ...         ...\n",
       "2024-11-21 00:00:00+00:00  228.520004  169.240005  222.399994  412.869995\n",
       "2024-11-22 00:00:00+00:00  229.869995  166.570007  222.970001  417.000000\n",
       "2024-11-25 00:00:00+00:00  232.869995  169.429993  226.130005  418.790009\n",
       "2024-11-26 00:00:00+00:00  235.059998  170.619995  228.830002  427.989990\n",
       "2024-11-27 00:00:00+00:00  234.929993  170.820007  226.919998  422.989990\n",
       "\n",
       "[731 rows x 4 columns]"
      ]
     },
     "execution_count": 332,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://stackoverflow.com/questions/71729671/python-yfinance-failed-downloads-no-data-found-symbol-may-be-delisted\n",
    "#help(yf.download)\n",
    "\n",
    "yf.download(['AAPL', 'IBM', 'MSFT', 'GOOG'],'2022-1-1',today, auto_adjust=True)['Close']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute, plot, and smooth returns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, creating a simple plot of the dataframe takes only 1 line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting price dataframe. \n",
    "price.plot(figsize=(15,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In stock-markets, often one is interested in the _percent changes of the prices_\n",
    "* % change from previous value\n",
    "\n",
    "Let us compute it\n",
    "- Actually, __let us ask Pandas to compute it__ for us!\n",
    "- Method `pct_change()` does precisely this\n",
    "  - Computes the percentage change from the immediately previous row by default. \n",
    "  - This is useful in comparing the percentage of change in a time series of elements."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-20</th>\n",
       "      <td>0.002930</td>\n",
       "      <td>0.004241</td>\n",
       "      <td>0.002950</td>\n",
       "      <td>0.079430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23</th>\n",
       "      <td>0.009091</td>\n",
       "      <td>-0.007038</td>\n",
       "      <td>0.004425</td>\n",
       "      <td>0.010064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>0.027993</td>\n",
       "      <td>0.000709</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.041408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>0.034429</td>\n",
       "      <td>0.004250</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.010775</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL       IBM      MSFT      GOOG\n",
       "Date                                              \n",
       "2004-08-19       NaN       NaN       NaN       NaN\n",
       "2004-08-20  0.002930  0.004241  0.002950  0.079430\n",
       "2004-08-23  0.009091 -0.007038  0.004425  0.010064\n",
       "2004-08-24  0.027993  0.000709  0.000000 -0.041408\n",
       "2004-08-25  0.034429  0.004250  0.011380  0.010775"
      ]
     },
     "execution_count": 334,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns = price.pct_change() \n",
    "returns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-20</th>\n",
       "      <td>0.002930</td>\n",
       "      <td>0.004241</td>\n",
       "      <td>0.002950</td>\n",
       "      <td>0.079430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23</th>\n",
       "      <td>0.009091</td>\n",
       "      <td>-0.007038</td>\n",
       "      <td>0.004425</td>\n",
       "      <td>0.010064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>0.027993</td>\n",
       "      <td>0.000709</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.041408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>0.034429</td>\n",
       "      <td>0.004250</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.010775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-26</th>\n",
       "      <td>0.048714</td>\n",
       "      <td>-0.004467</td>\n",
       "      <td>-0.003993</td>\n",
       "      <td>0.018019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-21</th>\n",
       "      <td>-0.002096</td>\n",
       "      <td>0.036347</td>\n",
       "      <td>-0.004317</td>\n",
       "      <td>-0.045621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
       "      <td>0.005908</td>\n",
       "      <td>0.002563</td>\n",
       "      <td>0.010003</td>\n",
       "      <td>-0.015776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25</th>\n",
       "      <td>0.013051</td>\n",
       "      <td>0.014172</td>\n",
       "      <td>0.004293</td>\n",
       "      <td>0.017170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>0.009404</td>\n",
       "      <td>0.011940</td>\n",
       "      <td>0.021968</td>\n",
       "      <td>0.007024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>-0.000553</td>\n",
       "      <td>-0.008347</td>\n",
       "      <td>-0.011683</td>\n",
       "      <td>0.001172</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5104 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL       IBM      MSFT      GOOG\n",
       "Date                                              \n",
       "2004-08-20  0.002930  0.004241  0.002950  0.079430\n",
       "2004-08-23  0.009091 -0.007038  0.004425  0.010064\n",
       "2004-08-24  0.027993  0.000709  0.000000 -0.041408\n",
       "2004-08-25  0.034429  0.004250  0.011380  0.010775\n",
       "2004-08-26  0.048714 -0.004467 -0.003993  0.018019\n",
       "...              ...       ...       ...       ...\n",
       "2024-11-21 -0.002096  0.036347 -0.004317 -0.045621\n",
       "2024-11-22  0.005908  0.002563  0.010003 -0.015776\n",
       "2024-11-25  0.013051  0.014172  0.004293  0.017170\n",
       "2024-11-26  0.009404  0.011940  0.021968  0.007024\n",
       "2024-11-27 -0.000553 -0.008347 -0.011683  0.001172\n",
       "\n",
       "[5104 rows x 4 columns]"
      ]
     },
     "execution_count": 335,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.dropna(inplace=True)\n",
    "returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 336,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns.plot(figsize=(15,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can I smooth the data using moving averages/window averages?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>BRE.MI</th>\n",
       "      <th>IP.MI</th>\n",
       "      <th>REC.MI</th>\n",
       "      <th>STLAM.MI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-20 00:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23 00:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24 00:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25 00:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-26 00:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22 00:00:00+00:00</th>\n",
       "      <td>-0.005630</td>\n",
       "      <td>0.001754</td>\n",
       "      <td>0.000182</td>\n",
       "      <td>-0.000949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 00:00:00+00:00</th>\n",
       "      <td>-0.004716</td>\n",
       "      <td>0.004978</td>\n",
       "      <td>0.001324</td>\n",
       "      <td>0.001257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 00:00:00+00:00</th>\n",
       "      <td>-0.005475</td>\n",
       "      <td>0.002526</td>\n",
       "      <td>0.000879</td>\n",
       "      <td>-0.002159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 00:00:00+00:00</th>\n",
       "      <td>-0.004848</td>\n",
       "      <td>0.003895</td>\n",
       "      <td>0.000814</td>\n",
       "      <td>-0.003679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-28 00:00:00+00:00</th>\n",
       "      <td>-0.006228</td>\n",
       "      <td>0.000846</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>-0.003270</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5162 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker                       BRE.MI     IP.MI    REC.MI  STLAM.MI\n",
       "Date                                                             \n",
       "2004-08-20 00:00:00+00:00       NaN       NaN       NaN       NaN\n",
       "2004-08-23 00:00:00+00:00       NaN       NaN       NaN       NaN\n",
       "2004-08-24 00:00:00+00:00       NaN       NaN       NaN       NaN\n",
       "2004-08-25 00:00:00+00:00       NaN       NaN       NaN       NaN\n",
       "2004-08-26 00:00:00+00:00       NaN       NaN       NaN       NaN\n",
       "...                             ...       ...       ...       ...\n",
       "2024-11-22 00:00:00+00:00 -0.005630  0.001754  0.000182 -0.000949\n",
       "2024-11-25 00:00:00+00:00 -0.004716  0.004978  0.001324  0.001257\n",
       "2024-11-26 00:00:00+00:00 -0.005475  0.002526  0.000879 -0.002159\n",
       "2024-11-27 00:00:00+00:00 -0.004848  0.003895  0.000814 -0.003679\n",
       "2024-11-28 00:00:00+00:00 -0.006228  0.000846 -0.000024 -0.003270\n",
       "\n",
       "[5162 rows x 4 columns]"
      ]
     },
     "execution_count": 386,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns_smooth=returns.rolling(15).mean()\n",
    "returns_smooth\n",
    "#returns_smooth.head(16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case\n",
    "- It makes sense to drop the NA rows..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-09-10</th>\n",
       "      <td>0.010591</td>\n",
       "      <td>0.001467</td>\n",
       "      <td>0.001126</td>\n",
       "      <td>0.003639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-09-13</th>\n",
       "      <td>0.009876</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.000347</td>\n",
       "      <td>-0.000283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-09-14</th>\n",
       "      <td>0.009082</td>\n",
       "      <td>0.001623</td>\n",
       "      <td>0.000517</td>\n",
       "      <td>0.001520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-09-15</th>\n",
       "      <td>0.006671</td>\n",
       "      <td>0.001307</td>\n",
       "      <td>-0.000090</td>\n",
       "      <td>0.004586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-09-16</th>\n",
       "      <td>0.006554</td>\n",
       "      <td>0.000831</td>\n",
       "      <td>-0.000677</td>\n",
       "      <td>0.005040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-21</th>\n",
       "      <td>0.000887</td>\n",
       "      <td>0.005515</td>\n",
       "      <td>0.001261</td>\n",
       "      <td>-0.001134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
       "      <td>0.002166</td>\n",
       "      <td>0.005193</td>\n",
       "      <td>0.001268</td>\n",
       "      <td>-0.002170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25</th>\n",
       "      <td>0.003306</td>\n",
       "      <td>0.006755</td>\n",
       "      <td>0.001864</td>\n",
       "      <td>-0.000265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>0.003500</td>\n",
       "      <td>0.007147</td>\n",
       "      <td>0.002839</td>\n",
       "      <td>-0.000082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>0.003681</td>\n",
       "      <td>0.004654</td>\n",
       "      <td>0.000648</td>\n",
       "      <td>-0.002695</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5090 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL       IBM      MSFT      GOOG\n",
       "Date                                              \n",
       "2004-09-10  0.010591  0.001467  0.001126  0.003639\n",
       "2004-09-13  0.009876  0.000977  0.000347 -0.000283\n",
       "2004-09-14  0.009082  0.001623  0.000517  0.001520\n",
       "2004-09-15  0.006671  0.001307 -0.000090  0.004586\n",
       "2004-09-16  0.006554  0.000831 -0.000677  0.005040\n",
       "...              ...       ...       ...       ...\n",
       "2024-11-21  0.000887  0.005515  0.001261 -0.001134\n",
       "2024-11-22  0.002166  0.005193  0.001268 -0.002170\n",
       "2024-11-25  0.003306  0.006755  0.001864 -0.000265\n",
       "2024-11-26  0.003500  0.007147  0.002839 -0.000082\n",
       "2024-11-27  0.003681  0.004654  0.000648 -0.002695\n",
       "\n",
       "[5090 rows x 4 columns]"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns_smooth.dropna(inplace=True)\n",
    "returns_smooth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 339,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns_smooth.plot(figsize=(15,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Are there any correlations among these companies?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DataFrames offer two methods for computing \n",
    "* the __correlation__ among the elements in the DataFrame (`corr`)\n",
    "* the __covariance__ matrix of the DataFrame (`cov`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-20</th>\n",
       "      <td>0.002930</td>\n",
       "      <td>0.004241</td>\n",
       "      <td>0.002950</td>\n",
       "      <td>0.079430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23</th>\n",
       "      <td>0.009091</td>\n",
       "      <td>-0.007038</td>\n",
       "      <td>0.004425</td>\n",
       "      <td>0.010064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>0.027993</td>\n",
       "      <td>0.000709</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.041408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>0.034429</td>\n",
       "      <td>0.004250</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.010775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-26</th>\n",
       "      <td>0.048714</td>\n",
       "      <td>-0.004467</td>\n",
       "      <td>-0.003993</td>\n",
       "      <td>0.018019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-21</th>\n",
       "      <td>-0.002096</td>\n",
       "      <td>0.036347</td>\n",
       "      <td>-0.004317</td>\n",
       "      <td>-0.045621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22</th>\n",
       "      <td>0.005908</td>\n",
       "      <td>0.002563</td>\n",
       "      <td>0.010003</td>\n",
       "      <td>-0.015776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25</th>\n",
       "      <td>0.013051</td>\n",
       "      <td>0.014172</td>\n",
       "      <td>0.004293</td>\n",
       "      <td>0.017170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26</th>\n",
       "      <td>0.009404</td>\n",
       "      <td>0.011940</td>\n",
       "      <td>0.021968</td>\n",
       "      <td>0.007024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27</th>\n",
       "      <td>-0.000553</td>\n",
       "      <td>-0.008347</td>\n",
       "      <td>-0.011683</td>\n",
       "      <td>0.001172</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5104 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL       IBM      MSFT      GOOG\n",
       "Date                                              \n",
       "2004-08-20  0.002930  0.004241  0.002950  0.079430\n",
       "2004-08-23  0.009091 -0.007038  0.004425  0.010064\n",
       "2004-08-24  0.027993  0.000709  0.000000 -0.041408\n",
       "2004-08-25  0.034429  0.004250  0.011380  0.010775\n",
       "2004-08-26  0.048714 -0.004467 -0.003993  0.018019\n",
       "...              ...       ...       ...       ...\n",
       "2024-11-21 -0.002096  0.036347 -0.004317 -0.045621\n",
       "2024-11-22  0.005908  0.002563  0.010003 -0.015776\n",
       "2024-11-25  0.013051  0.014172  0.004293  0.017170\n",
       "2024-11-26  0.009404  0.011940  0.021968  0.007024\n",
       "2024-11-27 -0.000553 -0.008347 -0.011683  0.001172\n",
       "\n",
       "[5104 rows x 4 columns]"
      ]
     },
     "execution_count": 340,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.417853</td>\n",
       "      <td>0.522011</td>\n",
       "      <td>0.514173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBM</th>\n",
       "      <td>0.417853</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.485612</td>\n",
       "      <td>0.382927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSFT</th>\n",
       "      <td>0.522011</td>\n",
       "      <td>0.485612</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.562705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOOG</th>\n",
       "      <td>0.514173</td>\n",
       "      <td>0.382927</td>\n",
       "      <td>0.562705</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          AAPL       IBM      MSFT      GOOG\n",
       "AAPL  1.000000  0.417853  0.522011  0.514173\n",
       "IBM   0.417853  1.000000  0.485612  0.382927\n",
       "MSFT  0.522011  0.485612  1.000000  0.562705\n",
       "GOOG  0.514173  0.382927  0.562705  1.000000"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_dc5e9_row0_col0, #T_dc5e9_row1_col1, #T_dc5e9_row2_col2, #T_dc5e9_row3_col3 {\n",
       "  background-color: #67000d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_dc5e9_row0_col1 {\n",
       "  background-color: #ffece3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dc5e9_row0_col2 {\n",
       "  background-color: #fee9df;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dc5e9_row0_col3 {\n",
       "  background-color: #fdc6b0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dc5e9_row1_col0, #T_dc5e9_row1_col2, #T_dc5e9_row1_col3, #T_dc5e9_row3_col1 {\n",
       "  background-color: #fff5f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dc5e9_row2_col0 {\n",
       "  background-color: #fdd1be;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dc5e9_row2_col1, #T_dc5e9_row3_col0 {\n",
       "  background-color: #fdd4c2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dc5e9_row2_col3 {\n",
       "  background-color: #fcae92;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dc5e9_row3_col2 {\n",
       "  background-color: #fed9c9;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_dc5e9\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_dc5e9_level0_col0\" class=\"col_heading level0 col0\" >AAPL</th>\n",
       "      <th id=\"T_dc5e9_level0_col1\" class=\"col_heading level0 col1\" >IBM</th>\n",
       "      <th id=\"T_dc5e9_level0_col2\" class=\"col_heading level0 col2\" >MSFT</th>\n",
       "      <th id=\"T_dc5e9_level0_col3\" class=\"col_heading level0 col3\" >GOOG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_dc5e9_level0_row0\" class=\"row_heading level0 row0\" >AAPL</th>\n",
       "      <td id=\"T_dc5e9_row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "      <td id=\"T_dc5e9_row0_col1\" class=\"data row0 col1\" >0.417853</td>\n",
       "      <td id=\"T_dc5e9_row0_col2\" class=\"data row0 col2\" >0.522011</td>\n",
       "      <td id=\"T_dc5e9_row0_col3\" class=\"data row0 col3\" >0.514173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dc5e9_level0_row1\" class=\"row_heading level0 row1\" >IBM</th>\n",
       "      <td id=\"T_dc5e9_row1_col0\" class=\"data row1 col0\" >0.417853</td>\n",
       "      <td id=\"T_dc5e9_row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "      <td id=\"T_dc5e9_row1_col2\" class=\"data row1 col2\" >0.485612</td>\n",
       "      <td id=\"T_dc5e9_row1_col3\" class=\"data row1 col3\" >0.382927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dc5e9_level0_row2\" class=\"row_heading level0 row2\" >MSFT</th>\n",
       "      <td id=\"T_dc5e9_row2_col0\" class=\"data row2 col0\" >0.522011</td>\n",
       "      <td id=\"T_dc5e9_row2_col1\" class=\"data row2 col1\" >0.485612</td>\n",
       "      <td id=\"T_dc5e9_row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
       "      <td id=\"T_dc5e9_row2_col3\" class=\"data row2 col3\" >0.562705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dc5e9_level0_row3\" class=\"row_heading level0 row3\" >GOOG</th>\n",
       "      <td id=\"T_dc5e9_row3_col0\" class=\"data row3 col0\" >0.514173</td>\n",
       "      <td id=\"T_dc5e9_row3_col1\" class=\"data row3 col1\" >0.382927</td>\n",
       "      <td id=\"T_dc5e9_row3_col2\" class=\"data row3 col2\" >0.562705</td>\n",
       "      <td id=\"T_dc5e9_row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fe428426ee0>"
      ]
     },
     "execution_count": 342,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.corr().style.background_gradient(cmap='Reds')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000181</td>\n",
       "      <td>0.000202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBM</th>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSFT</th>\n",
       "      <td>0.000181</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOOG</th>\n",
       "      <td>0.000202</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000184</td>\n",
       "      <td>0.000371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          AAPL       IBM      MSFT      GOOG\n",
       "AAPL  0.000417  0.000122  0.000181  0.000202\n",
       "IBM   0.000122  0.000204  0.000118  0.000105\n",
       "MSFT  0.000181  0.000118  0.000289  0.000184\n",
       "GOOG  0.000202  0.000105  0.000184  0.000371"
      ]
     },
     "execution_count": 343,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.cov()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_f70c4_row0_col0, #T_f70c4_row1_col1, #T_f70c4_row2_col2, #T_f70c4_row3_col3 {\n",
       "  background-color: #67000d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f70c4_row0_col1 {\n",
       "  background-color: #fdd4c2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f70c4_row0_col2 {\n",
       "  background-color: #fc9474;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f70c4_row0_col3 {\n",
       "  background-color: #fc9576;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f70c4_row1_col0, #T_f70c4_row1_col2, #T_f70c4_row1_col3, #T_f70c4_row3_col1 {\n",
       "  background-color: #fff5f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f70c4_row2_col0 {\n",
       "  background-color: #fdcab5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f70c4_row2_col1 {\n",
       "  background-color: #fee0d2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f70c4_row2_col3 {\n",
       "  background-color: #fcad90;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f70c4_row3_col0 {\n",
       "  background-color: #fcb499;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f70c4_row3_col2 {\n",
       "  background-color: #fc8e6e;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_f70c4\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_f70c4_level0_col0\" class=\"col_heading level0 col0\" >AAPL</th>\n",
       "      <th id=\"T_f70c4_level0_col1\" class=\"col_heading level0 col1\" >IBM</th>\n",
       "      <th id=\"T_f70c4_level0_col2\" class=\"col_heading level0 col2\" >MSFT</th>\n",
       "      <th id=\"T_f70c4_level0_col3\" class=\"col_heading level0 col3\" >GOOG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_f70c4_level0_row0\" class=\"row_heading level0 row0\" >AAPL</th>\n",
       "      <td id=\"T_f70c4_row0_col0\" class=\"data row0 col0\" >0.000417</td>\n",
       "      <td id=\"T_f70c4_row0_col1\" class=\"data row0 col1\" >0.000122</td>\n",
       "      <td id=\"T_f70c4_row0_col2\" class=\"data row0 col2\" >0.000181</td>\n",
       "      <td id=\"T_f70c4_row0_col3\" class=\"data row0 col3\" >0.000202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f70c4_level0_row1\" class=\"row_heading level0 row1\" >IBM</th>\n",
       "      <td id=\"T_f70c4_row1_col0\" class=\"data row1 col0\" >0.000122</td>\n",
       "      <td id=\"T_f70c4_row1_col1\" class=\"data row1 col1\" >0.000204</td>\n",
       "      <td id=\"T_f70c4_row1_col2\" class=\"data row1 col2\" >0.000118</td>\n",
       "      <td id=\"T_f70c4_row1_col3\" class=\"data row1 col3\" >0.000105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f70c4_level0_row2\" class=\"row_heading level0 row2\" >MSFT</th>\n",
       "      <td id=\"T_f70c4_row2_col0\" class=\"data row2 col0\" >0.000181</td>\n",
       "      <td id=\"T_f70c4_row2_col1\" class=\"data row2 col1\" >0.000118</td>\n",
       "      <td id=\"T_f70c4_row2_col2\" class=\"data row2 col2\" >0.000289</td>\n",
       "      <td id=\"T_f70c4_row2_col3\" class=\"data row2 col3\" >0.000184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f70c4_level0_row3\" class=\"row_heading level0 row3\" >GOOG</th>\n",
       "      <td id=\"T_f70c4_row3_col0\" class=\"data row3 col0\" >0.000202</td>\n",
       "      <td id=\"T_f70c4_row3_col1\" class=\"data row3 col1\" >0.000105</td>\n",
       "      <td id=\"T_f70c4_row3_col2\" class=\"data row3 col2\" >0.000184</td>\n",
       "      <td id=\"T_f70c4_row3_col3\" class=\"data row3 col3\" >0.000371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fe453cc1880>"
      ]
     },
     "execution_count": 344,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.cov().style.background_gradient(cmap='Reds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What about risk?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Please, forgive my ignorance :D__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each company, we can calculate:\n",
    "- the mean of the returns\n",
    "- the standard deviation of the returns\n",
    "\n",
    "These statistics are very important for investors:\n",
    "- Mean returns give us an understanding of the profitability of an investment\n",
    "- The standard deviation measures how much the returns fluctuate. \n",
    "  - We call this __risk__. \n",
    "\n",
    "> Typically __higher risks are associated with higher returns__. \n",
    "> - Which company has highest returns?\n",
    "> - Which company has highest risk?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL    0.001430\n",
       "IBM     0.000422\n",
       "MSFT    0.000776\n",
       "GOOG    0.001013\n",
       "dtype: float64"
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The maximum mean is in: AAPL\n",
      "The maximum standard deviation is in: AAPL\n"
     ]
    }
   ],
   "source": [
    "print(\"The maximum mean is in:\",returns.mean().idxmax() )\n",
    "print(\"The maximum standard deviation is in:\",returns.std().idxmax())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL    0.001430\n",
       "IBM     0.000422\n",
       "MSFT    0.000776\n",
       "GOOG    0.001013\n",
       "dtype: float64"
      ]
     },
     "execution_count": 347,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL    0.020426\n",
       "IBM     0.014281\n",
       "MSFT    0.016990\n",
       "GOOG    0.019265\n",
       "dtype: float64"
      ]
     },
     "execution_count": 348,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5104.000000</td>\n",
       "      <td>5104.000000</td>\n",
       "      <td>5104.000000</td>\n",
       "      <td>5104.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.001430</td>\n",
       "      <td>0.000422</td>\n",
       "      <td>0.000776</td>\n",
       "      <td>0.001013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.020426</td>\n",
       "      <td>0.014281</td>\n",
       "      <td>0.016990</td>\n",
       "      <td>0.019265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.179195</td>\n",
       "      <td>-0.128507</td>\n",
       "      <td>-0.147390</td>\n",
       "      <td>-0.116091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.008220</td>\n",
       "      <td>-0.006218</td>\n",
       "      <td>-0.007097</td>\n",
       "      <td>-0.007893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.001146</td>\n",
       "      <td>0.000522</td>\n",
       "      <td>0.000474</td>\n",
       "      <td>0.000827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.011814</td>\n",
       "      <td>0.007367</td>\n",
       "      <td>0.008923</td>\n",
       "      <td>0.010125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.139049</td>\n",
       "      <td>0.115151</td>\n",
       "      <td>0.186046</td>\n",
       "      <td>0.199915</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              AAPL          IBM         MSFT         GOOG\n",
       "count  5104.000000  5104.000000  5104.000000  5104.000000\n",
       "mean      0.001430     0.000422     0.000776     0.001013\n",
       "std       0.020426     0.014281     0.016990     0.019265\n",
       "min      -0.179195    -0.128507    -0.147390    -0.116091\n",
       "25%      -0.008220    -0.006218    -0.007097    -0.007893\n",
       "50%       0.001146     0.000522     0.000474     0.000827\n",
       "75%       0.011814     0.007367     0.008923     0.010125\n",
       "max       0.139049     0.115151     0.186046     0.199915"
      ]
     },
     "execution_count": 349,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>IBM</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.001430</td>\n",
       "      <td>0.000422</td>\n",
       "      <td>0.000776</td>\n",
       "      <td>0.001013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.020426</td>\n",
       "      <td>0.014281</td>\n",
       "      <td>0.016990</td>\n",
       "      <td>0.019265</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          AAPL       IBM      MSFT      GOOG\n",
       "mean  0.001430  0.000422  0.000776  0.001013\n",
       "std   0.020426  0.014281  0.016990  0.019265"
      ]
     },
     "execution_count": 350,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.describe().loc['mean':'std']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.scatter_matrix(returns,figsize =(15,20),  color='k', alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interested in playing more with this case study?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://towardsdatascience.com/analyzing-financial-data-in-python-ccf5c99f55e8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://colab.research.google.com/corgiredirector?site=https%3A%2F%2Ftowardsdatascience.com%2Fanalyzing-financial-data-in-python-ccf5c99f55e8%3Fgi%3D7a3fb215ea05"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> A few things changes in the library after the post has been written\n",
    "> - Adapt our code to download new financial data\n",
    "> - The webpage contains material on __risk analysis!__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What about the Italian stock market?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import all libraries\n",
    "\n",
    "import yfinance as yf\n",
    "\n",
    "import matplotlib.pyplot as plt \n",
    "import pandas as pd\n",
    "\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Just a test to check whether data can be downloaded\n",
    "#yf.download('REC.MI')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-11-29\n",
      "2004-08-19 00:00:00\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  4 of 4 completed\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>BRE.MI</th>\n",
       "      <th>IP.MI</th>\n",
       "      <th>REC.MI</th>\n",
       "      <th>STLAM.MI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-19 00:00:00+00:00</th>\n",
       "      <td>0.662735</td>\n",
       "      <td>2.760963</td>\n",
       "      <td>2.037891</td>\n",
       "      <td>0.713558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-20 00:00:00+00:00</th>\n",
       "      <td>0.654331</td>\n",
       "      <td>2.741429</td>\n",
       "      <td>2.024054</td>\n",
       "      <td>0.701645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23 00:00:00+00:00</th>\n",
       "      <td>0.672340</td>\n",
       "      <td>2.767475</td>\n",
       "      <td>2.025312</td>\n",
       "      <td>0.709984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24 00:00:00+00:00</th>\n",
       "      <td>0.678343</td>\n",
       "      <td>2.760963</td>\n",
       "      <td>2.003927</td>\n",
       "      <td>0.714749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25 00:00:00+00:00</th>\n",
       "      <td>0.677142</td>\n",
       "      <td>2.787010</td>\n",
       "      <td>1.993864</td>\n",
       "      <td>0.708793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22 00:00:00+00:00</th>\n",
       "      <td>8.793000</td>\n",
       "      <td>42.500000</td>\n",
       "      <td>52.099998</td>\n",
       "      <td>12.514000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 00:00:00+00:00</th>\n",
       "      <td>8.853000</td>\n",
       "      <td>43.880001</td>\n",
       "      <td>52.250000</td>\n",
       "      <td>12.814000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 00:00:00+00:00</th>\n",
       "      <td>8.742000</td>\n",
       "      <td>43.060001</td>\n",
       "      <td>51.750000</td>\n",
       "      <td>12.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 00:00:00+00:00</th>\n",
       "      <td>8.758000</td>\n",
       "      <td>43.200001</td>\n",
       "      <td>51.700001</td>\n",
       "      <td>12.136000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-28 00:00:00+00:00</th>\n",
       "      <td>8.780000</td>\n",
       "      <td>43.799999</td>\n",
       "      <td>51.349998</td>\n",
       "      <td>12.350000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5163 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker                       BRE.MI      IP.MI     REC.MI   STLAM.MI\n",
       "Date                                                                \n",
       "2004-08-19 00:00:00+00:00  0.662735   2.760963   2.037891   0.713558\n",
       "2004-08-20 00:00:00+00:00  0.654331   2.741429   2.024054   0.701645\n",
       "2004-08-23 00:00:00+00:00  0.672340   2.767475   2.025312   0.709984\n",
       "2004-08-24 00:00:00+00:00  0.678343   2.760963   2.003927   0.714749\n",
       "2004-08-25 00:00:00+00:00  0.677142   2.787010   1.993864   0.708793\n",
       "...                             ...        ...        ...        ...\n",
       "2024-11-22 00:00:00+00:00  8.793000  42.500000  52.099998  12.514000\n",
       "2024-11-25 00:00:00+00:00  8.853000  43.880001  52.250000  12.814000\n",
       "2024-11-26 00:00:00+00:00  8.742000  43.060001  51.750000  12.200000\n",
       "2024-11-27 00:00:00+00:00  8.758000  43.200001  51.700001  12.136000\n",
       "2024-11-28 00:00:00+00:00  8.780000  43.799999  51.349998  12.350000\n",
       "\n",
       "[5163 rows x 4 columns]"
      ]
     },
     "execution_count": 354,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Set first and last day of interest, and download data\n",
    "\n",
    "today = datetime.today().strftime('%Y-%m-%d')\n",
    "print(today)\n",
    "\n",
    "first_day=datetime(2004,8,19)\n",
    "print(first_day)\n",
    "\n",
    "companies=['REC.MI', 'BRE.MI', 'IP.MI', 'STLAM.MI']\n",
    "price=yf.download(companies,first_day,today, auto_adjust=True)['Close']\n",
    "\n",
    "price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 355,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "price.plot(figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {
    "collapsed": false,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>BRE.MI</th>\n",
       "      <th>IP.MI</th>\n",
       "      <th>REC.MI</th>\n",
       "      <th>STLAM.MI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-19 00:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-20 00:00:00+00:00</th>\n",
       "      <td>-0.012681</td>\n",
       "      <td>-0.007075</td>\n",
       "      <td>-0.006790</td>\n",
       "      <td>-0.016695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23 00:00:00+00:00</th>\n",
       "      <td>0.027523</td>\n",
       "      <td>0.009501</td>\n",
       "      <td>0.000621</td>\n",
       "      <td>0.011885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24 00:00:00+00:00</th>\n",
       "      <td>0.008928</td>\n",
       "      <td>-0.002353</td>\n",
       "      <td>-0.010559</td>\n",
       "      <td>0.006712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25 00:00:00+00:00</th>\n",
       "      <td>-0.001770</td>\n",
       "      <td>0.009434</td>\n",
       "      <td>-0.005022</td>\n",
       "      <td>-0.008334</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker                       BRE.MI     IP.MI    REC.MI  STLAM.MI\n",
       "Date                                                             \n",
       "2004-08-19 00:00:00+00:00       NaN       NaN       NaN       NaN\n",
       "2004-08-20 00:00:00+00:00 -0.012681 -0.007075 -0.006790 -0.016695\n",
       "2004-08-23 00:00:00+00:00  0.027523  0.009501  0.000621  0.011885\n",
       "2004-08-24 00:00:00+00:00  0.008928 -0.002353 -0.010559  0.006712\n",
       "2004-08-25 00:00:00+00:00 -0.001770  0.009434 -0.005022 -0.008334"
      ]
     },
     "execution_count": 356,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns = price.pct_change() \n",
    "returns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>BRE.MI</th>\n",
       "      <th>IP.MI</th>\n",
       "      <th>REC.MI</th>\n",
       "      <th>STLAM.MI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-20 00:00:00+00:00</th>\n",
       "      <td>-0.012681</td>\n",
       "      <td>-0.007075</td>\n",
       "      <td>-0.006790</td>\n",
       "      <td>-0.016695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23 00:00:00+00:00</th>\n",
       "      <td>0.027523</td>\n",
       "      <td>0.009501</td>\n",
       "      <td>0.000621</td>\n",
       "      <td>0.011885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24 00:00:00+00:00</th>\n",
       "      <td>0.008928</td>\n",
       "      <td>-0.002353</td>\n",
       "      <td>-0.010559</td>\n",
       "      <td>0.006712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25 00:00:00+00:00</th>\n",
       "      <td>-0.001770</td>\n",
       "      <td>0.009434</td>\n",
       "      <td>-0.005022</td>\n",
       "      <td>-0.008334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-26 00:00:00+00:00</th>\n",
       "      <td>0.001773</td>\n",
       "      <td>0.004673</td>\n",
       "      <td>0.011357</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22 00:00:00+00:00</th>\n",
       "      <td>0.018534</td>\n",
       "      <td>0.013836</td>\n",
       "      <td>0.028628</td>\n",
       "      <td>0.028266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 00:00:00+00:00</th>\n",
       "      <td>0.006824</td>\n",
       "      <td>0.032471</td>\n",
       "      <td>0.002879</td>\n",
       "      <td>0.023973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 00:00:00+00:00</th>\n",
       "      <td>-0.012538</td>\n",
       "      <td>-0.018687</td>\n",
       "      <td>-0.009569</td>\n",
       "      <td>-0.047916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 00:00:00+00:00</th>\n",
       "      <td>0.001830</td>\n",
       "      <td>0.003251</td>\n",
       "      <td>-0.000966</td>\n",
       "      <td>-0.005246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-28 00:00:00+00:00</th>\n",
       "      <td>0.002512</td>\n",
       "      <td>0.013889</td>\n",
       "      <td>-0.006770</td>\n",
       "      <td>0.017634</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5162 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker                       BRE.MI     IP.MI    REC.MI  STLAM.MI\n",
       "Date                                                             \n",
       "2004-08-20 00:00:00+00:00 -0.012681 -0.007075 -0.006790 -0.016695\n",
       "2004-08-23 00:00:00+00:00  0.027523  0.009501  0.000621  0.011885\n",
       "2004-08-24 00:00:00+00:00  0.008928 -0.002353 -0.010559  0.006712\n",
       "2004-08-25 00:00:00+00:00 -0.001770  0.009434 -0.005022 -0.008334\n",
       "2004-08-26 00:00:00+00:00  0.001773  0.004673  0.011357  0.000000\n",
       "...                             ...       ...       ...       ...\n",
       "2024-11-22 00:00:00+00:00  0.018534  0.013836  0.028628  0.028266\n",
       "2024-11-25 00:00:00+00:00  0.006824  0.032471  0.002879  0.023973\n",
       "2024-11-26 00:00:00+00:00 -0.012538 -0.018687 -0.009569 -0.047916\n",
       "2024-11-27 00:00:00+00:00  0.001830  0.003251 -0.000966 -0.005246\n",
       "2024-11-28 00:00:00+00:00  0.002512  0.013889 -0.006770  0.017634\n",
       "\n",
       "[5162 rows x 4 columns]"
      ]
     },
     "execution_count": 357,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.dropna(inplace=True)\n",
    "returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 358,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns.plot(figsize=(15,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can I smooth the data using moving averages/window averages?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>BRE.MI</th>\n",
       "      <th>IP.MI</th>\n",
       "      <th>REC.MI</th>\n",
       "      <th>STLAM.MI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-09-09 00:00:00+00:00</th>\n",
       "      <td>0.001026</td>\n",
       "      <td>0.001935</td>\n",
       "      <td>-0.001418</td>\n",
       "      <td>0.002581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-09-10 00:00:00+00:00</th>\n",
       "      <td>0.002585</td>\n",
       "      <td>0.002100</td>\n",
       "      <td>0.000297</td>\n",
       "      <td>0.002943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-09-13 00:00:00+00:00</th>\n",
       "      <td>0.000986</td>\n",
       "      <td>0.001314</td>\n",
       "      <td>-0.000570</td>\n",
       "      <td>0.002476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-09-14 00:00:00+00:00</th>\n",
       "      <td>0.000626</td>\n",
       "      <td>0.002856</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.001705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-09-15 00:00:00+00:00</th>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.001171</td>\n",
       "      <td>0.000555</td>\n",
       "      <td>0.001827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-22 00:00:00+00:00</th>\n",
       "      <td>-0.005630</td>\n",
       "      <td>0.001754</td>\n",
       "      <td>0.000182</td>\n",
       "      <td>-0.000949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 00:00:00+00:00</th>\n",
       "      <td>-0.004716</td>\n",
       "      <td>0.004978</td>\n",
       "      <td>0.001324</td>\n",
       "      <td>0.001257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 00:00:00+00:00</th>\n",
       "      <td>-0.005475</td>\n",
       "      <td>0.002526</td>\n",
       "      <td>0.000879</td>\n",
       "      <td>-0.002159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 00:00:00+00:00</th>\n",
       "      <td>-0.004848</td>\n",
       "      <td>0.003895</td>\n",
       "      <td>0.000814</td>\n",
       "      <td>-0.003679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-28 00:00:00+00:00</th>\n",
       "      <td>-0.006228</td>\n",
       "      <td>0.000846</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>-0.003270</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5148 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker                       BRE.MI     IP.MI    REC.MI  STLAM.MI\n",
       "Date                                                             \n",
       "2004-09-09 00:00:00+00:00  0.001026  0.001935 -0.001418  0.002581\n",
       "2004-09-10 00:00:00+00:00  0.002585  0.002100  0.000297  0.002943\n",
       "2004-09-13 00:00:00+00:00  0.000986  0.001314 -0.000570  0.002476\n",
       "2004-09-14 00:00:00+00:00  0.000626  0.002856  0.000635  0.001705\n",
       "2004-09-15 00:00:00+00:00  0.000276  0.001171  0.000555  0.001827\n",
       "...                             ...       ...       ...       ...\n",
       "2024-11-22 00:00:00+00:00 -0.005630  0.001754  0.000182 -0.000949\n",
       "2024-11-25 00:00:00+00:00 -0.004716  0.004978  0.001324  0.001257\n",
       "2024-11-26 00:00:00+00:00 -0.005475  0.002526  0.000879 -0.002159\n",
       "2024-11-27 00:00:00+00:00 -0.004848  0.003895  0.000814 -0.003679\n",
       "2024-11-28 00:00:00+00:00 -0.006228  0.000846 -0.000024 -0.003270\n",
       "\n",
       "[5148 rows x 4 columns]"
      ]
     },
     "execution_count": 359,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns_smooth=returns.rolling(15).mean()\n",
    "\n",
    "returns_smooth.dropna(inplace=True)\n",
    "\n",
    "returns_smooth\n",
    "#returns_smooth.head(16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 360,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 360,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns_smooth.plot(figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_82041_row0_col0, #T_82041_row1_col1, #T_82041_row2_col2, #T_82041_row3_col3 {\n",
       "  background-color: #67000d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_82041_row0_col1 {\n",
       "  background-color: #fee1d4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_82041_row0_col2, #T_82041_row2_col0, #T_82041_row2_col1, #T_82041_row2_col3 {\n",
       "  background-color: #fff5f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_82041_row0_col3 {\n",
       "  background-color: #fcb99f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_82041_row1_col0 {\n",
       "  background-color: #fdd7c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_82041_row1_col2 {\n",
       "  background-color: #ffeee7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_82041_row1_col3 {\n",
       "  background-color: #fee3d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_82041_row3_col0 {\n",
       "  background-color: #fcae92;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_82041_row3_col1 {\n",
       "  background-color: #fee3d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_82041_row3_col2 {\n",
       "  background-color: #ffeee6;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_82041\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >Ticker</th>\n",
       "      <th id=\"T_82041_level0_col0\" class=\"col_heading level0 col0\" >BRE.MI</th>\n",
       "      <th id=\"T_82041_level0_col1\" class=\"col_heading level0 col1\" >IP.MI</th>\n",
       "      <th id=\"T_82041_level0_col2\" class=\"col_heading level0 col2\" >REC.MI</th>\n",
       "      <th id=\"T_82041_level0_col3\" class=\"col_heading level0 col3\" >STLAM.MI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >Ticker</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_82041_level0_row0\" class=\"row_heading level0 row0\" >BRE.MI</th>\n",
       "      <td id=\"T_82041_row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "      <td id=\"T_82041_row0_col1\" class=\"data row0 col1\" >0.395559</td>\n",
       "      <td id=\"T_82041_row0_col2\" class=\"data row0 col2\" >0.283426</td>\n",
       "      <td id=\"T_82041_row0_col3\" class=\"data row0 col3\" >0.491731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_82041_level0_row1\" class=\"row_heading level0 row1\" >IP.MI</th>\n",
       "      <td id=\"T_82041_row1_col0\" class=\"data row1 col0\" >0.395559</td>\n",
       "      <td id=\"T_82041_row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "      <td id=\"T_82041_row1_col2\" class=\"data row1 col2\" >0.313009</td>\n",
       "      <td id=\"T_82041_row1_col3\" class=\"data row1 col3\" >0.389391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_82041_level0_row2\" class=\"row_heading level0 row2\" >REC.MI</th>\n",
       "      <td id=\"T_82041_row2_col0\" class=\"data row2 col0\" >0.283426</td>\n",
       "      <td id=\"T_82041_row2_col1\" class=\"data row2 col1\" >0.313009</td>\n",
       "      <td id=\"T_82041_row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
       "      <td id=\"T_82041_row2_col3\" class=\"data row2 col3\" >0.315551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_82041_level0_row3\" class=\"row_heading level0 row3\" >STLAM.MI</th>\n",
       "      <td id=\"T_82041_row3_col0\" class=\"data row3 col0\" >0.491731</td>\n",
       "      <td id=\"T_82041_row3_col1\" class=\"data row3 col1\" >0.389391</td>\n",
       "      <td id=\"T_82041_row3_col2\" class=\"data row3 col2\" >0.315551</td>\n",
       "      <td id=\"T_82041_row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fe472b2eeb0>"
      ]
     },
     "execution_count": 361,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.corr().style.background_gradient(cmap='Reds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# More on plotting: More complex application to Italian COVID data\n",
    "Pandas offers a number of plotting methods for DataFrame objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%pip install matplotlib\n",
    "\n",
    "#import sys\n",
    "#!\"{sys.executable}\" -m pip install matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Italian Civil Protection Department publishes everyday [data on the status of the COVID-19 epidemy in Italy](https://github.com/pcm-dpc/COVID-19)\n",
    "\n",
    "The repository contains trend data of the COVID'19 pandemic in Italy\n",
    "- ‘dati-andamento-nazionale’ (national-level), \n",
    "- ‘dati-regioni’ (regional-level),\n",
    "- ‘dati-province’ (province-level) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "#import warnings\n",
    "#warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Line Plots\n",
    "Series and DataFrame each have a plot method for making many different types of plots\n",
    "* By default, they make line plots "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load again the national-level COVID'19 data\n",
    "- We set the date (`data`) as the index column\n",
    "- We tell pandas to interpret such column as a datetime type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stato</th>\n",
       "      <th>ricoverati_con_sintomi</th>\n",
       "      <th>terapia_intensiva</th>\n",
       "      <th>totale_ospedalizzati</th>\n",
       "      <th>isolamento_domiciliare</th>\n",
       "      <th>totale_positivi</th>\n",
       "      <th>variazione_totale_positivi</th>\n",
       "      <th>nuovi_positivi</th>\n",
       "      <th>dimessi_guariti</th>\n",
       "      <th>deceduti</th>\n",
       "      <th>...</th>\n",
       "      <th>tamponi</th>\n",
       "      <th>casi_testati</th>\n",
       "      <th>note</th>\n",
       "      <th>ingressi_terapia_intensiva</th>\n",
       "      <th>note_test</th>\n",
       "      <th>note_casi</th>\n",
       "      <th>totale_positivi_test_molecolare</th>\n",
       "      <th>totale_positivi_test_antigenico_rapido</th>\n",
       "      <th>tamponi_test_molecolare</th>\n",
       "      <th>tamponi_test_antigenico_rapido</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>data</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-11-23T17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1369</td>\n",
       "      <td>54</td>\n",
       "      <td>1423</td>\n",
       "      <td>215727</td>\n",
       "      <td>217150</td>\n",
       "      <td>-33</td>\n",
       "      <td>316</td>\n",
       "      <td>26536788</td>\n",
       "      <td>198421</td>\n",
       "      <td>...</td>\n",
       "      <td>284015186</td>\n",
       "      <td>70524765.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970085.0</td>\n",
       "      <td>16982274.0</td>\n",
       "      <td>103233907.0</td>\n",
       "      <td>180781279.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-24T17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1352</td>\n",
       "      <td>55</td>\n",
       "      <td>1407</td>\n",
       "      <td>215778</td>\n",
       "      <td>217185</td>\n",
       "      <td>35</td>\n",
       "      <td>235</td>\n",
       "      <td>26536985</td>\n",
       "      <td>198424</td>\n",
       "      <td>...</td>\n",
       "      <td>284021452</td>\n",
       "      <td>70522615.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970163.0</td>\n",
       "      <td>16982431.0</td>\n",
       "      <td>103234544.0</td>\n",
       "      <td>180786908.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25T17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1359</td>\n",
       "      <td>53</td>\n",
       "      <td>1412</td>\n",
       "      <td>215563</td>\n",
       "      <td>216975</td>\n",
       "      <td>-210</td>\n",
       "      <td>115</td>\n",
       "      <td>26537303</td>\n",
       "      <td>198431</td>\n",
       "      <td>...</td>\n",
       "      <td>284025556</td>\n",
       "      <td>70526244.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970198.0</td>\n",
       "      <td>16982511.0</td>\n",
       "      <td>103235022.0</td>\n",
       "      <td>180790534.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26T17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1360</td>\n",
       "      <td>54</td>\n",
       "      <td>1414</td>\n",
       "      <td>215565</td>\n",
       "      <td>216979</td>\n",
       "      <td>4</td>\n",
       "      <td>471</td>\n",
       "      <td>26537761</td>\n",
       "      <td>198440</td>\n",
       "      <td>...</td>\n",
       "      <td>284037873</td>\n",
       "      <td>70527918.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970337.0</td>\n",
       "      <td>16982843.0</td>\n",
       "      <td>103236276.0</td>\n",
       "      <td>180801597.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27T17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1357</td>\n",
       "      <td>58</td>\n",
       "      <td>1415</td>\n",
       "      <td>215338</td>\n",
       "      <td>216753</td>\n",
       "      <td>-226</td>\n",
       "      <td>313</td>\n",
       "      <td>26538295</td>\n",
       "      <td>198445</td>\n",
       "      <td>...</td>\n",
       "      <td>284047679</td>\n",
       "      <td>70529327.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970453.0</td>\n",
       "      <td>16983040.0</td>\n",
       "      <td>103237402.0</td>\n",
       "      <td>180810277.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    stato  ricoverati_con_sintomi  terapia_intensiva  \\\n",
       "data                                                                   \n",
       "2024-11-23T17:00:00   ITA                    1369                 54   \n",
       "2024-11-24T17:00:00   ITA                    1352                 55   \n",
       "2024-11-25T17:00:00   ITA                    1359                 53   \n",
       "2024-11-26T17:00:00   ITA                    1360                 54   \n",
       "2024-11-27T17:00:00   ITA                    1357                 58   \n",
       "\n",
       "                     totale_ospedalizzati  isolamento_domiciliare  \\\n",
       "data                                                                \n",
       "2024-11-23T17:00:00                  1423                  215727   \n",
       "2024-11-24T17:00:00                  1407                  215778   \n",
       "2024-11-25T17:00:00                  1412                  215563   \n",
       "2024-11-26T17:00:00                  1414                  215565   \n",
       "2024-11-27T17:00:00                  1415                  215338   \n",
       "\n",
       "                     totale_positivi  variazione_totale_positivi  \\\n",
       "data                                                               \n",
       "2024-11-23T17:00:00           217150                         -33   \n",
       "2024-11-24T17:00:00           217185                          35   \n",
       "2024-11-25T17:00:00           216975                        -210   \n",
       "2024-11-26T17:00:00           216979                           4   \n",
       "2024-11-27T17:00:00           216753                        -226   \n",
       "\n",
       "                     nuovi_positivi  dimessi_guariti  deceduti  ...  \\\n",
       "data                                                            ...   \n",
       "2024-11-23T17:00:00             316         26536788    198421  ...   \n",
       "2024-11-24T17:00:00             235         26536985    198424  ...   \n",
       "2024-11-25T17:00:00             115         26537303    198431  ...   \n",
       "2024-11-26T17:00:00             471         26537761    198440  ...   \n",
       "2024-11-27T17:00:00             313         26538295    198445  ...   \n",
       "\n",
       "                       tamponi  casi_testati  note  \\\n",
       "data                                                 \n",
       "2024-11-23T17:00:00  284015186    70524765.0   NaN   \n",
       "2024-11-24T17:00:00  284021452    70522615.0   NaN   \n",
       "2024-11-25T17:00:00  284025556    70526244.0   NaN   \n",
       "2024-11-26T17:00:00  284037873    70527918.0   NaN   \n",
       "2024-11-27T17:00:00  284047679    70529327.0   NaN   \n",
       "\n",
       "                     ingressi_terapia_intensiva  note_test note_casi  \\\n",
       "data                                                                   \n",
       "2024-11-23T17:00:00                         8.0        NaN       NaN   \n",
       "2024-11-24T17:00:00                         2.0        NaN       NaN   \n",
       "2024-11-25T17:00:00                         1.0        NaN       NaN   \n",
       "2024-11-26T17:00:00                         3.0        NaN       NaN   \n",
       "2024-11-27T17:00:00                        10.0        NaN       NaN   \n",
       "\n",
       "                     totale_positivi_test_molecolare  \\\n",
       "data                                                   \n",
       "2024-11-23T17:00:00                        9970085.0   \n",
       "2024-11-24T17:00:00                        9970163.0   \n",
       "2024-11-25T17:00:00                        9970198.0   \n",
       "2024-11-26T17:00:00                        9970337.0   \n",
       "2024-11-27T17:00:00                        9970453.0   \n",
       "\n",
       "                     totale_positivi_test_antigenico_rapido  \\\n",
       "data                                                          \n",
       "2024-11-23T17:00:00                              16982274.0   \n",
       "2024-11-24T17:00:00                              16982431.0   \n",
       "2024-11-25T17:00:00                              16982511.0   \n",
       "2024-11-26T17:00:00                              16982843.0   \n",
       "2024-11-27T17:00:00                              16983040.0   \n",
       "\n",
       "                     tamponi_test_molecolare  tamponi_test_antigenico_rapido  \n",
       "data                                                                          \n",
       "2024-11-23T17:00:00              103233907.0                     180781279.0  \n",
       "2024-11-24T17:00:00              103234544.0                     180786908.0  \n",
       "2024-11-25T17:00:00              103235022.0                     180790534.0  \n",
       "2024-11-26T17:00:00              103236276.0                     180801597.0  \n",
       "2024-11-27T17:00:00              103237402.0                     180810277.0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 364,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load data relating to the national trend of SARS-CoV-2 spread on Pandas DataFrame\n",
    "url_dpc_nazionale = 'https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv'\n",
    "covid_italy = pd.read_csv(url_dpc_nazionale, index_col='data')\n",
    "covid_italy.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stato</th>\n",
       "      <th>ricoverati_con_sintomi</th>\n",
       "      <th>terapia_intensiva</th>\n",
       "      <th>totale_ospedalizzati</th>\n",
       "      <th>isolamento_domiciliare</th>\n",
       "      <th>totale_positivi</th>\n",
       "      <th>variazione_totale_positivi</th>\n",
       "      <th>nuovi_positivi</th>\n",
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       "      <th>tamponi</th>\n",
       "      <th>casi_testati</th>\n",
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       "      <th>ingressi_terapia_intensiva</th>\n",
       "      <th>note_test</th>\n",
       "      <th>note_casi</th>\n",
       "      <th>totale_positivi_test_molecolare</th>\n",
       "      <th>totale_positivi_test_antigenico_rapido</th>\n",
       "      <th>tamponi_test_molecolare</th>\n",
       "      <th>tamponi_test_antigenico_rapido</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>data</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-02-24T18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>101</td>\n",
       "      <td>26</td>\n",
       "      <td>127</td>\n",
       "      <td>94</td>\n",
       "      <td>221</td>\n",
       "      <td>0</td>\n",
       "      <td>221</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>4324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-25T18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>114</td>\n",
       "      <td>35</td>\n",
       "      <td>150</td>\n",
       "      <td>162</td>\n",
       "      <td>311</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>8623</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-26T18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>128</td>\n",
       "      <td>36</td>\n",
       "      <td>164</td>\n",
       "      <td>221</td>\n",
       "      <td>385</td>\n",
       "      <td>74</td>\n",
       "      <td>78</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>9587</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-27T18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>248</td>\n",
       "      <td>56</td>\n",
       "      <td>304</td>\n",
       "      <td>284</td>\n",
       "      <td>588</td>\n",
       "      <td>203</td>\n",
       "      <td>250</td>\n",
       "      <td>45</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>12014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-28T18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>345</td>\n",
       "      <td>64</td>\n",
       "      <td>409</td>\n",
       "      <td>412</td>\n",
       "      <td>821</td>\n",
       "      <td>233</td>\n",
       "      <td>238</td>\n",
       "      <td>46</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>15695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    stato  ricoverati_con_sintomi  terapia_intensiva  \\\n",
       "data                                                                   \n",
       "2020-02-24T18:00:00   ITA                     101                 26   \n",
       "2020-02-25T18:00:00   ITA                     114                 35   \n",
       "2020-02-26T18:00:00   ITA                     128                 36   \n",
       "2020-02-27T18:00:00   ITA                     248                 56   \n",
       "2020-02-28T18:00:00   ITA                     345                 64   \n",
       "\n",
       "                     totale_ospedalizzati  isolamento_domiciliare  \\\n",
       "data                                                                \n",
       "2020-02-24T18:00:00                   127                      94   \n",
       "2020-02-25T18:00:00                   150                     162   \n",
       "2020-02-26T18:00:00                   164                     221   \n",
       "2020-02-27T18:00:00                   304                     284   \n",
       "2020-02-28T18:00:00                   409                     412   \n",
       "\n",
       "                     totale_positivi  variazione_totale_positivi  \\\n",
       "data                                                               \n",
       "2020-02-24T18:00:00              221                           0   \n",
       "2020-02-25T18:00:00              311                          90   \n",
       "2020-02-26T18:00:00              385                          74   \n",
       "2020-02-27T18:00:00              588                         203   \n",
       "2020-02-28T18:00:00              821                         233   \n",
       "\n",
       "                     nuovi_positivi  dimessi_guariti  deceduti  ...  tamponi  \\\n",
       "data                                                            ...            \n",
       "2020-02-24T18:00:00             221                1         7  ...     4324   \n",
       "2020-02-25T18:00:00              93                1        10  ...     8623   \n",
       "2020-02-26T18:00:00              78                3        12  ...     9587   \n",
       "2020-02-27T18:00:00             250               45        17  ...    12014   \n",
       "2020-02-28T18:00:00             238               46        21  ...    15695   \n",
       "\n",
       "                     casi_testati  note  ingressi_terapia_intensiva  \\\n",
       "data                                                                  \n",
       "2020-02-24T18:00:00           NaN   NaN                         NaN   \n",
       "2020-02-25T18:00:00           NaN   NaN                         NaN   \n",
       "2020-02-26T18:00:00           NaN   NaN                         NaN   \n",
       "2020-02-27T18:00:00           NaN   NaN                         NaN   \n",
       "2020-02-28T18:00:00           NaN   NaN                         NaN   \n",
       "\n",
       "                     note_test note_casi  totale_positivi_test_molecolare  \\\n",
       "data                                                                        \n",
       "2020-02-24T18:00:00        NaN       NaN                              NaN   \n",
       "2020-02-25T18:00:00        NaN       NaN                              NaN   \n",
       "2020-02-26T18:00:00        NaN       NaN                              NaN   \n",
       "2020-02-27T18:00:00        NaN       NaN                              NaN   \n",
       "2020-02-28T18:00:00        NaN       NaN                              NaN   \n",
       "\n",
       "                     totale_positivi_test_antigenico_rapido  \\\n",
       "data                                                          \n",
       "2020-02-24T18:00:00                                     NaN   \n",
       "2020-02-25T18:00:00                                     NaN   \n",
       "2020-02-26T18:00:00                                     NaN   \n",
       "2020-02-27T18:00:00                                     NaN   \n",
       "2020-02-28T18:00:00                                     NaN   \n",
       "\n",
       "                     tamponi_test_molecolare  tamponi_test_antigenico_rapido  \n",
       "data                                                                          \n",
       "2020-02-24T18:00:00                      NaN                             NaN  \n",
       "2020-02-25T18:00:00                      NaN                             NaN  \n",
       "2020-02-26T18:00:00                      NaN                             NaN  \n",
       "2020-02-27T18:00:00                      NaN                             NaN  \n",
       "2020-02-28T18:00:00                      NaN                             NaN  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 365,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_italy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pandas considers the date as a string\n",
    "- Let's tell to pands that it is a date\n",
    "- This will allow us to reason in terms of time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['2020-02-24T18:00:00', '2020-02-25T18:00:00', '2020-02-26T18:00:00',\n",
      "       '2020-02-27T18:00:00', '2020-02-28T18:00:00', '2020-02-29T18:00:00',\n",
      "       '2020-03-01T18:00:00', '2020-03-02T18:00:00', '2020-03-03T18:00:00',\n",
      "       '2020-03-04T18:00:00',\n",
      "       ...\n",
      "       '2024-11-18T17:00:00', '2024-11-19T17:00:00', '2024-11-20T17:00:00',\n",
      "       '2024-11-21T17:00:00', '2024-11-22T17:00:00', '2024-11-23T17:00:00',\n",
      "       '2024-11-24T17:00:00', '2024-11-25T17:00:00', '2024-11-26T17:00:00',\n",
      "       '2024-11-27T17:00:00'],\n",
      "      dtype='object', name='data', length=1739)\n",
      "\n",
      "DatetimeIndex(['2020-02-24 18:00:00', '2020-02-25 18:00:00',\n",
      "               '2020-02-26 18:00:00', '2020-02-27 18:00:00',\n",
      "               '2020-02-28 18:00:00', '2020-02-29 18:00:00',\n",
      "               '2020-03-01 18:00:00', '2020-03-02 18:00:00',\n",
      "               '2020-03-03 18:00:00', '2020-03-04 18:00:00',\n",
      "               ...\n",
      "               '2024-11-18 17:00:00', '2024-11-19 17:00:00',\n",
      "               '2024-11-20 17:00:00', '2024-11-21 17:00:00',\n",
      "               '2024-11-22 17:00:00', '2024-11-23 17:00:00',\n",
      "               '2024-11-24 17:00:00', '2024-11-25 17:00:00',\n",
      "               '2024-11-26 17:00:00', '2024-11-27 17:00:00'],\n",
      "              dtype='datetime64[ns]', name='data', length=1739, freq=None)\n"
     ]
    }
   ],
   "source": [
    "print(covid_italy.index)\n",
    "covid_italy.index = pd.to_datetime(covid_italy.index) # converts 'data' column from object to datatime type\n",
    "#covid_italy.tail()\n",
    "print()\n",
    "print(covid_italy.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us focucs only on\n",
    "- currently infected (`totale_positivi`)\n",
    "- overall recovered (`dimessi_guariti`)\n",
    "- overall deceased (`deceduti`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1739 entries, 2020-02-24 18:00:00 to 2024-11-27 17:00:00\n",
      "Data columns (total 23 columns):\n",
      " #   Column                                  Non-Null Count  Dtype  \n",
      "---  ------                                  --------------  -----  \n",
      " 0   stato                                   1739 non-null   object \n",
      " 1   ricoverati_con_sintomi                  1739 non-null   int64  \n",
      " 2   terapia_intensiva                       1739 non-null   int64  \n",
      " 3   totale_ospedalizzati                    1739 non-null   int64  \n",
      " 4   isolamento_domiciliare                  1739 non-null   int64  \n",
      " 5   totale_positivi                         1739 non-null   int64  \n",
      " 6   variazione_totale_positivi              1739 non-null   int64  \n",
      " 7   nuovi_positivi                          1739 non-null   int64  \n",
      " 8   dimessi_guariti                         1739 non-null   int64  \n",
      " 9   deceduti                                1739 non-null   int64  \n",
      " 10  casi_da_sospetto_diagnostico            162 non-null    float64\n",
      " 11  casi_da_screening                       162 non-null    float64\n",
      " 12  totale_casi                             1739 non-null   int64  \n",
      " 13  tamponi                                 1739 non-null   int64  \n",
      " 14  casi_testati                            1684 non-null   float64\n",
      " 15  note                                    44 non-null     object \n",
      " 16  ingressi_terapia_intensiva              1456 non-null   float64\n",
      " 17  note_test                               0 non-null      float64\n",
      " 18  note_casi                               0 non-null      float64\n",
      " 19  totale_positivi_test_molecolare         1413 non-null   float64\n",
      " 20  totale_positivi_test_antigenico_rapido  1413 non-null   float64\n",
      " 21  tamponi_test_molecolare                 1413 non-null   float64\n",
      " 22  tamponi_test_antigenico_rapido          1413 non-null   float64\n",
      "dtypes: float64(10), int64(11), object(2)\n",
      "memory usage: 326.1+ KB\n"
     ]
    }
   ],
   "source": [
    "covid_italy.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stato</th>\n",
       "      <th>ricoverati_con_sintomi</th>\n",
       "      <th>terapia_intensiva</th>\n",
       "      <th>totale_ospedalizzati</th>\n",
       "      <th>isolamento_domiciliare</th>\n",
       "      <th>totale_positivi</th>\n",
       "      <th>variazione_totale_positivi</th>\n",
       "      <th>nuovi_positivi</th>\n",
       "      <th>dimessi_guariti</th>\n",
       "      <th>deceduti</th>\n",
       "      <th>...</th>\n",
       "      <th>tamponi</th>\n",
       "      <th>casi_testati</th>\n",
       "      <th>note</th>\n",
       "      <th>ingressi_terapia_intensiva</th>\n",
       "      <th>note_test</th>\n",
       "      <th>note_casi</th>\n",
       "      <th>totale_positivi_test_molecolare</th>\n",
       "      <th>totale_positivi_test_antigenico_rapido</th>\n",
       "      <th>tamponi_test_molecolare</th>\n",
       "      <th>tamponi_test_antigenico_rapido</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>data</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-02-24 18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>101</td>\n",
       "      <td>26</td>\n",
       "      <td>127</td>\n",
       "      <td>94</td>\n",
       "      <td>221</td>\n",
       "      <td>0</td>\n",
       "      <td>221</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>4324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-25 18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>114</td>\n",
       "      <td>35</td>\n",
       "      <td>150</td>\n",
       "      <td>162</td>\n",
       "      <td>311</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>8623</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-26 18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>128</td>\n",
       "      <td>36</td>\n",
       "      <td>164</td>\n",
       "      <td>221</td>\n",
       "      <td>385</td>\n",
       "      <td>74</td>\n",
       "      <td>78</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>9587</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-27 18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>248</td>\n",
       "      <td>56</td>\n",
       "      <td>304</td>\n",
       "      <td>284</td>\n",
       "      <td>588</td>\n",
       "      <td>203</td>\n",
       "      <td>250</td>\n",
       "      <td>45</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>12014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-28 18:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>345</td>\n",
       "      <td>64</td>\n",
       "      <td>409</td>\n",
       "      <td>412</td>\n",
       "      <td>821</td>\n",
       "      <td>233</td>\n",
       "      <td>238</td>\n",
       "      <td>46</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>15695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-23 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1369</td>\n",
       "      <td>54</td>\n",
       "      <td>1423</td>\n",
       "      <td>215727</td>\n",
       "      <td>217150</td>\n",
       "      <td>-33</td>\n",
       "      <td>316</td>\n",
       "      <td>26536788</td>\n",
       "      <td>198421</td>\n",
       "      <td>...</td>\n",
       "      <td>284015186</td>\n",
       "      <td>70524765.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970085.0</td>\n",
       "      <td>16982274.0</td>\n",
       "      <td>103233907.0</td>\n",
       "      <td>180781279.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-24 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1352</td>\n",
       "      <td>55</td>\n",
       "      <td>1407</td>\n",
       "      <td>215778</td>\n",
       "      <td>217185</td>\n",
       "      <td>35</td>\n",
       "      <td>235</td>\n",
       "      <td>26536985</td>\n",
       "      <td>198424</td>\n",
       "      <td>...</td>\n",
       "      <td>284021452</td>\n",
       "      <td>70522615.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970163.0</td>\n",
       "      <td>16982431.0</td>\n",
       "      <td>103234544.0</td>\n",
       "      <td>180786908.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1359</td>\n",
       "      <td>53</td>\n",
       "      <td>1412</td>\n",
       "      <td>215563</td>\n",
       "      <td>216975</td>\n",
       "      <td>-210</td>\n",
       "      <td>115</td>\n",
       "      <td>26537303</td>\n",
       "      <td>198431</td>\n",
       "      <td>...</td>\n",
       "      <td>284025556</td>\n",
       "      <td>70526244.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970198.0</td>\n",
       "      <td>16982511.0</td>\n",
       "      <td>103235022.0</td>\n",
       "      <td>180790534.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1360</td>\n",
       "      <td>54</td>\n",
       "      <td>1414</td>\n",
       "      <td>215565</td>\n",
       "      <td>216979</td>\n",
       "      <td>4</td>\n",
       "      <td>471</td>\n",
       "      <td>26537761</td>\n",
       "      <td>198440</td>\n",
       "      <td>...</td>\n",
       "      <td>284037873</td>\n",
       "      <td>70527918.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970337.0</td>\n",
       "      <td>16982843.0</td>\n",
       "      <td>103236276.0</td>\n",
       "      <td>180801597.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1357</td>\n",
       "      <td>58</td>\n",
       "      <td>1415</td>\n",
       "      <td>215338</td>\n",
       "      <td>216753</td>\n",
       "      <td>-226</td>\n",
       "      <td>313</td>\n",
       "      <td>26538295</td>\n",
       "      <td>198445</td>\n",
       "      <td>...</td>\n",
       "      <td>284047679</td>\n",
       "      <td>70529327.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970453.0</td>\n",
       "      <td>16983040.0</td>\n",
       "      <td>103237402.0</td>\n",
       "      <td>180810277.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1739 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    stato  ricoverati_con_sintomi  terapia_intensiva  \\\n",
       "data                                                                   \n",
       "2020-02-24 18:00:00   ITA                     101                 26   \n",
       "2020-02-25 18:00:00   ITA                     114                 35   \n",
       "2020-02-26 18:00:00   ITA                     128                 36   \n",
       "2020-02-27 18:00:00   ITA                     248                 56   \n",
       "2020-02-28 18:00:00   ITA                     345                 64   \n",
       "...                   ...                     ...                ...   \n",
       "2024-11-23 17:00:00   ITA                    1369                 54   \n",
       "2024-11-24 17:00:00   ITA                    1352                 55   \n",
       "2024-11-25 17:00:00   ITA                    1359                 53   \n",
       "2024-11-26 17:00:00   ITA                    1360                 54   \n",
       "2024-11-27 17:00:00   ITA                    1357                 58   \n",
       "\n",
       "                     totale_ospedalizzati  isolamento_domiciliare  \\\n",
       "data                                                                \n",
       "2020-02-24 18:00:00                   127                      94   \n",
       "2020-02-25 18:00:00                   150                     162   \n",
       "2020-02-26 18:00:00                   164                     221   \n",
       "2020-02-27 18:00:00                   304                     284   \n",
       "2020-02-28 18:00:00                   409                     412   \n",
       "...                                   ...                     ...   \n",
       "2024-11-23 17:00:00                  1423                  215727   \n",
       "2024-11-24 17:00:00                  1407                  215778   \n",
       "2024-11-25 17:00:00                  1412                  215563   \n",
       "2024-11-26 17:00:00                  1414                  215565   \n",
       "2024-11-27 17:00:00                  1415                  215338   \n",
       "\n",
       "                     totale_positivi  variazione_totale_positivi  \\\n",
       "data                                                               \n",
       "2020-02-24 18:00:00              221                           0   \n",
       "2020-02-25 18:00:00              311                          90   \n",
       "2020-02-26 18:00:00              385                          74   \n",
       "2020-02-27 18:00:00              588                         203   \n",
       "2020-02-28 18:00:00              821                         233   \n",
       "...                              ...                         ...   \n",
       "2024-11-23 17:00:00           217150                         -33   \n",
       "2024-11-24 17:00:00           217185                          35   \n",
       "2024-11-25 17:00:00           216975                        -210   \n",
       "2024-11-26 17:00:00           216979                           4   \n",
       "2024-11-27 17:00:00           216753                        -226   \n",
       "\n",
       "                     nuovi_positivi  dimessi_guariti  deceduti  ...  \\\n",
       "data                                                            ...   \n",
       "2020-02-24 18:00:00             221                1         7  ...   \n",
       "2020-02-25 18:00:00              93                1        10  ...   \n",
       "2020-02-26 18:00:00              78                3        12  ...   \n",
       "2020-02-27 18:00:00             250               45        17  ...   \n",
       "2020-02-28 18:00:00             238               46        21  ...   \n",
       "...                             ...              ...       ...  ...   \n",
       "2024-11-23 17:00:00             316         26536788    198421  ...   \n",
       "2024-11-24 17:00:00             235         26536985    198424  ...   \n",
       "2024-11-25 17:00:00             115         26537303    198431  ...   \n",
       "2024-11-26 17:00:00             471         26537761    198440  ...   \n",
       "2024-11-27 17:00:00             313         26538295    198445  ...   \n",
       "\n",
       "                       tamponi  casi_testati  note  \\\n",
       "data                                                 \n",
       "2020-02-24 18:00:00       4324           NaN   NaN   \n",
       "2020-02-25 18:00:00       8623           NaN   NaN   \n",
       "2020-02-26 18:00:00       9587           NaN   NaN   \n",
       "2020-02-27 18:00:00      12014           NaN   NaN   \n",
       "2020-02-28 18:00:00      15695           NaN   NaN   \n",
       "...                        ...           ...   ...   \n",
       "2024-11-23 17:00:00  284015186    70524765.0   NaN   \n",
       "2024-11-24 17:00:00  284021452    70522615.0   NaN   \n",
       "2024-11-25 17:00:00  284025556    70526244.0   NaN   \n",
       "2024-11-26 17:00:00  284037873    70527918.0   NaN   \n",
       "2024-11-27 17:00:00  284047679    70529327.0   NaN   \n",
       "\n",
       "                     ingressi_terapia_intensiva  note_test note_casi  \\\n",
       "data                                                                   \n",
       "2020-02-24 18:00:00                         NaN        NaN       NaN   \n",
       "2020-02-25 18:00:00                         NaN        NaN       NaN   \n",
       "2020-02-26 18:00:00                         NaN        NaN       NaN   \n",
       "2020-02-27 18:00:00                         NaN        NaN       NaN   \n",
       "2020-02-28 18:00:00                         NaN        NaN       NaN   \n",
       "...                                         ...        ...       ...   \n",
       "2024-11-23 17:00:00                         8.0        NaN       NaN   \n",
       "2024-11-24 17:00:00                         2.0        NaN       NaN   \n",
       "2024-11-25 17:00:00                         1.0        NaN       NaN   \n",
       "2024-11-26 17:00:00                         3.0        NaN       NaN   \n",
       "2024-11-27 17:00:00                        10.0        NaN       NaN   \n",
       "\n",
       "                     totale_positivi_test_molecolare  \\\n",
       "data                                                   \n",
       "2020-02-24 18:00:00                              NaN   \n",
       "2020-02-25 18:00:00                              NaN   \n",
       "2020-02-26 18:00:00                              NaN   \n",
       "2020-02-27 18:00:00                              NaN   \n",
       "2020-02-28 18:00:00                              NaN   \n",
       "...                                              ...   \n",
       "2024-11-23 17:00:00                        9970085.0   \n",
       "2024-11-24 17:00:00                        9970163.0   \n",
       "2024-11-25 17:00:00                        9970198.0   \n",
       "2024-11-26 17:00:00                        9970337.0   \n",
       "2024-11-27 17:00:00                        9970453.0   \n",
       "\n",
       "                     totale_positivi_test_antigenico_rapido  \\\n",
       "data                                                          \n",
       "2020-02-24 18:00:00                                     NaN   \n",
       "2020-02-25 18:00:00                                     NaN   \n",
       "2020-02-26 18:00:00                                     NaN   \n",
       "2020-02-27 18:00:00                                     NaN   \n",
       "2020-02-28 18:00:00                                     NaN   \n",
       "...                                                     ...   \n",
       "2024-11-23 17:00:00                              16982274.0   \n",
       "2024-11-24 17:00:00                              16982431.0   \n",
       "2024-11-25 17:00:00                              16982511.0   \n",
       "2024-11-26 17:00:00                              16982843.0   \n",
       "2024-11-27 17:00:00                              16983040.0   \n",
       "\n",
       "                     tamponi_test_molecolare  tamponi_test_antigenico_rapido  \n",
       "data                                                                          \n",
       "2020-02-24 18:00:00                      NaN                             NaN  \n",
       "2020-02-25 18:00:00                      NaN                             NaN  \n",
       "2020-02-26 18:00:00                      NaN                             NaN  \n",
       "2020-02-27 18:00:00                      NaN                             NaN  \n",
       "2020-02-28 18:00:00                      NaN                             NaN  \n",
       "...                                      ...                             ...  \n",
       "2024-11-23 17:00:00              103233907.0                     180781279.0  \n",
       "2024-11-24 17:00:00              103234544.0                     180786908.0  \n",
       "2024-11-25 17:00:00              103235022.0                     180790534.0  \n",
       "2024-11-26 17:00:00              103236276.0                     180801597.0  \n",
       "2024-11-27 17:00:00              103237402.0                     180810277.0  \n",
       "\n",
       "[1739 rows x 23 columns]"
      ]
     },
     "execution_count": 368,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_italy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>totale_positivi</th>\n",
       "      <th>dimessi_guariti</th>\n",
       "      <th>deceduti</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>data</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-02-24 18:00:00</th>\n",
       "      <td>221</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-25 18:00:00</th>\n",
       "      <td>311</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-26 18:00:00</th>\n",
       "      <td>385</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-27 18:00:00</th>\n",
       "      <td>588</td>\n",
       "      <td>45</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-28 18:00:00</th>\n",
       "      <td>821</td>\n",
       "      <td>46</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-23 17:00:00</th>\n",
       "      <td>217150</td>\n",
       "      <td>26536788</td>\n",
       "      <td>198421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-24 17:00:00</th>\n",
       "      <td>217185</td>\n",
       "      <td>26536985</td>\n",
       "      <td>198424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 17:00:00</th>\n",
       "      <td>216975</td>\n",
       "      <td>26537303</td>\n",
       "      <td>198431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 17:00:00</th>\n",
       "      <td>216979</td>\n",
       "      <td>26537761</td>\n",
       "      <td>198440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 17:00:00</th>\n",
       "      <td>216753</td>\n",
       "      <td>26538295</td>\n",
       "      <td>198445</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1739 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     totale_positivi  dimessi_guariti  deceduti\n",
       "data                                                           \n",
       "2020-02-24 18:00:00              221                1         7\n",
       "2020-02-25 18:00:00              311                1        10\n",
       "2020-02-26 18:00:00              385                3        12\n",
       "2020-02-27 18:00:00              588               45        17\n",
       "2020-02-28 18:00:00              821               46        21\n",
       "...                              ...              ...       ...\n",
       "2024-11-23 17:00:00           217150         26536788    198421\n",
       "2024-11-24 17:00:00           217185         26536985    198424\n",
       "2024-11-25 17:00:00           216975         26537303    198431\n",
       "2024-11-26 17:00:00           216979         26537761    198440\n",
       "2024-11-27 17:00:00           216753         26538295    198445\n",
       "\n",
       "[1739 rows x 3 columns]"
      ]
     },
     "execution_count": 369,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_italy_filter = covid_italy[ ['totale_positivi','dimessi_guariti','deceduti'] ]\n",
    "covid_italy_filter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "During the peek in Spring 2020, the Italian government made a number of urgent decrees (links in Italian)\n",
    "- Decree \"Zone Rosse\"\n",
    "  - Some areas were classified as _red zones_, i.e. put in lockdown\n",
    "- Decree [\"Io resto a casa\"](https://www.agenziacoesione.gov.it/news_istituzionali/emergenza-epidemiologica-covid-19-fine-al-25-marzo-stop-alle-attivita-commerciali-al-dettaglio-in-tutta-italia-dpcm-11-marzo-2020/)\n",
    "  - Only the _necessary_ industrial and commercial production activities were left open nation-wide\n",
    "  - Not movements outside the city of residence\n",
    "- Decree [\"Chiudi Italia\"](http://www.governo.it/it/articolo/coronavirus-firmato-il-dpcm-22-marzo-2020/14363)\n",
    "  - Hard lockdown nation-wide\n",
    "- Decree [\"Fase 2\"](http://www.salute.gov.it/portale/news/p3_2_1_1_1.jsp?lingua=italiano&menu=notizie&p=dalministero&id=4763)\n",
    "  - Partial re-opening\n",
    "  \n",
    "Let us look at **how were the numbers at that time**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "# We now create the plot\n",
    "covid_italy_filter.plot(figsize=(20, 7), linewidth=3, alpha=0.8, title=\"Italian National trend of COVID19\") \n",
    "\n",
    "# and add annotations\n",
    "annotations = {datetime(2020, 3, 1) :'Decreto \"Zone rosse\"',\n",
    "               datetime(2020, 3, 9) :'Decreto \"Io resto a casa\"',\n",
    "               datetime(2020, 3, 22):'Decreto \"Chiudi Italia\"',\n",
    "               datetime(2020, 5, 4) :'Decreto \"Fase 2\"'}\n",
    " \n",
    "for d,a in annotations.items():\n",
    "    plt.annotate(a,(d, 0), rotation=90, horizontalalignment='right')\n",
    "    plt.axvline(d, color='k', linestyle='--')   \n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have too many data points \n",
    "- making it difficult to focus on the 4 dates of interest\n",
    "\n",
    "Let's hide some\n",
    "- using `iloc` to consider the first 100 rows\n",
    "- using `loc` to consider the rows with date before June\n",
    "- using `drop` to drop the rows from June onward\n",
    "\n",
    "But first, let's create a function to add annotations to the _current_ plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_annotations():\n",
    "    # and add annotations\n",
    "    annotations = {datetime(2020, 3, 1) :'Decreto \"Zone rosse\"',\n",
    "                   datetime(2020, 3, 9) :'Decreto \"Io resto a casa\"',\n",
    "                   datetime(2020, 3, 22):'Decreto \"Chiudi Italia\"',\n",
    "                   datetime(2020, 5, 4) :'Decreto \"Fase 2\"'}\n",
    " \n",
    "    for d,a in annotations.items():\n",
    "        plt.annotate(a,(d, 0), rotation=90, horizontalalignment='right')\n",
    "        plt.axvline(d, color='k', linestyle='--')   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 372,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid_italy_filter.iloc[:100].plot(figsize=(20, 7), linewidth=3, alpha=0.8, title=\"Italian National trend of COVID19\") \n",
    "add_annotations() \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid_italy_filter.loc[covid_italy_filter.index<= datetime(2020, 6, 1)].plot(figsize=(20, 7), linewidth=3, alpha=0.8, title=\"Italian National trend of COVID19\") \n",
    "add_annotations()     \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 374,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid_italy_filter.drop(covid_italy_filter[covid_italy_filter.index > datetime(2020, 6, 1)].index).plot(figsize=(20, 7), linewidth=3, alpha=0.8, title=\"Italian National trend of COVID19\") \n",
    "add_annotations()     \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What about recent months?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 375,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Since end of 2021'}, xlabel='data'>"
      ]
     },
     "execution_count": 375,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid_italy_filter.loc[covid_italy_filter.index>= datetime(2021, 10, 1)].plot(figsize=(20, 7), linewidth=3, alpha=0.8, title=\"Since end of 2021\") \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar Plots\n",
    "Making bar plots instead of line plots is as simple as passing \n",
    "* `kind='bar'` (for vertical bars) or \n",
    "* `kind='barh'` (for horizontal bars)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 376,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':' Deceduti vs Positivi updated at 11/27/24'}, xlabel='regione'>"
      ]
     },
     "execution_count": 376,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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44Yacdtppc36Or776KiNHjmSvvfaa05f+wClskiRJkiSpU8ceeyx33303U6dO5Te/+Q2nnnoqd955J08//TRjxoxhq6224thjj+X444/nsssuA+CVV17hqquuYtCgQdx///3sscce3H777XMd9/TTT2fIkCFMnjyZ119/nc0335ztt9++w2Xlf/vb3zJ16tR5nnfixInssMMOfO1rX2P27Nm88sorALz88suMHj2aE044gaOOOopvf/vb/PjHP+aAAw7g1FNPZZ111uHWW2/l4IMP5uqrr+ZLX/oSBx10EJ/5zGf4yU9+Mud5Bw0axO9+9zuWXXZZnn76aTbbbDM+8pGPdFqA+he/+AUAjzzyCOPHj2ffffdljTXW4KijjuL5559nyy235JBDDgHgjDPOYIUVVuDVV19lzJgx7Lrrrhx77LH8+Mc/ZurUqd1+3XqaCSRJkiRJktQlN9xwA3vssQcDBgxg6NChbL311kyePJlll112rv1mzZrFIYccwtSpUxkwYAB///vf5znWlVdeyV133TVn+tcLL7zA/fff32ECqbPnHTNmDJ/97GeZNWsWH/3oRxk5ciQzZ85kscUWY/fddwfg05/+NB//+Md56aWXuOmmm9htt93mHPf1118H4MYbb+Q3v/kNAHvvvTdHHHEEUIx8+t///V+uu+46FltsMR5//HH+9a9/8c53vrPTn9Frr73Gbrvtxsknn8waa6wx5zif/vSn+epXv8omm2wCwEknncTvfvc7AB599FHuv/9+VlxxxS68CtUwgSRJkiRJknrUCSecwNChQ7nzzjt58803GTRo0Dz7ZCYnn3wyO+yww0I/z1ZbbcV1113HH/7wB/bdd1+++tWv8rGPfWye/SKCN998k+WWW67T0T0djSo699xzeeqpp5gyZQoDBw5kzTXX5LXXXmsa04EHHsjHP/5xtttuuzltEyZMYLXVVpszfW3SpEn8+c9/5uabb2appZZi3Lhx8z1u1ayBJEmSJEmSOrXMMsswc+ZMALbccksuuOACZs+ezVNPPcV1113H2LFj59oHitFEK6+8Mostthi//OUvmT179jzH3WGHHTjllFOYNWsWAH//+995+eWXO4yhs+d95JFHGDp0KJ///OfZf//9ueOOOwB4880354xsmjhxIltssQXLLrssa621FhdeeCFQJLDuvPNOADbffHPOP/98oEgaNfbjHe94BwMHDuSaa67hkUceafqz+slPfsLMmTM58sgj57Rdeuml/PnPf+akk06a67jLL788Sy21FPfddx+33HLLnG0DBw6c8zPpTxyBJEmSJElSTcw4dqcePV5j0qczK664IptvvjnDhg1jxx13ZKONNmLEiBFEBD/4wQ945zvfyYorrsiAAQMYMWIE++67LwcffDC77ror55xzDuPHj2fppZee57j7778/M2bMYNSoUWQmK620EhdffHGHMXzsYx/j5ptvnud5zz77bI477jgGDhzI4MGDOeeccwBYeumlue222zj66KN5xzveMafo9rnnnstBBx3E0UcfzaxZs/jUpz7FiBEj+NGPfsSee+7J97//fXbZZZc5z7vXXnvx4Q9/mOHDhzN69GjWW2+9pj+r448/noEDBzJy5EigGI10wQUX8PjjjzN27FgAPvKRj/C1r32NU089lfXXX5/3vve9bLbZZnOOccABB7DRRhsxatSouZJZVTOBJEmax73P3MuhZx/a4bZp+0zr42gkSZJUtYkTJ851/7jjjpvr/sCBA7n66qvnarvrrrvm3P7+978PwJprrsndd98NwGKLLcb3vve9eZat70hEcNxxx83zvPvssw/77LPPXG1tSbEf/vCH8xxnrbXW4k9/+lOH7TfffPOc+0cffTQAb3/72+dqb/TSSy/N06eHH354nv0OPPDADh//xz/+scP273//+3N+Xm3P05VEX28zgSRJi6oJQzrfNvyYvotDkiRJUr9nAkmSJEmSJPUL06ZNY++9956rbYklluDWW29doOO0jQ5SzzGBJEmSJEmS+oXhw4d3ukqaquUqbJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSmLaEuSJEmSVBcThvTs8f7rsfnu8v73v5+bbrppgQ+95pprcvvtt/P2t799YSLrlhNPPJEDDjiApZZaqlvHOeuss7j99tv58Y9/3O2YPvShDzFx4kSWW265DrefeuqpLLXUUnzmM59h3333Zeedd+YTn/gE+++/P1/4whcYM2ZMt2PoDhNIkiRJkiSpUwuTPKraiSeeyKc//eluJ5B60uWXX950+4EHHthh+y9+8QtmzpzZ5eeZPXs2AwYMWKDYusIpbJIkSZIkqVODBw8G4Mknn2SrrbZi5MiRDBs2jOuvvx6A8847j+HDhzNs2DCOOOKIDo/x0Y9+lE022YQNN9yQ0047ba5jH3744Wy44YZst9123HbbbYwbN461116bSy65BCgSIocffjhjxoxho4024mc/+xkAkyZNYty4cXziE59gvfXWY6+99iIzOeWUU3jiiSfYZptt2GabbbocY5szzzyTddddl7Fjx3LjjTfOaZ8xYwYf+MAH2Gijjdh22235xz/+AcC+++7LQQcdxGabbcbaa6/NpEmT+OxnP8v666/PvvvuO+fxa665Jk8//TQA55xzDhtttBEjRoxg7733BmDChAkcf/zx88Qzbtw47rjjDgAOOuggRo8ezYYbbsi3vvWtuY59xBFHMGrUKC688EKuvPJK3ve+9zFq1Ch22203XnrppaZ97goTSJIkSZIkab4mTpzIDjvswNSpU7nzzjsZOXIkTzzxBEcccQRXX301U6dOZfLkyVx88cXzPPaMM85gypQp3H777Zx00kk888wzALz88st84AMf4J577mGZZZbh61//OldddRW/+93v+OY3vwnA6aefzpAhQ5g8eTKTJ0/m5z//OQ8//DAAf/3rXznxxBO59957eeihh7jxxhs56KCDWGWVVbjmmmu45ppruhwjFEmyb33rW9x4443ccMMN3HvvvXO2HXrooeyzzz7cdddd7LXXXhx22GFztj333HPcfPPNnHDCCXzkIx/hK1/5Cvfccw/Tpk1j6tSpcz3HPffcw9FHH83VV1/NnXfeyY9+9KMuvwbf/e53uf3227nrrru49tprueuuu+ZsW3HFFbnjjjvYbrvtOProo/nzn//MHXfcwejRo/nhD3/Y5efojAkkSZIkSZI0X2PGjOHMM89kwoQJTJs2jWWWWYbJkyczbtw4VlppJRZffHH22msvrrvuunkee9JJJzFixAg222wzHn30Ue6//34A3va2tzF+/HgAhg8fztZbb83AgQMZPnw4M2bMAODKK6/knHPOYeTIkWy66aY888wzcx4/duxYVlttNRZbbDFGjhw55zGNuhojwK233jpn37e97W3svvvuc7bdfPPN7LnnngDsvffe3HDDDXO2ffjDHyYiGD58OEOHDmX48OEstthibLjhhvPEdPXVV7PbbrvNqQ21wgordOGnX/j1r3/NqFGj2HjjjbnnnnvmSnC1xXrLLbdw7733svnmmzNy5EjOPvtsHnnkkS4/R2esgSRJkiRJkuZrq6224rrrruMPf/gD++67L1/96lcZMmT+Rb0nTZrEn//8Z26++WaWWmopxo0bx2uvvQbAwIEDiQgAFltsMZZYYok5t9944w0AMpOTTz6ZHXbYYZ7jtu0PMGDAgDmP6WuNcTfG1NiP7nr44Yc5/vjjmTx5Mssvvzz77rvvnJ8jwNJLLw0UP68PfvCDnHfeeT3yvG0cgSRJkiRJkubrkUceYejQoXz+859n//3354477mDs2LFce+21PP3008yePZvzzjuPrbfeeq7HvfDCCyy//PIstdRS3Hfffdxyyy0L9Lw77LADp5xyCrNmzQLg73//Oy+//HLTxyyzzDJzCk93JcY2m266Kddeey3PPPMMs2bN4sILL5yz7f3vfz/nn38+AOeeey5bbrnlAvWjzQc+8AEuvPDCOdP4nn322S497sUXX2TppZdmyJAh/Otf/+KPf/xjh/ttttlm3HjjjTzwwANAMU3w73//+0LF2sgRSJIkSZIk1cWEF3r2eAuwutekSZM47rjjGDhwIIMHD+acc85h5ZVX5thjj2WbbbYhM9lpp53YZZdd5nrc+PHjOfXUU1l//fV573vfy2abbbZAIe6///7MmDGDUaNGkZmstNJKndYwanPAAQcwfvz4ObWQ5hdjm5VXXpkJEybwvve9j+WWW46RI0fO2XbyySez3377cdxxx7HSSitx5plnLlA/2my44YZ87WtfY+utt2bAgAFsvPHGnHXWWfN93IgRI9h4441Zb731WH311dl888073G+llVbirLPOYo899uD1118H4Oijj2bdddddqHjbRGZ26wBVGT16dN5+++29/jxtVd1biX2qj1bsl33qRyZ0Ptz4p8OP4ZSXTulw27R9pvVWRL2qtq9TE/apPlqxX/apHuxTPdin+qiiX9OnT2f99dfvtePPnDmTZZZZpteOXwX71HUd/X5FxJTMHN1+X6ewSZIkSZIkqSmnsEmSJEmSpEXOpptuOmeKV5tf/vKXDB8+vKKI+jcTSJIkSZIkaZFz6623Vh1CrTiFTZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWURbUmSJEmSamL42T27QthNH79pvvs8//zzTJw4kYMPPrjTfWbMmMFNN93Ennvu2fRYM2bMYOedd+buu+9e4Fh7wje/+U222mortttuO0488UQOOOAAllpqKQA+9KEPMXHiRJZbbrkOH/vEE09w2GGHcdFFF/VhxP2HI5AkSZIkSVKnnn/+eX7605823WfGjBlMnDixjyJaeEcddRTbbbcdACeeeCKvvPLKnG2XX355p8kjgFVWWWWRTR6BCSRJkiRJktTEkUceyYMPPsjIkSM5/PDDOfzwwxk2bBjDhw/nggsumLPP9ddfz8iRIznhhBOYMWMGW265JaNGjWLUqFHcdNO8I51mz57N4YcfzpgxY9hoo4342c9+1mkMkyZNYquttmKnnXbive99LwceeCBvvvkmAOeddx7Dhw9n2LBhHHHEEXOOve+++86J84QTTgBg33335aKLLuKkk07iiSeeYJtttmGbbbYBYM011+Tpp5/myCOP5Cc/+cmc554wYQLHH388M2bMYNiwYT3zQ60hp7BJkiRJkqROHXvssdx9991MnTqV3/zmN5x66qnceeedPP3004wZM4atttqKY489luOPP57LLrsMgFdeeYWrrrqKQYMGcf/997PHHntw++23z3Xc008/nSFDhjB58mRef/11Nt98c7bffnvWWmutDuO47bbbuPfee1ljjTUYP348v/3tb3n/+9/PEUccwZQpU1h++eXZfvvtueyyy1h33XV5/PHH50yVe/755+c61mGHHcYPf/hDrrnmGt7+9rfPtW333Xfny1/+Ml/84hcB+PWvf80VV1zB7Nmze+LHWVtdGoEUEV+JiHsi4u6IOC8iBkXEWhFxa0Q8EBEXRMTbyn2XKO8/UG5fs+E4/1O2/y0idmhoH1+2PRARR/Z4LyVJkiRJUrfdcMMN7LHHHgwYMIChQ4ey9dZbM3ny5Hn2mzVrFp///OcZPnw4u+22G/fee+88+1x55ZWcc845jBw5kk033ZRnnnmG+++/v9PnHjt2LGuvvTYDBgxgjz324IYbbmDy5MmMGzeOlVZaicUXX5y99tqLG2+8kbXXXpuHHnqIQw89lD/96U8su+yyXe7jxhtvzL///W+eeOIJ7rzzTpZffnlWX331Lj++Vc13BFJErAocBmyQma9GxK+BTwEfAk7IzPMj4lTgc8Ap5ffnMvM9EfEp4PvA7hGxQfm4DYFVgD9HxLrl0/wE+CDwGDA5Ii7JzHl/uyRJkiRJUr93wgknMHToUO68807efPNNBg0aNM8+mcnJJ5/MDjvs0MER5hURTe83Wn755bnzzju54oorOPXUU/n1r3/NGWec0eX4d9ttNy666CL++c9/svvuu3f5ca2sqzWQFgeWjIjFgaWAJ4EPAG3Vo84GPlre3qW8T7l92yhe1V2A8zPz9cx8GHgAGFt+PZCZD2Xmf4Dzy30lSZIkSVLFlllmGWbOnAnAlltuyQUXXMDs2bN56qmnuO666xg7duxc+wC88MILrLzyyiy22GL88pe/7HD61w477MApp5zCrFmzAPj73//Oyy+/3Gkct912Gw8//DBvvvkmF1xwAVtssQVjx47l2muv5emnn2b27Nmcd955bLHFFjz99NO8+eab7Lrrrhx99NHccccdTfvV3u67787555/PRRddxG677bZAP69WNd8RSJn5eEQcD/wDeBW4EpgCPJ+Zb5S7PQasWt5eFXi0fOwbEfECsGLZfkvDoRsf82i79k0XqjeSJEmSJLWwaftM69HjdZZAabTiiiuy+eabM2zYMHbccUc22mgjRowYQUTwgx/8gHe+852suOKKDBgwgBEjRrDvvvty8MEHs+uuu3LOOecwfvx4ll566XmOu//++zNjxgxGjRpFZrLSSitx8cUXdxrHmDFjOOSQQ3jggQfYZptt+NjHPsZiiy3GscceyzbbbENmstNOO7HTTjvx0EMPsd9++80ptH3MMcfMc7wDDjiA8ePHs8oqq3DNNdfMtW3DDTdk5syZrLrqqqy88srz/RktCiIzm+8QsTzwG2B34HngQoqRRRMy8z3lPqsDf8zMYRFxNzA+Mx8rtz1IkRCaANySmb8q208H/lg+zfjM3L9s3xvYNDMP6SCWA4ADAIYOHbrJ+eefv/A976KXXnqJwYMH9/rz9CX7VB+t2C/71I88ObXTTU8tuSpPzX6qw20brLhBLwXUu2r7OjVhn+qjFftln+rBPtWDfaqPKvo1ZMgQ3vOe9/Ta8WfPns2AAQN67fg95frrr+ekk07iwgsvnO++denTguitPj3wwAO88MILc7Vts802UzJzdPt9u7IK23bAw5n5FEBE/BbYHFguIhYvRyGtBjxe7v84sDrwWDnlbQjwTEN7m8bHdNY+l8w8DTgNYPTo0Tlu3LguhN89kyZNoi+epy/Zp/poxX7Zp35kQuezhX86/BhOeemUDrdN27Vnr3r1ldq+Tk3Yp/poxX7Zp3qwT/Vgn+qjin5Nnz6dZZZZpteOP3PmzF49fk9ZaqmlWHzxxbsUa136tCB6q0+DBg1i44037tK+XUkg/QPYLCKWopjCti1wO3AN8AmKmkX7AL8v97+kvH9zuf3qzMyIuASYGBE/pCiivQ5wGxDAOhGxFkXi6FPAnl2KXpIkSZIktYxp06ax9957z9W2xBJLcOutt7ZkUrJOulID6daIuAi4A3gD+CvFKKA/AOdHxNFl2+nlQ04HfhkRDwDPUiSEyMx7yhXc7i2P88XMnA0QEYcAVwADgDMy856e66IkSZIkSaqD4cOHM3Xq1KrDUAe6MgKJzPwW8K12zQ9RrKDWft/XgA5LlGfmd4HvdtB+OXB5V2KRJEmSJElS31qs6gAkSZIkSZLUv5lAkiRJkiRJUlMmkCRJkiRJUpdNmDCB448/vleOfdZZZ3HIIYc03WfGjBlMnDhxzv3bb7+dww47rFfi0Vu6VANJkiRJkiRVb/p66/fo8VabfFuPHq8vtCWQ9tyzWMB99OjRjB49uuKoWp8jkCRJkiRJUlPf/e53WXfdddliiy3429/+BsCDDz7I+PHj2WSTTdhyyy257777APjXv/7Fxz72MUaMGMGIESO46aabAPjVr37F2LFjGTlyJF/4wheYPXs2AGeeeSbrrrsuY8eO5cYbb5zznPvuuy8XXXTRnPuDBw8G4Mgjj+T6669n5MiRnHDCCUyaNImdd965T34OizITSJIkSZIkqVNTpkzh/PPPZ+rUqVx++eVMnjwZgAMOOICTTz6ZKVOmcPzxx3PwwQcDcNhhh7H11ltz5513cscdd7Dhhhsyffp0LrjgAm688UamTp3KgAEDOPfcc3nyySf51re+xY033sgNN9zAvffeO994jj32WLbcckumTp3KV77ylV7tu97iFDZJkiRJktSp66+/no997GMstdRSAHzkIx/htdde46abbmK33Xabs9/rr78OwNVXX80555wDwIABAxgyZAi//OUvmTJlCmPGjAHg1Vdf5R3veAe33nor48aNY6WVVgJg99135+9//3tfdk9dZAJJkiRJkiQtkDfffJPllluOqVOndmn/zGSfffbhmGOOmav94osv7vQxiy++OG+++eac5/vPf/6zsOGqBziFTZIkSZIkdWqrrbbi4osv5tVXX2XmzJlceumlLLXUUqy11lpceOGFQJEguvPOOwHYdtttOeWUUwCYPXs2L7zwAttuuy0XXXQR//73vwF49tlneeSRR9h000259tpreeaZZ5g1a9ac4wGsueaaTJkyBYBLLrmEWbNmAbDMMsswc+bMPuu/CiaQJEmSJElSp0aNGsXuu+/OiBEj2HHHHedMQzv33HM5/fTTGTFiBBtuuCG///3vAfjRj37ENddcw/Dhw9lkk02499572WCDDTj66KPZfvvt2WijjfjgBz/Ik08+ycorr8yECRN43/vex+abb87667+1ytznP/95rr32WkaMGMHNN9/M0ksvDcBGG23EgAEDGDFiBCeccELf/0AWUU5hkyRJkiSpJta/b3qPHq+rI3m+9rWv8bWvfW2e9j/96U/ztA0dOnROMqnR7rvvzu677z5P+3777cd+++3X4XFuueWWOfe///3vAzBw4ECuvvrqufYdN27cfPug7nEEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiT1Y5lZdQhqQQv6e2UCSZIkSZKkfmrQoEE888wzJpHUozKTZ555hkGDBnX5Ma7CJkmSJElSP7Xaaqvx2GOP8dRTT/XK8V977bUFSiLUgX3qmkGDBrHaaqt1eX8TSJIkSZIk9VMDBw5krbXW6rXjT5o0iY033rjXjl8F+9Q7nMImSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWqqSwmkiFguIi6KiPsiYnpEvC8iVoiIqyLi/vL78uW+EREnRcQDEXFXRIxqOM4+5f73R8Q+De2bRMS08jEnRUT0fFclSZIkSZK0MLo6AulHwJ8ycz1gBDAdOBL4S2auA/ylvA+wI7BO+XUAcApARKwAfAvYFBgLfKst6VTu8/mGx43vXrckSZIkSZLUU+abQIqIIcBWwOkAmfmfzHwe2AU4u9ztbOCj5e1dgHOycAuwXESsDOwAXJWZz2bmc8BVwPhy27KZeUtmJnBOw7EkSZIkSZJUsa6MQFoLeAo4MyL+GhG/iIilgaGZ+WS5zz+BoeXtVYFHGx7/WNnWrP2xDtolSZIkSZLUD0Qx6KfJDhGjgVuAzTPz1oj4EfAicGhmLtew33OZuXxEXAYcm5k3lO1/AY4AxgGDMvPosv0bwKvApHL/7cr2LYEjMnPnDmI5gGJaHEOHDt3k/PPP70bXu+all15i8ODBvf48fck+1Ucr9ss+9SNPTu1001NLrspTs5/qcNsGK27QSwH1rtq+Tk3Yp/poxX7Zp3p46vmnfD+vAftUH63YL/tUD33Zp2222WZKZo5u3754Fx77GPBYZt5a3r+Iot7RvyJi5cx8spyG9u9y++PA6g2PX61se5wiidTYPqlsX62D/eeRmacBpwGMHj06x40b19FuPWrSpEn0xfP0JftUH63YL/vUj0zYpdNNPx1+DKe8dEqH26btOq23IupVtX2dmrBP9dGK/bJP/ciEIZ1u8v28HuxTfbRiv+xTPfSHPs13Cltm/hN4NCLeWzZtC9wLXAK0raS2D/D78vYlwGfK1dg2A14op7pdAWwfEcuXxbO3B64ot70YEZuVq699puFYkiRJkiRJqlhXRiABHAqcGxFvAx4C9qNIPv06Ij4HPAJ8stz3cuBDwAPAK+W+ZOazEfEdYHK531GZ+Wx5+2DgLGBJ4I/llyRJkiRJkvqBLiWQMnMqMM/8N4rRSO33TeCLnRznDOCMDtpvB4Z1JRZJkiRJkiT1ra6swiZJkiRJkqRFmAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNWUCSZIkSZIkSU2ZQJIkSZIkSVJTJpAkSZIkSZLUlAkkSZIkSZIkNbV41QFIkqSeN3299Tvdtv590/swEkmSJLUCRyBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkprqcgIpIgZExF8j4rLy/loRcWtEPBARF0TE28r2Jcr7D5Tb12w4xv+U7X+LiB0a2seXbQ9ExJE92D9JkiRJkiR104KMQPoSML3h/veBEzLzPcBzwOfK9s8Bz5XtJ5T7EREbAJ8CNgTGAz8tk1IDgJ8AOwIbAHuU+0qSJEmSJKkf6FICKSJWA3YCflHeD+ADwEXlLmcDHy1v71Lep9y+bbn/LsD5mfl6Zj4MPACMLb8eyMyHMvM/wPnlvpIkSZIkSeoHujoC6UTg/wFvlvdXBJ7PzDfK+48Bq5a3VwUeBSi3v1DuP6e93WM6a5ckSZIkSVI/EJnZfIeInYEPZebBETEO+G9gX+CWcpoaEbE68MfMHBYRdwPjM/OxctuDwKbAhPIxvyrbTwf+WD7N+Mzcv2zfG9g0Mw/pIJYDgAMAhg4dusn555+/8D3vopdeeonBgwf3+vP0JftUH63YL/vUjzw5tdNNTy25Kk/NfqrDbRusWM9ZxrV9nZpo1qfX7rmn08cN2nDD3gqp21rxdYLW7Jd96kd8P689+1Qfrdgv+1QPfdmnbbbZZkpmjm7fvngXHrs58JGI+BAwCFgW+BGwXEQsXo4yWg14vNz/cWB14LGIWBwYAjzT0N6m8TGdtc8lM08DTgMYPXp0jhs3rgvhd8+kSZPoi+fpS/apPlqxX/apH5nQ+Wzhnw4/hlNeOqXDbdN2ndZbEfWq2r5OTTTr0/QDD+r0cevfN73TbVVrxdcJWrNf9qkf8f289uxTfbRiv+xTPfSHPs13Cltm/k9mrpaZa1IUwb46M/cCrgE+Ue62D/D78vYl5X3K7VdnMczpEuBT5SptawHrALcBk4F1ylXd3lY+xyU90jtJkiRJkiR1W1dGIHXmCOD8iDga+Ctwetl+OvDLiHgAeJYiIURm3hMRvwbuBd4AvpiZswEi4hDgCmAAcEZmdj7uXpIkSZIkSX1qgRJImTkJmFTefohiBbX2+7wG7NbJ478LfLeD9suByxckFkmSJEmSJPWNrq7CJkmSJEmSpEWUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1ZQJJkiRJkiRJTZlAkiRJkiRJUlMmkCRJkiRJktSUCSRJkiRJkiQ1Nd8EUkSsHhHXRMS9EXFPRHypbF8hIq6KiPvL78uX7RERJ0XEAxFxV0SMajjWPuX+90fEPg3tm0TEtPIxJ0VE9EZnJUmSJEmStOC6MgLpDeC/MnMDYDPgixGxAXAk8JfMXAf4S3kfYEdgnfLrAOAUKBJOwLeATYGxwLfakk7lPp9veNz47ndNkiRJkiRJPWG+CaTMfDIz7yhvzwSmA6sCuwBnl7udDXy0vL0LcE4WbgGWi4iVgR2AqzLz2cx8DrgKGF9uWzYzb8nMBM5pOJYkSZIkSZIqtviC7BwRawIbA7cCQzPzyXLTP4Gh5e1VgUcbHvZY2das/bEO2iUtQqavt36n29a/b3ofRiJJkiRJai+KQT9d2DFiMHAt8N3M/G1EPJ+ZyzVsfy4zl4+Iy4BjM/OGsv0vwBHAOGBQZh5dtn8DeBWYVO6/Xdm+JXBEZu7cQQwHUEyLY+jQoZucf/75C9XpBfHSSy8xePDgXn+evmSf6qMV+9VZn167555OHzNoww17M6Ruq+3r9OTUTjc9teSqPDX7qQ63bbDiBr0UUO+q7evURLM+1fVvqhVfJ2jNftmnfsT389qzT/XRiv2yT/XQl33aZpttpmTm6PbtXRqBFBEDgd8A52bmb8vmf0XEypn5ZDkN7d9l++PA6g0PX61se5wiidTYPqlsX62D/eeRmacBpwGMHj06x40b19FuPWrSpEn0xfP0JftUH63Yr876NP3Agzp9TH8fgVTb12nCLp1u+unwYzjlpVM63DZt12m9FVGvqu3r1ESzPtX1b6oVXydozX7Zp37E9/Pas0/10Yr9sk/10B/61JVV2AI4HZiemT9s2HQJ0LaS2j7A7xvaP1OuxrYZ8EI51e0KYPuIWL4snr09cEW57cWI2Kx8rs80HEuSJEmSJEkV68oIpM2BvYFpETG1bPtf4Fjg1xHxOeAR4JPltsuBDwEPAK8A+wFk5rMR8R1gcrnfUZn5bHn7YOAsYEngj+WXJEmSJEmS+oH5JpDKWkbRyeZtO9g/gS92cqwzgDM6aL8dGDa/WCRJkiRJktT35juFTZIkSZIkSYs2E0iSJEmSJElqygSSJEmSJEmSmjKBJEmSJEmSpKZMIEmSJEmSJKmp+a7CJkmSJEmSpP5p+nrrd9i+/n3Te/R5HIEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkphavOgBJi5Z7n7mXQ88+dJ72X1cQiyRJkiSpaxyBJEmSJEmSpKYcgSSp500Y0vm24cf0XRySJEmSpB7hCCRJkiRJkiQ1ZQJJkiRJkiRJTTmFTZIkSVoETV9v/Q7b179veh9HIkmqAxNIkiRJktQXOqkTee/wYzpcpRZg2j7TejMiSeoyp7BJkiRJkiSpKUcgSZIWiFMeJElSd3R2LgGeT0j9mSOQJEmSJEmS1JQjkCRJkiRJ6gZHVWlR4AgkSZIkSZIkNeUIJKmGvMIhSZIkSepLjkCSJEmSJElSUyaQJEmSJEmS1JQJJEmSJEmSJDVlAkmSJEmSJElNmUCSJEmSJElSUyaQJEmSJEmS1NTiVQcgSZIkSZKkzt37zL0cevahHW77dR/FYAKplU0Y0mHzvcOP6fQXb9o+03ozIkmSJEmS1JFOPsMDMPyYvoujEyaQJEmSJLWE6eut32H7+vdN7+NIJKn1WANJkiRJkiRJTZlAkiRJkiRJUlNOYZP6sc4KpfVVkTRJkiRJksAEklS9fl4oTZIkSZIkp7BJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpKRNIkiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiRJkiSpqcWrDkCSWtn09dbvsH39+6b3cSSSJEmStPAcgSRJkiRJkqSmHIEkSVrkOVJMkiRJas4RSJIkSZIkSWrKBJIkSZIkSZKaMoEkSZIkSZKkpkwgSZIkSZIkqSkTSJIkSZIkSWrKBJIkSZIkSZKaWrzqACRJkrpi+nrrd7pt/fum92EkkiRJix5HIEmSJEmSJKkpRyB1Q2dXQr0KKkmSJEmSWokJJLU8pzxIkiRJktQ9TmGTJEmSJElSUyaQJEmSJEmS1JRT2NpMGNJh873Dj+HQsw/tcNuvezMeSZIkSYs8yzFI6i8cgSRJkiRJkqSmHIEkSZIkSZLm4ug3tecIJEmSJEmSJDVlAkmSJEmSJElNOYVN9WKxc0mSJEmS+pwJJEmSaureZ+41ea5+p1VrZnTWrzr3SZKkBWECSZKk/q6T0ZcMP6Zv45AkqT1nCEiLDBNImkurXjWUJEmSJEkLr98kkCJiPPAjYADwi8w8tuKQJEmSepUXbiRJUl30iwRSRAwAfgJ8EHgMmBwRl2TmvdVGJkmSJElapHQ2dZzOp+b1+2l5rdinhWRNu4XXLxJIwFjggcx8CCAizgd2AUwgSf3Umkf+odNtMwb1YSB9ZSH+6ULr/uOVJKnXWVtHkvqV/pJAWhV4tOH+Y8CmFcUi9bhFLtmifqWz3786/+41/Zs6dqcO2/v7imW+T7QAr+6ql7Xi+7nqoRX/R7Vin1QfdX0/j8ysOgYi4hPA+Mzcv7y/N7BpZh7Sbr8DgAPKu+8F/tYH4b0deLoPnqcv2af6aMV+2ad6sE/1YJ/qoxX7ZZ/qwT7Vg32qj1bsl32qh77s0xqZuVL7xv4yAulxYPWG+6uVbXPJzNOA0/oqKICIuD0zR/flc/Y2+1Qfrdgv+1QP9qke7FN9tGK/7FM92Kd6sE/10Yr9sk/10B/6tFiVT95gMrBORKwVEW8DPgVcUnFMkiRJkiRJop+MQMrMNyLiEOAKYABwRmbeU3FYkiRJkiRJop8kkAAy83Lg8qrj6ECfTpnrI/apPlqxX/apHuxTPdin+mjFftmnerBP9WCf6qMV+2Wf6qHyPvWLItqSJEmSJEnqv/pLDSRJkiRJkiT1UyaQJEmStEiLiMERMbjqOCRJ6s+cwiZJCyEilgfWAQa1tWXmddVF1HPaPkRl5ktVx6JFS0QslZmvVB1HT4qIJYF3Zebfqo6luyJiIHAQsFXZdC1wambOqi6q7omI4cA5wApAAE8B+2Tm3ZUG1gNa6XdPqkpErAQcAWzA3Od8H6gsKHUoIgYBnwM2ZO7X6rOVBdVD+tO5eb8pot2fRMRQYEx597bM/HeV8fSEVv2DioidmLdPR1UXUfe1Yp8AImIY8/7zPae6iBZeROwPfAlYDZgKbAbcDNT6ZKL9B6mIaIkPUq30uwcQEesAxzBvn9auLKhuioj3A78ABgPviogRwBcy8+BqI+ueiPgwcDzwNmCtiBgJHJWZH6k0sIV3CjAQ+Gl5f++ybf/KIuq+nwFfzcxrACJiHEWR0vdXGFO3teDvXkuey7bi+zm03LnsucAFwE7AgcA+FInmltBir9UvgfuAHYCjgL2A6ZVG1E398dzcKWztRMQngduA3YBPArdGxCeqjapH/BJ4J8Uf1LUUH3xnVhpRN0XEqcDuwKEUVw13A9aoNKhuasU+AUTEt4CTy69tgB8AtT2JpUgejQEeycxtgI2B5yuNqGe0fZBaIzPfBfwX/WC1h+5owd89gDMpPrS/QdGnc4BfVRpR951A8f/pGYDMvJO3RrnU2QRgLOX7Q2ZOBdaqLpxuG5OZ+2Tm1eXXfrx1wa2ulm5LHgFk5iRg6erC6TETaK3fPWjBc1la8P28Bc9lV8zM04FZmXltmbCs9QXDNi34Wr0nM78BvJyZZ1Mk/TatOKbu6nfn5iaQ5vU13jpB+gzFP99vVBxTT2jFP6j3l6/Rc5n5beB9wLoVx9RdrdgngE8A2wL/LD9wjACGVBtSt7yWma8BRMQSmXkf8N6KY+oJrfhBqtV+9wCWzMy/UExDfyQzJ1C8p9daZj7arml2JYH0rFmZ+UK7tjrXDpgdEe9uuxMRa1P/1+mhiPhGRKxZfn0deKjqoHpAq/3uQWuey7bi+3mrncu2TdF9MiJ2ioiNKUaDtIJWfa2eL0efDwHeUWE8PaHfnZs7hW1ei7WbsvYMrZFoa/8H9U/q/wf1avn9lYhYheK1WrnCeHpCK/YJ4NXMfDMi3oiIZYF/A6tXHVQ3PBYRywEXA1dFxHPAI5VG1DMeiohvUFzlBfg09f8g1Wq/ewCvR8RiwP0RcQjwOMXUrzp7tJzGlmWdnS9R82HnpXsiYk9gQDlV5TDgpopj6o7DgWsi4iGKq9VrAPtVG1K3fRb4NvBbigTL9dS/T9B6v3vQmueyrfh+3mrnskdHxBCKkR8nA8sCX6k2pB7Taq/VaWWN0q8Dl1D8LdV9IEi/Ozc3gTSvP0XEFcB55f3dgT9WGE9PacU/qMvKD/HHAXdQnPj9otKIuq8V+wRwe9mvnwNTgJcoagbVUmZ+rLw5ISKuobjC8acKQ+opjR+koPggVdvaEqWW+t0rfQlYiuID4XcohtLvU2lE3Xcg8CNgVYoPUFcCX6w0op5xKMXI5tcpziuuoHjNaikz/1ImI9pGXP4tM1+vMqYesF1mHtbYEBG7ARdWFE9Pafzdm0jNf/dKbeey3+Ctc9lvVhtSt7Xi+3lLnctm5mXlzRcophm2kpZ6rYC/ZOZzwHXA2gARUfepu/3uIoersHUgIj4ObFHevT4zf1dlPD0hItbKzIfn11ZXEbEEMKiD4dq11Yp9AoiINYFlM/OuqmNZUBGxbGa+GBEdDl3OzGf7OiZ1XZ1/91R/ETGAYij6i1XH0h3lSLE1abgIWfOi9Hdk5qj5tdVNROyWmRfOr03qTa1wLluuwvZ55n3fq/sFtrm0yGvV0fv5lMzcpKqYuqs/vpebQGqnHCJ2VmMthog4IDPrXki2Zf6gIuIDmXl1meibR2b+tqP2/qwV+9ReRKxKMd2h8Z9vrZa9j4jLMnPniHiY4ipANGzOuq6aEhEnZuaXI+JSOqiRUcdVeyJivcy8LyI6/BCYmXf0dUzd1YqvU5tWPUGPiIkUo6tmA5Mppj78KDOPqzSwhRQRvwTeTbH6ZFvto2w/gqcOImJH4EMUC6Zc0LBpWWCDzBxbSWA9pJUSYxHx6cz8VUR8taPtmfnDvo6pp0TEuhRTQ9ufH9WuSHOrnstGxE0Uoz6m0FDzLTN/U1lQ3dRqr1VErEexktwPKP6e2iwLHJ6ZG1YSWA/oj+/lTmGb16HApyLikIaCVQdS05WIGv6ghrR7k1iWhuUaa2Zr4Grgwx1sS96aflMnrdinOSLi+xTTQe+l4UMHxRDT2sjMncvvdR8O217bvOrjK42iZ30VOAD4vw62JfVcQaUVX6c2v6c4Qf8z9S/K3GiDctTiXhTT4Y+k+BBSywQSMJqiT61w9fEJ4HaKVRmnNLTPpMb1TRoSY6tGxEkNm5alWOmrjtoKxi5TaRS940LgVIpp1nV/72vVc9mlMvOIqoPoYa32Wr0X2BlYjrn7NJPi4lTt9Of3ckcgtRMRfwV2oXhDvygzj4uIv2bmxhWHtlAiYhfgoxQnSJc0bJoJnJ+ZtSyoWBYc/ERm/rrqWDR/EfE3YKO618robDRLmzqOamkUEXsDF2fmzIa2nRvm/9dK+T7xvsy8sepY1FxETM3MkVXH0dMi4h5gJEUNmh9n5rURcWdmjqg2soUTERcCh2Xmk1XH0lMiYmBmzpr/nvUQESMofueOYu76QDOBa8r6IOon6jobYFESEUcDN2Xm5VXH0pNa8bNURLwvM+te5xLo3+/lJpDaaUsWRcQg4BSKAn3DM3O9ikPrllb6g2oTEbdn5uiq4+hJ5fzjXZl3GsdRVcXUEyLij8BumflS1bF0R1kwuzNZxyHnjSLieWAGsEdmTi/bajnloU2dLwC0FxHTaLIMd2Zu1Ifh9KgWPkE/DDgCuJNiae53Ab/KzC0rDWwhle+BI4HbKIozA7WfPrk5MIG3phAFNZ6S3KaVEmPtrr7Po45TKNtExASK1UF/x9x/U7WrqdjZFMM2dZ1qGBEzKUbBvU6xEmDbe8SylQbWA1rts1RE/AA4mmJ1uT8BGwFfycxfVRpYN0SxMu3iwLsy829VxwNOYevI7QCZ+RqwX0R8EWiFKwN/LfuyIQ1T12peX+LPEfHfFLULXm5rrOM/3Qa/p1jlYQoNJxIt4BVgakT8hblPkGp10peZrbb6RnsPA58DLoqICWWBvpjPY/q7v0TErsBvW2Dazc7l97bVyRqXdK1l38oT87Z6Yv8bES11gp6ZJwGNH34fiYg6v49MqDqAXnA6xZS1ueqbtICxZXKiFRJjU+a/S221rbjWWLclKVeQqplWnGJIZrZkv0qt9llq+8z8fxHxMYoLoh+nKJdR2wQSMJ6idMHbgLUiYiRwVJUXbhyB1E4nUzg+nJmXVhhWt5XDzu8D9qQYCrcXMD0zv1RpYN1QFjJur64nRwBExN2ZOazqOHpaRHS4JG1mnt3XsfSEiPhMR+1Z45WI4K3RRhHxdoolx++k+Gdc55EtbVcO3wBeowUSEx2Nqqr7SLFW08pFf1tNRNyamZtWHUdPi4j76CAxlpnPVBaUVFMRsTywDnNfhK9VHc+OtNpnqYi4JzM3jIhfUJSi+VOdp41DMc2Vom7npLZzv4iYlpnDq4rJEUjzOhn4r4iYM4UD+DZQ6wQS8J7M3C0idsnMs8uVYa6vOqjuaMFCxgA3RcTwzJxWdSA9qa6JoibGNNweBGwL3AHUOoEEPAmQmU9HxA7A94FaJzRb9MphRMTmbbWdolhWfbGKY+qW8mrh1VkuHxwRywHjMvPiKuPqhpYs+hsRm1GcJ61PcTV0APBynROywDURcRxF0djGEbK1rmkHvJCZf6w6iJ7UyQqUL1DMHvhZOXugVjpZBesFYFpm/ruv4+mOiPh/mfmDiDiZjlcKrdWo8zYRsT/wJWA1ihUoNwNupp6LccylBT9LXVomz18FDopihdfavS+0MyszX4iYa0JApSOAHIHUTllE+3MUUwMmZOaFrVBDIyJuy8yxEXEdcDDwT+C2umaYAco6VQcDW1D8IV0PnFrHE4g2EXEv8B6KqUSv89ZoidqOAIFOa7e0nfQdXfcrouWH3fMzc3zVsWhuEbFVR+11vnJYFnM/ExhSNj0PfLbOH3g7KqLdCv97W01E3A58imKhkdHAZ4B1M/N/Kg2sGzqpbdcKNe2OpUjwtUxiLCJ+BKxEMUIWitVdX6Q4v1g2M/euKraFFRF/AN4HtP0ejqMYNbYWxTSVX3by0H6nbcZGC446n0Zx4fCWzBwZxQrX38vMjpJ/tdKin6VWoEigz46IpSjeG/5ZdVwLKyJOB/5CsYrrrsBhwMDMPLCqmByBNK/MzDsiYmvgvIjYlOIfcN2dVg6//DrFamyDmbuiex2dQ1GJ/uTy/p4Uib/dKouo+3asOoBe8keKIfQTy/ufApaiSGSeRcfLiNbJyxQne7VWXqk5AtiAuYdp1/mDVGNdiUHAWIqT81r2KSIGAFtn5oiIGALQNmqn5joaQVXbc5RWLvqbmQ9ExIDMnA2cWV54q20CqYVr27VNy2sskJvU9L2v9P7MbBwBfGlETM7MMVGseFhHiwPrZ+a/ACJiKMX57aYUtVtqk0BqK/dR10RRE69l5msRQUQskZn3RcR7qw6qh7TUZ6my4PSnga3KETvXAqdWGlT3HQp8jeJCwHnAFcB3qgyotidnvajlpnAAZOYvypvXUc/CfB0ZlpkbNNy/phzBU1uZ+QhARLyDhg/wLWC7dvVZpjXU2/l0ZVEtpHbD6BejSLi0wjKo51IUUtwJOJCiuOdTlUbUTZk5V3IyIlYHTqwmmu4rr6jtAZzQIomjNrdHxA+Bn5T3v0i9C+fWOfZmXomIt1EsivADinOmuk+fHAp8D1glM3eMiA2A92Xm6RWH1i0tmhgbHBHvysx/AETEuyguiAL8p7qwumX1tuRR6d9l27MRUctV9CLiKoqVd58v7y9PMUp7h0oDW3iPlSPNLwauiojngEcqjajntNpnqVOAgcBPy/t7l237VxZRN2XmKxQJpK9VHUsbE0jtZOZODbffpLh6fXjnj6iHiPge8IN2b+b/lZlfrzSw7rkjIjbLzFsAytFit1ccU7dExEeA/wNWoTiJWAOYTrF6Xp0NiIixmXkbQESM4a2RfW9UF9ZCO77h9hvAI5n5WFXB9KAVM/P0iPhSZl4LXBsRk6sOqoc9RlG/pc5ujIgfM++qKbWdmkJxhe0bFH1K4CreWm2udtpfgY+IwWX7S9VE1GP2pkgYHUJRoHl1iiH1dXYWxZTQtpPzv1P8HtY6gVSOUPwW0DaN91qKKVF1Tjz/F3BDRDxIMcV/LeDgiFgaqOuol0kRcRnFtFCAT5RtS1NMT66jldo+bwBk5nPlhdFaysyPlTcnlFNeh1AsEd8KWu2z1Jh2BbOvjog7K4umB0TEusB/A2vSkLupcnaACaR2yjeGjgq/1XnIL8COmfm/bXfKN/MPUUxpq5WGejoDKYpO/6O8vwbFSnN19h2K4nx/zsyNo1juuXYjdDqwP3BG+SEqKGoW7F+eIB1TaWQLoUyutKK2q51PRsROwBPAChXG023tinkuBoykKHheZyPL70c1tNV2ako5Le+yVhwxERHDKKYDrFDcjaeAz2RmXafbbEWxUu2LFAuMEBE7Aw9UGlX3vD0zfx0R/wOQmW9ExOz5PagGzgDuBj5Z3t+bIlFW27otmXl5RKwDrFc2/a2hVsuJ1UTVbV+keE22KO+fDfwmiyK1dX1PnN1upNgaVFz0tzvKxQPuycyZmXltRCwLbAzcWnFoC62Tz1IA76Len6VmR8S7M/NBgIhYm4ZVKGvqQoppeL+gn/TFBNK8/rvh9iCKK2t1HCHR3oBy3u7rABGxJLBExTEtrJ2rDqAXzcrMZyJisYhYLDOviYgTqw6quzJzMjC8k5ottZn6FRE3ZOYWUSwN33gyVPul4UtHl6/Rf1HMh18W+HKlEXVf45W0N4Dz2lYvq6tWS7SU0/LejIghNR8d0ZHTgK9m5jUAETEO+Dnw/gpj6o6OVqo9Criswpi66+WIWJHyPb38sNgKv4fvzszG0WHfjoipVQXTEyLiM+2aRkQEmVnbFVAzM8vi9C9k5p/Lor+DKerS1NXXKEaKXUtxfrQlcEC1IXXLKUBjGYaXOmirm1b9LHU4xTS8hyh+99YA9qs2pG57IzNPqTqIRiaQ2snM9nULboyI2yoJpmedC/wlIs4s7+9HTYf7ttUJatNi9YKeL0fpXA+cGxH/pmGKSp2VI1o2BAaVhe3IzKOaPqifycwtyu8ttTR3m8xs+xD4AuWVz4j4cmUB9YAWLOYJzP331NZWt7+ndl6iqI12FXNPy6ttsenS0m3JI4DMbJuaUlcPU6xUe1FETMjMCylO0uvsqxSLi7w7Im6kWOXrE9WG1CNejYgtMvMGgIjYnGJp6zprLKA9CNiWYkRpbRNIEfF5iuTKCsC7gVUpRhtsW2Vc3ZGZf4pitdDNyqYvZ+bTVcbUTVGOCAOKEicRUevP0I2fpcqyJqszd16gljWeMvMv5SjFtiLnfwOWqy6iHnFpRBwM/I65V9R8tqqAouHvQcxZ+q/NYsAmwEmZWftq+xGxI2/9Q7oqM6+oMp7u6qxeUGbWtl5Q+cHiNYoT8r0o5lmfm/Vf5v5UilXXtqEYgvkJ4LbM/FylgXVTRKzKW7WcnsjMVhitOJeI+EdmvqvqOBZWwzDtRi9QjEw6uo5/W6349xQttuxzm4j4HcUH3LaVlD4NbNJQU6NWGhY/eDvFajB3Attn5kYVh7ZQyumTh1GMrHovxf/ev2VmLYsXN4qIkRQXCodQ9OtZYN/MrHU9kEZlYePzM3N81bEsrHJU2Fjg1szcuGyblpnDKw1sIUTEeuUKZR2OzKlrnb6I+C0wiWLUERTL3m+TmR+tKqaeEhHfAfYFHuStc6Wse+mW8r1hV4pV5dbPzFWqjWjhRcTDHTRnZla2KJYJpHbKFykp/tm+QXG17ai2KzjqP8qiaB+gXb2gOn+IAoiId1KcTCQwOTP/WXFI3RYRd2XmRg3fBwN/zMwtq45tQZQ1Mga2jfQo54y/QDGH/OzMrF09p/mJiEczc/Wq41hYUawUNRuYWDZ9iiL58k9gi2y3SlsdtMrf06KgvLL7bd6qb3I9MCEzn6suqoUXEX9oW2wkIhajWKn2vzKztiuxRcRtmTm26jh6S1mvhbJuVUuJYsnuu+t8kTcibs3MTSPir+W57OLAHXVMykbEaZl5QFlPFtpdvKlrUqKc6XASxWeOBP5CMarq35UG1gMi4m/A8Mys6yqGc5TlWXahSBptDCwDfBS4LouFsdRDaj38rqeVJ0Ofrnt9jEYtXrOl5eoFRcT+wDeBqyleo5Mj4qjMPKPayLqtbdj8KxGxCvAMsHKF8Sys3Sjm8rd5pjzhG0Cxwk3LJZCoceHL0naZ2Xg1dFrDKIq6Fqhvlb+nOcoh58cAGzD3tLzKrrD1hDJRVPdpeHNka65U24qrGrZdgf8M5co9DVPHa/v7GBGXMveiCBtQozqKnbg2Iv4XWDIiPkgxuuXSimNaWL+IiHe21ekrR5buCswAJlQYV7eUiaJPVR1HL7mbYopXrZNhETGR4vz8SooRpVcDD2TmpCrj6gllXbSvAu8qE7TrAO9tKDvR50wgNSjntP6YImvZElq8ZktbvaDraJ16QYcDG7dNqykLe95EsZpKnV1WnsweRzGdIymm3tROZjb+jv2obJtdXvmopQ4SzHM2AbXtV2lARIzNzNsAImIMb007rOuUw47+nn5eaUTddybFkuMnUEzN24/iA2ItRcQlzbZn5kf6Kpae0O6D+zzq1h+AiLgyM7enxVY1bHA5cAswDWiVq+/HN9x+A3gkMx+rKpgeciRFXbFpwBcoXrdanh9R1G7aDiAitqK4KHAoxd/YadS0tlg5kvloios3fwI2Ar6Smb+qNLCecQzw14i4m7nr69TtPX0D4DlgOkU5k9kRUfcLoG3OBKbw1uIbj1OszFZZAskpbO1ExPHAzcBvswV+OO1qOs2jygJc3dWK9YIi4iZgXNtQ0oh4GzApM+u6Ys88ImIJYFDWcLWliPg7sGH7+hhln+7OzHWqiUydKRNGZ1CsahPAi8D+wD3ATplZ66vXdf57ahQRUzJzk8baH21tVce2MCLiKeBRijpBt9Ku0HRmXltFXAsrIrZutr1u/QFomzJUdRy9pW2kZdVx9ISIGAQcCLyHItFyeivWHKy7iLgzM0eUt38CPJWZE8r7UzNzZIXhLbS22CPiYxSrl32VYlrUiIpD67aIuAf4Ge0SzTV9T18P2APYHXiaoq7dsMz8V6WBdVNE3J6Zoxv/ZzX+rVXBEUjz+gLFG8PsiHiV+k/1msJbNZ3aS6C20wPajQSpdaHVBg8At0bE7ylen12AuyLiqwCZ+cMqg1tY5RSvnSiH0pdtdezPRcDPIuKQzHwF5iQyf1xuUz+TmZOB4RExpLzfmGipZfKo/DB1MEVdnaRYLvmUzHyt2si65fVyGvn9EXEIxRW2wRXH1B3vBD5IcTK7J/AH4LzMvKfSqBZS44eJ8sLGuuXdOhecHhIRH+9sY2b+ti+D6QW/jGKFr8voJyv3dMPZwCyKGmI7Uow2+FKlEXVTdLzAwxx1rIFEMeJ38TK5ty3F6nJt6vyZsy32nYALM/OFtimhLeCVzDyp6iB6QmbeRzGS+VsRsQnF/9/JEfFYzS/E/6ec5ZAAEfFuGt7Tq1DnP+Ze0WpTvTJzrapj6GnzmW5T52QfFKsgPNhw//fl97r/Xl5KMVqs7kPpvwF8F/hHRLQtcfou4PRym/qJiPh0Zv6qLfna0A7UNxlbOgeYSTHPH4oExS8panTV1ZcoipsfBnyHYvpQhyuz1UFmzqaY6vCncpTYHsCkiPh2Zv642ugWXkSMo/gwP4Pif+7qEbFPZl5XYVgLawjFaILOLrDVPYH0H4pprl+jYXUl6nnhcIOGkYmnA7dVHE9P2Ln8/sXye+NKjXWdAXEeRU2npymme10PEBHvoVhwpK4ui4j7KPp0UESsRHFO2wquj4hjgEuYO9Fc6xpwmTkFmBIRhzN37dLaKEfxnUdRP+xPFP9vzwU2p1g5rzJOYetAeUWq7cru9Zl5cbURLbxo0SU1VS9RrhZVdRw9pbwS8J7y7gOZ+Wqz/dX3IuILmfmziPhWB5szy5X06igi7s3MDebXpmqViaOdKJJHa1KcoJ+RmY9XGVd3RMQUYM/M/Ft5f12KkVW1m2rYSlO8OhIRDwFjM/PpqmPprvavVSu9dh1Npaxz/yJiM4pFHa5smylQvk8MrvNnjrIkyAtlbZ2lgGWzNVZJbr9iXtvF+FrVgCvP9RJ4qeYXCOeIiC9RFG9fGbgK+AdF3ctbq35fdwRSOxHxU4oPhueVTQdGxAcz84tNHtaffZViCOn/dbCtFYpEti2v2bhqzz8qDKdbImI0xdXCNWj4+2yB5MsfI2L7zLyy6kB6QpkwmlZ1HOpcZv6s/P7t9tsi4st9HlDPuiMiNsvMWwAiYlPg9opjWiitVmy6TUScAwyjKIj77cy8u+KQesrAtuQRQGb+PYql1OuoZeagdOIB4JWqg+ghIyLixfJ2UKxY9iKtMfI8ImLzLFeAjoj3U+MFBNr+L7Vr+3sVsfSU8j3u08BW5SjmaykKhtdWw+jstkLMCTwF3JCZD1cTVbfMKL+3zAXdzPwR8KOIWIMikfQpipq/EyPi/Cr/rhyB1E45RHH9tgLaZU2GezJz/WojU3sR8RGKxNgqFMtPrkFReX/DSgPrhoj4G8VKbO2L2T3S6YNqoCw8+CuKk6JZtMZJn2oqIv6Rme+qOo4F1VAzYyBFcci2ZPm7gPvqOAKp1YpNt4mIN3lrVdDGE61av/dFxBkU/5vaVh/aCxiQmZ+tLqqFExHDWiixN4+I+B2wIXANc09NOayyoDSPcobAmRRTKgGeBz5b59E6rSYifkHxf7et3urewOzM3L+6qLqnk9HZKwA7ABMy8/w+DkldEBEbUywMs1FmDpjf/r3FEUjzeoDiZLztA/vqZVutRcRuwJ8yc2ZEfB0YBXwnM/9acWjd8R1gM+DPmblxRGxDcYWgzp7KzKZX5Gvqh8D7gGlp1lrVq+vIg53nv0vttFSx6TaZWdsRBPNxEEXNlrYkxPXAT6sLZ+G1cvKodHH5pX6qXGBk68wc0clCD6pQQ0HwMe1WvLo6Iu6sKq6e0NHobJgzVe/PQK0SSBFxKc2L0tdyNDMUv4cUiwd8iqI4/SSKukiVcQRSqeEXbwgwhrcK9I0BJmfmuIpC6xFtNWgiYgvgaIrCit/MzE0rDm2hNSxreCewcWa+WfWyht0VEdtSfJD6C3NfMax1Mc+IuA4Yl5l1LqA9l4hYHliHuadP1rGQ7CKnriOQGpW/f6sz91TXWl+xbig2fRzFtK/aFpuW+oOyXt+7Gqcdqn+JiNsyc2zVcWhebbWoIuIOYLfMfLBsXxu4qK51quano7pc/V1EbF3e/DjFham2UbJ7AP/KzK9UElg3RETbxbUPUeQlzgd+n3OvQl4JRyC95fgO2oKicvun+jiW3jC7/L4TcFpm/iEijq4yoB7wfEQMBq4Dzo2If/PWlIG62g9Yj2KobFuypRVWg3mIYgWiPzJ3YqyWhe4iYn+KVaNWA6ZSjIS7mRaoKdYq5rNa45J9HE6PiojvUKzA8SBzr65Uy9+/DopNnwT8rsqYNLeIWIeiPt+zFCNKf05xfvQgsH9mTq4wPHUgIj5McW77NmCtiBgJHFXnK/Et6saI+DFwAQ3nsHW/INAi2kYr/zdwTVmYHor/U/tVElEvK2dzPFd1HAuqbbp7RPxfZo5u2HRpRNSyRiTwP8BE4L8ys1+9JiaQSo11Fsr5hXtSLIn8MDUvlFZ6PCJ+RjFV4PvlCXsth9iXy4EOBXahKJb2FYo6DGsAh1YYWk8Yk5nvrTqIXvBw+fW28qvuvkQxOvGWzNwmItYDvldxTGqQmctUHUMv+iTw7sz8T9WBdFcLF5tuNWcC5wDLUtSq+jLwMYok0o+B2o5m7khETMjMCVXH0U0TgLEU0x3IzKnlyAn1LyPL740rg9b2gkCLWamh2PTPgLaaM7OBjSnqi9VSQ03FRisATwCf6fuIeszSEbF2Zj4EEBFrAUtXHNNC6c8r4ZlAKpVLTO5Rfj1NcSUgMnObSgPrOZ8ExgPHZ+bzEbEyRbHmOjoR+J+GIXxvAmdHxHCKD/EfriqwHnBTRGyQmfdWHUhPaptrXY4YIzNfqjaibnstM1+LCCJiicy8LyJaMfGn/uluYDmKxQPq7tMUV92/BBxWrnADNS823YIGZ+ZpABFxYGZeWLZfFRHHVRhXb5lSdQA9YFZmvtDwNwUNi3Oof2ihzxmtaAAwmHnrJi4O1P0iVfuaigk80x+mR3XTVyhmPDxE8bqtQbEauXqQCaS33EdRDHLnzHwAICJqN1+yM5n5CvDbiHhHRLTV/rivypi6YWhmzrOEemZOi4g1K4inJ20GTI2IhymmerV9iNqo2rC6JyKGAb+kuLpBRDwNfKbGhXIfi4jlKAqUXhURz/FW4X2ptx0D/DUi7mbuKaG1m5rSwsWmW01j4uHFJttqLyIG0VDbrsbuiYg9gQHlFMTDgJsqjkkdiIidKFbMa6ypeFTnj1AfebJVX4e6r+7cmcz8U/l+t17ZdF9mvt7sMVpwJpDe8nGKWkfXRMSfKApV1XWlnnl0sOT9uygSSHVc8n65JttqXduEYpRYKzoN+GpmXgMQEeMoami8v8KYFlpmfqy8OSEirqEovv+nCkPSouVs4PvANFrsw7v6rfUi4i6K86J3l7cp79d+WlS5GtYOFKPQt6e4oHhh0wf1f4dS1K16HTgPuIJi9Vr1IxFxKrAUsA3wC+ATvLWQj6rVMp8DFyVlwqjWq+T1d67C1k5ELE1RW2cPivnH5wC/y8wrKw2sm8qVyj5AuyXvM/NzFYe2wCLiPODqzPx5u/b9gQ9m5u7VRNZzIuIdzH0l6h8VhtNtHa2OV8cV8yJi2cx8sVzmdB6Z+Wxfx6RFT0RMzswxVcehRUdErNFse12vZpcr9+zJW6vcbA6sXY7alnpdwyrJbd8HA3/MzC2rjm1RFxEreF4nzcsEUhPlMsm7Abtn5rZVx9MdrbTkfUQMpVih5z+8VadgNEVx5o9l5j+riq27OhgptgYwPTPrOFJsjoj4HXAHxTQ2KOqebNIwkqcWIuKyzNy5nGKYlFMM275nZu2vxKv/i4gfUowquIS5p7C5ao/URRHxGPAP4BTg4sycGREPZ+ZaFYfWLRFxYmZ+OSIupYOVKOs41bWVRcStmblpRNxCMRviWeDuzHxPxaFJUoecwtZEuWTeaeVX3bXMkveZ+S/g/eUoqmFl8x8y8+oKw+op36GogzTXSLGKY+oJnwW+Dfy2vH8dNVwCNTN3Lr/X+gOGam/j8vtmDW2u2iMtmIuAjwK7A7Mj4vd0kHCpobYLNcdXGoW66rKypuIPeOui6C+qC0eqryhWDdiLYiTpUWXd33dmptNCe5AjkBYR5dS8V4HFKP6whgDnZuYzlQamubTSSLFmyhXL/jszP191LAsjIv4C/F9mXt7QdlpmutKDJNVE+WFjHEXZgg9RnBt9Dri8rquFlkXADwTeQ1En7fTMfKPaqNReRIwBHm0bNR8Rn6G4YHgfMMGpU9KCi4hTKGpDfiAz1y9nE13ptP+e5eoni4jMfDkz3yxPIv4AnGzyqF9qP1LsR9R0pBhARGwUEVdGxN0R8Z2IWDkifgP8Bbi36vi6YS3giIj4VkPb6KqC0aIlIoZExA8j4vby6/8iYkjVcUl1k4VryuT/WhSJpF2AGZUG1j1nU/w/mgbsSDEtXv3PzyhKMRARWwHHlm0v0BozH6QqbJqZXwRegzmzid5WbUitxwRSi4uIzSJiUkT8NiI2Lpd9vhv4V0S06opftRMR74mIzSlOXF8BvkKxqtczFCup1NXPgYnArhR9mQo8CLwnM0+oMK7ueh7YFhgaEZf64V197AxgJvDJ8utF4MxKI9IiKyImVB1DT8jMWZl5WWbuBaxedTzdsEFmfjozf0axopfFmPunAQ2jjHYHTsvM32TmNyhGj0lacLPKVTUTICJWwtVqe5wJpNb3Y+B7FEu4Xg3sn5nvBLYCjqkyMM3lRODFxpFimXk2RbHwCZVG1j1LZOZZmfm3zDwReDkz/19mvlZ1YN0U5Wt0MPAb4AbgHRXHpEXHuzPzW5n5UPn1bVpgKXXV1pT571I7R1QdQDfMarvh1LV+bUBEtNWi3ZbiHL2NNWqlhXMSxWend0TEdynOz79XbUitxzeo1rd4Zl4JEBFHZeYtAJl5XzH1X/3E0Myc1r4xM6dFxJoVxNNTBkXExhSrlAG83ni/xqtGndp2IzPPiohpwBcrjEeLllcjYovMvAGgHL34asUxaRFU1tsZVHUcC2M+tYLqnBQbEREvlrcDWLK837Za6LLVhaYG5wHXRsTTFO/f10MxIp1iGpukBZSZ50bEFIqkbAAfzczpFYfVciyi3eIi4o7MHNX+dkf3VZ2IuD8z1+lk2wN1Xc41Iq5psjkzs7arRkXEFsA6mXlmOUR2cGY+XHVcan0RMQI4h6LgL8BzwD6ZeVd1UWlRUU4P2IGiXtD2wPWZ+Ylqo1pwEXEBxWid6ylqBT2SmV+qNiotSiJiM2BliiK/L5dt61KcT9T1ApvU5yJihWbbLUrfs0wgtbiImE1RhDmAJSnq61DeH5SZA6uKTW+JiPOAqzPz5+3a9wc+mJm7VxOZOlIWzx4NvDcz142IVYALM3PzikPTIiQilgXIzBcj4svlNFGpV0TE1sCeFKuV3QZsTrFU8itNH9hPRcS0zBxe3l4cuM2LapJUPxHxMEXdo8bpNW33MzOd5t+DTCBJ/UBEDKWYs/sf3ho6P5pi5YCPtS3z2gpaYbn7iJgKbAzckZkbl213ZeZGlQamRVZE/CMz31V1HGpNEfEY8A/gFODizJwZEQ9n5loVh7bQHJUtSdKCswaS1A9k5r+A90fENsCwsvkPmXl1k4fVVSssd/+fzMyIaFvlYemqA9Iiz6J26k0XAR+lWC1qdkT8nnKVmxqzVpAktYCIaJr8d0poz3IEkqQ+FRF/yszxVcfRHRHx38A6wAcpVjP8LDAxM0+uNDAtshyBpN4Wxcob4yhqH32IogbX54DLM/OlCkOTJC3CWrnman9kAkmSFkJEfJCigGwAV2TmVRWHpBYXETPpeNRHAEtmpqOK1SciYiBvFdLeITPfXnFIkiSpD5hAktTrylXKjgA2oGHJZ68ISFK9RcSSmflq1XFIkhQRw5j388Y51UXUeharOgBJi4RzgenAWsC3gRnA5CoD6o6I+HhE3B8RL0TEixExs6GWhiQtSo6oOgBJkspVkk8uv7YBfgB8pNKgWpAjkCT1uoiYkpmbNK5UFhGTM3NM1bEtjIh4APhwZk6vOhZJ6m0RMQg4EHgPMA04PTPfKLd9ODMvrTI+SZIiYhowAvhrZo4oV7n+VWZ+sOLQWor1EiT1hVnl9ycjYifgCWCFCuPprn+ZPJK0CDmb4n38emBHiukBXwIweSRJ6idezcw3I+KNiFgW+DewetVBtRoTSJL6wtERMQT4L4phpcsCX6k2pG65PSIuAC4GXm9rzMzfVhaRJPWeDTJzOEBEnA7cVnE8kiS1d3tELAf8HJgCvATcXGlELcgpbJK0gCLizA6aMzM/2+fBSFIvi4g7MnNUZ/clSapKRPwEmJiZNza0rQksm5l3VRZYizKBJKnXRMT/y8wfRMTJdLD8eGYeVkFYkqQFEBGzgZfb7gJLAq+UtzMzl60qNknSoi0ivgR8ClgZ+DVwXmb+tdqoWpdT2CT1prY6QbdXGkUPi4h1gVOAoZk5LCI2Aj6SmUdXHJok9bjMHFB1DJIkdSQzfwT8KCLWoEgknRERSwLnUSST/l5pgC3GEUiStIAi4lrgcOBnmblx2XZ3Zg6rNjJJkiRp0RYRGwNnABt5EaRnOQJJUq+JiEvpYOpam8z8SB+G05OWyszbIqKx7Y2qgpEkSZIWZRGxOMVKoZ8CtgUmARMqDKklmUCS1JuOrzqAXvJ0RLybMjkWEZ8Anqw2JEmSJGnREhEfBPYAPkSxSuj5wAGZ+XLTB2qhOIVNkhZQRKwNnAa8H3gOeBjYKzMfqTQwSZIkaRESEVcDE4HfZOZzVcfT6kwgSeo1EfHrzPxkRExj7qlsbSv3bFRRaAslIu6l+Ad1XmY+GBFLA4tl5syKQ5MkSZKkXmUCSVKviYiVM/PJclWEedRtxE5EjKCYV/1J4BmK1R0uyMwnKg1MkiRJknqZCSRJfSYilqWh9lpmPlthON0SEZsBuwO7Ag8CEzPz59VGJUmSJEm9wwSSpF4XEV8Avg28xltT2TIz164uqp4REeOAE4ANMnOJaqORJEmSpN5hAklSr4uI+4H3ZebTVcfSEyJiDMVqD7tSFNA+H7gwM5+pNDBJkiRJ6iWLz38XSeq2B4FXqg6iuyLiexTT1p6lSBptnpmPVRuVJEmSJPU+E0iS+sL/ADdFxK3A622NmXlYdSEtlNeA8Zl5f9WBSJIkSVJfcgqbpF4XEbcBNwDTgDfb2jPz7MqCkiRJkiR1mQkkSb0uIv6amRtXHYckSZIkaeGYQJLU68raQTOAS5l7CtuzVcUkSZIkSeo6E0iSel1EPNxBc2bm2n0eTDdExHqZeV9EjOpoe2be0dcxSZIkSVJfMIEkSV0UET/PzM9HxDUdbM7M/ECfByVJkiRJfcAEkqReExH/LzN/UN7eLTMvbNj2vcz83+qikyRJkiR1lQkkSb0mIu7IzFHtb3d0vw4i4uPNtmfmb/sqFkmSJEnqS4tXHYCklhad3O7ofh18uMm2BEwgSZIkSWpJJpAk9abs5HZH9/u9zNyv6hgkSZIkqQpOYZPUayJiNvAyxWijJYFX2jYBgzJzYFWxdUdEfLOj9sw8qq9jkSRJkqS+4AgkSb0mMwdUHUMvebnh9iBgZ2B6RbFIkiRJUq9zBJIkdVNELAFckZnjqo5FkiRJknrDYlUHIEktYClgtaqDkCRJkqTe4hQ2SVpAETGNt4qADwBWAqx/JEmSJKllOYVNkhZQRKzRcPcN4F+Z+UZV8UiSJElSbzOBJEldFBHLZuaLEbFCR9sz89m+jkmSJEmS+oIJJEnqooi4LDN3joiHKaawRcPmzMy1KwpNkiRJknqVCSRJWgAREcDqmfmPqmORJEmSpL7iKmyStACyyLr/oeo4JEmSJKkvmUCSpAV3R0SMqToISZIkSeorTmGTpAUUEfcB6wAzgJcpaiFlZm5UZVySJEmS1FtMIElSF0XEuzLzHxGxRkfbM/ORvo5JkiRJkvqCCSRJ6qKIuCMzR5W3f5OZu1YdkyRJkiT1BWsgSVLXRcPttSuLQpIkSZL6mAkkSeq67OS2JEmSJLU0p7BJUhdFxGzeKpq9JPBK2yaKItrLVhWbJEmSJPUmE0iSJEmSJElqyilskiRJkiRJasoEkiRJkiRJkpoygSRJkiRJkqSmTCBJkiT1kog4KiK2qzoOSZKk7rKItiRJUhdERFCcO71ZdSySJEl9zRFIkiRJnYiINSPibxFxDnA38I2ImBwRd0XEtxv2+0a53w0RcV5E/HfZflZEfKK8vW1E/DUipkXEGRGxRNk+IyK+HRF3lNvWK9uXLve7rXzcLn3/E5AkSSqYQJIkSWpuHeCnwFeAVYGxwEhgk4jYKiLGALsCI4AdgdHtDxARg4CzgN0zcziwOHBQwy5PZ+Yo4BTgv8u2rwFXZ+ZYYBvguIhYusd7J0mS1AUmkCRJkpp7JDNvAbYvv/4K3AGsR5Fc2hz4fWa+lpkzgUs7OMZ7gYcz8+/l/bOBrRq2/7b8PgVYs7y9PXBkREwFJgGDgHf1TJckSZIWzOJVByBJktTPvVx+D+CYzPxZ48aI+HIPPMfr5ffZvHV+FsCumfm3Hji+JElStzgCSZIkqWuuAD4bEYMBImLViHgHcCPw4YgYVG7buYPH/g1YMyLeU97fG7i2C893aFm8m4jYuCc6IUmStDAcgSRJktQFmXllRKwP3FzmdF4CPp2ZkyPiEuAu4F/ANOCFdo99LSL2Ay6MiMWBycCp83nK7wAnAndFxGLAw3ScnJIkSep1kZlVxyBJklRrETE4M1+KiKWA64ADMvOOquOSJEnqKY5AkiRJ6r7TImIDikLXZ5s8kiRJrcYRSJIkSZIkSWrKItqSJEmSJElqygSSJEmSJEmSmjKBJEmSJEmSpKZMIEmSJEmSJKkpE0iSJEmSJElqygSSJEmSJEmSmvr/+0118VvgFf8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load data relating to the regional trend of SARS-CoV-2 spread\n",
    "url_dpc_regioni = 'https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-regioni/dpc-covid19-ita-regioni.csv'\n",
    "covid_regions = pd.read_csv(url_dpc_regioni)\n",
    "covid_regions.index = pd.to_datetime(covid_regions.data)\n",
    "covid_regions = covid_regions.rename(columns={'denominazione_regione': 'regione'})\n",
    "\n",
    "# get last day data\n",
    "cov_regions_last_day = covid_regions[covid_regions.data ==  covid_regions.data.iloc[-1]] # get last day data\n",
    "cov_regions_last_day.index = cov_regions_last_day.regione # set Region as index\n",
    "\n",
    "#drop some unnecessary columns\n",
    "cov_regions_last_day = cov_regions_last_day.drop(['lat','long','codice_regione',\"stato\",\"regione\",\"note\"], axis = 1)\n",
    "\n",
    "#Let's get the data of interest (Deceduti vs Positivi) and plot them\n",
    "title = f\" Deceduti vs Positivi updated at {covid_regions.index[-1].strftime('%D')}\"\n",
    "#Here we are using 'bar!'\n",
    "cov_regions_last_day[['totale_ospedalizzati','isolamento_domiciliare','totale_positivi','deceduti']].plot(kind='bar', figsize =(20,7),grid=True,title=title)\n",
    "\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 377,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>totale_ospedalizzati</th>\n",
       "      <th>isolamento_domiciliare</th>\n",
       "      <th>totale_positivi</th>\n",
       "      <th>deceduti</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regione</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abruzzo</th>\n",
       "      <td>16</td>\n",
       "      <td>2945</td>\n",
       "      <td>2961</td>\n",
       "      <td>4114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Basilicata</th>\n",
       "      <td>2</td>\n",
       "      <td>10309</td>\n",
       "      <td>10311</td>\n",
       "      <td>1063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calabria</th>\n",
       "      <td>7</td>\n",
       "      <td>1854</td>\n",
       "      <td>1861</td>\n",
       "      <td>3724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Campania</th>\n",
       "      <td>86</td>\n",
       "      <td>9188</td>\n",
       "      <td>9274</td>\n",
       "      <td>12167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Emilia-Romagna</th>\n",
       "      <td>439</td>\n",
       "      <td>14645</td>\n",
       "      <td>15084</td>\n",
       "      <td>20138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Friuli Venezia Giulia</th>\n",
       "      <td>33</td>\n",
       "      <td>431</td>\n",
       "      <td>464</td>\n",
       "      <td>6793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lazio</th>\n",
       "      <td>60</td>\n",
       "      <td>87488</td>\n",
       "      <td>87548</td>\n",
       "      <td>13319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liguria</th>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>6120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lombardia</th>\n",
       "      <td>123</td>\n",
       "      <td>1488</td>\n",
       "      <td>1611</td>\n",
       "      <td>48641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marche</th>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>4567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Molise</th>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P.A. Bolzano</th>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P.A. Trento</th>\n",
       "      <td>11</td>\n",
       "      <td>24</td>\n",
       "      <td>35</td>\n",
       "      <td>1694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Piemonte</th>\n",
       "      <td>56</td>\n",
       "      <td>59898</td>\n",
       "      <td>59954</td>\n",
       "      <td>13937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Puglia</th>\n",
       "      <td>13</td>\n",
       "      <td>496</td>\n",
       "      <td>509</td>\n",
       "      <td>10132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sardegna</th>\n",
       "      <td>34</td>\n",
       "      <td>13664</td>\n",
       "      <td>13698</td>\n",
       "      <td>2985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sicilia</th>\n",
       "      <td>96</td>\n",
       "      <td>1390</td>\n",
       "      <td>1486</td>\n",
       "      <td>13139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toscana</th>\n",
       "      <td>90</td>\n",
       "      <td>575</td>\n",
       "      <td>665</td>\n",
       "      <td>12702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Umbria</th>\n",
       "      <td>14</td>\n",
       "      <td>656</td>\n",
       "      <td>670</td>\n",
       "      <td>2537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valle d'Aosta</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Veneto</th>\n",
       "      <td>247</td>\n",
       "      <td>10229</td>\n",
       "      <td>10476</td>\n",
       "      <td>17597</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       totale_ospedalizzati  isolamento_domiciliare  \\\n",
       "regione                                                               \n",
       "Abruzzo                                  16                    2945   \n",
       "Basilicata                                2                   10309   \n",
       "Calabria                                  7                    1854   \n",
       "Campania                                 86                    9188   \n",
       "Emilia-Romagna                          439                   14645   \n",
       "Friuli Venezia Giulia                    33                     431   \n",
       "Lazio                                    60                   87488   \n",
       "Liguria                                  52                       0   \n",
       "Lombardia                               123                    1488   \n",
       "Marche                                   22                       0   \n",
       "Molise                                    0                      56   \n",
       "P.A. Bolzano                             14                       0   \n",
       "P.A. Trento                              11                      24   \n",
       "Piemonte                                 56                   59898   \n",
       "Puglia                                   13                     496   \n",
       "Sardegna                                 34                   13664   \n",
       "Sicilia                                  96                    1390   \n",
       "Toscana                                  90                     575   \n",
       "Umbria                                   14                     656   \n",
       "Valle d'Aosta                             0                       2   \n",
       "Veneto                                  247                   10229   \n",
       "\n",
       "                       totale_positivi  deceduti  \n",
       "regione                                           \n",
       "Abruzzo                           2961      4114  \n",
       "Basilicata                       10311      1063  \n",
       "Calabria                          1861      3724  \n",
       "Campania                          9274     12167  \n",
       "Emilia-Romagna                   15084     20138  \n",
       "Friuli Venezia Giulia              464      6793  \n",
       "Lazio                            87548     13319  \n",
       "Liguria                             52      6120  \n",
       "Lombardia                         1611     48641  \n",
       "Marche                              22      4567  \n",
       "Molise                              56       800  \n",
       "P.A. Bolzano                        14      1684  \n",
       "P.A. Trento                         35      1694  \n",
       "Piemonte                         59954     13937  \n",
       "Puglia                             509     10132  \n",
       "Sardegna                         13698      2985  \n",
       "Sicilia                           1486     13139  \n",
       "Toscana                            665     12702  \n",
       "Umbria                             670      2537  \n",
       "Valle d'Aosta                        2       592  \n",
       "Veneto                           10476     17597  "
      ]
     },
     "execution_count": 377,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cov_regions_last_day[['totale_ospedalizzati','isolamento_domiciliare','totale_positivi','deceduti']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stacked bar plots\n",
    "Stacked bar plots are created from a DataFrame by passing `stacked=True`, \n",
    "- resulting in the value in each row being stacked together\n",
    "\n",
    "Let's compare 'terapia_intensiva' and 'totale_ospedalizzati' on latest day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "title = f\"Positivi updated at {covid_regions.index[-1].strftime('%D')}\"\n",
    "cov_regions_last_day[['terapia_intensiva','totale_ospedalizzati']].plot(kind='bar', stacked=True, figsize =(20,7),grid=True,title=title)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatter Matrix \n",
    "In exploratory data analysis it is helpful to look at how pairs of variables relate to each other\n",
    "* we are interested in _plots relating pairs of variables_\n",
    "* this is known as a _pairs plot_ or _scatter plot matrix_. \n",
    "\n",
    "Making such a plot from scratch requires a bit of work. \n",
    "* Luckily pandas has a `scatter_matrix` function for creating one from a DataFrame. \n",
    "* It also supports placing histograms or density plots of each variable along the diagonal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stato</th>\n",
       "      <th>ricoverati_con_sintomi</th>\n",
       "      <th>terapia_intensiva</th>\n",
       "      <th>totale_ospedalizzati</th>\n",
       "      <th>isolamento_domiciliare</th>\n",
       "      <th>totale_positivi</th>\n",
       "      <th>variazione_totale_positivi</th>\n",
       "      <th>nuovi_positivi</th>\n",
       "      <th>dimessi_guariti</th>\n",
       "      <th>deceduti</th>\n",
       "      <th>...</th>\n",
       "      <th>tamponi</th>\n",
       "      <th>casi_testati</th>\n",
       "      <th>note</th>\n",
       "      <th>ingressi_terapia_intensiva</th>\n",
       "      <th>note_test</th>\n",
       "      <th>note_casi</th>\n",
       "      <th>totale_positivi_test_molecolare</th>\n",
       "      <th>totale_positivi_test_antigenico_rapido</th>\n",
       "      <th>tamponi_test_molecolare</th>\n",
       "      <th>tamponi_test_antigenico_rapido</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>data</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-11-23 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1369</td>\n",
       "      <td>54</td>\n",
       "      <td>1423</td>\n",
       "      <td>215727</td>\n",
       "      <td>217150</td>\n",
       "      <td>-33</td>\n",
       "      <td>316</td>\n",
       "      <td>26536788</td>\n",
       "      <td>198421</td>\n",
       "      <td>...</td>\n",
       "      <td>284015186</td>\n",
       "      <td>70524765.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970085.0</td>\n",
       "      <td>16982274.0</td>\n",
       "      <td>103233907.0</td>\n",
       "      <td>180781279.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-24 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1352</td>\n",
       "      <td>55</td>\n",
       "      <td>1407</td>\n",
       "      <td>215778</td>\n",
       "      <td>217185</td>\n",
       "      <td>35</td>\n",
       "      <td>235</td>\n",
       "      <td>26536985</td>\n",
       "      <td>198424</td>\n",
       "      <td>...</td>\n",
       "      <td>284021452</td>\n",
       "      <td>70522615.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970163.0</td>\n",
       "      <td>16982431.0</td>\n",
       "      <td>103234544.0</td>\n",
       "      <td>180786908.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1359</td>\n",
       "      <td>53</td>\n",
       "      <td>1412</td>\n",
       "      <td>215563</td>\n",
       "      <td>216975</td>\n",
       "      <td>-210</td>\n",
       "      <td>115</td>\n",
       "      <td>26537303</td>\n",
       "      <td>198431</td>\n",
       "      <td>...</td>\n",
       "      <td>284025556</td>\n",
       "      <td>70526244.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970198.0</td>\n",
       "      <td>16982511.0</td>\n",
       "      <td>103235022.0</td>\n",
       "      <td>180790534.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1360</td>\n",
       "      <td>54</td>\n",
       "      <td>1414</td>\n",
       "      <td>215565</td>\n",
       "      <td>216979</td>\n",
       "      <td>4</td>\n",
       "      <td>471</td>\n",
       "      <td>26537761</td>\n",
       "      <td>198440</td>\n",
       "      <td>...</td>\n",
       "      <td>284037873</td>\n",
       "      <td>70527918.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970337.0</td>\n",
       "      <td>16982843.0</td>\n",
       "      <td>103236276.0</td>\n",
       "      <td>180801597.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 17:00:00</th>\n",
       "      <td>ITA</td>\n",
       "      <td>1357</td>\n",
       "      <td>58</td>\n",
       "      <td>1415</td>\n",
       "      <td>215338</td>\n",
       "      <td>216753</td>\n",
       "      <td>-226</td>\n",
       "      <td>313</td>\n",
       "      <td>26538295</td>\n",
       "      <td>198445</td>\n",
       "      <td>...</td>\n",
       "      <td>284047679</td>\n",
       "      <td>70529327.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9970453.0</td>\n",
       "      <td>16983040.0</td>\n",
       "      <td>103237402.0</td>\n",
       "      <td>180810277.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    stato  ricoverati_con_sintomi  terapia_intensiva  \\\n",
       "data                                                                   \n",
       "2024-11-23 17:00:00   ITA                    1369                 54   \n",
       "2024-11-24 17:00:00   ITA                    1352                 55   \n",
       "2024-11-25 17:00:00   ITA                    1359                 53   \n",
       "2024-11-26 17:00:00   ITA                    1360                 54   \n",
       "2024-11-27 17:00:00   ITA                    1357                 58   \n",
       "\n",
       "                     totale_ospedalizzati  isolamento_domiciliare  \\\n",
       "data                                                                \n",
       "2024-11-23 17:00:00                  1423                  215727   \n",
       "2024-11-24 17:00:00                  1407                  215778   \n",
       "2024-11-25 17:00:00                  1412                  215563   \n",
       "2024-11-26 17:00:00                  1414                  215565   \n",
       "2024-11-27 17:00:00                  1415                  215338   \n",
       "\n",
       "                     totale_positivi  variazione_totale_positivi  \\\n",
       "data                                                               \n",
       "2024-11-23 17:00:00           217150                         -33   \n",
       "2024-11-24 17:00:00           217185                          35   \n",
       "2024-11-25 17:00:00           216975                        -210   \n",
       "2024-11-26 17:00:00           216979                           4   \n",
       "2024-11-27 17:00:00           216753                        -226   \n",
       "\n",
       "                     nuovi_positivi  dimessi_guariti  deceduti  ...  \\\n",
       "data                                                            ...   \n",
       "2024-11-23 17:00:00             316         26536788    198421  ...   \n",
       "2024-11-24 17:00:00             235         26536985    198424  ...   \n",
       "2024-11-25 17:00:00             115         26537303    198431  ...   \n",
       "2024-11-26 17:00:00             471         26537761    198440  ...   \n",
       "2024-11-27 17:00:00             313         26538295    198445  ...   \n",
       "\n",
       "                       tamponi  casi_testati  note  \\\n",
       "data                                                 \n",
       "2024-11-23 17:00:00  284015186    70524765.0   NaN   \n",
       "2024-11-24 17:00:00  284021452    70522615.0   NaN   \n",
       "2024-11-25 17:00:00  284025556    70526244.0   NaN   \n",
       "2024-11-26 17:00:00  284037873    70527918.0   NaN   \n",
       "2024-11-27 17:00:00  284047679    70529327.0   NaN   \n",
       "\n",
       "                     ingressi_terapia_intensiva  note_test note_casi  \\\n",
       "data                                                                   \n",
       "2024-11-23 17:00:00                         8.0        NaN       NaN   \n",
       "2024-11-24 17:00:00                         2.0        NaN       NaN   \n",
       "2024-11-25 17:00:00                         1.0        NaN       NaN   \n",
       "2024-11-26 17:00:00                         3.0        NaN       NaN   \n",
       "2024-11-27 17:00:00                        10.0        NaN       NaN   \n",
       "\n",
       "                     totale_positivi_test_molecolare  \\\n",
       "data                                                   \n",
       "2024-11-23 17:00:00                        9970085.0   \n",
       "2024-11-24 17:00:00                        9970163.0   \n",
       "2024-11-25 17:00:00                        9970198.0   \n",
       "2024-11-26 17:00:00                        9970337.0   \n",
       "2024-11-27 17:00:00                        9970453.0   \n",
       "\n",
       "                     totale_positivi_test_antigenico_rapido  \\\n",
       "data                                                          \n",
       "2024-11-23 17:00:00                              16982274.0   \n",
       "2024-11-24 17:00:00                              16982431.0   \n",
       "2024-11-25 17:00:00                              16982511.0   \n",
       "2024-11-26 17:00:00                              16982843.0   \n",
       "2024-11-27 17:00:00                              16983040.0   \n",
       "\n",
       "                     tamponi_test_molecolare  tamponi_test_antigenico_rapido  \n",
       "data                                                                          \n",
       "2024-11-23 17:00:00              103233907.0                     180781279.0  \n",
       "2024-11-24 17:00:00              103234544.0                     180786908.0  \n",
       "2024-11-25 17:00:00              103235022.0                     180790534.0  \n",
       "2024-11-26 17:00:00              103236276.0                     180801597.0  \n",
       "2024-11-27 17:00:00              103237402.0                     180810277.0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 379,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_italy = pd.read_csv(url_dpc_nazionale, index_col='data')\n",
    "covid_italy.index = pd.to_datetime(covid_italy.index) # converts 'data' column from object to datatime type\n",
    "covid_italy.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop unnecessary columns\n",
    "covid_italy.drop(columns=[\"note_test\",\"note_casi\"], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "data\n",
       "2020-02-24 18:00:00         229\n",
       "2020-02-25 18:00:00         322\n",
       "2020-02-26 18:00:00         400\n",
       "2020-02-27 18:00:00         650\n",
       "2020-02-28 18:00:00         888\n",
       "                         ...   \n",
       "2024-11-23 17:00:00    26952359\n",
       "2024-11-24 17:00:00    26952594\n",
       "2024-11-25 17:00:00    26952709\n",
       "2024-11-26 17:00:00    26953180\n",
       "2024-11-27 17:00:00    26953493\n",
       "Name: totale_casi, Length: 1739, dtype: int64"
      ]
     },
     "execution_count": 381,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_italy['totale_casi']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "data\n",
       "2020-02-24 18:00:00    26\n",
       "2020-02-25 18:00:00    35\n",
       "2020-02-26 18:00:00    36\n",
       "2020-02-27 18:00:00    56\n",
       "2020-02-28 18:00:00    64\n",
       "                       ..\n",
       "2024-11-23 17:00:00    54\n",
       "2024-11-24 17:00:00    55\n",
       "2024-11-25 17:00:00    53\n",
       "2024-11-26 17:00:00    54\n",
       "2024-11-27 17:00:00    58\n",
       "Name: terapia_intensiva, Length: 1739, dtype: int64"
      ]
     },
     "execution_count": 382,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_italy['terapia_intensiva']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1800 with 361 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.scatter_matrix(covid_italy,figsize =(20,25),  color='k', alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Too much data here!\n",
    "- let's remove some more mostly empty rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>totale_positivi_test_molecolare</th>\n",
       "      <th>totale_positivi_test_antigenico_rapido</th>\n",
       "      <th>tamponi_test_molecolare</th>\n",
       "      <th>tamponi_test_antigenico_rapido</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>data</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-02-24 18:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-25 18:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-26 18:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-27 18:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-28 18:00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-23 17:00:00</th>\n",
       "      <td>9970085.0</td>\n",
       "      <td>16982274.0</td>\n",
       "      <td>103233907.0</td>\n",
       "      <td>180781279.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-24 17:00:00</th>\n",
       "      <td>9970163.0</td>\n",
       "      <td>16982431.0</td>\n",
       "      <td>103234544.0</td>\n",
       "      <td>180786908.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-25 17:00:00</th>\n",
       "      <td>9970198.0</td>\n",
       "      <td>16982511.0</td>\n",
       "      <td>103235022.0</td>\n",
       "      <td>180790534.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-26 17:00:00</th>\n",
       "      <td>9970337.0</td>\n",
       "      <td>16982843.0</td>\n",
       "      <td>103236276.0</td>\n",
       "      <td>180801597.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-27 17:00:00</th>\n",
       "      <td>9970453.0</td>\n",
       "      <td>16983040.0</td>\n",
       "      <td>103237402.0</td>\n",
       "      <td>180810277.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1739 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     totale_positivi_test_molecolare  \\\n",
       "data                                                   \n",
       "2020-02-24 18:00:00                              NaN   \n",
       "2020-02-25 18:00:00                              NaN   \n",
       "2020-02-26 18:00:00                              NaN   \n",
       "2020-02-27 18:00:00                              NaN   \n",
       "2020-02-28 18:00:00                              NaN   \n",
       "...                                              ...   \n",
       "2024-11-23 17:00:00                        9970085.0   \n",
       "2024-11-24 17:00:00                        9970163.0   \n",
       "2024-11-25 17:00:00                        9970198.0   \n",
       "2024-11-26 17:00:00                        9970337.0   \n",
       "2024-11-27 17:00:00                        9970453.0   \n",
       "\n",
       "                     totale_positivi_test_antigenico_rapido  \\\n",
       "data                                                          \n",
       "2020-02-24 18:00:00                                     NaN   \n",
       "2020-02-25 18:00:00                                     NaN   \n",
       "2020-02-26 18:00:00                                     NaN   \n",
       "2020-02-27 18:00:00                                     NaN   \n",
       "2020-02-28 18:00:00                                     NaN   \n",
       "...                                                     ...   \n",
       "2024-11-23 17:00:00                              16982274.0   \n",
       "2024-11-24 17:00:00                              16982431.0   \n",
       "2024-11-25 17:00:00                              16982511.0   \n",
       "2024-11-26 17:00:00                              16982843.0   \n",
       "2024-11-27 17:00:00                              16983040.0   \n",
       "\n",
       "                     tamponi_test_molecolare  tamponi_test_antigenico_rapido  \n",
       "data                                                                          \n",
       "2020-02-24 18:00:00                      NaN                             NaN  \n",
       "2020-02-25 18:00:00                      NaN                             NaN  \n",
       "2020-02-26 18:00:00                      NaN                             NaN  \n",
       "2020-02-27 18:00:00                      NaN                             NaN  \n",
       "2020-02-28 18:00:00                      NaN                             NaN  \n",
       "...                                      ...                             ...  \n",
       "2024-11-23 17:00:00              103233907.0                     180781279.0  \n",
       "2024-11-24 17:00:00              103234544.0                     180786908.0  \n",
       "2024-11-25 17:00:00              103235022.0                     180790534.0  \n",
       "2024-11-26 17:00:00              103236276.0                     180801597.0  \n",
       "2024-11-27 17:00:00              103237402.0                     180810277.0  \n",
       "\n",
       "[1739 rows x 4 columns]"
      ]
     },
     "execution_count": 384,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_italy[[\"totale_positivi_test_molecolare\",\"totale_positivi_test_antigenico_rapido\",\"tamponi_test_molecolare\",\"tamponi_test_antigenico_rapido\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1800 with 225 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid_italy.drop(columns=[\"totale_positivi_test_molecolare\",\"totale_positivi_test_antigenico_rapido\",\"tamponi_test_molecolare\",\"tamponi_test_antigenico_rapido\"], inplace=True)\n",
    "pd.plotting.scatter_matrix(covid_italy,figsize =(20,25),  color='k', alpha=0.3)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_research",
   "language": "python",
   "name": "env_research"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  },
  "toc-autonumbering": true,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}