tvcastillodlecture1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Introduction to the Research Environment\n",
    "\n",
    "The research environment is powered by IPython notebooks, which allow one to perform a great deal of data analysis and statistical validation. We'll demonstrate a few simple techniques here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Code Cells vs. Text Cells\n",
    "\n",
    "As you can see, each cell can be either code or text. To select between them, choose from the 'Cell Type' dropdown menu on the top left."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Executing a Command\n",
    "\n",
    "A code cell will be evaluated when you press play, or when you press the shortcut, shift-enter. Evaluating a cell evaluates each line of code in sequence, and prints the results of the last line below the cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2 + 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "4 ** 2 - 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sometimes there is no result to be printed, as is the case with assignment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "number = 808"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remember that only the result from the last line is printed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2 + 2\n",
    "3 + 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "74"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 + 7\n",
    "8 * 9 + 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, you can print whichever lines you want using the `print` statement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "27"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print 2 + 2\n",
    "3 ** 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n",
      "printed\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "-2"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print 5 + 5\n",
    "print \"printed\"\n",
    "2 - 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Knowing When a Cell is Running\n",
    "\n",
    "While a cell is running, a `[*]` will display on the left. When a cell has yet to be executed, `[ ]` will display. When it has been run, a number will display indicating the order in which it was run during the execution of the notebook `[5]`. Try on this cell and note it happening."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49999995000000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Take some time to run something\n",
    "c = 0\n",
    "for i in range(10000000):\n",
    "    c = c + i\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20546890"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 2\n",
    "while (n < 20546890):\n",
    "    n += 1\n",
    "n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Importing Libraries\n",
    "\n",
    "The vast majority of the time, you'll want to use functions from pre-built libraries. You can't import every library on Quantopian due to security issues, but you can import most of the common scientific ones. Here I import numpy and pandas, the two most common and useful libraries in quant finance. I recommend copying this import statement to every new notebook.\n",
    "\n",
    "Notice that you can rename libraries to whatever you want after importing. The `as` statement allows this. Here we use `np` and `pd` as aliases for `numpy` and `pandas`. This is a very common aliasing and will be found in most code snippets around the web. The point behind this is to allow you to type fewer characters when you are frequently accessing these libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# This is a plotting library for pretty pictures.\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import collections\n",
    "import matplotlib as mpl\n",
    "\n",
    "# This library provides scientific and numerical tools. \n",
    "import scipy.stats # Statistical Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Tab Autocomplete\n",
    "\n",
    "Pressing tab will give you a list of IPython's best guesses for what you might want to type next. This is incredibly valuable and will save you a lot of time. If there is only one possible option for what you could type next, IPython will fill that in for you. Try pressing tab very frequently, it will seldom fill in anything you don't want, as if there is ambiguity a list will be shown. This is a great way to see what functions are available in a library.\n",
    "\n",
    "Try placing your cursor after the `.` and pressing tab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function RandomState.binomial>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.binomial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<method 'bit_length' of 'int' objects>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.bool.bit_length"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Getting Documentation Help\n",
    "\n",
    "Placing a question mark after a function and executing that line of code will give you the documentation IPython has for that function. It's often best to do this in a new cell, as you avoid re-executing other code and running into bugs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.asarray?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Sampling\n",
    "\n",
    "We'll sample some random data using a function from `numpy`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sample 100 points with a mean of 0 and an std of 1. This is a standard normal distribution.\n",
    "X = np.random.normal(0, 1, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = np.random.binomial(16, .2, 100)# number of trials, probability of each trial, drawn samples\n",
    "# result of flipping a coin 16 times, tested 100 times."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Plotting\n",
    "\n",
    "We can use the plotting library we imported as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f17ccd43048>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f17ccb930f0>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CBiglsGyK5KtEbE59zkHJxHH9KHBjixchpO0kgxLOQSFEjtxJ8h3trGCAUoIpRfKVMl0QyWuaClVVKJJP4HhetCAZDFAIIS0nmeijSJ4QOVzaDJM82OJVLbGLlx59zdRViuQTzFVQdKWzpVxCyHYwN6iR6xkhUqTZDHOSPImwOKixUhYHNQKh1TArKDFs8SKEdAkOaiSkPPmT5Lt5LmCAUgJqUKplUYMCzCoo3LQiFgMUPwA8v5v9poSQ7kMNCiHliQOU+Lyk02aYCKhBqZbFQY0AYBgaRfIJHNeHoYXvT5Qt6ehiRAjpPsm9k63ShMiRJ5J3KZIn1KBUy6LNsPgzW7xikhWUqN+UWUdCSEux5uagcC0jRAZhM5za4tXRpCUDlBJMLS/K9rPFa3WiQY0JkbzBFq+IIAjgen60CHXdsYMQ0n0salAIKU1aBYUieRJhOR72B2b4ZwYoKyOqUMkWL9PQYLs+gqCbJcsyiEXHYIBCCOkIye4DOjYSIkfuHJSOdlUwQJHE9wPYjocDEaAw87MyaRoUs+MlyzIsLki6rsx9nRBC2sbUCivnqkKbYUJkEfu+rrHFiywgStH7gx4AiuSrQJgOmPp8BQUALPYmnw9QWEEhhLQcy/GgKMBu32CLFyGSuK4PXVOhKEr0NU2lixdBwhK3p8HUVbZ4VYDlhJoeVY0fOBGgONy4EoOZtNl/u+3YQQjpPpbjoW9qMA2NInlCJEka5giMaA5KN88EDFAkEdn+vqmjZ+oc1FgBlu3OOXgB8QPH0n9aixddvAgh7WZqeegZOkxDpQaFEEkczzsXoHS9q4IBiiRWYup5z9SoQakAy/bmhjQCcQWFpX9E82DY4kUI6QqW48GcVVC4zhMihzNr8UqidfxMwABFkmlC0N03tbmp8mQ5prY3J5AHANOYVVC4cWVqUJyOLkaEkO5j2W7Y4qWrrJQTIklai5emKlBVpbPGOQxQJEla4vZMjRqUCrAc71yLlxDMc1hjHIiIwES4eLHFixDSViw7XPdDDYpHS3lCJEgLUIDwfMAKypZjJTQofVOHxYV1JXw/CDeqxJBGILYZZm/y+QpK14cyEUK6jecHsF0ffVOHqWvwA5p+ECJDVoBiaEpnzwQMUCSJZnYYGnqGhiCgkHsVRAByvsVr5uLF95Y2w4SQTmEnOhEMQwyZYzKKkCIyKyg6Kyhbj5h70p+1eAHxwClSnrgiteDiNdu0aEIQt3Kdd/FixpEQ0j7EPtqbieQBrvWEFBEEAVzPh6Fr5/5O19TOngn04m8hwHkNSvJrpDzJilQSoUHhHJTE5FiK5AkhHSC57osWac5CISQfUSExtHQNSlfPBKygSDK15lu8AFAovwLR4MtFDYqwGWaLV8JmOHxP2OJFCGkzycp5vNZzHyUkj8VkZZIui+RZQZEkeaAWh2oGKMuTLPUnoc1wTDxJniJ5Qkj7iTsR9Ggdo2MjIfks6lGTGLraWWdPBiiSWIkDNVu8Vsey80Xy3LTiVq5Yg0KbYUJIe0lWUGwn/BorKITkkxeg6B128WKAIom1MKgRiKsApDzTTA0KnV0EdPEihHSJqHI+c8IEqEEhpIj8AIUtXlvPnEieGpSVydKgCL0Fq1OcJE8I6RbJfdSfRShc6wnJZ1GPmiS0GQ4QBAEURVn3pdUKRfKSTBODGsVwwSkDlKWxMjQoPc5BiTgXoNBmmBDSYoTZTFIkz2o5IfkUVVCAbg48lQpQfv3Xfx1/8S/+RfzYj/0YPv/5z9d8Sc1kblAjNSgrk2UzbFAkHxFZC86yJhTJE0LaTFRBMXTqDQmRxCmwGQa6eS4oDFAePXqEn//5n8cv/dIv4Z/+03+Kz33uc+u4rsaRdJ0SGhSLGpSlmWYMahRzULhpUYNCCOkWUeW8p0V6QyajCMmnyMUL6Oa5oDBA+eIXv4iPfvSjGA6HuHz5Mv7BP/gH67iuWvH8AF957QieL18SsxwPuqZA19S1alCCILzWrpXBk73ISSKb4Y693mWI+04XW7y6txCtguV4eOn1u9Hgt23kW7ce4823x5u+DDLDcjy89CfbfU+mkaycR8kormeN54+//QCjE2vTl7Eyb94Z4/b9k01fRmlcmRavDj5HhSL5W7duYTqd4qd+6qcwHo/x0z/90/joRz+a+2+uX79e2QWuStq1/PGNU/zq7z3EX/qvLuH9L+xK/ZxHoxPoavjzbtwLH9Q3bryF69frvdlfu3mGf/W7D/Df/eBFfOidg1p/1zp588YIAPDGt78J7/hm9PVTK3zI7t570Ij7aJPXcOftRwCAP3n9NTy8Y+D+OPTlvHN0txHvTVP4L18/wW985TH+2n/9FF680tv05USs8zP6R5++gx1TxU/9+Str+50kmy++fozfemmE//FHn8K1p5a7J7v4jL9x83H4329/AyfTcK3/9nfexPX+w01eVueo8t4Zn3r4R5++g+9/1wD/7fddrOznboL/41N3MOyr+Bt/rl3r5J+8dQYAOHr7zrkz5+hxeE546asv48KgGt+rpqw9Uq/m8ePH+Lmf+zncvn0bP/mTP4n/+B//Y65bwOHhYWUXuArXr19PvZY3x98A8BAHTzyDw8PvkvpZ2m99Frs7Gg4PD3HxrRHw25/HxSeewuHhByq+6nleu/sagAe49NQzODz87lp/1zr5yo1XABzjg9/7PrzjmYPo61PbBf7NbewO9zd+H2XdP+viC19/CcAEH/rgB3D1iQHefjAB/v0RLly8hMPDj2zsuprG6/deB/AYF556DoeHz2/6cgCs/945+5V/B9PUN/7MkJDrN/8IwAhXnn0Rhx94pvy/3/DaUxdffvMVACf44Pe+Hw/HU+ALX8Tlq0/j8PDdm760zlD1vfOd2yMEwR0E+rDV96Tr+Rj/0i0oqta61zE1bgP/6QFefPHauTPr73/zD4E3buC9f+p9eObJ4cq/a91rT14wVNji9cQTT+DDH/4wdF3H888/j8FggIcP253tGJ3YAIAzS15DMrXdqB0pEsmvocXr5t1jAN1ztcoc1Dgr+9Mb/3xZ16CLVyqiFU4819uG6/mwXZ/PTIMQ7TC0op9HaDn7ZqxB4X3bbMQ9PG75+no8saP/+iXa+5tArEFJtxkGutniVRigfOxjH8OXvvQl+L6PR48e4fT0FBcvtrvMN5qEm8fp1JH+N5bjRYLudQ5qvHnU8QBlwcVLVUOdD4WTyUny4XsU9Zr63boXVkX0sI8n7e+RXgaRaKFuqzmIwxyt6OeZ06AYdMNsA+KcM2r5+jqaBSh+AByftivYcoUeNcXFy+iwzXBhi9eVK1fw8Y9/HH/5L/9lAMDf+Tt/B6ra7vEpy1RQLNuLDtPrEsk7ro/b9yazP3drEc8a1AgAPUPlYQvnnTu0DovhVkEEs9taQTmdzgIUHvQagzjM8fA9T9IcxeTMq1YgzjltX1+TIv/xxMbBsDl6xSLk5qB07zmS0qD8+I//OH78x3+87mtZG+OogiIXoDiuD88PosO0GNRYd4By5/5J5DTWtenh04xBjQBgGBpthpHi4qWFuq8uLkSrEAUoLc/wLYuoBLteAM8PoKndmibcRkZRBYVW9EnmXbxoM9wGRBXwzHLhuF5qm1EbSLaojU4sXLuyt8GrKUdugCJaJTsY6Le7FLIkYvOQbfFatMTVNQWqqtSeHbt5FLs1dO3ms+zYtnkRU2cFBQg/c0VBdODkoMZ04havdmf4liWZaOlapbWNBEEQJcGoQZknXPdVaJrKQY0tIXnOaXMVJZnAGrVsr9jWCspWBijiICNbQbEWsv2KoqBvarVnx4RAHuheW8800TK3iGloFE4iXJQMTY0c81RVgaJ0s9d0FUQGtu0izmVJtqrysLd5ziw3ekYZoMwztd1IwykOW0xGNZvkOafNSaDktbftdcR61LQApbudFVsXoDiuF23oshqUNEF3z9Bq33xuvh0HKJ2roDheansXEDp5cdOaBSiJBUlRwopT14LVVRHB7La3eAGsoDSBZJaZGpR5kus+NSjtIHnOafOwxjkNSsteR56Ll7HNLl5dI7l5yLZ4iR7Mfi+W7PRMrXaHlhtHHQ5QbDfS8ixiGHTxAkSAMr8g6ZraOT3Sqohg9nTqbuUBPVkJZgVl8yQD5am1ffdjHlM7dsOkBqUdzLV4tazykCR57W17HXItXt3rrNjCACXePORbvM5XUPqmXmt2zPMDvHXvBE8/GU6P716Akt3i1TO0SPC7zTieHwngBLqmdrKUuwrJA07bSvdVMB+g8LC3acZzFRSK5JOE636YmNI0FZqq8J5tOMkKStsqD0kWRfJtYtEwJwk1KB0iGTmfWi6CoPgQnBwuJai7xevo4QSO6+Odz4ZT1ruWGU7OlVnEiAZ4des1l8V1vXMLkqErnSzlroKdeD/aLOJcllMrrgSzNXLzJA8/1KDEBEEwq5zH675paHPPL2kecy1eLU4AjSZWdOZom15RJKjTTIUYoHSIZAbA9wOpKsiii5f4s+v58Gq6KYT+5J3PzAKUDt18rufD9YJsDYpwd9nyjWtRgwKwgpKG7XSjR3pZztji1SiShzgOaoxxPR9+gIUAhe28TScpkm/z+jo+sfHEQR87Pb11ekUZm+Eungu2LkARm4eIOs8k2rymaSJ5s94puEJ/8sLVPeia0qkWL5GRSRvSCIQieaB7VaOyMECRI3kob3OGb1nY4tUs5ioo/DwiIi1nIkAxdFZQmo7VgRZa3w8wPrWxP+jhYGi2rtLu5gQoRocHOG9fgDLbPK5c2gEQtnkVEWlQEgdqcbiuK0N2cxagXLuyB0NXOxWgREMaM22Gw9ty2zd3YTOcRNdVOO52a3MWSQaybe6RXpZki1eX1om2kjzEWRzUGBFrORNmM6ygNJ5pB1y8Ts4c+H6Ag6GJg0EP44kl1d7fFEQHTXqLlzL7nva8Hlm2LkARm8fVJ0LxuYyTlxA69hY0KEB9PcY3j45h6CquXNqFrmmdOniktcwliewnt7hdxfdDkwCK5IuxWEGJ/rztQX0TEIe4g6FJDUqCtHXf0LWt1xo2HXEP7w/aV3kQiGdyf9DD3sCE6wXSJklNgC1eW4K4UZ+eBSgys1CslNK0+HMdwxp9P8Ctuyd49qkhNE2FoXdr9kVckcoXyW+z4DcazLSQMTEYoMwRBAEc18PergmgvS0Iq3DGSfKNYjSxYegqLgx71KAkmFrnzWZMQ2WLV8OxbBemoeFgGFYe2ojYFw6GJg6G4V7RJh1K7OJ1/sxEkXyHGJ3YUBXgqYu7AOSshlMHNdaoQbn/+AxT28PzV/YAYNbi1Z2NrlCDIkTyW1xByRrMpOthgNKm8nSduF6AIACeuhC2bLa1BWEV5ly8tviZaQrjiY2DgVm7FX3bSKugmEbYHeBvuaV8kxGOmwdDE8enTm3GQHUiAqv9QQ8Hg97sa+1JZsUuXsq5v9OpQekO44mNvYGJwY4BQC5AmaYcqKMWrxoGcQmB/LWriQClhYtCFpEGJbPFiwO8snzPdU1BEIAb+gxxj1w66ENR2rXpVAVF8s1ifGJhf9hDzwwP39s+z0kwTamcR4YoHdrfusbU9tAztehgf3wqN+C6SYjWtGQFpU1Ww8IwR1HSApTwa6ygdIDxxML+oIfdfhhsnElpUNJshvW5v6uSSCB/OVlB6c7Nl1aRShK7eHXnNZclq+dUZEu4oYeINsC+qWG4Y25nBSUZoGzxM9MELMfD1PZwMDDjKjuF8gDSRfKcedV8LDusoOy3sDVKIK75YNDD/izQatNekeboKejymWCrAhTP83F86uBgaEYBioyLV1rGP958agxQrgwBdDBAcc5repKYOl28smwF435TZmWB2Egh7JFur4hzWXw/mNPB8aC3WZJi3KjKzs8EQByoLQ48BvgeNRnL8dAzNOwP2ld5EIhr3p/ToLTndeQGKDpbvDrB+HRW5hv0sNuTb/FKy/jXKZK/eXQMTVXw9JMiQAlbBbqiO0gr9SeJXLw6pLspS9RzuhigdHgxWgZxsBEizpMze6taaqa2iyBAZBLAg95mGSdaSepMYrWRVBevWTtvlxJwXcL3A1i2h56pRy1eraygnMRnv4NhCyso3vmRAwKjw0nL7QpQElF0VEGRafESGpT83YKIAAAgAElEQVReQoNSk0g+CALcPDrGM08Nooi5azdg2lyZJAZF8pktXkaHHTuWQbxPpq5if2AiCIDjFmXGVkW4EF7YCwMUHvQ2izi87Q/NSLPIACUkbVCjaOeldqqZiBba3kwkD6CVVeqoxWtoxpWgFu0TruulOngBdPHqDMk+xJ0SLV5RljZxWKxrUOPD8RSTqYtrMwcvIM6ad6WiUDioUadIPgpQFgc1dngxWgZ7oYICtDPDtyyiAnxh2AfACsqmSWZqxfpWR5W9jaRpUOjY2GyS3SOR+1WLKg+C8YmNnZ42v0+06HU4rn+um0LQ5a6K7QpQEuX33X7Y4nUm5eLlomdqcw4KdQ1qXBTIAwkhYUduwEINiti0OvJ6l8Hx0n3P9Y7dC6siMnymruKgxT3SyyIqwCK7yftis4wTmdp+jVb0bSTdZpgzr5pMcgbcfgu1G4LRzBwJCF+Lqauteh0UyW8BIvI/GPSw0xMtXnIalMXDdK8mDUpkMXzlfIDSlax50aBG2gznuXh111JwGUTm1TDa7TKzLHEFJdx8t/mZaQIiCbY/6CX2CH4mQLrZTFxB4XvUROLPTG9l5QEI2+ZHJ3aUxFEUBfvDXqsqQfkBSnfPBFsVoIiIeX9oQlMV9E1tbshZFsLFIkldGpRbRycAgOevdriCIj2ocXs3rWIXr27cC6sSt3iprRzAtSqnkQZFBCi8LzaJOLyFInlqUJKkmc1E7bwd2du6RrLboY3aDSDU6bmeH1VQAGB/YLamguL7ATw/yAxQDLZ4dYN48whv1N2+Ljeo0fLOCbrrEkDeODqGqgDPPDWMvmZ0bC5IsQalW693GUS59pxIPlqMumGYsCp2JJJvt4hzWc6iFq9ZgMJWmY0iDm8Hw4TNMDUoANITU9HexsC6kUwTQaWuqRjsGK2roMRVTTP62sHAhGV7rdCHRWeBDBcvTe2WiVKS7QpQJvM36k7PkNKgWI53rh2pTg3KlScGc4f3zlVQUnqRkxicg1I4qJEVlBAnUUHZb7GIc1lEgmV/YEJRurNGtJXxxIaqKhj0DfR7tBlOkq5BoU6nySy2Yx+0qPIgiHVhcQVF/LkN1aD4LJB+XlJVBZqqdPJMsFUByvFigNLXC22GfT+A7axHgzI6sTCe2Hg+oT8B4si5Ky5eRRqUnsEKCifJyzHv4tVeEeeyiBavQd+AoWs86G2Y0YmF/YEJVVUSLl78TABgap0f1Gga3drbusZiUHkw7GE8sVs1k03sBweJCorQK7bBUCWr3TuJrqudPBNsVYAyOrEw2DGiQ95uT4ft+rmRpzgAndOg1JD5EQL55y4P574ei+TbsyjkITZsMyMjYFAkn7AZXnDxYgVljmSLl0g8tK0FYRVEBWWnr8PUVU6S3zCjiR3dh1EbMD8TAOH7oCjzB614DgrXsyYi2hPFvbw/MOH7ASZnxdrdpjBO6MIEbRo6mZWsTKJrKjUobWc0seeiaDGs8SxnFso0Q9CtqgpMXa20fH9rFqAkBfJAssWrGxudaJlTVSX177lp5U2Snzl2dHAxWgahuTB0FYauYbevt6JsXxWiArzb12EaGsXGG8T1fEzOnOjww0ny80xnbphJu346NjabRWODKAnUojU20qDMtXi1R68YjxzIPq4bmtrJpOXWBCi+H2A8sef6EMUslDyhfJ5eomfqlZbv0yyGgQ5qUGw3UyAPJOegbO+m5bjpixInyc8jglhxzxwMeltVQREaup2eDtNQedDbIOOESyQADmpcwLK9uSGNQCIZ1ZG9rWtMFzUoLbQaTm3xihwfm/86spKVSXSNGpRWM5k68P1gzslhN5qFkl2uTPNuF/TManu+b0YtXvMBSteG86XNlUmia8rWC35pMyxH0mYYCA+HbeuRXgWhQdmdaVC2ueq4aSKXyNkeU5cVfVuxZgOPkxjUoDSaxaHKbao8CBbdW8M/t+d1SLV46WzxajVpN+lOv3hYY5p3u6BvapVaSN48OsblizvREElB92yGz7uiJVEUZesFv1k2w3Gwuh0H8CKSInkgrKB4LeuRXoXTqQNFCdeinqFuddVx0wjBrdhjOKhxnjQ3TLp4NRthbCAqX22qPAjGkxSb4RZVgqJkZYbNMDDToHREo5xkiwIUsXkkNShhi1eeBiXPcapnapX1F5+cOXg4tvDcQnsXkHTx6kaAEm5U6UMaBT1juwW/tBmWw0mI5AFsnZPX6dTFbk+PgnrH8bametQ0hOD2YFEkzwAFQHrlXAxq5ByUZhJVUHrtrqAYujqX+D1o0dDJIpthIDwX0MWrxYiIPzlNdLdf3OIVlzjPH6j7pg6rogNBJJBPC1DEIt6BG9D3g1kvcvbDBoQP4zb3JWctSgxQ5ok1KLMWr0F77COr4NRysTNLtJiGCj8APJ8ByiZYFOOaNc3KaiOeH8B2/fMaFOoNG81iB0mb3K8Ewlkvac6w2zegqkorKijSLV4dPBNsTYCSWkHprdbi1TM0BEE1Ar8sgTzQLRcvsRHlaVCA8L3dZsFv1qIUT5Lv3mK0DOJ+ilq8hu3bQFfhbOpGiZbosLfFz80miSoosz1GE06PDkXydobZTHzPcj1rIosdJG2aHyIYn1hRYCVQVQX7LRk6mWWYk8SgzXC7GUUVlPMtXnkBytQ+P1xKEPUY57SIyXJTooLShRuwaEijwDDUrd60okVJW2zxmtkMdzBbsgzi4COekTa2ICxLEAQ4s5wo0UJ77s0SaVASh6GeqVGDgmyzGdHixaC6mcQuXvEcFKAd2g0g7ICZ2l4UWCU5GJjtaPHK0KMm0TUVnh/A71j1fGsClLTNIxLJW8UtXlkalOT3rEI0pDG3gtL+g0deRSqJqW+34JeT5OVY1KC0UcS5LI7rw/WCKNESzZTY4udmkyzaDAPhwY4tXtnrPqt+zUZU/0SCtm/q6JlaKyoPQPq5T3Aw7GFy5jQ+2Sc3qDFMXHp+s19LWbYnQEnZPETm8SyvgmJla1B6FfYY3zo6xqX9PoY7xrm/0zskks/T9CQxje0W/GYGKLP/9zro2LEMluNB19Ro6Gec4WvHBroKySnyAA97m0ZU6fd2EwGKUZ2RSpux7PTWXrG+bbPesMlYtgdNVaIzCNCeygNwvu0yyX5LhPKyGpTk93aFrQlQ0myGSw1qTLUZrsal5cxycffRGa5dGab+fZcqKHlzZZKYurbVgl9RITk3SV6lSD6J4/hR5QDYLg2KqPyKREuX1ok2MjqxMdwx5g5z4awsalDiToT5xFToPqd2Ql/ZRdJGAuwPexifWK1IHo5PziemBW2xGo4CFC3fxQtA56yGtydAmdizWQHxh7wr0+IlDtS9+lq8bt3NFsgDiTkoHTiUltGgANubDXazXLw6pEeqAtv1ovYuIGEfuUUVFJFo6bGCslHGE+tcprY/s6Jvw2GuTvK0nKbBAaNNxXLOW0MfDEzYrt8KbVVs/Z3S4tWSvUJmkrzRUXfP/D6bDjE+sSL7R8FuBYMagXjxzeP2vRP8/iu34adsVDfuZAvkgW5lRqeyGpSEu8tuP/v77j06w+dfupn6vgLATk/Hn//oi7ke4k3EcX2oqgJNVea+LnpNqwhW37p3gt9/+TYCpL93+4MePv6nX4jap5qI7XhzFZR+T4dpaI2toExtF3/wym38mY9cO/fZluUsClBEBWV9IvkgCPAf/vMNPD6Zpv69AgUf/cDTmUmXruH7AY4nNp55cr4K3jPCSrDj+tGatgnuPjrFf3rpVuY6Oegb+PgPvpjbRrIKefuoqasMqhuKZbvnrKGTlYfFodJNI829VbC/hmp7EAT4/Vdu43u/+6k5g6YyyLh4dTVx2ey7qyKCIMBoYuPFp/fnvm7oGnRNzR3UOLWr0aD8y994Db//yu3c7/nuaxdSv94lm2FpDYouJ/j917/zdfzGH7yR+z0Hgx7+zEeek7/IBuC4XuqCVOUclH/x/30NX/yjO7nf8+LVfbz3HZdW/l11Ybs+Bv153dbB0GysBuW3vvQmfvHTr8LQNfzwh55d6WeJ+U2xzfD6RPLfvPUYP/erX839ntfeeIi/99d/sPZraQLHpzb84PxBqD87wFmOt9EA5Vc/9w185otv5H7Pkxd28IPvf7qW3z/N0KAAgGFs98yrJmPZ3tzsOGBeu3H1icEmLkuatPl3gnU4Pn7j5mP8zL/8Cv6Hj78H//1/8+6lfobsJHmAFZRWcma5cFx/Tn8i2O3rchqUVBev8O2TKXU+GJ1BVRX8vb/+g0jLm+7tmhIBSvtvPktWgyLZrvJgFGZwP/nXfuDc5nfj6Bi/+OlX8ebb42Uvd2M4rj/Xyy6ILadXbxl5OJpCm92Ti/zBH93BZ774RuPdsGzHw6W9+RLbwcDEjaOTDV1RPt+5PQIAvHFnvHqAMkus7PSEi9f6WrzEc/fnPvoifugD5w+1/+s//y94OEqvrnQRIbRd3GNEEmtqedjbXftlRYjn+H/5ye+PAlrBq99+gF/57NfxcFzf55XX2tsz1MYmFLadNA1KW7QbQH4FZR1DJ+89PgOwmqtklh41SZWdFU1iKwKUyMErpcS209NxljNJPhJ1pw1qLKFBGc+mmX7k3ZelrjlJp1y8cjJpScRhq+g1jyc2VFXBn37f1XOtSO945gC/+OlXoxkzbcJx/dorKOOJjYOhiQ+n3JN3H50CiA/BTcV2/EivJNgf9mDfGmFquVEGuyncmgVOVdyTkQYlmoMidFv1rxNiTX3PCxdT75+DYa/xwW2ViMPa4h4T7xGbfY7EvfID77tyrt1VUYBf+Wy9bkZZInkg7GToQndA13A9H54fpGpQgHY4JaaZIwnWMXRSPFOrGCmVcfHqmrvnVojkszYPYFZByTmE5Wd+RItX8eYzmtjRg12WLlVQpDUokgO8xhML+wMzVSdxMDSxt2u2M0Dx6g9QRhMrtfQNALuzrHxe++Om8f0ArufPieSBxAbaMPvIIAiieUfVBChhYmVnQYOyjsNe3sYPhJ/BaGJvjTh8lFVBiXSKmz2An1kudE1N1eKtIyOeVzkPNSjt39u6RrxXp2tQ2pCAEAnMxTZgIGFJX+PrGM+eqboDlK6K5LcjQMnYPIDQAefMcjMncIZzFpTUdhuRWSi6+VzPx+TMydzMixCbShcEUGXmoADF2eDRSXbgpygKrl0Z4s79SesydI7rp/acRn7nKy5EjuvhdOqmlr6BxBDTnPbHTSO0FuZCBaWpLQgPRtMo4Lt9f7JywkH8LNGyEyVM1lhByRJ+Hgx7cFy/0QFulYiDyOJaVJUV/aqcTt1MQfP+GtyMckXyhgbPD+B17HDVdqwM57U2zZoanVjY301PYO7v1v86xNlzFadXuUGN3UliJ9mKACVr8wDCFq8gyHbismwvtSwNyGfHxGa+t2QFpUv9hdI2wxIiedfzcXLmZFYBgNC62Q+At+5NlrjazVHY4rXiQhQfMNPfO3GYOc1pf9w00RR5I30DbdoArhuJqonvB7h9fzWdzKLNsGh1a0IFpamfQV3Eg4DTNSibDlDOps457YlgHZnkPJF8lIzq2OGq7WTpb0VrVFOdEpOMJ3bqDBQA0DQVe7tGrWvUqJIKinDxypmDorOC0lpioVS6SB7IbmWxbC+zHSnKjhVEx6OcAEmGLg2zkh7UKCH4PZ5kD2ESCOvmm2+3q80rK0DRVAWqsvpCFD0TGfdk9Fw0uYLipNsvNrWCItq63v3Cxbn/X5bIxUtoUCSrjlUwKqigxFnWZn0GdZH1fvSbokGx3MwAxdA17Pb1WjPJeRoUc8tnXjWVrGRiJC5veAVFJDDTZqAI9gf1auVEVVJmFEUWZSooDFBayDjnIFs0TX5qu5mC7p5ki9c4J0CSJQxQ2n/zyVZQZA5bUeteTuAn5jDcaJkOxXW9zIyJrqkVBCgzXVbGPRk9Fw1u0RH3xmICoaktCCIg+aEPPBP+/4pB8+nCHBRZ3VYVjE8smLqauTZGQeKWVFDiJFTzNCi+H+DMcqNnOo2Dmg9quYMa1zi/h8iT1Za329eha0qUIGwqMgnMg6GJ44md2eK/KqLKtK4Wry7IAJJsRYCSN010t6CVxXLO2+wJZAc1xr9/uQoK0MEARVIkn1c1KmozAYDnr84qKHfbE6B4ng8/yF6QdF1d2WY41mXlV1Ca3OJlZwywEs9500ScN4+OoSrAD77/avj/d1dr8TqLbIYXKihrWCdGExv7wx4UJX3YZDyluVmfQV2MM+xMm9DiNbVdBAFyh+rtD02MazQ1yFv3uzTnq0vE3Q7z942iKNgf9Brf4iWTwDwY9uAH4RyjWq4hqqCsEKB4xXNQjJkMwKWLV/vI88LOmyYfBAGmtpcp6JbdfMTvz8pWy2BoHQlQpAc1Fgt+xwVtSgBwab+PnZ7eKicv8Tln+Z7rmrqyHmmckfEVxBqU5lZQHCddg7KOAVxlCYIAN94+xtNPDvD0kwPs9LTVW7wsFz1TgzbbuCJr7jVUUEYndmZwCyTb7JrzGdTJaGJhp6eduxd7km3AdbJoppDGwaAH1wswqel5n8q4YbLFq1HkjQRo8jBcgUwCs06tXBAEUZJslQSFW8JmuAs65SRbEaCMJxZ0TU3NIEVuRSmtLK4XwPeDzGx/T9KhJaqg5GzoRYRe8e2/+eQ1KBIVlEl+mxIQZnuev7KH2/dOWtOfWZQxqaTFq6D8rWsqTENrdIuXONCcE8kP6x/AVZbHJxZOzhxcu7IHRVHw3OU93Lp7spJz0dnUiSrAQFx1rPugN7Vc2I6X39sdCWmbfYipitGJnWo40ZOsstfJoplCGgfDeitedt4cFMmZV2S95AWVB4PebAB2c4NKmQRmnXrF06kbVTRkRlFk4bg+VAVRIioNtni1GJHtS2tHiOY9pLSyFE091zUFqqoUHgiiKcM5G3oReodavLJsm5MYMhqUnMpYkmtX9uB6Ae7cb4eTV1HPqa6vHqCMJcrfu/38IaabRmyO5sL7NJj1SDfJQUpUS4QmKrwnfbz98HTpn3k6nRc+x3NQ6l0nioJbICmkbU6QWBciU5q2Dsla0dfJoplCGnXrtqa2C0NXoaXYva5TO0Xkibsdzp9/9htYpV5EJoFZ58ysZIJsNQ2KBz3HwQugSL7VjCdWZnCQ1+KVZbMnUBQFPUMrzI6NT4o39CIMXYXrtX8Bn+a4oiWR2bTytEVJxKGwLW1eRSVdQ1NWzpTIlL93e3qjW7xE8Hp+MraC/YFZ61yHstycTZAX96Jwl7uxglD+1HKxk8iKi6pj3RWULEF4kigj36AgsS5EpjS1gtIADcqimUIaBzVXHfPcMNfpPkfkibodjPP3TVOdEpPIJDBF8FJH5TC5/7hesHTwkOXomYQBSkuxHQ9nlpdph7mb0+IlM/W8b2rSLV5iMNAydEYk72TPlUkiI/jNc2dL0jahfNTiVaOL13hiQ1GAYc49udvXG93iJUTyPeP8MtY0EWdaBSX59bJ4ng/L9uZbvNbUKjMuMFgAQg2TrqmNMyqog7wW3n5v8xoU8Qzv5AYo9QaUluNlOr5FNsMNbhfaRvIcN+usPFRFdO7KS6TU+DoWn6VlkxRyAYoQybf/jJik8wHKqKB6Ifpy0+Y9RCKxnNJ4z9QKHRpGJzb2do3cHsIiwgpKUJsd3rqwbLdQfwLICX6jylRB4Pfc5SEA4Obbq7kmrYt1tHiNTizs7ZqpLReC3b4By/YaO+E5qqCkJBAOhiZOp83pkb55dAxFie/FKEBZMmhOEz6vq1VmLLHxK4rSCiFtFcS97tkVlKm1QZF81OKVrUHZr7klb2pnu2FGrYmsoDSKvABlvwUufTIalDrnNS3+zGWTFI4nEaBETnjdeoa6H6BM8ltZIreilEyxjCVu39QlNChWZgVHFqMjJTzLzs6kJZFpVxlNLAx3igO/yxd3YRqruyatCyfDPlegayqcVW2GC1yYgPjZyBpiumnsDJE8kLQabsYB+cbRMS5f3I3c6y5f2oWpq0vfk2nCZ00Le/zrDlBktV/7A3M7KihiplDKGt+EQY0yLV51uhkBosUryw1zPa2JpBz5GpTmzzkSZ789CZF8He3A4r25sBf+jmWNMlzXz7UYBpItXu1OYC/S+QClKIrOm/eQN1xK0DO0XIcG3w9wPEl3eCnDugSwdWM5shqU4tc7ljhkA4CqKrh2ZYhbd4/htaACVVhBmbV4LTuzwPMDnJwV35N5+qwmYGeI5IFmiTiPT208PraiqgkAaGro5HXz6GSpqujpwgwUgWmotc9BkdGgiL8/s7zOi5/zWt6aMKjxVMZmuEZNQRAEuZXzeG/r9n3SNvIStAc1Vh6qYjyxMdwxcg156mxtFO/N5Ys7AOpu8epGAnuRzgcoRU4OeZPki0Ty4u/yBFDHpzb8YDWLYSA5zKq9N6Dr+XC9QKrFS7zerL5k3w8wPpUP/K5d2YPt+ri7gmvSuogClIyFVXx92WDreGIjCNIzvkmi9seGVlCy5qAAzRJxLupPBNeu7MF2PNx9VP6ejJyZ+osBilb7QU9W+9WkILFOYlez82uRrqlQlaaI5PMmydfXi+/OBs9mrftxtby9e1sXyRrUCCQqDw2uoMgkMA1dw05Pr0WvKN6byxd3AawQoEi0eIm/p81wyyiyU+2bGhQl/RAW+4Dna1CA7L7vOLu2agWl/QFKPPipWCTfK3B2OTlz4PuBdOD3/Io9/+ukcFDjiotRUdujoPEVlKjF6/z71CQRpwhQnr8ynPv6tavDub8vg/hMFisohq7VftAbSfR2A/U7QzWFuKJ0/v1QFAU9U2+EzXDeJPl+T4dpaLVoCqY5A/+ApLkDKyhNIrfFq+aWwFUpk8CsSysXV1BWDFBcP9MwR8AKSkspslNVFAU7PT21xUtWgwJkl/Dz+pPLEEXILb4BY9vCEhWUjMBPxiY3yXOXZwHKCrau6yJu8cqevwMsfy/IiAeBpD6rmbNQRCuTmfI+iY2pCSLOG1kVFHFPHpU3bzjLyIqbulr7JPnRxIKmKhjsZGfkgfj+apLdcx0UJaF6prZRDYrMJHlgdlCr4cAZ76Ppv188v7QZbhZ5LqZ7uyZUpRkV6jTKJDAPBj2MJ9bSLdNZjCY2TF2N1oVlNCieHxojybp4cZJ8y4jaEfIG0mXMe7AkNSjh92YcpCuqoMQuDe3NMsm0zAmKBL8yn2sSYTV8owVC+aI5KCJbsuxiFLc9FrR49RpeQckxE2jSJHMRFKe1eAFLVlCs7BavujUo4xMb+4P0wbdJ9resgpK1FslY0ddJVrVtkYNBPZnkSMvZK7AZ7rhWqW2IezathVZVFezVdL9UQZkE5v7QhOsFle9z4xML+8NedN8vYwIhzntZ3RSCVbsqmkrnAxSZG3WnbyytQelHIsj0m1tmYrcMXWrxkglQgPzDVtkKytVLu9C15V2T1onjFbh4RYvRchmf+J7Mf+92cvRZTcDO06A0qAXh5tExnjzon6t2PP3kALqmrNTitTgd3DTU+l28JpbUcxcLaTf/GdTJaGLD0NXMACAc5rtBm2HLhaIUt9buD3uwHQ/TijVnRZ0I8cwrBihNwrJdmIYGNcOKfn9WeWgiZRKYYh+sOpEymoQamMhqfIk1wC3QowrY4tVSRic2VAUY5rQj7PZ1nFnOuRLfVEIz0TPzo2PRYpIl0pfFWDFr3gTKaFCA8LCVVTEalQz8NE3Fc5dDJ6+qS7lVU+TitarltKxNrMjOnzW1xSvPZrghIvnTqYP7oymeW6ieAOGm8sxTQ9w4Kn9PZgmfDV2D4y7v8FaE43o4nbpyG38kpG3mIaYqxicWDnIqSjJW9HVyOnWw09MzD5qCunRb04LEVBeSb10kb7gmEO4fx6dOI+dklUlgRk5eFSZSprYLy/ZwMOhF551lqqhFZwGBQZvhdjKeWNgbmLmL825Ph+sF5xZIGQ1K1OKVMYir7EE6iy7YDMeuIHIVlDzB7zKB37UrezizPNx/PJX+N5tAxmYYWEWD0jGRfMr7NNw1oSibr6DcuhvqS55PCVAAcU+6eDAqd0+KFq/F6eCRuURN60QZ04+mC2mrYjSxc9ehnhkGjZuyOD+duucqbWnUFVAWdSKIBAPnoDSLvOGaQOL5Pm3e813m3FXHkNKk02GvoMsmD9kARe+ARjmNzgcooxOZeQ/prSwyB2rh8JW1uMb9yXTxsgrcXBbpGdmC31FJDQoAXLu8vGvSOimyGV51MZJ978Tk6aYGKOJ9SqugaKqCvV1z4xWUGxn6E0EslC93T55lDN+L1omaDntlWlabUsWqkzhTmv1+RFX2JQe1rcrp1I3aNfPYr6klr6hybnKSfCMpGqocDcNtYAvnuMS5a7+GymFsRNMr7LLJQ3TMyLp4tfl8mEanA5RwIJ0j3cqy6FYkOwcFyNGgSLbTFNEFn+vo/ZRw8QLChzIrE5xcAGS51hKhfLGL12qLkWzQnDfEtAnk2QwD9dlHliFrBorg+SWF8rEGZcHFq+YKyqhE5XK4Y8ycfpp3gKkKsQ7lPUtFRip1EgQBziyn0MELSDjfVV1BKXBvjETy1KA0iqmdP1Q5NiJpXgJilKhgFHEQzWuq7nVERjQDc6XnX7qCQg1K+zi1wg+rWAyc3soiZzNc5OJlYaenpWZ5y9CFCFlmrkySnqFl2wxHszxKVFBWcE1aJ8UtXivaDE9sDPp64aIXPRcNHdRouz4UBZmTgvcHPZyc2RtrrQGyLYYFywbNWdaxdTsiyeqXgNjpp8saFJl1qF9QZa8Txw2H48q1eNVUQZFs8aKLV3Pw/QC24+Xu1ZG4vIEJiHg2kYwGpfqhk8l1suiMmIeT41SZZNUzQVPZigCl2E51NjE7I0Dp5yzuReU7mRYzGYwu2AyXdPEyDDVT8Ds+sUsHfs88OYSqLueatE6KFqXVRfKW1D0ZTZJvaIuX7XgwdC1TnHwwNBEEwPEGNRC37h7jwrCX2U737FMDqMoyFd0EDF4AACAASURBVBQHuqacu0fimRI1BSgT+Y0fCIPEJh5gqmIskamNq+zrX7tlpsgLDmroxQeKBzVqqgJV4RyUJiGqWXl7dSwub14CItbKyWhQqtfKjSdxl0KRDCAP2QqKoijQNaXVHTZpdDpAmUzDG6JoM43dihYCFMeDoqSLcAV5gxqDIMB4Yq3c3gV0Q4NSZlAjkOhNTnnNo4ncITuJoat45skBbi7hmrRORN9p8ST58q8hvCdtqdK3qYezaJra4uW4fu6zWZd9pCxT28XRw9PM6gkQtvE9/eQAN94ud0+eWi52esa54KzuFq+4pUluTTsYmjg5czqX2ROMJFpN4xaP9Qf6WfNy0ogOnBUH9EWDGhVFgWForU6+dQ2Z7pF4fW1eAqJMArMOrVyyghLbDC8vks/qEkiia2rn1tlOByhRi5esBmXhIDa1XfSM7AwtkN9ffDp14XpBtRWUFt+AIoMgK5LPalcJggCjE3upwO/alT2cnDl4fNy8rI+gThevyZkDzw+kMuCKomC3rze2xctyvNwNaL8G+8gyvHX3BEEAXLsyzP2+6J4ssUGeTt3UQ2ftLV4leruB+BCzySpWnYylWrw2X0FZdHtLIxqsWfHzImM2Y+Y4NpL1I2Nos19TQFsFZRKYfVODqauVBlpJm+PVWrzkKiiACFCam3hdhu0IUIoqKMKtaLGCUmCzB+SL5MuUGYvoQgWl9KBGPT0bfGa5cD1/qcBPZLObLJSvc5L8qOQ9mTXEtAk4jpcpkAeS7iybCUZF21aWxbBA3JO3jk6kf/bZbLbFIkbNjkhleruBpJC2eYeYKhjJiORXcPFZlbMMM4U0Bn0duqZU/rzImM3kzbwi6ycOKnM0KA116SubwFQUBfvDXqWtakm3Q3OFQY2lAhRdbfX5MI1OByiixaso25clkg99wPMzT3mbT9l+7Ty6MAel7KBGIyMbXEaou0gbhPJFZV19BUe3si06uz39XOtjU7BdP9d+MbLB3NDhWATBaUMak5QNmoMgwKmVXkHp1eyINJ7YUBRgT7bFqyZdQ1OIM6V5GpTlB7WtiugKkGnxUhQF+wOz8oqjTDbezDFEIetHptuhqXOOlklgHgzNyisomqpgsGNAVRWYhrZUgkJ2kjzAFq/WEYnki+Y9ZLR4WQU2e0B+i1dVFsNAYpJ8iwOU0hqUDHeXVQK/51tQQSmeJL+8Y0fsOiT33u32dZxNnUZqdmzHiw7kadTlSiRL0ZBGQdmgeWp7CIJ04bMRieTrq6AMd0xoBVPJBXVMaW4SMoMrN6tBSXd7y2J/0Ku+glKgQQFCvRtF8s1hKqFB0TUVgx2jccmHZRKYB4MeLNtbSieSeg0TG/sDM5IH9Axtqeff8cLPQS+YgwKEZ0QGKC1iEmlQ5AY1nnfxcgv1Ev2c7FhVQxqBOGve5jK4TKk/SVaL1yqB37OXh1CUcu0060Z2Dsoy/aZlF+/dvgE/2Ez2t4jCCoqwj9zQBnrj7WMMdwxc2Mt//p+b3ZOyAUqUFU9p8ap7pkRZ7demjQrqZnRiQVUVDHJcsvq9zc1ByZqXk8XB0MTp1K10nxGHPvE+pGEY2TOvyPqRbcfeH1RbeaiCZRKYVesVxyfW3Lmz39Pq16DoCgOUNnE6layg9M7Pe/D9ALbrr6RBKSsozaMLGpRpWQ1KZotXPASpLD1Dw5VLuw1v8cq3GV5lknzS/lCGtGejCbieD98PJDUo699AXS/AnQcTXLuyl2uyAYRJjssXd6WrennC5zpnSoSDb23p6hvQbCFtFYhMqZpTUeqt0IO+KqI9U0YkDySHNVb3eck4QomZV02s1G4jsgHKwcDEeGLD3+CsqUXKtjED1SZSXM/HZOrO/f6eodWvQdFU2gy3iYnlYbBjFFq07aS0eMlOPY/K92kalEhQWl2A0uYbUGajSiIOW4uC3zjwW64yde3KHh6fWI0rTQuE+D2r71RTlw9QylZQ0p6NJhBPkc/rkd6c/uHBsQvfD/D81fz2LsG1K3t4fGzh+LT4YBgPaTyfFTdrbPE6ObURBOU2/ihIbOiztirjE6vw/djkoEbx3KYZKqRxUIOuQNj15x2yjBWSLqR6LGdW9SrQix4Me/D9AJMG7Q8yurBF4nVq9fs+mo2UWBf65nIalLIBikMXr/ZwavlSwYFYvJMieVlBt6oqMHU1NTqW6U+WpSs2wz0z37Y5iZhxsdiuknTIWAahCRAagabhuH44vCwjK7tKsFq2/J32bDQBsXCbOS1ehq5i0Nc3kr2/Pw437OcuywcogFybV57wWRhL1NEKmrTOlCVy+ulgBcVxw0xp0bO0yUGNkYuXbAWlBmemqe2hX7Du1xlYk/LIJhObmIBYJoEZzwBa/XWkrZM9U4dll68QlrcZ7tbz09kAxfeDMECRuEl1TYVpaHNtLGX0EuLmW2SVVqRFuuHi5UpXT4Bku8pCBWWJg1KSplsNO66fuyDpK4jko/J3CQ0K0Lxp8uL5NHJavIBwk9rE5nlvFL5fRQJ5wfOzWSlyAYrQFaS4eOmiolv9OjFaIjEQOf10UCQvql1Fz1IzRPLyGhSgWmOJ0GwmP0Cqe34PKYdsO/ZBTbNzVmGZBGaVrY2RRjbZ4rWk1XiZAMXQVfh+0Kh2u1XpbIBycuaUakcQbkUCmeFSgl5G+W40sWHoqnR5PY8uaFCsWSZNlsiRKKOCsmzg13Sr4eIAZZU5KBZMQ5O2eo4c7qzmlPCB+DkoCnhFj/S6e9vvjcL3K2+KfJIyQfNpTla8zgpK2eAWSDj9dFAkL9vCu8kKShmbYaAeUwPLdgv30SgZ1eL9rUvIDlWusvJQFctVeqsLzMWzk6zg5Lm95hHpUbXic5M4F3h+d56hzgYoZW/S3Z6e2uIlk/Hvm+kWcuOJjYOE1dwqGB1w8ZpKDL5MEmfVzldQVgn8nrssn63eBG5RgLJKi1dJF6bdhrZ4iUxrUWbpYNiD5weYnK03wLo3crDT0/Dkhb7U90dB89sSAcosWNxJ06BkVB2rYFTSYEFwUMNsjSYQuwnKtXhtRoMyE8lLrpVVuxkBcWtvHuI5ZgWlGUwtMRIg/76JdX7Neb6XSWBWOXQyTecZrQFlAxSvXIsX0O4k9iKdDVDKTnHf7evzLV4lhgr2zHQLufGJtbSQe5EuzEEJNyr5oCJ7Dspqgd9u38CTF3YaG6A4rpfre76szXAQBKH9YYmFW7SGNDVAke6RXqMGwvN83D92pRy8BLt9A08e9KXuybOcFi+zxoPeKKV1QYaDYQ/j02Y5/VRBrOeSFMlvooJiuTANrdAoRnBQw/Mylaic92p0nyPliSooOdbQQLKC0pwAZZkEZpXmEGk6z2WNMsraDAPLjR9oKlKr1nQ6xZ/9s38Wv/Zrv1b39VRGaTvVvgHL9uDNItZSGpTZlNBkG4nleJjaXiUOXkD7W7x8P5AafJnEzKgaVRH4PX9lDw9G07Vn1mVwvSB3cqwRBSjl7gXL9mC7fqn3bqehLV52wawYQTwLZX0b6NsPT+H78gJ5wXNX9nB/NC10TMtr8YpbZepo8VpO+7U/MOH7AU4a+KytwuhEToxrLtneUQVnU0e6vQuoNpMMhNbUjusXZuLbvr91DdkOkibOOVomgTnYMaCpSiX3fVorbGw1Xi7R55YUyQPdcsKTClB+4Rd+AQcHB3VfS6WMSnphi2j7bPZgRsOlJAKUvqkjCOb7Z1cVci+iaSpUpb0LuDgwldGgpA1qrCrwi1pq7javiuK4nlyLV8mFaBmRszjcNE0kL6yn8+agAMkKyvo20BuzNi1ZgbxA1l0uT/icZc1dBaOSVWlB1YfephBlSgveD23m9CisW9fJ6dRNrbRlMdw1oSjVZcQtSS2nmWPXT9ZPmUGNQLNMMJZJYCqKUtnQyfQKyrIalHAd18sEKC09I6ZR+Kq/9a1v4Zvf/CZ+5Ed+ZA2XUx2ym4dgd2HeQxkNSiSCTLSILTMsqAhd19ZiM3z73gl+5ys3Kv2ZsgtekrQWr9gZbbXAr0zPf1U8GJ3ht770RqFgW1okX3IhWiZoXqcG5bXvPMRLr9+V+l5LYg4KsJr48SuvHeH1Nx+W/neiTeua5AwUQSSUL7gn86xjRdWxjoPesq6ETWwDSfLFP7qDb9x8VPrfxW49xc9Tz1xuUNuqnFpuqQqKpioY7piVBZOynQhRYN2yw9XD8RS/8QffacWAydGJhX/3u9+GJ9FqGbt4FWhQovW1/P1y5/6k+nPGCgnMg2EvqhKvwujEhqIAeykuXmXXgLIuXkC3KiiFK9fP/MzP4O/+3b+LT33qU9I/9Pr16ytdVBXcmx0SHh69geuTW4XffzION6ivvPQKrlww8PVvhlnM22/dwPXr93P/7eR4NPu3X8WFQfiWfuP2NPy5o/uVvR8qfIyPJ7W/v7/yuw/wtZtnCE7vRK9nVR6dhIeqyfFI+vpvPwwPADdv3cH162dzX5uePl7pfTh5FC5EL736LVzSsz/fKt/r33rpMb74+gms8R08+0T6AhoEAWzXhzU9zfzd49Nwkbt7r9y99fW3wvfw+PE96X83Og0/t1u3j2q/737hN44wPvXwib/0TOH3/skbpwCAO7dv4fr1x5nfd/dO+Jpf+/q38aSR/xwnCYIA//uv3sYT+zr+5z93RfrfAcCrXw+DmkdHb+D62VvS/+70cXhPfvmVb+Cidi/z++4cha/j9ddeRX+hguS44eHj/sNHlX9eb98foWcoeOXlr5b6d+NH4Vr80iuvYfpop9JrWhXPD/AP/9VbePqSgf/p4+U+52/dCD+HN7/9Ou7fzj+AK/AxPs5+ptNY9fPzZm21rjMt9bN6uo8Ho3LXmsXDaN3PX6+P7oT3yGt/8g0op8X7dVP47FdH+L2vHWPy6DbeeVXOEGMdpL3Xn3t5hN/942Ocje7gu57Ov9Z7D8Lz0NdefRlaxjwugaEpuHOv/H78qS89xFe/fQrv5A4u7VVzznhwHN5vvrPEOcmzMJm6+PKXv5I5g0yGo/sj9E0VX/3Dl6Kv3Z2dR197/eul7u97D8K95I9f/SPsmPlBysPZZ/byK6/izgU5W/EsmnCGBwoClE996lP40Ic+hGvXrpX6oYeHhytdVBV85CMB3v/Cl/EjH/sBqe//46Ov4cvf+Abe8c7vwXvfcQlvjr8J4DHe++534fB9V3P/7Re//VW88sab+J53/6koCzoKbgK4j/d+zztwePjiai9mRv/f3YNh6LW/v7/42c8BAJ594V14zwuXKvmZ37k9AvA2rj1zBYeH3yv1b556ewx85i4uXnoSh4cfDL/4+hGAu3jXO5/D4eG7l76ey0fH+Oef/R3s7l3C4eGHUr/n+vXrlb7Xv/O1rwA4wdVn35F5T7meD/zyW7h4YT/zd49OLOBTd7B/cKHU9T32bwB4gD/17nfi8PAFqX9zOnWAT/0GdgYHtd93Z5/+TZzZPj784Y8UbhCPvDcBPMR3v/MdODx8PvP79i8/wv/7+S9gePAUDg/fL38tlgv7l9+CB6P06/7tV78M4BR/+vs+jAt78tWqd01s/D+f/U3YGOT+zl/90u8BmOKjP/B9596nIAiAX3kL/Z1h5Z+X++8/g0v7u6V/7ii4id966SU8deW5ytbCqng4nsIP3sKDY7n7Lsn//R8+i71dEz/8Q99f2O++99ufw+TMkX7vqlh7Tk5tAG/hypMXS/2sK1/6PXztOw/woQ9/pPBwWsSbd8YA3sYzVy/Ha3gK9+w3gJdexrVrL+DwsNx5Y5N84esvAThGb/8qDg+/a9OXAyD73vnNl/8zgGM8efVa7poJAL/8+1+Aptr4ge//vsLfd/E3H8D1g9L3669f/yKAUzzz/Hfjfe98otS/zeK//PHbAN7GB9/7Ag4Pv6fUv/33f/glvHH3CO/7wAel5wal4fz6b+LSfn/u/bjvvAlc/yqevfZiqfs7fI+m+P7v+0hhN88f3noV+Ma38D3vfg++67kLy15+5ecemd+XRW6A8vnPfx43b97E5z//ebz99tswTRNXr17FD/3QD1V+kVWjKAr2duTbiaKJ2ZZo8RI2e3IalPDfxOW7cckWMxkMXa29BO64Pu7cnwCotq/0bNb+tlOi3SBN8Dsq0VaRxyb64kXbYd7vdCTE3/Ek+XJtBcu4MIl7u26RvOcH0eC7qe0WbhC29ByU5USc4jNaRnsj2kTL3OtA2Dp1YdjDrQJd1NnUxU5PTz1MK4oyWyeqbScKggDjiY3vem639L+N2uwaJKQViM95anu4PzrD5Ytyr89yPBw9mOC973hCSozb72l4OD5b6VrLkmemkMf+wEQQhAHOqhrKuMVLclBjy1q8RNviraN83VgTEK2nMu2uZWaW7Q97ePPOGEEQlBKmi/WgyhkqYo6U7PypJEk78GUDFN8PcDyx8exTw7mvxxqUcvtJdB6QcOFbZYBzU8ldNf7xP/7H0Z9/9md/Fs8++2wrgpNlWLRTjRbWAps9IN3nPhbpVyOSB8Kb9MyqVwtw5/5J1KNa5eE93izlH/w0wW9Z++gshjsGVFVZa1+8uCfyhHgyPafLunXEQbP8PamqCnYWZgTVwcmpDdHGfWZJBCize6J4kvxyIk5xX5xZTumN98xyoSqxHqQM167s4dVv38fUdjMtzk+tfGcmU1crn4MymbpwvWCpxID4N00S0gqS13Tz6Fg6QLl97wR+IH8Q6hmhBqXsvbQKZafIC5LJm1UDFFmzGZGQcVomkhd7pMyA1U1iOx7efhAmHmX2dZnZNYKDgQnH9aXW7STRfljhuiCCsLIGJcDyQvYkx6c2/OD8Hrv8JHkPmqpIVXZj85zm66Fk6ewclLLEIvlZgFJyUCMwbyEXC5LbVUG5mcgEVemFnyfszSLN2aWsfXQWqqpgf9dc6wTcsVQFRUyOzX40tSUDlNESk8CB8DOr28Ur+Z7IBEPCOMEssBnumzp6prZ0BcX1gtLP3KnlomeoSx1Er10ZIgiAt3KcvE6n+cJn09AqnycxXmE9269wSnPVJO+LMnORhJHBtSvDgu8M6RkagmC9IvCyU+QFVc5Ckd1Ho0nbNbjP1Yl4j5o6U0vw1iygBuTMKizbLbSGFkRW7iXuFzGTC6i2snrj6BiGruLKpfKV3mWnvSfJGhLZX1Yk7+Ub5iQxttHFS/DTP/3T+LEf+7E6r2WjCLeis1kry7TMoMaUGzvO9FdYQdHV2l28kpmgSisos/e1jOWlmeKNnzaldVn2h+baDk2iRQbIX8hlbAVFRqW0i9eSwV04xLTeFq/kYahoDggQt/0V2QwD4YGr7Oec/P6y1aPTqYuesVyWXGT+8g48oXVsdqbSMLTKW2XK2rYniTLyjWzxij/nIve0JMKe/JrkrJv+bN1bp5NX2Snygiqnycf7qNwk+apbE+tGHLLHE7vRNto35/Z1uRYv2QpKZOVe4vVPZzO5gOoqq0EQ4NbRMZ59ahgl8cqw7DDFJFlOmSLYW8ZmWDZAEa95HU6v64IVlBmZLV4ygxrN85vPeGJDVRUMVhBbLWLo2hoqKPFCVmX70zItXuLBnNegVDdf5mDQw8mZs5aezdNZiwwgF6AULUq6ppZv8TqxoWsKBiUzqrs9o/YWr/GkXEAQz0Epfj73Z/aRZaxAk5W1ssHZ2dRBTyJwSkNYE2e1jDiuB9fzc/UtPaN6DcqywW14PRr6ptbIFq9lKyhRK4mklXQV2dmynC3b4lXh8D1Ze/lYb9iew5WwtBU0uc3rxty+Xvy5TksEKHECQv75TgYzVZ0z7j0+w9T2ltKfAEkr4OX3uqxZY8v+7DIBytYOatwGdhZavMoMakzXoFjYH5gr2dUtYugqfD+Q8jFflptHx5HYqo4ApYxwWFGUWT99PYGfyBQer0GHktzs8zJNYnEpWpQMTVlCg2Jjv+SEXSDMwDquX2t2M+k/fyqhsxL3hMzifTAwQ+vmEofDZSsoQRDMWryWe+5FRj5rWKOM8NnQq2/xWrVyuT/sNbKCItY4XVNw8+hYOoi9eXSM3b6OS/ty1rLxHrG+YY3LVlBWmR20SDyoUVIk3yINigi4xX55q8EBihDx65pSGEi4ng/PD6RF8gdLDGtMni2qqjzdXEEgD1SjQRH72OKgyFUGNeoFbcwCo4MieQYoM+KBdEsMaoyyYwkNysReedr5IstOEJfF83y8de8ELz69D11TN97iBczaVZxki1d1gV+VvdZFJBdvOZF8/n2n6+UrKKOJtVQGfDF4r4Pke3Im1eIl5+IFJKfJL7eBltHfhEJoLF1BubDXw3DHyGw3igKUnBavOkTyyxgsJBFtdk0baCeey3ddu4jJ1MWj4+I1z/V83L43wbUre9LB/rKD2lZBtCuX1qAITUEF67/0oEb9/FDepiMC7ndduwig+RWU3b6OZ58aFn6u0ZDG0hoU+ftlLkCpaP9dRSAPxHvJKs9oUQWlbIDiur6UgxeQOB+2qApZBAOUGdEhzIpF8rqmSvUyLkbHrudjcuZU6uAFxCKoutq8jh6ewnF9PH91HwdDsyaRfLnKh7lgmTqaVQGqYJ1Ww3MlbSmbYYkWrxI2w47r4XTqLpUBFwecOh3kSovkhZmARHZpmc85me2X0cQsfu+yFRRFUXDtyh7uPJikVqxkhM+mocHzA3gVJjJW0aAA4Wfgen7tLoRlEZ+zmMNwU0KHcuf+BJ4flDoIpVnR180qNsNANQdHaQ1KVEFpz+FKBLfv/67ZvdPQACUMqE9w7coeDoY9TKZu7hnCKtE9AiQ1KEu2eFW0/5Y1rlikV8EzmqlBWVLf4rgeW7xIfHA+S2hQZHswF7NjkZNDhQ5eQP1CwqSH+MGgV9nCASy/WZqGFjm7iMBv1RkogmVK08uS3Oyntpe5UEUuXhIBShkxXGTasMR7t6jPqoPkZ1CmxUtGJC820DIti2WvJ/reqZiftPzS+vzVPfh+gNv3Jud/vsQ8oTr6+UcrVlCWOcSsg9GJjb1dAy8+vQ9ALgsuvuc5SYE8sBkNiky1LY1lRM9ZlHXxslskkhfPxOWLu7h8caexAUoyoI7XwuzPVlY3JNhfYs7RaKGjoIrK6q27J1BVBU8/uWyAstyskiTjjFbYuDpTvwbFoc1w9zB1FZqqRBnKcA6B3AO66P4QRdEVt3gZKa5WVRL1cF4eYn9o5h6ky7Ks5aWZEPxWHfjtVygGLULcE8MdY+7/F5EdzFRWJL+sxTBwvv2xDuYrFjIBirxIfvUKivymIioEy1ZQgLiH+mbKwMYziUNnZC5RYbvMOKN1QRaZg9EmGM/aHoXYXeaQWVYgDySq7GvVoCy35hq6ht2+XokGMdZy5l9DNAelRe0pSV3Wc1f28HBs4eSsXrfDZUgG1DKWwGUMgoCEqUIpDUq8H4oZKqsQBAFuHB3jmScH0gf6RZadVZIky2bYmJ0vyyQogiAoZTPMFq8OoyhKOO8h0eIl098OJCoos38bR9EVt3jNFvG6bsAoQLm6l1h0qjlQnFoudE2RaslJEgp+/blrqSrwW+d8BrFwicNnVtVGtsXL0NVS98Eq7me7C+2PdTAvSpfQoERzUORE8ou/o+rrWfze3pKbJBAL5dPajWQOnVE2usJ2mfGJBdPQIrvcsizj9FM3YurzwdDEM08NoShyFZSbb5cX425CgyJTbcviYNCrJJiU16Coc9/fBpIzuUS7XxOF8rcSAfWBRHWsjP4WCNciXVNK3S9ifY32wxXXhUfHFiZnztICeWD5WSVJRhMLOz099ZzTM7VS97fnBwgCOSMYIDEHhS1e3WSnb0SLehmbvf5C5B21Q1Qtkp+5NNRZQQmHHA2iEmVV7U+nUxc7JVsNgHCRFIfRqgO/dc5nEBuCyLpm/U55DUo5F68s8Z4MO+to8ZpYUTVERpTuuD40VZHSiJUVcTquhzPLja9nqRav1SsoaYfleDp4notX9a2go9lBflnidsrmVFCSU597hoarlwZSFZQbR8fomRqeurAj/bs2YjO8pO4PCJM34wpab2QPu4YhJsm353CVrKDkPbObJtm6vT8srnZMJZ3XBIqiYH/QK5cAmizshyuuCyJpsKxAHqjmGR2dZK+TfVMrFfxEM9FkRfIMULrNbk/H6dRFEASwHE9qSCNw/saOW5HqqaDUEaD4foCbd0/w3OUhNFVZqq80j7OpU7rVAAgPW0LwW3Xgd7CENmFZRgsVlKzFvK45KFn2hzJEQ0xravESQyyvPhFO/5XSoLielP4EKF8pE98XXU+JwKwKDcqTF/rY6Wmph2UZ69haNCgnq7kSHkgcjNbNYjvGtSt7hQP3PD/AW/dOcO3ysJSTYNqsrLo5nTrQVEWqyrjIwaAH1wswWTEpMZXUM2iqAl1T2qVBSVSlZQasboqbiYD6QGJftySNDZIcDM1yLl6zmVxXnxjMrme1deHGihbDwOqDGsN9zMrUefYMvVTwI3sWEOj6zGaYLV7dZLev42waDu7z/aBEi9e8+0OV086T1KlBuff4DFZiyNEyfaV5nFruUgFK8rBVdeC3t0aRvGiRuXwxzLpmLeZC+F7kfR7aDAfSGc5RRm+sDLs12wxPZkMsL1/chaLIt3jJtguWHTwnDh5PzzbPUi1e1mouXkDs5PXWvZNzTlxxi1eOzXDU4lXNYW9qubAdb6XnLk54NCdAWWx7FO4/eYfMo4cTOK6P50oehDYyB2W25padewQgUUFfLUFlRy1exWu/aVQ/v6dOkjO5nmtoBcXzA9y6GwfUYi3M2/Nkg8okB4MezixP+vMTlvdVVVaFXm+VAGXVQY1iGHOWzrNnaqUE+E4Jp0ogKZJngNJJdvsG/CA+lMs+oLqmQFWVlBavqiso4gasfhFfHHIUbVAVHCiCIMCZ5S7VapAc4FV14KdrKoY7xlpavMSQRCHMz3pfy7h4AYim08v8fmC56lPkcFeTBkUEaxeGvaiK+f+z924xknT3fdiv7n3vvc7s9Lez5gAAIABJREFU7rezlESRskSJuny6GRYYGBBkB7bhBwHiq5PHAEH0kBcDegkCCBCRlyAIoAS0oACJASUUEAOS4MhCEkuOJCtZUTQpUjRlipyZvfTM7Mz2vau7LnmoPlXVNXU5p+rUbfb8XmR/nO3p6T51zvn//79LFrY7h0ogD4Q40rQTlCWZoHgFCsvfveYwQQG859CyXby9Xh2+PgXFS+cski9CDyTgrWnjgejfRSOUz0sl4RECx4rVxvLpmazg5bq22Vq+QDgLuqq0ymY4nMk16Gp4MDIaN0GJFtQjinOd3GNYJih5ptSjvk4l2qfB2WQOSQI+Osrn4AXkzyohyLr3sWpQmCcojHeCNkAUKCEQKsvNfAOAvkCRJAmGpviV96yAY1IaypygRAuU4CJd/EJBwutYE42BIMBrZzmlFH7jgV6ZzfB4oGce/BaDixdAzzdtskg+bM0Y1oGlYWfZ1NQVwpGmPQRJN68YxatYkCgRykcDG+ugeJG1UyTXiWfDgxd82mOI4gWkd8HzUknq0aDsmINxCXjp81jMZjRNLs1CvwxEM7lOjoe4vFk3KuuHJMi/iDIjUr5XX4NCGdQIsOn8iMaP5jykxdlkjicP+tRrLQ5FgxqTLIbDr2/ZLvWZzVqgkJ8TGpQ7CuJ2cjPzHjJaDYr3s0pA8SLuHr32FSgv/AKFn8NVXrtL4JCuUkbhN+obmK22cJzyug6brQVza2PcNzItb31hHIWLF0C/Gc2WW0gSMMixJrsl2wyHL8CEZpkFk2GC4r22Tk/x2l+i74860DWFLQdl/7O0+pgknCR084MJShrFi+8ExZ++FXjuuoYKVZEbNUGJUkZJrknqBCVnWjVxP6vKpcp13dy0WiD4rotPUGzqTnybJihxmVykaD2PsQevC9GCetgjNvcpE5RcFC96Cmc4k4uH1nW6MDFdbAvRu4CAhph338xq5LCGtZKznTpJnjQthQblboIc+qwTFPKzm5AGZdDVqByGWFBmkvzpZA5FlvD0kUdr4ZmyvirgJuPTVUITlCHHwm880OE4bqn+9eHCatDVIMtSCsWLXiQP0G9G04WJYU+nolpEUXZQY1gf0zM8q+8sbc1uRy+SB7zvebWxqDq0YTocbcFEsOY0QUkS3ZIiMW2C4ptpcLrs8ZigSJKE8UBvlgYlQvHqGioeZwTunV0s9k6HPabf5XdnzWoKFDK1zrPnAvwm6CyBx7omt0YkP4/J5GqiUD5aUCuKjGFP4xrUCARFPo2WJJzJxUPrGrA/8tO7AM+oQVPl3BqUaUYjh1XjQtusJBAuXnccpNt07U9Q6B/Qjq763bHZ0uQukAcC4TTvAsV1XZxN5nj2eOAv8qyLNAv8rm8OuoEWmqCQwo/Wdo8GPAuxJISpabIsYdTTs4MaKWyGAXpBXJr9YRa6votXSQWKTz/T0etosGw3dY27rout5TBl6owztD/x74deE0MQiOSLrdHH93vQNeVWWONqY0FX5dT1QX43r8seL+3XqK83ymY4jvZ4khK45zguzidzfPR4wNx8qjqo0Z9a56R48Zqgm1uL2q7Wm6C0o0CJ02X5FMGY/KK6cOpHBwQFdZYlcC4NCsME5WB/zZGhEkWe4NQkhJkwrJhGKKNxrw3QT1HzalCESP6O4pYGhYFCYmieQwMJ/yrSbUxCWRSv69kGq411QFvIukizoBjFK6CrlFH4jSqwGo5e8EYpneQd5ViXpVtiOy4W6/xrUlNl6KrsX755I6AQGT7NMq0oIOuf5flkEXGG7Wd7HZWN4rV/37pabIKiyBKeHw1wNlkc0A9Xm2yzCVK48aN48dF+jfsGNlu7MWF8cZzxtMC9q/drbEJOhyyoOqhxXSCkEeCjQXFdl0mDou85+naJdFteSCpuAeBsr/uoG0kF9XigY77aJn7OG8rsmjBoAiAJwsVdngyVKM4uvM+bUDSLwNMS59SghM6xpNcG6ClezC5ewmb4bqPna1AIxYt+czd0b3OdLsx9+Bf/CYqvO+A8BicdiOeREWnaRZoFvrA3T4GiBl2HMgq/UQXuQuHEYcC7qC3Xu9jignqCotJTvObLLdyCa7LX0cqjeIU6T6RJkFYMbRk7SwDbpGy6MCFLHpWw19Fgbu1bdr9JWG8sdA0Vcg5r1yhOjobY7mxc3AROXmtzl/kc+UU9p4OKhwYFCDkINSQLJS71OU0oXyRrQVVkz+mxogKlCK0WCAdr5v+udpYDx6XvxGsa/4DRsuAXt6Fu+XhgYNTXb00968LVNL6gHg8MuC6wWMV/t8QKl0WDy+LGFc3kYs1QiYI46z0v4OBFwOq0FUY0VynutQGWAoVRJC8oXncbXV+D4j0srBoUAP5lglfaeRiBzTDfBXiaIPxMu0izwD8scyTJEyH09XRTSuEXBFdVO0EB4jdz2q6JxmApyMP9rMtIdWLBNNR5otG7kMkAi0ieRcQ5XWwx3NuH+vQ2yinKyswXSBqHkye3czm8CUpWgcJ3ghJwxgtOUDg5Q/FCHO0xTUdAxM950qqJ02NVBcqawu0tDR1Dha4phS6O5o5NyxDYYzf/guUb4USeiZPjISbvlo2YEkadOQlGGdMO1u+N5jXDiNLjWDNUojidzPH4fjd3MR6GoatMWSVhZDllRvPysiBshkWBcgCymfsTFIYLEOk2XNysAeQLxMtCWRQvMpK+tZFxsgYl3fAiFK+r997nyrvwG3O0U06Cv3H5E5TkzZxZJE9RPPJwP+t2VKzLongtTOiqjI6u+GskTe8SFCj02xeLiHO2DxED2EMqaQoIWkQvy7bjYrO1Mwt93ad4cRLJL02oioR+wb+LR1eeF5JSn9MC94i2IK8Y1+vOVqRBKbDnEhQ1NfDF1pR2taSwbsMEJUmX9eJ4CMcFXl/WT/NKcpwLGgXx320eitewp0OW6Ci00Ys8a4ZKGIv1DtezTWEHLwLSRKANQA5jutz651gcOjlF8vRJ8sLF607Dp3jN2UXy5GG+rGKCwr1AmUOWgI8eHx68Y076jLVPN8hD8fL+5sv35RR+VdBOohQZfxwe8ztZKV40a4HHBKXXUbE27VL44bPlFqOBAUmSQgVBcjFE/madSSRPN0GxbQfz1c7/rvyJDu0EZWPlmhTGIcpppwlpBPhTZWb7ULU8ieRhjBo0QUlKfSaBe3EalDPf6TBfgdLR8/PbWRFMrQsUKH29kDaAXMQ6Br3NMNCuCUp0T22SUD6poM4610lhyTKhlmUJwz4dVStKhSoyWT3PafudhI6uwHHz0aRmC9M/x+Jg5BXJUxpyEIdOIZK/oyCbuS/CzUXx2nf6y5igKOW4eJ2+nePJw/6tDYmXw1Uhm2FS+JU8QeGR95KEWxtyygHBOkGxHYoJSgY3lgbk0r0pIYSMhFgCQNfILgjIBq8x2QzTreXZKvDoB0BVMBHsLBuW7eQWJkfx9GEfqiL5nVDfYjjj9X0xJrckeZOL9iuYHNY/QUkr2k+Oh7iIBO4Rp8Onj/pM2qcwqqR4FdWgAF5Bud3ZuZ95k7ETzzu/p0wkTaWbZDWcVFBnTZPNrQVdUyAzWtLTit2nC/Mgk6tII9TXz3IQyAPFzCzC51gcOoyv7RvmMAQSq4osNCh3FdHNnDWoEQAm194EpShfOw5lTFCmCxPzVXzIES9KBrls5uFDEy2GT/HiXPgFGpRyKV6KLKHf9dZXWifZotyUiM2wZVFoUDjYxLJSnWgRDrEEgiZBqovXLoeLF+UhGL14dCneD8GqwKQwDooi49njAU4nc7iuG0wiM54jnvvEzrKx2lhctF8sadNlIy31OS5w73q2wXJjFaKSdHS1ugmKSVfMpoFFtxWHDWOehq+dagPFKyGTixjN1C2Ud10XZxeL2II663s1d/ThmgevO9CxWO8yDUVmy+1BJhcL/TaKJP1sXrCGKRJEz7E4EKpjWS5e3s9KokC5q4heLFhthoGA4lWuBoXfBp7mTOM7XBW8UPCwGb7yKV58Cz9dU9A1lFIpXtPlIUUmLWPAD2fiaDM8yxDv0cC3/+WsQ7lVEFBMLLY5Nu5BT4ckZRcovvi1f0jxosmAKWIGkYST4yHWpoV3003ghpdRoPAUyYdTn4uCV7YGD6RlFsR1wc/3NLsiFyHP6dGhdoQrgiK0WoKiDoesYmutTSL5hEyuB6MO+h219gnKzdzEcr2LbzxmTJM3W/pwzYPXJXrOBHcwgqg5BUuGShS8QhoJWMMUCWh0nqyvbeVwq1QVWWhQ7iqiExM2ihcRye81KC3JQUly+gCKidfCoL1YxYFctkg3rojQOwmjvlHqBGW2MA+KgzTOrWU5UBU5k+/PEso05ULxKies8XZBkO2a5YvkGTZuRZYwpMj18adN++e3S2F7TFCkEE9C+LIcCJ+rE8n7Dl4cGi5VhKLSIqA9xlO8gEMdQRGLYQJWDnoRcNGgFDRJYbWrNTi7z5WJpEwuSZJwcjzE68sldyo2C4j1blxBPc7QXZrbfBMUGj1nXCYXS4ZKFGeTOR6MDJ8uVhSsVsAENDrPvBoU2iR5YF+gCBevu4mwrSiQT4OyNr3FV06SPH+b4fSNjM8EZW1akCQ2yhxB9BJaRuE3Hnhi0DzOHVnYWQ6WG+vggpdGndtZDlXHhMWxI+gWFxHJs4nFaREtCKhsholInmHCCQTfcxqCadNhwURF8SoYjheHk3CBQtkV1zkmyU8jmQVFMOhqkCmmWFVgusymeIUD93ikVbMGtRUBFw1K0QkKowaFTETrvNjTICuM+eR4CNtx8eaqPievdGZEOq15wxCuGcaYgnERl8nFkqESxtq0cHGz5ubgBQRrlZWKSdPIYQ9qzDFBUYUG5U4jfPjn0aAAQNdQmC9PNChjgnI6SQ454qZB2ey88DpG0R1w+xJaRuE36huwbIc664IFfgp36II3TDkgdrZNtSFpRINCQ/FabtHvqLnFvQCo7H/zIPh89gWBkU3x2uWwGQa873mxTk5Q9t5PvEieZm2sS6B4vQjZ3tIXKPuLHo8JCqeQRiBw+mnCBCUtsyAucO90MockAc8e56eS+Pz2KiYonGyGgfwTdHLJo+3G8yysy8RivUvN5CJFbJ2J8mkFtaYq6Bpq7PfqOC62O5sppJqAhsIZN2lgyVAJ49U+Qf6Ek0AeyD/ljJ5jcegwTmdo9ahhCJH8HUd4Q88zQQH46yQISIeJJ8fw/GKOo/tddGKoAGkXaRasTSs31SBcoJRV+BU9iNMQXHiDjUtVZAy6WqIGhWqCwqBBme7tD4uAxc2KBUHniT53xNyRjZt9guK6Xhcv8f0sD7nEpNigE8nzp3g9e9yHLHkXDpJD080ogBRZgizxuQjPFtnUBRZ4dMr6JyhZznbRwL2zyRxPHvRzdZYJijgEsYKs1zxTa4KiGVHMQY0toXhlBfIRR6k6hfJnF+kFdVJ6OykOc2lQfIpX8nqJ02qwZKiE4U+JCkw1owhE8myNuOg5FgeDsUHBajMMiALlzoNcSCSJjeMePgjK6PID/Ccoi9UW1zMzcUSadpFmwWpjoZuTahC+rJdV+PEyA4hDEkUm6YDgTfHyAum2hd3PaOx/82AaoVTRJLcTkwjWyyINBSF6+WApzFaUOSUs0FQFTx/1mShekiRB0xQuZhqz5e0LRRGMBzqW613th2jWJTMcuDddmJgt450OWRBQPMoPa1xvrNxTa4LiGhRy2aUMamyJSD6ruPV1YzVmoWQV1OO+gdnyNq2ZlZYXfU0gXeweN0FhyVAJI00/mxd5aZjRrLM4lB3UCHjFjBDJ32EQ/rihKUzBZOEHurQJisK3QElKkA8j6SLNgiLp2uHPtazCj1cgZRySLH5HfQPz5RZOhG7EOkHZZQjilusdbMctnB9Tls1wsLF7709RZBi6ku7ilSMHBaATcUYvH4F7Gb2LVx4ziDScHA8xX+3w5t0SAF0BpKuKP2kqgmnMBLAIyMUkbYpVBbJSn8NCeV5OQaw5CEWwMneFC2XfDj03xct7Hqg1KHdkgvLoXhcdXfE7/FVjubExXaQX1KOBDst2sYzs5yYjLS/6mkA6VSvtPGRdZ2ecLYaB/M9o1poAimhQ6L8LVZUy7wRtgihQIiCbOuuIM/zzZV2kZVmCIkvcbIZpPMSTLtK0IOF1eSleVUxQaEbTeZHk7jEe6HBcYB6xZNxZjh/ImQZaihcPBy+gPIpXHAWuZ6jpLl4kSJWV4kU5QemH7ENZbIaDpHd+GhQguCx/87s31K+vazKXfYLm4GWBf4mpuUDJSn0Ou6fxEMgD1bt4FS1Q+h0VqiLlniyzUrx8F6+Gd4CzinZZlvD8eIhXl4tKLKWjuJx5+1BaQZ1E3/OLyhzUwMBUJ6UBlEAZJRkqLJPV08kco77ONbw5vwYlu5ETdSTNQi6RvKB43W0QihfrA3pQoJR0kQa8xcrLxeuMgsNJLtKLdb6LaVE3Gb2CCUrRTmEakugASc4ltBMUjbJACQLpik5Q9hf1Eihe4RBL73ep6S5eOScoNFqjaYQOp6syFFmio3iVoEEBgsvym6v9BIWi2NdVhQtVZrbcHqQ+F8W4oDMUL2SlPpPAvdPJPGQkUrRA2XPQzYoKlIJmDZIkYdTXc5uksHbjfQpzwycoMwpnuxfHQ+wsxw9urhKXU28fSiuok6yGycU81wSFwlQnqvHz3w+ZrGZkqBBsdzYm75Zc6V1A6BnNMUGJnmNRyLIEXVPoNSg2yftiK1Acx001gmkTRIESQS9E8WJBFVQkYF+g8KJ47UV8aS4YRbMLiqZrq4rs86jLKvyKJianISnAKS7Z3HVdWLZD5XtOq0GJ5ozkBU3Cex5EQywBoNvRUilV5OKtM05QstLkHWev1wldPCRJ8gqmGilezyOHMI2Nsa7JXKgy04V5kPpcFFkZDFWAJvWZBO6dX8z9kMY4p0MW+BSPXbkaFDK15mF3XSQjKtAz0GpQqpswFQHNVJqslToCG6+m1v49pDMjgNvn+qaABkVVZPS7WiolPKlhR0O/DePV5QKOy1d/AoRthhlF8jHnWBw6ukKtQctrMwyglsldGRAFSgRkU2ftIIRF8mWkyBNwLVAmc+8gTqn6sy51WSBd5SKHJRFPlvW5lhkgl0zxuv07WWwFVUqb4STOLyu6FPa/eRANsQS8Ysjc2ombLHGaYbUZ9qdWCd/zcrOD47i31lm3o1EVZmVRvJ4fDUDOPVmWqC4PmqZwocpEU5+LgoZmVzZmFJkF4cC977yZ4fH9buHvtWNUo0HhWSiP+jpWGysXXZBc8sjfnQXyPDc9B2VK4WwXtgevGpczb49OK6jHCVTLwNggn1vduK+ni+QTMrlY9wXeCfIEnbwUr5hzLA6GrpSag0LLrGgLRIESQUDxyq9B4RFqlgRVVbhs4KvNDpc360yBWdGwLt/ZqADdgIjESqN4lSySl6TAspkgbmrDsiHRJsnPlvEHAisMXYEs8Z2gxIVYAtnZIyTfg9VyepQxKQsOz8j7MVSsGShevCcoHV3F0f2e/15ozDuMvYtXkfDRuNTnohhR0OzKBq0zGQnce79IdjpkQVVBjWuObnJ5Q/QAdkcovSUalBlF0+fkSaBhqhqX011mQZ3UlCtcoAw8d7AkzWpSJher1T+NfjYP8iTJJ51jcejoCrMGRWW0GQ7/27ZDFCgR9PwJCqMGJUzxKnOCwslG7pyEHGUIP5M6LbRYF6R4AYCx76yVVfh1DW/DLGOCMluaGHRvU2TIpS/czWcqUGgpXpwmKJIkodvRuGpQZgn0s6w0eV+Dwhg8mVVsTxP0OoTilXXZX20s6KpcKBAzCeSCTPscaaoM1y3WSSOpzzwnl1kp1lUgaaoZRZjDz+MiVFVQI48UeQK/kZKjoNxsbcgS/XPamhyUpZmZyXX8oA9NlSsvUBbrHeZrJ7OgTmrKEfph3vycUV+H47hYJjR0kjK5Av0K6wSFb4HSyaFBSTrH4mAwaFAsy4GqyExusiz5aG2AKFAiIN1PVg6mLEs+FYmnq0QUHsWr+AZO+4CPYy7SLOAhHCb2k2UVfpIkZY6m8yKJIhPnZhQEM1FQePyNKP3STHsZo4EnXudH8YpaDPu/h9DJEoqhbc4cFE2V0e+oid3gpDTgXkeD62ZTczznJL70LoIXfoFC9/qEz19EKO+vHY77WUCzq2+CQlu0hzn8XCYoFdkM+3suD4pXAfqrubNh6PR2/UEOSrMLlNkye6qoyBKeHw1wdrHI7YCZB+eUk4Wk9PYiGhQgnS6dlslFk6ESxtlkjn5HxYNRJ9f7TILBmFUCJJ9j8a/v0ZdpJtu0hjlhqCqhfguR/J1EXpth7994/7Z0DQqHxecXKBnCz6K2oOSSWYT2UkXhNxoY3G2GbcfFfLWNfd9xbkZ5KF60Ll48gvZ6Rrq7FisCLndU85GudyEUEC3HIToaGJkTlOjlo0epv1mbOy7C5DgQrjXtc0T4/NsCzQyfynLHJii0tMfwJS/NSIQWAX2kXJE8z8DQIhN0c2sxuWGS57nJ9BTXdal1WSdHQ5hbG1fv1xW8Mw9nlI5zSZbARXJQgHDhc3u9pGVy0WSoEFi2g9eXSzw/HjJNF2iQh4aZdI7Fvj6DxmVn2+wFyh2boJRzmrYYpEOZr0BRsNnK3DnoYaiKDIvLBCU7pBEobgvKg25ARullFn6jvo5vv7K9rl/Gxff/+cprqIqEn/nhp6k/t1glU2Ti3IzIZIwrxWtpwtCV3CP7MHodDWcXC7iuy+Vg8AuCyIHVzXAM8yleDNxcgnFfx8X1KvZvSEoDDgomCw/Hya+92li4z7mjR0CeU9oCKKDL5D+oeKfIA2Gnn+ZPUEjg3mZrcxHjGow5CHnhi+S5ULy8Z/N3/s238eVvXjD923fTDVNTiVB563Dx+tOvvYHrAn/7R9L39LVpwbIdKl0WoU+fTuY4etDj8j6zQKvN6OgKdFW+1ZRjza6Jwj/XYhoQae5nNBkqBG+ulrAdl7v+BPDOXllie0aDfZJighIqgLLO5N2e4sUCv0BJuBcsVlv89v/11/jHn/sk7g3La/jygihQInjysAdNlXNZSn7vsxFWG4t7VR+GpspwXM9GTslxQSM4oww5KmoLykM4/D1PR9hsrVILv3AhRgTJcXBdF//tb30Zhq5kFihpIXe6pqBrKAed5DJE8tNF/Eg9D7odFY7jYms5uSkAYUxTKFVAcjjibueNvuUc1rfjgQHbcbFc725leyTR4WgyYGzHxWZrF86eSMInnozwYGTg+56lVEghaBzoMpf7zi9vGsWDkYGr92tuhS4raMMnZVnCj37qMd5N11xyYKoKalxzpHi9eDKELEv45ndv/KBQFnyG4RytU+D7P/7vX8V6Y+Fnf/hJ6ppk0fSRpsLp2zl+8geP+bzRDNC6W0mS5LEGIgXBZr/H0VpDRxHo/G7fF9KeO5oMFQJeuURxkCTJc9pieEbnpECh2CM6DCL8zdZmvvNk3Qv+8C9e4Uv/57fwyedj/NyPfsT02nVAFCgRPBx38c//6/84V8f5V/6Tn0HZzD8/zMrKX6CYOxtvr5f4zPc9zPxZcpHO2/HkIZL/z3/px+C4KPUyE3R+tqkFyuX7NdamhbVp7bnIyZtSVuLwqG8cbOQ7zjbDrutitjDx4uko8/VoEKY68ShQgvTd26J0AFiZ8ZQqc2f7tD9WhJ28opfOJDqc7yqWQm/j6ZwUh46h4p/9yi9Q55EYHATH5xQ5SXnw/GiIs8kC17MNHo67XF+bBjSpzwT/9J/8NFDACS2MPALcPCiaPRXGyfEQ//N/9fdzUzsfjemLW0nydJx1TFAWqx3WpoX3czN1Csqi6SMdfvIcVYGzyRyDrkxVUI8Hum+WQ+AHNVJaQ8e9JhBP4Uwr7shklYb6SYqwtCDKIvB0IvTr3adUdrOfN4PSKINkcj1hnLxl3QtO33qf3ZOHfabXrQuiQIlBXjpMno4uK/wCxXaQt6/56mIBlyHkqEhY14pDNoQkSVBK/mhpg6LCrixnk3lqkZcUSkUwHuj49quZ30lmsRXUKChe5tbG1nK4TVDCk437HM6GxIIgg+K1s+xc+hPgUMT50ePDLmNSh8+nnCUUTN57LZ73kwWWcX+4kZEXp2/nkGUJzx7zPcxeHA/xJ199g7PJvJYChSb1mcArCPlsPnpFNsM89twwhj0dQw4TJBromlJ5krzjuH6D4XQyTy1QaCyGCZ4+6kORpcqyUNamhYubNb73mI66M+4b+A/bKTZb61bxnFsk75vq3D5Hs9yuxn2dqhF69rYci2ECQ6PPKgFCDQGK6XmHUoRPMrlYdbdZ1O+zyRySVDx0tioIkXzLQDJBilw8AoE83QM+HuiYLra5MhXK7izzAm1QFNHuANmdMcLvTeKmjvoGLNvxPyMWipciZ7t40SQes6DXSS8cWJFFqUrUoFgOcwYKQVrmzXS5RUdXbh3OWQUTEJoUlkhDZEGQKZHvsue6Ls4mczx92Pf3HF44qTHEDqBPfeYNZe/0yJpSzQoezol1QdfkynNQwt/HecaaTMpKioOqyHj2uI/zybxQHhEtXu2nIY/HdN97XFOuaA7KaJC8vwYNu/jzMCtDheDsYg5DV/DoXjnNjQ4jxYvleaMV4bOsszCyghrPJnM8vt/jokmtAqJAaRl4dEbPGEOOohdpFpQVXscbtEFR4QlK1gUri+IV/Z0WQ4EiyxIUWUqleNFy7WnRo5gksMAPsewddp66GRSvbQGKV9r3PFuYsQdCVsEU/t/KshlmRVGR/Pu5icV6VwqN4oUfYrfI+MlykPQ9VwFWfnse8EySrxqaqlRuMxw+12j3dNpMrpPjIZYbC9ezTf43SAny3h+P6faguKacbzOc8wKbZjOcpd/JylABPK3f+cUCJ0eD0hgrBkOYIhByKqUpUCitxpMyubKgpsQPzFdb3MzN0iZPZUAUKC1DUKDk38TJRpYV0kiQZh2YhdXGgq4pzG4UVcOTgbziAAAgAElEQVQPTsycoMxB9kUyak5CVoEQPSB8ihfl5VtV5VSRfBbFjBVdios6C7wQS+2WlipL87HdFZmgxH/Prut6nfWY7yqrYAr/b03pWhfNlDi7IEJU/lSAZ48HkKV6UrZJ6nOZluVpMHS1dBevNWeKV5XQNaWQ81wehPezrKKZxVIWCKaFVax18jsejygLlJhmTRDUmG9/NTQFHV2JdePK0u+kFTcEk+sldlZ2EGURdHQVO8uBTZlfs2ZoTtEaZSRlcmVBTWlglxVuWSaafWsUuAWNg9PJ2WSOflfDfUqbucACkF2H4oXXNePSlgaaCYrrujidzPH00QCPxp3MQyeLrxx1SAtshukOB89yusIJCm+K1yI+8IxweZOCGncW/wnK2rSwS9Dr0Ijkm9a1Dihe+faJMnnehqbg+EG/lgJlvuJbtLPC0BRsKwpqbMpaZIGu8QkiZkE43yhzT2cI5QOC56cKOqNfoNBSvGKaNZutDUWWCjUUkzLFsjK5aM5gsi+VeckOtGJ059yaIest0Pqkv3ZSJlcW0nJQAuZMO/QngChQWoe0CpkGO8vB66slXjCEHI0ZLACjWJu7xvDy00DTvbmZm1juaS/Pj4e4mm5Sw/umGaLAaJpvkCRP91hqipxB8eIbtBdc1ItTvIIQS7aCwHZcWLabe4KSpDVKu3hQaVAaprXygxpzTlBOS+62nRwPMVtuc+cr5QXvop0VHUPxu9RlYbWxoKsyc8hbE6DvKV5VaDYIws/1+4WZKtRm1QYEE5Ty6Yyn++iAfodub4ydoGzt3NMT/3X7OqbL25rVrEyuQB+YvCfQ5rwUAasd+GqzQ0dXqBwWaTUoSZlcWUgrUMre08tA+3awDxxFNShvrhZwHJeJuhFsZHd3gtLvaJBlKfVwClJ6ByELyeSDZ7rYotdREycio0g4FYvNMOBZCqYVKMGYmJcGJX2ywQISYhn33jRVhqpIscUfcfjJTfFKcGtLu3iwaFC6JeWgsMI308hL8ZosIEnARyW5vZCchqqF8jPORTsrDM3jt5d5AV+bVivpXYBXWDsuqOk1PED2M3IxT5uizJZbaCp9GPNHFdEZtzsbk3dLpstntEEGeBfnvAJ5gvHAwM66rVnNyuRKy1AhIOdtuRQvNrc9ljsObfHDYmcdhqbubYZj7ofn+yK5jPyYsiAKlJaBXDyyEsSTQDo5LOLX6EWaFn54XQsOS1mWMOrrqUVY2FwgHMKVhNnSTN1gxkkTFAYNSjrFi28SOE+KV1pBIEkSuoYWWwhtGT+jKDq6CkNXbk1QpmkTFAoNyrphzklGUYrXZI7jB+W5vQRC+WoLFH+qWZcGRVPguuWGEa42Vql212WCnG9VCuXJs/upk/sA0tfkdOldsmnZB7qm4Phh+XTGV5cLOAzRAUCw14WbcubOyh3SSBDnlEgyudKeu7QMFYLTyRyaKuOYMR+EBbRTDoKVaVE3pjqUInmfDsfYSMmaoDwcd6js1ZsCUaC0DOEclDzIM+Ybp1izpoGFm9kEjPaj6SSEP7ss8aPrekFLacVB9IBgLlAUOcNmOF8XJgndUFBjUWRxuXsdNbYQIhcXvYD17biv3+rSpXXWySU9dYLSMIpXkST52XKL9wuz1C5lleLhMFiSwMtAZ/8MlSmUX5u71uy5URgF3efygDzXn35xD0DGBCXjkh2HFxXQGWkT5MOIO9d5TFDiJjMbikyutAwVwMurOZ/M8dHjQe6QahqQ/Z7WDpylIUCKP2qb4ZwUr+j9cLXZ4er9ulX0LkAUKK1DURevPE4ONPqMOLTNj3/cN7Bc71I9xAntJSvLYbmxYNluanGQqEFhKFBSXbwWW6iKxO3zD9ysOExQMiyYex01VutCcj2IxiIPiIgzTLNJo8PJsoSuoVKJ5JsyLSwikmfNScoDQjOoa4LCq2hnBWt3lhW242Jt2q3Zc6PQiHaqQqE82c8+/cKboCTt6ebOxmZrM9MDq8j9yaPN6Hc1KLJ0q5DgQfECDhkXNNqvUYZI/ur9GputXbpNLosGxbIdbHc2tc62Y9AFNU6X21S9ThKCoMbDxiWhxrXJYhgQBUrrUFSDcjaZo2soeMwQcpQWbpeGdcOcjbJANsh5wt8Zpr2M+jruDYzEC1ZWai7gfS6aKvufq+VrUChdvNQMkfzSxKhvcAukCyfJF0VWiGWv41G8olx90lnNq0EBvKJoazkHXewsOlyvo1IlyTfFEKKISL4KO8quoeLx/W7lBUqWk1DZMCiTpPNiQyZ5DdFCsUKvgeJFmguP7nVT3RnzGixUMS3M88xKknTAGrBsz1qXh0gewIGTF43lfcAoiG+EkiLsecmXbFoaFsBujkItkl+YuXRySRQvQkUv+7PjDVGgtAxFbIZt28GrywU+OqJ38AKCizT7BKVZXeUs+JqQOA/3hYnpYnsgMDs5HuLiZhV72ciyGAa8A2IcOiBYJyhahs3wbJ+YzQtdCjcrWmRNULqGCte9fUiQi0sRh6K4gjvLcS2JckbAEtZVBYpc9HytVQkhjWGcHA9xPTOxWLG7A+ZF7RMURocgVgR7bjPWIStIYV2mRieKsC3zyfEQ7xLcGfPqAgjtqtwCZYFeR8WDUYfp341DlsB+SGNBDUqctoWmQEnLUAGA84vyHbzI+wDoppysdxyDQoCflsmVhaQkedZw7qZAFCgtQ5EJyuR6hZ3lMC/SaKeFFk0Lr8tCGpUtbkR6cjyA6wKvYpy8AhF4+iYT9owPclDoKV6248KJcbzZWTZWG4sr116RJXR0BWsOSfJZ3chegt6FrHujyAQl5nsOLJmT3o+WbjO8sSDLUqH3xRNagYue36ksycGL4IXfWa4uUZ58z8NePU2TIAehpAJl/2w2pVBmRR0TlHWoqDtJMW8IDBbY9tSy6YyW7eD15QInDNEBBKO+juXGy4Ai2RxFJyhxVC3a6VNShgoQTAFYdDZ5YDA8o6yTc/+1U9Z3WiZXFpImKCR4V2hQBEqFbx9a4OKRZ5GO+8kbRxL87kJDaC9ZSMt7ifvsXqSM7gNXqPRNZtzXsdnaMHd2kCRPKQBUFe8wsp3ba8EXoXPuFGdNEmiR1Y3sJjiGkY1dK6JBiZmgzJZmql6n21Fh2U6i9mu18fJ+eNHpisLvAuacoDy61y198ulTXy6qo3nNliaGPa1UkW0aytagrFu250bha1CqFMmbQRf8JKWYyGpiJKFrqDgqkc745moJ23FzdcfDtCqyJgtrUGKypmgzuZIyVADvO1FkCU8flV2g0Ac1+vbylA2BDgXFkzUMNAx1bzMcvR+eTea4NzBqC6jNC1GgtAxFJihFxnyjQXCRpkXw8LaD4hXYKd8uxOJoL6TbFid+pO0Yhbv5eWyGgfi1wNtimCDJ/pcVPtUmUfOx17tEfhfJ9ShjgpKm18myWF6Zzcr7ydvIWG12eDfd4KTk6QmQXuCXBfI91wWaC0oRtI1WG0Vgj12lBmUHSfK+m0DQfnuqN8vYs9JQJp2xWOMxaNaQs724SP72BIU2kyspQ8V1XZxN5nj2uF96AGmHgYa5NtmeN1WRochSaoOCNQw0+vrA4QRls7UwuV61bnoCiAKldfAvpTb7Bl50ggKwOXmtW0fxSnYROXt7m/aS1m2j4dwCh8GBVg4XLwCxVsNlJWbzmqBMF9u9tin+MAwKgkOKV5CDUkwkT94DwWxppl48iOg4enASeGFdzbkU5hXJ+2LbkvUnQCDYrCqs0XZcLFbb2iyGgQo0KC3bc6MIclCqtRkm0880Qbvf9MlR4JaZKF/E1GIUatZszOLNH8CbGKmKfCB2p22YJRnyXM82WG6sSkIGDQaRfB6n0o6upD7/hSYoMXeCVxcLuC7wvGRqXBkQBUrLUHSCoqkyjnKEHI0TErjTsG6ZYDNuNE1wdnGb9nJvaGDQ1WIPHeoJSuh37hhdvJIEcd7rlZOY3euo2O7sVPcwGmQXBPETiyAHJf/WFXWL2e5srE07lbqRNkFxXRfrTbOyJ/Je9KoUUw66Gh6Mkp3weGOx2sJx+RftLGDht+fBXRHJV6pBMS1/yj/q67g3jF+TwZ6eb4IClFOMn70t0HgMNeXM3V6DUnAfkyQJ48Fh1hStOUWSDpSkoFexL+USyTN8ZoaupBY/tHS4OGi+zXCw77dVIA+IAqV1iFuANHAcF+cXCzw/GkCR2XnyI4qU1yhWLbO8HCUUYct1PO2FdNzevFve0ibQFgijUDc/L8UrrljIsvHNiyTqFQtIiGWegoBMUIrYDEdFnDTdvbSQSnNrw3GbdSlUZAmqIjFTZQi1pSo6wMnxEJc360LriRa0U80yQS4/ZQU1+rTaluy5Ueg+NbFam+Hws/uCuDNG1mSRzja5HJ6XoLc6u5jD0NmiAwjCEwtfg8LB6GPcNw4mKLSZXKMEJ80i7A9WsAQ15qFUGrqaWvzQRBQkIY7idXZR7Z7OE6JAaRny2gxfvl/D3Nq5F6mf8srg5NW2bt6oF1+E+Q4YMbSXF0+GcBwXry+XB/99tjCha0pmN8qfTC3NXC5eQLUTFB5Ww6t9iGVqQbDf8KPZI0SDUiSoMTopm1Lwo/2CKeYivWLkIVcFXVOwyzlBqbJAAcq5uEVRFu2RBQHFq5yCbN2ycNwo/AlKRTbDrutibe4OOuDPjzx3xvPLw8n4bLmFLEvo53jOy6Iz2vvG48nRAHKOxmN4L9xwEskD3uV6bdr+JIw2kysuQwWozvocYKNh5nHNMzQlVYDvT1AKUbzEBEWgBuSleBVdpGn6jCT4/vItOSwVRcagq90qwsgIPe6zSxrdT5d0XPeRr+3xJiiSBOoJF3HxipumlalBAeInCbSgGfeTC0M0FNJ38SqgQel1VKiK5E/KZhQjdb9giinM8vCQq4CupnOd43A2mePe0MCwV82UoUqhfFlFOws6FDkIRbBiDI5rGshktCqK185yYNnuQXMhaU1OFyZGfT1XIeDRGZNDIPNicr3EznJyNxTCrAGyVxS1GQ6/bnhKTXMeBhSv2xMUWQKePS5fR8GiQfFF8owUr7R9Oa+dNRDPqjh9O8egq+HesL7GTF6IAqVlyOvOc1qApwoEF+mklNc4NLWznIbxQL9F8UobkRKh/Hnk4KENSQwmKF6BoikytVVtmki+LDpLL+WiTguaEEtywbrl4sUhB8XL9TH8g8AfqadNUPyC6XZhFtBqmnUp1DSZiSqzMS1c3Kwq7bT5neW35RcoZdEeWVC2zXDbXbz0ikXycTaxSVko0+W2UHH7Yk9nLNLciaKI/gSITlC8z6JoUCMQKjT2zIC1aVGdRaPQeRjG+cUcxw/6leRMsTyj6xzPW0dXYNluoo4zr501EGpa7u8EO8vGm3fLXBk5TYAoUFqGohOU3BtZjgnKemNBkaVCguaqMeobmK22B+GHaZ9d3ARls7VgbtNF1wRRm2EWC8U0itdsuYUkAQPOnXD/ol5AM0ATYplUCG055KB4v1v3D8EpRTGXJpLP00WrArqqMF30zi89t5cqucpVhjU2YoJiEH57WQUKW3Bc0+DnoFSkQfFdz0KfV5yTl2U7WK53hSyqiYvSeUywb14U1WYM+zokaS+S50jxCtsXs2RyxWeomJgutpXtS8TIgmaKl4fGTgrApAIoK5MrDb5xzv5++PpyCcdxW6k/AUSB0jpoOW2Gzy5IyFE/1+8d5bAZXm126HWaE15Hg/FAh+O4WKyDLtdpCu3l0b0OuoZycJjNKC0VAaDf0SDLUjBBYaAupeegmBj29FyGCGngQ/Gin6AkiuQLULzI715tLOwsO6DDpRYoRBMTR/FqZt6PrslMF72q9SeAV6CP+no1FK8C+QK8UHpQo8kWHNc0+DkoFU9QDtwZBwaGPe1wT1/S7+lJKEMoT4qdvFNPRZYw6OpcgxqBYEo52xcX3n+jZxSEG6HBvlSNTa4iS9BUmVIkn89mGEgW4WdlcqVBliVIEnxH0LYmyBOIAqVlyDNBCUKOBtQp5VEMusFFmharkH1jWxC1OdyYFi6uk2kvxMnr1eUC9n5ToLVUBLwNZdTXvQmK7fhFBw1SRfKUnF9W8BDJ01wU/d8TEclvOYjkgUPTBxp3nrTCrKl5P6wTlLrElCfHQ0yul6VlgxDMCohPeaGKoEZZ4uPEVAf8860iDco6hp7puzNeBe6MNE2MLJyUQGc83UcHHOeIDiAglsA8NSjjkBsXix4yLkOlSoE8QUdX6GyGTQuqIjE1FrNE+FkW/GmQJAmqIvt3gjT9bBsgCpSWIU+Bcj3bYLWxCi1SWZYw6umMExSrdVSDaFDUOYVF38nxEJbt4s07z8lrSqGxCGPc1zFdbmFZNiPFi/BND9eC7bhYrMtJzOaiQaEoCDq6CklKy0EpdoiGRZxMBVOsSL6ZwmRdU2DZDmzntkYpDuQiUHWg14vjIRwXeH1ZLs1rWiAJnBfKDmokmR5tmlqHQUTyZRerBEkd8JP9mny1d2fkUdzyDmt0HBfnkzk+ejyAkrPxCHh/03y19advXGyGQ40+FmplXIZKlRbDBIaWnlVCsNpYzJbeRopRBk0mVxbCBUodnx1PiAKlZVBz2AwXFcgTjAb6LX/yJDQxvI4G0QkKzYg0SJT3Dp7Ax5xukxkPDCzXO6xNtgIlKRNnvtzCdcu5iHU78ZMNFtAUBLIsoaOrt1y8/CT5ohOU8AG62EKWkOpclZb/EoR1NWtaSD4jWqH82WSOYU/DvYonDGV0luMwXWzRNdRCDnBFoSoyZFkqUSS/a1yhzAI9pwlMXiS5nkV1KMFUPP+eOh4YGA/40Rmv3q+x2dqFu+Ojvg7X9aIIgCAHpOhrAvsJNaM5RTRDhYQ0VpEiT2DoKlWRvM7xvKXRPHlQCVVF9u8EZ5M5uoaCR/c6uV+vTogCpWXwR3gMGzgv6sa4712kaVLEmxheR4NxJCiK5rOLur6wTlDIZr42rZwi+cMOOQvFjBVcRPKUgWe9jhqTg1LcxQs4/J5nSxPDDPvQtKDGptoMk8+I5rK3s2y8uarH7YVwy8vWocworb/LhCRJ+xyE8ly82ja1DkOvWiSf0Fy4VaD4Oopie+rJ8RBvOdEZ/e54QeoT2Ycvb1YAOInkc05QAO9yHs5QOZ3M8fh+t9Jmp6GnZ5UQrEyLed8nRhlxewCPeABNlbzJue3g1eUCz4/a6eAFiAKlldBUmanDRGxyi1I3SFU/p5iitNFiGDgU9wF006eob37AV6afoBBoDKN6f5oWKRhZRPqs8CcJBSleuipncp17HTXZxaswxetQxJk17dJUGboqx09QGipMJsUujRvNq8slnIodvAiSsoR4wnVdj9tdQtHOCi8Hgb8GxXXd/YWpXXtuGMGarUokH5/V9SKyJnnRA0+OhnA50RmJ2P6k4GSBFA4XN94EhQfFi2hWwxRa2kv3OJQNtljvcD3bVL4vkSaC6ybTYx3HxTrH80Y+3zgdGg+nQVWRsdtTzi27vQ5egChQWglvAbK588gS8FHBkKPodCENTe0qZyFugjLsaakH0+P7Peia4h9mMwqXqjDCVCcmFy8lnuJV6gQlxW6XFrOFidEg26WkZ2gxLl42ZCnQ3+QF+Z6vZxss1juq76rXuf1+gJAXfsMoXiyZEnWKKR+MOuh31FLT5FcbC5btllK0s6Kj0/HbWWHubDiO27hCmQVGxUGN6wSK18NxB11D9ZtOswLZFGHwpDMGzTM+jUfS0dc5FChEszpbmsyZXL4+cGn6+WJV70sdXYHjpk+fN1sLrsuef9VJ0aHNODgNEoYNoZy3VSAPiAKlldBUGZZFJ3x1XRenb2d48rBfeOOJ6jPS0NTwuiz4gZSLLXa2i7cUIUeKLOH50QDnFws4jhvikdJ2jMIFCsMEJSY1FmCnmLGAl80wzXvrdlRYtnOgodhaDjRNKTyyJmuZmCDQXDy6MRMdoMkieXq6DNFaPa/hMCOuSa8vl6VpD8os2llRFsUrKJSbtQ5ZoOw1OpVpUBKC9rw1OcDrvTsjD20AkJxSnwdnExIdULBACT0TuqakUl1ZMOzr/gRFZsjkCmeo1CXypjGzSCpuaV87rkkxZbw7xEFVPZH8GScKYJ0QBUoL4VG86A646WKL+WrH5QH3Nw6KsMY8CatNwDjUvbmeW9S0l5OjIbY7Gxc3K0wXJhRZQp9y4wpvRiw20FqCzfCMkWLGAk1VoCpybB4IDVhCLOOmNdudzSX4k3SoyCZOc/HodVTfUjgMopPpNOxiqDN0o09r6lQSnBwPYTsu3lyV4+Q1K7FoZ0VHV0uZoLSVVhuFrsqVuXilhayG3RlJgZtmpEEDclksSmcMogP6TE2tOIQbZDwshv3XHehYrHe4mZkYMGRyhem3/iW7QoE8EBgFbMzkdZhU3GYhLaiRh501cfGq67PjCVGgtBCaKt/SHSSBp4c42TjCKa9JSHJHaTp0TUHXUDBbbHE59S6eNJe2kyeB0He63GLU16m7/OFLEw+b4Smnbl8S4rQhtGDRxxDKVPh37XYOFwrCoOclKL/dW0PTjNR7hoa1ad+y7fWsJhXuoZhFwcLn99xeVDwc1+P2wtuCNYrAOa4BExRd8UWsPNFWWm0UuqZQN+CKIu0zC087postBl0td44Ywf2hgX5XKzxBuZ5tsNxYfBqPoQYZD4G8/7r7Z21yvWRqDIRp1lWHNBIEE5Tkc85fO4yNKSMlC4nGgj8L2p7idTqZQ1dlHBXIyKkbokBpIVhE8j51g0MVHZfymgQ/vK5hXWUajPoGpkvTL1BoDoHwYTZbmEwbTHiakIfiFV0LrJxfVvQ6KtY5KV4sVJs4Opm5swtnoAAeLW/Y00FqDZb3s4lMj9Y5vPCrAC2f37IdvL5c4EUNDl4EZQvlp4y6sDJRVhbK6g5QvABvglJ1knwcFTm8JouE54UhSRJOjgb7EMj8fyOx3uXRHQ//XTwnKKQJ5bhsjYEwlfxsMseDkUFND+OFtKwSgrzU3rTnn8aCPwvqvoF9fuE5eDWtccYCUaC0EEwFCkfxK9lkqCYoLaV4AUGy7sXU+xtopk/kMPv2qxmWG4tpgxnlnqAk2AyX3C3uGVpuipdv10nx+QSZK6EJimUXzkAhCB/MVJqYhLDGldnM7AmNMlPizVX9bi9kfzovq0DhcPDzQloOQhH4l+0W7rlh6JpSmUh+ZVowdCU26NAvUN7MMV/yC77lQWfkqc0IPxM8HLwIwk0fluKOvJ+L6zUubta17EuB01ZKgZLTvbGTUvzQZHJlQVUkuK7XmGqzgxcgCpRWQlMV7Cwn1QKPgGxkz4+Kj0hZNCjBYdm8i1sWRn0Dlu3g1Tsv2O3BKJv28vRhH6oi4S+/fQWAbUQ7Cm1Gaq4C5fYEpd9RC3OTk9DtqFibFhzKhPIwZgx2nYTiFbY03lp8KF7AYQFHK5IHbodUrjbsXvhVgFYk79uVVkyjCOPRvS46ulLaBIUHdYIXfH475wLFn1o3cC2yQNcUP5C1bKw3u8SJ09HenfHrf/MODsfg2xdPitMZeVK3NVXx14zBIaSR4KABlGOCQs7SOi7Z5BlNFcn7FK98NsPxQY3ZmVxZCBfbhHreVogCpYXQEjrncTibzHH0oMdFwDv0uaE0E5T2HpZkY52tbGrai6LIePZ4gKvpxnsNhk6tosgY9rxNjkeS/HRv41sWeh0VrhvPoc1CMEFhp3i5rstNJA8cHqB0mph9SOXmcKKzs5zGWQwD9CL5upxywpBlCc+Ph3i1d03ijUZNUMqmeLVwzw1DU+XqJigpzQV5787o7+mc9lQedMbTfXTAs4LRAQSkgChDgwKw6SFJhgr53GuZoPhTjhQNSk6dbVrxM+MwqQtnqbVZIA+IAqWVCLQH6Zv4fLXFzdzk5syjKjIGXY1Kg7JKcUdpOsIbK8vmGP5Z1gKBbEp5ghrDExQvkG5byAUkC/5kIwfNKwjtonPNCv8ey3bhuuCiQQGiFASagum2aL/Jk0KdUiR/9nbPZ6+ZDnByNMDOcjC5XnF/7WZNUJJFskWQlIreNngieTqGQFGsTCuVEhc+O3kVt9GU+jw4m8xx/LDPjZJFCogyNCgA2wSFZKgQ1EnxSqNhrgtqUKLPv207mK/oMrnSEDZyqHtPLwpRoLQQWoI4OoozjvQugvFAp0qSb6vNMHB4eWZ5wMOHGesmQ36eLajRm+yEHd2W6x1sxy31IlYkrJHlohgtCEhBzo3iFZ6g0Lh4xVC8SPHUxLwff4KS0cg4m8yhawqO7tfr9lKmUH663EJXZa4XsLwoT4PS3ql1GDrl+VYUtu3A3NqpTbSTgz2dz576eE9nzFugTBde+CHP7rg/QeGpQRnk06AAh3tzHdbnnZSsEoLcNsMJGpTZik8YKClQVEXC00f9Qq9VN6gKlC984Qv4/Oc/j1/8xV/E7//+75f9ngQyoCUE9EVRRpLoqG9gttpm6g/aTDcIj1hZOL4HhxnjJkM281xBjaGDfFqygxdQLKzRL1BoRPLGoUiejMS5ieT331Gf0j40rjDLG9ZVBQKKV/I+YTsuzi/mODkecAtoywueIXZRzPa0x7pcysIoi+K1zinabRpY8nuKgKa5cLin89lTJakYnbEM611SQHDVoPTzTVDCPz/q67VMPWme0VXO5hRhAESLnxmDgUwaVNXb4549HhS2xa4bme/+T//0T/Gtb30Lv/Vbv4UvfvGL+NVf/dUq3pdAClgnKDyTRMcDHY7jYrFOv5z64XUcN7yqEO72sEyfDugArB2jPpmgFKN4BRSq8jb1JDcrGvghlt3srlO0ENrtL9q8unzke6a9eHRjclma7Fbn7xMph+zlzQpby2kEV/nkSXkFynS5bYTFMBBcAs2UELg8yHthahqCyV+5ExSaJlq4COCp63txPMxNZ+QpkCcg5w/PCeOwz6bxO3g/+5+vi6Jk+EYWFDkojA0BWZZg6Mqt4odoe4vml5F7QdvpXQCQ+cn+1E/9FB0ftNQAACAASURBVD772c8CAEajEdbrNWzbhqLUPyr/UEFrH1pGkmjYozyt0ifhdXV3ZfOA/F2qIjHRXp497kOWiO97+QVKnFnCtILE7G5EG8IClhDLaCFEqEq83MnIZ077XfmamNDkKG9YVxUwKC56TRDIExw/8FKxeRcom60Fc2sXpk7wgk/xSgmBy4M202rDCAJGy52gBCLn5M+LuDNatst1Kh2mM7IK3ct4ZkclULxURUa/q2G53uU+D2srUChomGkZOjSvHxXg+2c3J5F8E5pORZH5ySqKgl7Pu6R96Utfwuc+9zlRnNQM2gnK6WSOh+MOVbeaFmTjmGXoUJoaXkcDUoQ9HqlMBZamKnj6qI9Xl8tqKV6hCQqx8S2V4hUzSaDFbGHiMWXRRy4OpBAiVCVeGhTymdNOm3oxuSxNpjLSXPRITlITChRl75p0drGA47jcmhs+daIhE5SO4a3ff/GH38affPVt7M+8n77H7/3Fv2V63b/67jWAOzRBYSxQdpaD/+l3v46/97OfoFrPNB1wRZHx0eMBvvt2zrXADdMZf/aHnzL920BbypcZAfB18QK86bRXoOSjeNVlfZ6WVUKwNi1IUj6WiKErtzUoDAYyaSD3gjq0O7xB/cn+wR/8Ab70pS/hN37jNzJ/9uXLl4XeFE806b3wwrur9wCAr37tL3HzNv7Btx0XV+/X+MSRzvUzWE49Xcuf/fnXsblJvmhOF2v0DLmVn79lu3g0UvHpjzrM7/8TjyRYOw3f+quvMl2wnJUJXZWwev8aL1++o/o35v7CfvXuxn+f3/j3MwDAxZtTvHx5yfTeaXH5dg0A+Oo3/gPuK/S/Y7NzsNxYeAKT6nMlk6G3F9d4+fIlzq68Dfz63SWXdbW1HNwfKLhnrKle72rmXWhOz9/i5UvvvfzVt7zn4e2bc7x8eX3w83Wv/cup935fvZng5cv4hsKXv+6959nVd/Hy5evK3lsSOsoO5tbGH/3x/4tBl89l6bsX3ne1W72v/TsBgPn7HVRFwnfezPCdN7PkH3wVX7yk4ekDDX/x5T8v8O7qx2I6BQD82Z9/FZfH2RlUBN96vca/+MN3mEwm+Psf36P6eQC4vprg5ct14s+9eAis1ir+5q//Eqeciubr/bP5tW+e4vvusU0MT9/cYNCR8fWvfSXxZ1jXubXYoaNLwOYSL1/ym2A+uwdoso5/95UvM/07zd6go0nQdpd4+fI9t/dDC7LXn79O3juvrmfQVQlfzvG8ufYOS9M5+J6+8S1v3U9efxcvnUmOd+1B2a0w6MiwFq/w8iX7HgLUf3YRUBUof/RHf4Rf//Vfxxe/+EUMh9lV2ccff1z4jfHAy5cvG/NeeOIbF98AvvHv8cnv/zR++JOPYn/mZrYB8ArPnzzi+hmoo0v83v/3x1D7j/Dxxz+Y+HO7//U1HtwbtPbz/5mfzrd+8v65HwP4x7/A1jXeWQ7wv71GfzD03+eXz78GYIaPf+wz+NTJ/XxvJgMffc8S//xf/wEcdcT0+Xzzu9cAXuMzn/oIH3/8I1T/Rv/tN1D1Lj7++GNof30J4BIvnj/Dxx//rXxvPoK//TP0P3sz2wC/83+gP7zn/93fnX0LwHt85gc/hY9/6In/s03YeybXK+B3/xXG9x7g449/IvZn/pc/+tdQlQ1+/nM/HZumXTX+7d98Bd84+w6+55N/C594OuLympd/8h0Al/jJz34KH3/8gstrFsXP/0d26gT8y3/xF/jxH/sx5tc1dBVKC2m1YUzdM/ybr/85evee4eOPv5f6353O/xrAO3T696ievZX8CsA7fOqT35P6e8p4jKcLE//97/5L6N0h8z6x+e3fxfGDfuK/y7v3/L2/y/xPMlHkPPylf8D1rTDh6v0a+J3fx2h8P/mz/Jf/CsOekuuzvveH/zfmF4uDf/tn3/kKgDl+8sd/GN/7bJzznXuf+T/5xdz/vPKzK60YyixQ5vM5vvCFL+A3f/M3ce9edldCoHzQULx8NyfOtAYap50mh9c1GayUFmIzfCCSJ0ntJfLtH+8TllntYH1xJ8PoudfRAg3KfmLES4PCim6Me1mQPdE8Wo2eQfFyXc/B6/nRoBHFCRDsVzRhsLQoQ1RcFJqqpFqKdzS59VqSvPDPmLf59hdiFJIFYuRSBz1z2NMhS6DKFAtjZ9lYm1ZjDB/uKpKySsJYbSzcG+Y7Zw1dhbm1D6is0wZlNTUFmU/m7/3e7+Hm5ga//Mu/7P+3X/u1X8OzZ89KfWMCyfALlBSLQt/NifNF9d7QwKCr4TTl8GhyeN1dgiRJnoAzVKhWwbdXZAnPHw9wzqgVOJ2wBwJ2OyrW+4sEyUHhKeRkgaF5pg8HLl4UQtu6oGnpZhpX7zdYmzbXnKSiIPsV68UtDacl5EEJlAfyPeVtgEwpcrqAkEV4Dc0FWZYw7Ou+ZpAWvITUAunI0qC4rou1ucOzx/lyRkgBtLVsX8MyryAioG3IfDI///nP4/Of/3wV70WAEirFBGVWkpuTJEk4OR7im6c32Fl2bBewydkQdw2qIt+aoBi6Urq988nxEN9+PcXFzQpPHtJt0mc53Gd6HXVPVww0N1pNBYokSegZ6oF7WZPD8Yx9XkySl3+eiVbZIPvVjLILToOzyRyP7nUbWUQK3EbHUHF0v8vk5ua6rv/ztGunbovwUd/w9zZakMZjUwwf7ipURYYsJQc17iwHlu3mLm7DBRA5q6cLkzqT60OB+CRaCBqb4VmJVJ+T4yEcx8Xry2Xs/75ucFf5rsErUA5thnkFiqXh5InX5WS5RJxO5rg3NDDs0b+/nqFhs7VhO66f56HXRPECvEIkjuLVROckVZEhScn7xGkJOUlFQfarLJdAWizXO7ybbnAipietwsnxEDdzE4sV3Tq4nm2w3D+L0+UWrpseJAzUP+kfD3Qs1jumsMaZoAFVAkmKzyohKFrcxtkYT5fVnN1tgihQWgg//8JKtsArS4MCBB3ws4v4y2mTefl3Daoq+xdQ13X9xOyywZr6vTEtXN6smLv1vVDmCsnz4GUznAdhTQwQzp5o3lqXJAmaqiRqUPJMtMpGoEHhU6CcXzSvCBPIhn/G7GmhWQjvQzvLocpoqnv66RfjlEUYENIpiIts6fB0IvHrqKh+iUxNSAHkOC5m+4wwgQCiQGkhqETyJSaKZ4kY6974PySEKV6brY2t5VQzQQkFjdHg/HIB12W/DIeF6dsGTFC6hoqVafkd2pW5g6bKqYLnOqGrcmqBIssSnj1qznQhHATLA02ksQlk4wXj/kIKGcLtp5nA+fqxmsxcRj6dkb5AmfkULzFBKRtemGL6BCXv9C0qwl9udnAcV0zGIhAFSgvB4uJVxmU163IaPLyC4lU2tFCB4vOTKyhQSMIy7QQlb7eeTOHWGytIkq9xgtLtqHAc1+98rTZWowtxXZNjk+QJZ//pw35trmhxoA2CpUUeYwaB+nHCOKElP/eDn3gAgG791D399A0hGITyYoJSHTq6kqhBWRcsbo2ICL/Ks7tNaM7JJEANmgKFdGWGJSz4R/c66BpK4uGxqtEd5UODqkp+gVIlP1lRZDx7PMDZZEHF987bySYc39XGwm4vkq/LxQs4LJjI+2qynbauKb52J4z3cxOL9a5R1ruANxHsdzXuExRRoLQLzxkLlNPJHLIE/ND3egUKzfpZbbzAzLoKdGIIweJYVyYzQuAQaRqUosUtOcM2foEitEVxEAVKC0FlM7w0MSjJEUKSJDw/GuLV5SJW4LcWFK/KoCqybzNcdRfm5HiItWnh3TTbiYbYUj8/ZqMThTUo5LCos+PvF0z7Inxt7hopkCfQVMV3PwvjtMEX93Ff56ZByWPMIFA/Bl0ND0YdBorXHMcP+3h0rwuA7tK/Mi10DQ2SVE+wpa9BYSjGZ8KKtjJ0dBU7y4Ht3G7AFaWx+xOU/ZnmmxoJd7YDiAKlhaBy8VpsS13sJ8dDWLaLN+9uO3nVbd/4IUFVZOz2Ll5VO7yw8MTPL+YY9jTcY3xvZGKxMnf+eq91ghLSxDiOi7VpNzrvR9dkPz8mjCZPFsYDA7PlFk7MxYAFeY0ZBJqBF8dDXL1fH7jmxWG6MDFbbvHieOjvfTT5IquNVeuzm8cQYrowIUvAQBTcpUP3nbZuC+VJgypvc8oXye9fmxTUI5FvcwBRoLQQWRQvx3ExW21LXewvUlxWij68AvRQFdmfYgUhXtVNUIBsGsbOsvHmaomT4yFztzIQyVu+2FvTapygGMH7IQLHJk8K9b2LV5SG5xcoDbTfHfV1OI6LZcbFNAt5jRkEmgHivHZ+ke7kRdby86NBcOmnmKCsN7taachkCsJCZ5wuthj0dCiU4bgC+dGJTDnC4G0zPBUTlFiIAqWFCAqUeH7kYu11d8scA5PDI+5yKly8qoOmyrAdd29TWC0/mdZq+NXlEk7Oi2LXCDQo2z1VSa/RMYsYP6xNK2Sn3dxJoa7JcFzcoimcTRaQJOCjhhYoQHEnryZPiQSyQdsA8fVtT4bUwnPXdbEy6zW48B3rGCYos6UpLrEVISpkD4PccfJPUKIUL9JcFBOUMESB0kIQXUnSBKUKIV3a5bTJ4XV3DWQt2I4TjIkrOsCePe5DlgJ9SRKIHXUeqo2vQdnsfBevenNQgglKGwpxQgeNWg2fTeY4ftDzqQZNQmA1XEyHIiyG2w0y3csqUMJ6Klrh+WZrw3XrpSH7jnWU69y2HcxXO0EDqghxYYoEhUXy+qFIflbx2d0WiAKlhciieAVahPIW++P7PeiaEqs/qNu+8UOConij/p3lBGPiig4wTVXw9FEfZ5N5qpNXEUG2XxCYViNyUMIFk+9W1+B1Tg7ZbUgoP12YeL8wGztZIPtWUathUjg39e8USAdt1lJA8Rqia6hQFTlTg+I3F2psohHHOhq9DADMV957FhOUakCaN5sUDUreAjfQoBzaDAsXr0OIAqWFIAWKlVigEDen8ha7Ikt4/niA88n8Fn2k6eF1dwlkgmLZLmaLLVRFqvTCfHI8xGK9w/sUOs7ZRZECJWQzvF/vdeagEDrXKkTxarJInuh1tiE6KOH0N3WyQPYt2otbEogxg7jQtRPjgYHxQMd5Rpr82WSOo/tddA0VkiRhPNAzJyhNeXZZHOuqbkB96Ig6bYXBy8WLFD/T5RYdXanVAKaJEAVKC+FTvBJshgNP7XIP5pPjIbaWg8ub1cF/b3p43V2C5hco3gRl1Dcqtc2k4YmfTeboGioejjvMrx+I0r0keVWRahWIhile6xZoUMiBF562hjvOTUSefIgoihgzCDQHJ8dDvL1eJuZRLNY7XM9MPzcF8KhTWcXtumAHnBdYHOsEDahadCI0rDCK0tij+pbZwhTW0TEQBUoLkUXxqqrTcvIkniPc9PC6uwQ1NE2bLraVb3K+FilBh2LZDl5fLvAi50Wxe0DxcmqfynVDNsPt0KDsJyihC15YVNxE5EnYjqKIMYNAc3ByPITrAq8SnLzOY3RG476BtWnf0l2F0RQaMotjnZigVIs0DcrKtKBrSu6cufBru66L6XKLkaB33YIoUFqIIAclfgOuqtOSJJRfm7vaR+cfCsgGuTYtrE2rcjpLFk/8zdUSlu3mvigamgJZlrDeWNhaNvQaLYaBCMWrBRoUPUYkfxqyZW0iyL5FKx6OQxFjBoHmICtrKU7fNqLQMK3M+jUoQNgQIrsYr4oZIeDBiGSVhLHe7Art+74GZWdjbXr05ariAdoEUaC0EGpIGB2HIA+j5AlKzOFBwuuafGm7SyBrgaS5V91d++hoAElKziooavUqSRJ6hupRvCynVgcvICySb4vN8L5AiVC8Ht3r1k5vSQLLpS0JRYwZBJqDk6N0CmmcUxvN+lk1ZILCQmckifNiglIN0m2GrULFbViDUnXAcpsgCpQWQpIkaKoMK0mDQkTyJXdanj7sQ1Wkg8PDD69r8KXtLoFQvK5nawDV85M7uoqj+73EDmdQoOTv1vc6qu/iVaeDFwB0QkGNvhd+g4txMnEiE5Tleod3002jJwuGpqCjK0z5EFEUMWYQaA7S8raA0DTwgOKVndAeiOTrPadYDCHI3yM0KNUgVYNSMENHVWSoigRza/uFtNCg3IYoUFoKTZWTbYYX1ThCKIqMZ48HOJssfJvZpnSmPhQQkbw/QamhC3NyPMT7uRlLqTjbO/AUuSj2Oprn4rWza9egKLKErqFgZe5CQtvmrvUgB8XbK84vyIWumfQuglFf9zvGeVDEmEGgObg/NNDvaokFyvlkjgcjA4NuUGgQLn/a+mkKxSsIJc0uxsVFtlokuXjZtgNzaxeeQBuags3W9gtPMUG5DVGgtBRpBcp0aVYmuDo5HmJtWv4FuQ1d5bsENVqg1HB4pYV2nk3m0DUFR/d7uV+/a6hYb3Ywd04jbBi7hrafoDTDCSgNRmSC0pbwwtHAwHS5Tc3XSUJRYwaB5kCSJLw4HuL11fLWebc2LVzcrG81P2gmKE0RyfsUL4oJCmkAiaDGahDNKiEgjamiQdSGrsDc2SHqnig8oxAFSkuhKfEFiuu6mC62lS32qIjRFw6LFPlKQChepECpwwkkyWrYdlycX8xxcjyAXMAauNdR4bjexVOrWSRP3s86nCTf4LUeNdQ45TDRqgLjvo6d5fiXARYUNWYQaBZOjodwHBevrw51bucJND42DUrNNsOE4kU5Qel3VN+ZT6BckGZYNKiRlzmKoaswt7bQoKRArPSWQlOV2AJlbVqwbKeyxR69nDZl4/9Q4E9Q9hqUOrowRF8SLVAurlfYWk7hi2J4LdUtkge8zplnM2xBlgIqQBPha1D2e0VR04KqQPavPGnybfkbBeiQtL8kTQMJBSrVxashE5QRg0heWNFWiySK15rTHcfQFJhby//uhbboNkSB0lKoCRSvYAxczWKPFihNGZ1/KLhF8WrQBMW/KBYMBAyvpbpF8oD3fraWg/lq66dXNxW+i9eOTFDmuD80MOw1+zCkuWQmIRDIN1tnI0AHf3+JZC2dvi0wQdlrUIrSdIoiKMTTKV6u62K2rI4ZIRB22josUIqGNBJ09hQvkW+TjPpPe4Fc8Fy8brtLkE25qovqR4/7kKXgsPA1KA2mvdwlaHub4ToFlL2OhkfjTnKBUrCTHV5Les0ieSDonF3PNrW7AGVBD4nkN6aFy5tVKyYLRayGz962g8YmQAe/QLmIUrziv+dBV4MspU8lyCWT6AzqAq1j3XK9g+O4ggZUIZKCGn2DhcIULwWW7eKa0LNF8XkLokBpKZJE8r4jREWLXVMVPH3Ux9lkDtd1WxFed5dANCiuC0gSMKipM35yPMTVdOMXqECgSyqaWB7WeDSF4gXsvfAbvs4DipeN88sF3Jakq48Z3I2i4GHMINAcPL7XRddQbjVATidzjPr6rUu7LEsY9vXUqcR6Y6FrqIW0cbwwGhiZjnXTipkRAuGgxvgJSlHtISmOL27WUBWp8WdJHRAFSkvhTVBcOM6hy43vCFEhn/HkeIjFeof3C7MV4XV3CYTiBQDDng6lpgM3Lq/gbDKHqsh48qDYRTE8pWiKSN7/fzd8UhhQvJxWaTNoqS9R8DJmEGgOJEnC86Mhzi8WsPfZX+bOxuTdMnEtj/pG+gTFLJYEzhPjvp7pWFc1M0LAs5TXVBnmLiKS55ShQyY0lzcrjPpGo6nCdaH+014gF0j+RTSsMRBcVbeRhTUIwma4WoQLlCqL0iiiVsOu6+JsMsfzowEUpdg2c6hBqX+CEhZHNt0Mgjj+7HZ2ayyGATbxcBi8jBkEmoWT4yEs28Hb6xUA4PXlAo6bvJbHAx2L9S4xzLhJ08/xwMh0rCPPQZ17/IeIjq7c0qCsOVK8AM/ARHyv8RAFSksR2IdGCpSKKV7AoYixDeF1dwlqSDRepz/+8yNSoHi88Mv3a2y2Np4fFRcqHxQoTZighKYmTS/ESZduazmJouImgghGafIhwuBlzCDQLJA1S9Zw1lom62e+ii9wVxurMVN+GkMIMkkUGSjVwnPaSqB4cSpQACGQT0L9p71ALvid0WiBUsMo2D88JnNhM1wxtIZMUMJrAADO94UKj259+CLRBA1KmyheQZK8jfOLOYY9rRXdunHOCUqbaGwC9CD7CMk+yXJqIxO4uHyRnWXDsp3GNBdoDCHEBKUeGLp6y2aYF409bNAgLIbjIQqUliKpQKnaZhgAnh8NIEle97wN4XV3CQcUrxq7MKO+jntDw78gkkLlpKBAHmiezXC3RRQvMnFabnZ4c+Vx9tvAde4aKlRFYtag8DJmEGgWog2QrEI0bQLXlAwUAnJWpzl5TZf1uTR+yDB0L6skDP+Ow3OCIrRFsaj/tBfIBb9AiVgNTxcmVEWu1Oa3o6s4ut/ba1CaH153l6CqwWWz7i7Mi+MhLm5W2JgW1052t9MsF6+DCUpDLjlJIJ/X37yewWmJgxfgCaOzhM5x4GXMINAsHD3oQVdlf185m8zR76h4MOrE/nzaBM6nITeE4kXo2GlOXmQSJKhA1YJQvMIGBsSptOgEztDCFC9ReMZBFCgthZoyQRkP9Mq7pCfHQ7xfmLi4WaHb0VrRpb0LaMoEBfDWgOsC55cLnE3mkGUJzx5x0KCELhJaE0TyRosKlP0+cfV+DaAdAnmC8SDdKjYKnsYMAs2CIntOXmeTBXaWjdeX6dNAshfGXfqbNkEJKF4pExSScyWoQJWioytw3MN7Fq8k+U6oiVulqVGbIHbxliKZ4mXWclElF593001jNv4PAU1x8QKAk70g/mwyx+lkjmeP+v46LYLwejKaIJIPHUzdhnRhk6Ao8oHdblsmKIB3yVybNra724G0cSDGDG36GwXo8fx4gO3Oxle+dQXbcVO/Z98FLoY21TSnSV8vkyaSX21h6ErtwZIfGggTJKxDWW12UGSpMN34UCQvCs841H/aC+SCbzMcKlC2Oxtr066lyxIWKwr9SXUIFwC1T1D2vP+v/vUVlusdt4tiJ7SeNEHxYka4qGvT5Z3m4hYGMWY44eAcJ9A8kCbYH/+71wDS17Kv64iboDSO4pXtWDddbMUltgaQgnBjhgoU07OoLsoSMcIiefHdxkIUKC1FnM3wtEaeaviwaLpw+C4hPEGpe/xP1sCffu3Nwf+/KBRZQtfw1nsjRPItongBwV7RNVQ8HMdz9psIGnejMHgaMwg0Dyz7i792YicoTaN4pTvWua6L2cIUNKAaEExQAqH8amMVDmkEIhoU8d3Gov7TXiAX4ihepANTB9UnfFg0ZXT+IeCgQKm5C3NvYGDY0zBfeRQKnt16QqVqnEi+IV3YNJDP7EVLHLwIxhTuRmEIi+G7DfK9kv0lTU/lZ4vEieQ5uTDxgudYJyfqrTZb2wvzE132ykEKlHBY49q0uLBEDjQo4ruNhShQWoqgQAkenJmfIl/9Yu91NDzad2cFxas6HBYo9XZhJEk6uBzyFGSTy0QTkuQ1VfGfv6ZcctJApk5tu7iTjnGau1EYPI0ZBJqHp4/6UBWvwO7oCh7d6yb+rKrI6He1DJvhZjQXJEnCeKAnTlDqyDYT8ECmHCSs0XVdrDc7Lvs+KX5kCRj2RIESB1GgtBSBzXDMBKWmiyq5ADVl4/8QQGyG+x2ViyC9KMgakCTgI45aAHIgaA0QyQMBzasN00IyQWlbgcIyQXFdl6sxg0DzoCoynj329pTnx8MD84c4jPt67ATFt4ltUCNt3DcSJyh1ZJsJeCAaFFKgmFsbjstn7ZDXHvb1zLX8oULs5C1FLMWr5rRZcgFq0sZ/10HMEprCTyZr4PhB74BjWxRkTfF8zSIgBVMbpoUkrDEpdbupYNGgvJ+bXI0ZBJqJk6Ph/v9mr+XxwMBstYXjuAf/nVfQHk+MBnqiY52YoNSHqAbFN1jgqEGpm/nQZIgCpaWIK1Bmftps3ROU5mz8dx2E4tUUfjJZA7wviuRAaEp3nGhP2lCME5F82y7vvo6AYoJyKvQnHwRY9pdRX4fjuFjuCxICQvFq0rPrO3nFTHwC85tm7PEfEohOhExQeBa3pPipOx6gyWjGaS/ADE1JdvGqaxT84z9whGeP+viRTz6q5fd/iNA1BT/w4j5+4geO6n4rAIAfeHEf3/N0hL/z2WdcX/ez3/8IJ8fDxOToqvGjn36Mz37/o1YEAv7EDxzhRz/1CEf325WunmYVG4UvkBcWw3caP/OZJzi638VP/dCTzJ9NmsCtOXbBeSHIbbm91oPGo7jIVg0y5dj4BQq/4nbQ0/Ejn3yEn6ZYyx8qmtNCEGBCXJJ83aPg4wc9/A//9Odr+d0fKmRZwn/zX3yu7rfho9/V8N/9l3+X++v+w5/7PvzDn/s+7q+bF//pP/pM3W+BGr/085/GL/38p+t+G8wY9nTIUnrCNgGZoLx4Mir7bQnUiO8/uYd/9iu/QPWzYfve56H+jR/U2KgJSrLrWEDdFlSgqhENauSVIg949vm/+p/9ncKvc5fR/PafQCxiXbyWW8iyhEG3OZ0hAQEBgTyQZQnDvk5F8TqbzLkbMwi0G4TqHBWfrzYWdFVuDF0UCDSEcRMU8t/qzrn6EEHCFDdbokFpnn7pLqM5T6gAE+KS5GdLE6OecIQQEBC4GxiluBuFcT5ZcDdmEGg3AorgYYG7Nq1G0buA0AQlphgn/60ud84PGVGbYd+iukHTt7sMUaC0FGqczfBiK7osAgICdwbjgY75agc7tM9FMV2YeL8whUBe4ADjBF2HlwTerAtmmmPdbLGFqkiia18Dbovkm6dfussQBUpLEXXxsmwHi/VOdFkEBATuDMh+Nlsl07zOLxYA+AaDCrQf/tq5NUHhE7THE2mOddOliVHfgCQJZkTViGpQCMWraQXuXYUoUFqKaIEyX9aXIi8gICBQBsh+FiceJhAWwwJxGA1uU7xsx8XatH2b8KYgbYIyXWyFFW1NIGGKGzMqkhcFShUQBUpLZZ8XNQAAEEFJREFUES1QpkvhlS4gIHC34OdDpOhQzkSBIhCDcYzwfGM284I56GqQZemWXmZn2ViblmBG1IRbQY1Cg1IpRIHSUpDwNeLiVbfFsICAgABvjGO64FGQAuW5cPASCMHQFHR05WD65udYNKxAkWUJo55+yxDCzzYTE5RaQDQo0RwUoUGpBqJAaSmiE5SZSJsVEBC4Ywh0BOkTlEf3uuLSIHALo8GhC5xvE9vADvhooN8qxEXjsV6oigxZConkhc1wpRAFSktBChTLJhQvkjYrNjIBAYG7Ad8qNiELZbne4d10IwTyArEY93VMl1u4rguAb9Aeb4z6OhbrnX+mA8G6Fyny9UCSJBi6Eojk9+uHaFMEyoUoUFoKkoPia1DEKFhAQOCOIRA6x09Qzi6E/kQgGeOBgZ3lYG0eagialCJPQKaF81AxTiaHghlRHwxdhbkPalybFrqGKrLmKoIoUFqKWxSvpRgFCwgI3C2Q/SwpTf7srShQBJIRte9tMkXHL8ZDa92foIhzvTYYmuJTvNYbq5HF7V2FKFBaCmXPjRQuXgICAncVafkQAHC2z0A5ORYCeYHbCNLkvQbeqsE2sb7eKqSZmYlzvXZ0dCUQyTcwQ+cuQxQoLYaqKn6SPBHJD8VGJiAgcEegKjL6XS2Z4iUshgVSEFgN7ycoPsWreRqUOMc6IZKvH1ENiihQqoMoUFoMTZVhWYFIftDVoCriKxUQELg7IELnOJxO5rg/NDDsicaMwG2QyQPRcqw3zaV4xTnWzYRIvnZ0dBU7y4G5s7GznMaFfN5liNtsi6Gpsp+DMhNpswICAncQ44GB2XILx3EP/vvGtHBxvRLTE4FEBAntRIPSXIpXrAZlYUKWIArwGqFrXhbKzWwDoHkZOncZokBpMbwCxYHjuJittsJiWEBA4M5h1NfhOC6W++43wflefyIshgWSEL30r83m2gwHxVQwQZkuthj2deEaVSNIWOPNzPtemljc3lWIAqXF0BSvQFmsd3AcV0xQBAQE7hziLm5AYDH8XBQoAgkgtKlbIvkGOjGNYzJ/ZktTNB5rhkEKlLk3QWlicXtXIQqUFoNMUISQTkBA4K4iTjwMBAJ5MUERSAJZO77N8H4K10SaztDXy3jv1bYdzFc70XisGSSUkVC8mljc3lWIAqXF0FQZO9sRQjoBAYE7i1GM/SoAnIoMFIEMdA0VqiL7a2e1sSDLEoy9rqBJUBUZg66G6f69zlbEYlg0HusEWSs3c0HxqhqiQGkxNFU5mKCIUbCAgMBdQ5BlcXuCMuzposMskAhJkjAe6P7aWZsWeoYKSWqmpmPU1/0JCvm/ovFYLwKKl3fP6gqKV2UQBUqLoakyHMfFe5/iJTYyAQGBu4UoTQcAtjsbb98t8eLJsLGXTYFmYNw3QhOUZgftjQcGZivPsY5MUkbiXK8VRCR/LShelUMUKC2Gqnpf37up9+CIUbCAgMBdgy90DlG8Xl8t4bjA8yORIC+QjlFfx9q0sd3Z+6C95nbAw451QYq8ONfrBKF4vfdF8qJAqQqiQGkxtH0o49X7NQDRaREQELh7IPvaLETxOnsrBPICdBiFTBZWpoVugzvgYcc6QksTzIh6YexF8te+zXBzC9y7BlGgtBiaP0HxChTRaREQELhriLMZPp0IgbwAHcj6ubhZwXHcRnfAw451JFFenOv1gmhQCJW+yevnrkEUKC0GKVCu3u8pXqLTIiAgcMdgaAo6unKQD+FbDD8RBYpAOki+yNt3SwBo9AQl7FhH1rtgRtQLokFxHBdAs9fPXYMoUFoMTfUenHfTNbqGAr2B1okCAgICRTEaGH5HGfAmKL2OigejTo3vSqANGO0nKG/2BUqTKTrhCYrIN2sGyASFQBQo1UEUKC0GmaBstrawGBYQELizGPd1TJdbuK4Ly3bw5mqBkyPh4CWQDX+CcrUC0GyKTtgQQuSbNQMkqJGgyevnrkF80i0GKVAAQe8SEBC4uxgPDOwsB2vTwrvpBpbtCv2JABXIBIJQvJpsExs2hJguTPS7GlRF9JHrRDjUU1Nln7kiUD7Eym8xwgWKmKD8/+3dTWxU9R7G8Wc60+nbtPTlznBTLA3pAnJN5aWQm0o1GtENxtxNgZBK3Akl0Y0BbIhoCFWQBS8SMRYjISGMqVFZiZEE42KAME0KNDEIN+FKK7RD+sL0DWvnLrznOPUWZ4rtnP8cvp/dnCnNr5MfZ87zfzkHgFtZo8hDw/ft/ScEFKTD6h1riZfJD9qzZ1Di9zU4fN+e/YFzkpd4MXuSWQSULJbrZQYFgPsl38mLDfKYCat3rCVTJl9k/n5L5N+WeLH/xHlTAkqeueHWjQgoWczHDAqAR0DyDAq3GMZMBApylZO0VcnkgGLdsa4nFtfkZIL9JwZIXuJVYHDvuBEBJYtN2YPCiQyAS1nnt8H4fd26E1ee36tgaYHDVSEb5OR4VJz0/Wj6KHhJIE+9/f97+DLf647LS9okb3K4dSMCShZjiReAR4G11GUgPq5bvff0WCignBzu4IX0JK8wMP0iM3mwkSVezvPmeOzBYNPDrdsQULKYL+luEiWcyAC4lLU2/9p/+nV/YpLlXZiR5AE805fpJIcSBh7NYD2s0fRw6zYElCzGEi8AjwLr7kZd/74rSVpIQMEMzEueQTF8FDx5WRd7S81g7UMxPdy6DQEli019DgonMgDuZI0kW3diYgYFM1GSNBNh+ig4MyjmsfahmPwMHTcioGSxqc9B4UQGwJ0K8nxTHlhHQMFMJM+g5Bt+kTllDwozKEbIs5d4mT375jYElCxmBZRcX44KDD/pAsDD8ng89miyz5ujv5cXOlwRsonVOwV5XnkNv7lC8qxJCTMoRmAPijPSCiitra1av369NmzYoMuXL891TUiTFVDmFfnl8Zh90gWAv8IaTX4sFJDXy9ga0mf1ToHh+0+kqTe8Yem2Gaw9KASUzEr5aV+8eFE3b95UOBzWjRs31NLSonA4nInakEKu97f/NNzBC4DbWaPJLO/CTJXYMyjmX2BaS7zy/d4pDwmEc6wlXtnQP26SchgqEolozZo1kqSamhoNDg4qHo/PeWFIzZpBYf8JALezznMEFMyU1TvZMAJu3bmL73Vz5Nub5M2fgXOTlAElFouprKzMfl1eXq6+vr45LQrp+X2JFzMoANzNWu5SNT/gcCXINlbvZENAsfagsDLCHPYMShb0j5vM+NNOJBIpfyYajT5UMXPBpFpm2/2JST1W4dffCkZc/Xc6ic8VD4vemV1luWOqCvqVGO5WNHrb6XLmHP0zeyYTCf2jqkBVpRPGf66JREK11QWqrEg8dK2m/43ZZl7uqBZU5CrWc133+ty//82U/kkZUEKhkGKxmP26t7dXwWDwT/9NXV3dX69sFkSjUWNqmSv1/3S6Avd6FPoHc4PemX11khrXOl1FZtA/s2/VSqcrSN/Kv1ArvTP76uqkl//ldBWZken++bMwlDIKrl69WmfOnJEkdXV1KRQKKRBgih0AAADA7Es5g7JixQo9/vjj2rBhgzwej3bt2pWJugAAAAA8gtLag/LGG2/MdR0AAAAAwJPkAQAAAJiDgAIAAADAGAQUAAAAAMYgoAAAAAAwBgEFAAAAgDEIKAAAAACMQUABAAAAYAwCCgAAAABjEFAAAAAAGIOAAgAAAMAYBBQAAAAAxiCgAAAAADAGAQUAAACAMQgoAAAAAIxBQAEAAABgDE8ikUjM5i+MRqOz+esAAAAAuFBdXd20x2c9oAAAAADAw2KJFwAAAABjEFAAAAAAGIOAAgAAAMAYBBQAAAAAxiCgAAAAADCGz+kC5kpra6s6Ozvl8XjU0tKiJ554wumSYLh9+/YpGo1qYmJCr776qmpra7Vt2zb9+uuvCgaDev/99+X3+50uE4YaGxvTiy++qObmZtXX19M7SNvp06fV1tYmn8+n1157TYsXL6Z/kNLw8LC2b9+uwcFB/fLLL9q6dauCwaDefvttSdLixYv1zjvvOFskjHPt2jU1NzfrlVdeUVNTk37++edpzzenT5/W8ePHlZOTo3Xr1qmxsTGjdbpyBuXixYu6efOmwuGw9uzZoz179jhdEgx3/vx5/fjjjwqHw2pra1Nra6sOHTqkjRs36uTJk6qurlZ7e7vTZcJgH374oebNmydJ9A7S1t/fryNHjujkyZM6evSozp49S/8gLV988YUWLVqkEydO6ODBg/b1TktLi06dOqV4PK7vvvvO6TJhkJGREe3evVv19fX2senONyMjIzpy5Ig+/fRTnThxQsePH9fAwEBGa3VlQIlEIlqzZo0kqaamRoODg4rH4w5XBZOtWrVKBw8elCSVlJRodHRUFy5c0HPPPSdJevbZZxWJRJwsEQa7ceOGrl+/rmeeeUaS6B2kLRKJqL6+XoFAQKFQSLt376Z/kJaysjL7onFoaEilpaXq7u62V4zQO/gjv9+vjz/+WKFQyD423fmms7NTtbW1Ki4uVn5+vlasWKGOjo6M1urKgBKLxVRWVma/Li8vV19fn4MVwXRer1eFhYWSpPb2dj399NMaHR21l1VUVFTQQ3igvXv3aseOHfZregfpunXrlsbGxrR582Zt3LhRkUiE/kFa1q5dq56eHj3//PNqamrStm3bVFJSYr9P7+CPfD6f8vPzpxyb7nwTi8VUXl5u/4wT19Gu3YOSLJFIOF0CssS3336r9vZ2ffLJJ3rhhRfs4/QQHuTLL7/UsmXLVFVVNe379A5SGRgY0AcffKCenh5t2rRpSs/QP3iQr776SpWVlTp27Jh++OEHbd26VcXFxfb79A5m6kE940QvuTKghEIhxWIx+3Vvb6+CwaCDFSEbfP/99zp69Kja2tpUXFyswsJCjY2NKT8/X3fu3JkyJQpYzp07p59++knnzp3T7du35ff76R2kraKiQsuXL5fP59PChQtVVFQkr9dL/yCljo4ONTQ0SJKWLFmi8fFxTUxM2O/TO0jHdN9X011HL1u2LKN1uXKJ1+rVq3XmzBlJUldXl0KhkAKBgMNVwWT37t3Tvn379NFHH6m0tFSS9OSTT9p99M033+ipp55yskQY6sCBA/r888/12WefqbGxUc3NzfQO0tbQ0KDz589rcnJS/f39GhkZoX+QlurqanV2dkqSuru7VVRUpJqaGl26dEkSvYP0THe+Wbp0qa5cuaKhoSENDw+ro6NDK1euzGhdnoRL5wD379+vS5cuyePxaNeuXVqyZInTJcFg4XBYhw8f1qJFi+xj7733nnbu3Knx8XFVVlbq3XffVW5uroNVwnSHDx/WggUL1NDQoO3bt9M7SMupU6fsO3Vt2bJFtbW19A9SGh4eVktLi+7evauJiQm9/vrrCgaDeuuttzQ5OamlS5fqzTffdLpMGOTq1avau3evuru75fP5NH/+fO3fv187duz4v/PN119/rWPHjsnj8aipqUkvvfRSRmt1bUABAAAAkH1cucQLAAAAQHYioAAAAAAwBgEFAAAAgDEIKAAAAACMQUABAAAAYAwCCgAAAABjEFAAAAAAGIOAAgAAAMAY/wVD2TuNtggMUwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Squelching Line Output\n",
    "\n",
    "You might have noticed the annoying line of the form `[<matplotlib.lines.Line2D at 0x7f72fdbc1710>]` before the plots. This is because the `.plot` function actually produces output. Sometimes we wish not to display output, we can accomplish this with the semi-colon as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(X);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(Y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Adding Axis Labels\n",
    "\n",
    "No self-respecting quant leaves a graph without labeled axes. Here are some commands to help with that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = np.random.normal(0, 1, 100)\n",
    "X2 = np.random.normal(0, 1, 100)\n",
    "\n",
    "plt.plot(X);\n",
    "plt.plot(X2);\n",
    "plt.xlabel('Time') # The data we generated is unitless, but don't forget units in general.\n",
    "plt.ylabel('Returns')\n",
    "plt.legend(['X', 'X2']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc, scale = 11, 1\n",
    "s = np.random.logistic(loc, scale, 12000)\n",
    "count, bins, ignored = plt.hist(s, bins=40)\n",
    "plt.xlabel('Data') \n",
    "plt.ylabel('Result')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Generating Statistics\n",
    "\n",
    "Let's use `numpy` to take some simple statistics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11494188939236727"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.041496885611323"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0195808039409178"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.028542879345169"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.average(s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Getting Real Pricing Data\n",
    "\n",
    "Randomly sampled data can be great for testing ideas, but let's get some real data. We can use `get_pricing` to do that. You can use the `?` syntax as discussed above to get more information on `get_pricing`'s arguments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = get_pricing('MSFT', start_date='2012-1-1', end_date='2015-6-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "get_pricing?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "info = get_pricing('AMZN', start_date='2012-1-1', end_date='2015-6-1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our data is now a dataframe. You can see the datetime index and the colums with different pricing data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open_price</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close_price</th>\n",
       "      <th>volume</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-03 00:00:00+00:00</th>\n",
       "      <td>24.065</td>\n",
       "      <td>24.436</td>\n",
       "      <td>23.920</td>\n",
       "      <td>24.319</td>\n",
       "      <td>60891291.0</td>\n",
       "      <td>24.319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-04 00:00:00+00:00</th>\n",
       "      <td>24.309</td>\n",
       "      <td>24.899</td>\n",
       "      <td>24.273</td>\n",
       "      <td>24.826</td>\n",
       "      <td>76534029.0</td>\n",
       "      <td>24.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-05 00:00:00+00:00</th>\n",
       "      <td>24.817</td>\n",
       "      <td>25.133</td>\n",
       "      <td>24.736</td>\n",
       "      <td>25.080</td>\n",
       "      <td>53479335.0</td>\n",
       "      <td>25.080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 00:00:00+00:00</th>\n",
       "      <td>24.953</td>\n",
       "      <td>25.551</td>\n",
       "      <td>24.949</td>\n",
       "      <td>25.488</td>\n",
       "      <td>91671771.0</td>\n",
       "      <td>25.488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-09 00:00:00+00:00</th>\n",
       "      <td>25.424</td>\n",
       "      <td>25.470</td>\n",
       "      <td>25.125</td>\n",
       "      <td>25.143</td>\n",
       "      <td>56352965.0</td>\n",
       "      <td>25.143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-10 00:00:00+00:00</th>\n",
       "      <td>25.316</td>\n",
       "      <td>25.515</td>\n",
       "      <td>25.152</td>\n",
       "      <td>25.234</td>\n",
       "      <td>54223945.0</td>\n",
       "      <td>25.234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-11 00:00:00+00:00</th>\n",
       "      <td>24.862</td>\n",
       "      <td>25.361</td>\n",
       "      <td>24.808</td>\n",
       "      <td>25.125</td>\n",
       "      <td>62855941.0</td>\n",
       "      <td>25.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-12 00:00:00+00:00</th>\n",
       "      <td>25.261</td>\n",
       "      <td>25.397</td>\n",
       "      <td>25.057</td>\n",
       "      <td>25.379</td>\n",
       "      <td>46186121.0</td>\n",
       "      <td>25.379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-13 00:00:00+00:00</th>\n",
       "      <td>25.316</td>\n",
       "      <td>25.606</td>\n",
       "      <td>25.189</td>\n",
       "      <td>25.606</td>\n",
       "      <td>55326851.0</td>\n",
       "      <td>25.606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-17 00:00:00+00:00</th>\n",
       "      <td>25.742</td>\n",
       "      <td>25.968</td>\n",
       "      <td>25.533</td>\n",
       "      <td>25.615</td>\n",
       "      <td>66537766.0</td>\n",
       "      <td>25.615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-18 00:00:00+00:00</th>\n",
       "      <td>25.660</td>\n",
       "      <td>25.742</td>\n",
       "      <td>25.352</td>\n",
       "      <td>25.588</td>\n",
       "      <td>60912302.0</td>\n",
       "      <td>25.588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-19 00:00:00+00:00</th>\n",
       "      <td>25.524</td>\n",
       "      <td>25.773</td>\n",
       "      <td>25.406</td>\n",
       "      <td>25.497</td>\n",
       "      <td>66169544.0</td>\n",
       "      <td>25.497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-20 00:00:00+00:00</th>\n",
       "      <td>26.122</td>\n",
       "      <td>26.956</td>\n",
       "      <td>26.059</td>\n",
       "      <td>26.929</td>\n",
       "      <td>157989713.0</td>\n",
       "      <td>26.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-23 00:00:00+00:00</th>\n",
       "      <td>26.784</td>\n",
       "      <td>27.147</td>\n",
       "      <td>26.603</td>\n",
       "      <td>26.947</td>\n",
       "      <td>70185739.0</td>\n",
       "      <td>26.947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-24 00:00:00+00:00</th>\n",
       "      <td>26.711</td>\n",
       "      <td>26.802</td>\n",
       "      <td>26.449</td>\n",
       "      <td>26.594</td>\n",
       "      <td>48606276.0</td>\n",
       "      <td>26.594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-25 00:00:00+00:00</th>\n",
       "      <td>26.349</td>\n",
       "      <td>26.875</td>\n",
       "      <td>26.349</td>\n",
       "      <td>26.802</td>\n",
       "      <td>55871304.0</td>\n",
       "      <td>26.802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-26 00:00:00+00:00</th>\n",
       "      <td>26.838</td>\n",
       "      <td>26.920</td>\n",
       "      <td>26.648</td>\n",
       "      <td>26.748</td>\n",
       "      <td>46229333.0</td>\n",
       "      <td>26.748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-27 00:00:00+00:00</th>\n",
       "      <td>26.693</td>\n",
       "      <td>26.766</td>\n",
       "      <td>26.440</td>\n",
       "      <td>26.485</td>\n",
       "      <td>41452599.0</td>\n",
       "      <td>26.485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-30 00:00:00+00:00</th>\n",
       "      <td>26.258</td>\n",
       "      <td>26.847</td>\n",
       "      <td>26.131</td>\n",
       "      <td>26.838</td>\n",
       "      <td>46520829.0</td>\n",
       "      <td>26.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-31 00:00:00+00:00</th>\n",
       "      <td>26.884</td>\n",
       "      <td>26.920</td>\n",
       "      <td>26.494</td>\n",
       "      <td>26.775</td>\n",
       "      <td>40812893.0</td>\n",
       "      <td>26.775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-01 00:00:00+00:00</th>\n",
       "      <td>27.002</td>\n",
       "      <td>27.237</td>\n",
       "      <td>26.974</td>\n",
       "      <td>27.092</td>\n",
       "      <td>64067228.0</td>\n",
       "      <td>27.092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-02 00:00:00+00:00</th>\n",
       "      <td>27.101</td>\n",
       "      <td>27.346</td>\n",
       "      <td>26.929</td>\n",
       "      <td>27.142</td>\n",
       "      <td>49959760.0</td>\n",
       "      <td>27.142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-03 00:00:00+00:00</th>\n",
       "      <td>27.319</td>\n",
       "      <td>27.554</td>\n",
       "      <td>27.273</td>\n",
       "      <td>27.391</td>\n",
       "      <td>38728694.0</td>\n",
       "      <td>27.391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-06 00:00:00+00:00</th>\n",
       "      <td>27.228</td>\n",
       "      <td>27.391</td>\n",
       "      <td>27.165</td>\n",
       "      <td>27.373</td>\n",
       "      <td>26067704.0</td>\n",
       "      <td>27.373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-07 00:00:00+00:00</th>\n",
       "      <td>27.328</td>\n",
       "      <td>27.631</td>\n",
       "      <td>27.237</td>\n",
       "      <td>27.518</td>\n",
       "      <td>36751791.0</td>\n",
       "      <td>27.518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-08 00:00:00+00:00</th>\n",
       "      <td>27.428</td>\n",
       "      <td>27.799</td>\n",
       "      <td>27.391</td>\n",
       "      <td>27.790</td>\n",
       "      <td>47382414.0</td>\n",
       "      <td>27.790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-09 00:00:00+00:00</th>\n",
       "      <td>27.808</td>\n",
       "      <td>27.917</td>\n",
       "      <td>27.627</td>\n",
       "      <td>27.890</td>\n",
       "      <td>45580004.0</td>\n",
       "      <td>27.890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-10 00:00:00+00:00</th>\n",
       "      <td>27.772</td>\n",
       "      <td>27.917</td>\n",
       "      <td>27.518</td>\n",
       "      <td>27.622</td>\n",
       "      <td>38526519.0</td>\n",
       "      <td>27.622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-13 00:00:00+00:00</th>\n",
       "      <td>27.763</td>\n",
       "      <td>27.890</td>\n",
       "      <td>27.582</td>\n",
       "      <td>27.699</td>\n",
       "      <td>31447419.0</td>\n",
       "      <td>27.699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-14 00:00:00+00:00</th>\n",
       "      <td>27.672</td>\n",
       "      <td>27.791</td>\n",
       "      <td>27.234</td>\n",
       "      <td>27.599</td>\n",
       "      <td>50770567.0</td>\n",
       "      <td>27.599</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>2015-04-20 00:00:00+00:00</th>\n",
       "      <td>41.461</td>\n",
       "      <td>42.891</td>\n",
       "      <td>41.411</td>\n",
       "      <td>42.623</td>\n",
       "      <td>38568282.0</td>\n",
       "      <td>42.623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-21 00:00:00+00:00</th>\n",
       "      <td>42.722</td>\n",
       "      <td>42.871</td>\n",
       "      <td>42.255</td>\n",
       "      <td>42.365</td>\n",
       "      <td>22952534.0</td>\n",
       "      <td>42.365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-22 00:00:00+00:00</th>\n",
       "      <td>42.394</td>\n",
       "      <td>42.852</td>\n",
       "      <td>42.275</td>\n",
       "      <td>42.702</td>\n",
       "      <td>21182014.0</td>\n",
       "      <td>42.702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-23 00:00:00+00:00</th>\n",
       "      <td>42.613</td>\n",
       "      <td>43.328</td>\n",
       "      <td>42.524</td>\n",
       "      <td>43.070</td>\n",
       "      <td>37178490.0</td>\n",
       "      <td>43.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-24 00:00:00+00:00</th>\n",
       "      <td>45.365</td>\n",
       "      <td>47.829</td>\n",
       "      <td>45.355</td>\n",
       "      <td>47.561</td>\n",
       "      <td>114396800.0</td>\n",
       "      <td>47.561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-27 00:00:00+00:00</th>\n",
       "      <td>46.925</td>\n",
       "      <td>47.819</td>\n",
       "      <td>46.915</td>\n",
       "      <td>47.720</td>\n",
       "      <td>52844498.0</td>\n",
       "      <td>47.720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-28 00:00:00+00:00</th>\n",
       "      <td>47.471</td>\n",
       "      <td>48.892</td>\n",
       "      <td>47.392</td>\n",
       "      <td>48.843</td>\n",
       "      <td>53637731.0</td>\n",
       "      <td>48.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-29 00:00:00+00:00</th>\n",
       "      <td>48.405</td>\n",
       "      <td>48.992</td>\n",
       "      <td>48.187</td>\n",
       "      <td>48.733</td>\n",
       "      <td>43326023.0</td>\n",
       "      <td>48.733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-30 00:00:00+00:00</th>\n",
       "      <td>48.386</td>\n",
       "      <td>49.220</td>\n",
       "      <td>48.286</td>\n",
       "      <td>48.346</td>\n",
       "      <td>56865088.0</td>\n",
       "      <td>48.346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-01 00:00:00+00:00</th>\n",
       "      <td>48.266</td>\n",
       "      <td>48.559</td>\n",
       "      <td>48.087</td>\n",
       "      <td>48.336</td>\n",
       "      <td>32389494.0</td>\n",
       "      <td>48.336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-04 00:00:00+00:00</th>\n",
       "      <td>48.058</td>\n",
       "      <td>48.554</td>\n",
       "      <td>47.869</td>\n",
       "      <td>47.929</td>\n",
       "      <td>30328340.0</td>\n",
       "      <td>47.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-05 00:00:00+00:00</th>\n",
       "      <td>47.511</td>\n",
       "      <td>47.849</td>\n",
       "      <td>47.005</td>\n",
       "      <td>47.303</td>\n",
       "      <td>45944460.0</td>\n",
       "      <td>47.303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-06 00:00:00+00:00</th>\n",
       "      <td>47.263</td>\n",
       "      <td>47.462</td>\n",
       "      <td>45.723</td>\n",
       "      <td>45.991</td>\n",
       "      <td>47535797.0</td>\n",
       "      <td>45.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-07 00:00:00+00:00</th>\n",
       "      <td>45.971</td>\n",
       "      <td>46.781</td>\n",
       "      <td>45.862</td>\n",
       "      <td>46.398</td>\n",
       "      <td>27047479.0</td>\n",
       "      <td>46.398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-08 00:00:00+00:00</th>\n",
       "      <td>47.243</td>\n",
       "      <td>47.670</td>\n",
       "      <td>47.213</td>\n",
       "      <td>47.412</td>\n",
       "      <td>27844465.0</td>\n",
       "      <td>47.412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-11 00:00:00+00:00</th>\n",
       "      <td>47.243</td>\n",
       "      <td>47.601</td>\n",
       "      <td>47.064</td>\n",
       "      <td>47.064</td>\n",
       "      <td>17346165.0</td>\n",
       "      <td>47.064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-12 00:00:00+00:00</th>\n",
       "      <td>46.547</td>\n",
       "      <td>47.372</td>\n",
       "      <td>46.120</td>\n",
       "      <td>47.054</td>\n",
       "      <td>24031639.0</td>\n",
       "      <td>47.054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-13 00:00:00+00:00</th>\n",
       "      <td>47.879</td>\n",
       "      <td>48.008</td>\n",
       "      <td>47.263</td>\n",
       "      <td>47.322</td>\n",
       "      <td>28548931.0</td>\n",
       "      <td>47.322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-14 00:00:00+00:00</th>\n",
       "      <td>47.720</td>\n",
       "      <td>48.505</td>\n",
       "      <td>47.720</td>\n",
       "      <td>48.405</td>\n",
       "      <td>26847365.0</td>\n",
       "      <td>48.405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-15 00:00:00+00:00</th>\n",
       "      <td>48.554</td>\n",
       "      <td>48.589</td>\n",
       "      <td>47.740</td>\n",
       "      <td>47.988</td>\n",
       "      <td>23411783.0</td>\n",
       "      <td>47.988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-18 00:00:00+00:00</th>\n",
       "      <td>47.670</td>\n",
       "      <td>47.909</td>\n",
       "      <td>47.303</td>\n",
       "      <td>47.700</td>\n",
       "      <td>20390841.0</td>\n",
       "      <td>47.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-19 00:00:00+00:00</th>\n",
       "      <td>47.560</td>\n",
       "      <td>47.810</td>\n",
       "      <td>47.180</td>\n",
       "      <td>47.580</td>\n",
       "      <td>22462876.0</td>\n",
       "      <td>47.580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-20 00:00:00+00:00</th>\n",
       "      <td>47.390</td>\n",
       "      <td>47.930</td>\n",
       "      <td>47.270</td>\n",
       "      <td>47.580</td>\n",
       "      <td>18413349.0</td>\n",
       "      <td>47.580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-21 00:00:00+00:00</th>\n",
       "      <td>47.280</td>\n",
       "      <td>47.600</td>\n",
       "      <td>47.005</td>\n",
       "      <td>47.420</td>\n",
       "      <td>18679997.0</td>\n",
       "      <td>47.420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-22 00:00:00+00:00</th>\n",
       "      <td>47.300</td>\n",
       "      <td>47.350</td>\n",
       "      <td>46.820</td>\n",
       "      <td>46.900</td>\n",
       "      <td>21500514.0</td>\n",
       "      <td>46.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-26 00:00:00+00:00</th>\n",
       "      <td>46.830</td>\n",
       "      <td>46.880</td>\n",
       "      <td>46.190</td>\n",
       "      <td>46.600</td>\n",
       "      <td>25219693.0</td>\n",
       "      <td>46.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-27 00:00:00+00:00</th>\n",
       "      <td>46.820</td>\n",
       "      <td>47.770</td>\n",
       "      <td>46.620</td>\n",
       "      <td>47.620</td>\n",
       "      <td>22291914.0</td>\n",
       "      <td>47.620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-28 00:00:00+00:00</th>\n",
       "      <td>47.500</td>\n",
       "      <td>48.020</td>\n",
       "      <td>47.390</td>\n",
       "      <td>47.450</td>\n",
       "      <td>16527053.0</td>\n",
       "      <td>47.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-29 00:00:00+00:00</th>\n",
       "      <td>47.430</td>\n",
       "      <td>47.570</td>\n",
       "      <td>46.590</td>\n",
       "      <td>46.860</td>\n",
       "      <td>25462536.0</td>\n",
       "      <td>46.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-01 00:00:00+00:00</th>\n",
       "      <td>47.060</td>\n",
       "      <td>47.770</td>\n",
       "      <td>46.620</td>\n",
       "      <td>47.240</td>\n",
       "      <td>24322867.0</td>\n",
       "      <td>47.240</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>857 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           open_price    high     low  close_price  \\\n",
       "2012-01-03 00:00:00+00:00      24.065  24.436  23.920       24.319   \n",
       "2012-01-04 00:00:00+00:00      24.309  24.899  24.273       24.826   \n",
       "2012-01-05 00:00:00+00:00      24.817  25.133  24.736       25.080   \n",
       "2012-01-06 00:00:00+00:00      24.953  25.551  24.949       25.488   \n",
       "2012-01-09 00:00:00+00:00      25.424  25.470  25.125       25.143   \n",
       "2012-01-10 00:00:00+00:00      25.316  25.515  25.152       25.234   \n",
       "2012-01-11 00:00:00+00:00      24.862  25.361  24.808       25.125   \n",
       "2012-01-12 00:00:00+00:00      25.261  25.397  25.057       25.379   \n",
       "2012-01-13 00:00:00+00:00      25.316  25.606  25.189       25.606   \n",
       "2012-01-17 00:00:00+00:00      25.742  25.968  25.533       25.615   \n",
       "2012-01-18 00:00:00+00:00      25.660  25.742  25.352       25.588   \n",
       "2012-01-19 00:00:00+00:00      25.524  25.773  25.406       25.497   \n",
       "2012-01-20 00:00:00+00:00      26.122  26.956  26.059       26.929   \n",
       "2012-01-23 00:00:00+00:00      26.784  27.147  26.603       26.947   \n",
       "2012-01-24 00:00:00+00:00      26.711  26.802  26.449       26.594   \n",
       "2012-01-25 00:00:00+00:00      26.349  26.875  26.349       26.802   \n",
       "2012-01-26 00:00:00+00:00      26.838  26.920  26.648       26.748   \n",
       "2012-01-27 00:00:00+00:00      26.693  26.766  26.440       26.485   \n",
       "2012-01-30 00:00:00+00:00      26.258  26.847  26.131       26.838   \n",
       "2012-01-31 00:00:00+00:00      26.884  26.920  26.494       26.775   \n",
       "2012-02-01 00:00:00+00:00      27.002  27.237  26.974       27.092   \n",
       "2012-02-02 00:00:00+00:00      27.101  27.346  26.929       27.142   \n",
       "2012-02-03 00:00:00+00:00      27.319  27.554  27.273       27.391   \n",
       "2012-02-06 00:00:00+00:00      27.228  27.391  27.165       27.373   \n",
       "2012-02-07 00:00:00+00:00      27.328  27.631  27.237       27.518   \n",
       "2012-02-08 00:00:00+00:00      27.428  27.799  27.391       27.790   \n",
       "2012-02-09 00:00:00+00:00      27.808  27.917  27.627       27.890   \n",
       "2012-02-10 00:00:00+00:00      27.772  27.917  27.518       27.622   \n",
       "2012-02-13 00:00:00+00:00      27.763  27.890  27.582       27.699   \n",
       "2012-02-14 00:00:00+00:00      27.672  27.791  27.234       27.599   \n",
       "...                               ...     ...     ...          ...   \n",
       "2015-04-20 00:00:00+00:00      41.461  42.891  41.411       42.623   \n",
       "2015-04-21 00:00:00+00:00      42.722  42.871  42.255       42.365   \n",
       "2015-04-22 00:00:00+00:00      42.394  42.852  42.275       42.702   \n",
       "2015-04-23 00:00:00+00:00      42.613  43.328  42.524       43.070   \n",
       "2015-04-24 00:00:00+00:00      45.365  47.829  45.355       47.561   \n",
       "2015-04-27 00:00:00+00:00      46.925  47.819  46.915       47.720   \n",
       "2015-04-28 00:00:00+00:00      47.471  48.892  47.392       48.843   \n",
       "2015-04-29 00:00:00+00:00      48.405  48.992  48.187       48.733   \n",
       "2015-04-30 00:00:00+00:00      48.386  49.220  48.286       48.346   \n",
       "2015-05-01 00:00:00+00:00      48.266  48.559  48.087       48.336   \n",
       "2015-05-04 00:00:00+00:00      48.058  48.554  47.869       47.929   \n",
       "2015-05-05 00:00:00+00:00      47.511  47.849  47.005       47.303   \n",
       "2015-05-06 00:00:00+00:00      47.263  47.462  45.723       45.991   \n",
       "2015-05-07 00:00:00+00:00      45.971  46.781  45.862       46.398   \n",
       "2015-05-08 00:00:00+00:00      47.243  47.670  47.213       47.412   \n",
       "2015-05-11 00:00:00+00:00      47.243  47.601  47.064       47.064   \n",
       "2015-05-12 00:00:00+00:00      46.547  47.372  46.120       47.054   \n",
       "2015-05-13 00:00:00+00:00      47.879  48.008  47.263       47.322   \n",
       "2015-05-14 00:00:00+00:00      47.720  48.505  47.720       48.405   \n",
       "2015-05-15 00:00:00+00:00      48.554  48.589  47.740       47.988   \n",
       "2015-05-18 00:00:00+00:00      47.670  47.909  47.303       47.700   \n",
       "2015-05-19 00:00:00+00:00      47.560  47.810  47.180       47.580   \n",
       "2015-05-20 00:00:00+00:00      47.390  47.930  47.270       47.580   \n",
       "2015-05-21 00:00:00+00:00      47.280  47.600  47.005       47.420   \n",
       "2015-05-22 00:00:00+00:00      47.300  47.350  46.820       46.900   \n",
       "2015-05-26 00:00:00+00:00      46.830  46.880  46.190       46.600   \n",
       "2015-05-27 00:00:00+00:00      46.820  47.770  46.620       47.620   \n",
       "2015-05-28 00:00:00+00:00      47.500  48.020  47.390       47.450   \n",
       "2015-05-29 00:00:00+00:00      47.430  47.570  46.590       46.860   \n",
       "2015-06-01 00:00:00+00:00      47.060  47.770  46.620       47.240   \n",
       "\n",
       "                                volume   price  \n",
       "2012-01-03 00:00:00+00:00   60891291.0  24.319  \n",
       "2012-01-04 00:00:00+00:00   76534029.0  24.826  \n",
       "2012-01-05 00:00:00+00:00   53479335.0  25.080  \n",
       "2012-01-06 00:00:00+00:00   91671771.0  25.488  \n",
       "2012-01-09 00:00:00+00:00   56352965.0  25.143  \n",
       "2012-01-10 00:00:00+00:00   54223945.0  25.234  \n",
       "2012-01-11 00:00:00+00:00   62855941.0  25.125  \n",
       "2012-01-12 00:00:00+00:00   46186121.0  25.379  \n",
       "2012-01-13 00:00:00+00:00   55326851.0  25.606  \n",
       "2012-01-17 00:00:00+00:00   66537766.0  25.615  \n",
       "2012-01-18 00:00:00+00:00   60912302.0  25.588  \n",
       "2012-01-19 00:00:00+00:00   66169544.0  25.497  \n",
       "2012-01-20 00:00:00+00:00  157989713.0  26.929  \n",
       "2012-01-23 00:00:00+00:00   70185739.0  26.947  \n",
       "2012-01-24 00:00:00+00:00   48606276.0  26.594  \n",
       "2012-01-25 00:00:00+00:00   55871304.0  26.802  \n",
       "2012-01-26 00:00:00+00:00   46229333.0  26.748  \n",
       "2012-01-27 00:00:00+00:00   41452599.0  26.485  \n",
       "2012-01-30 00:00:00+00:00   46520829.0  26.838  \n",
       "2012-01-31 00:00:00+00:00   40812893.0  26.775  \n",
       "2012-02-01 00:00:00+00:00   64067228.0  27.092  \n",
       "2012-02-02 00:00:00+00:00   49959760.0  27.142  \n",
       "2012-02-03 00:00:00+00:00   38728694.0  27.391  \n",
       "2012-02-06 00:00:00+00:00   26067704.0  27.373  \n",
       "2012-02-07 00:00:00+00:00   36751791.0  27.518  \n",
       "2012-02-08 00:00:00+00:00   47382414.0  27.790  \n",
       "2012-02-09 00:00:00+00:00   45580004.0  27.890  \n",
       "2012-02-10 00:00:00+00:00   38526519.0  27.622  \n",
       "2012-02-13 00:00:00+00:00   31447419.0  27.699  \n",
       "2012-02-14 00:00:00+00:00   50770567.0  27.599  \n",
       "...                                ...     ...  \n",
       "2015-04-20 00:00:00+00:00   38568282.0  42.623  \n",
       "2015-04-21 00:00:00+00:00   22952534.0  42.365  \n",
       "2015-04-22 00:00:00+00:00   21182014.0  42.702  \n",
       "2015-04-23 00:00:00+00:00   37178490.0  43.070  \n",
       "2015-04-24 00:00:00+00:00  114396800.0  47.561  \n",
       "2015-04-27 00:00:00+00:00   52844498.0  47.720  \n",
       "2015-04-28 00:00:00+00:00   53637731.0  48.843  \n",
       "2015-04-29 00:00:00+00:00   43326023.0  48.733  \n",
       "2015-04-30 00:00:00+00:00   56865088.0  48.346  \n",
       "2015-05-01 00:00:00+00:00   32389494.0  48.336  \n",
       "2015-05-04 00:00:00+00:00   30328340.0  47.929  \n",
       "2015-05-05 00:00:00+00:00   45944460.0  47.303  \n",
       "2015-05-06 00:00:00+00:00   47535797.0  45.991  \n",
       "2015-05-07 00:00:00+00:00   27047479.0  46.398  \n",
       "2015-05-08 00:00:00+00:00   27844465.0  47.412  \n",
       "2015-05-11 00:00:00+00:00   17346165.0  47.064  \n",
       "2015-05-12 00:00:00+00:00   24031639.0  47.054  \n",
       "2015-05-13 00:00:00+00:00   28548931.0  47.322  \n",
       "2015-05-14 00:00:00+00:00   26847365.0  48.405  \n",
       "2015-05-15 00:00:00+00:00   23411783.0  47.988  \n",
       "2015-05-18 00:00:00+00:00   20390841.0  47.700  \n",
       "2015-05-19 00:00:00+00:00   22462876.0  47.580  \n",
       "2015-05-20 00:00:00+00:00   18413349.0  47.580  \n",
       "2015-05-21 00:00:00+00:00   18679997.0  47.420  \n",
       "2015-05-22 00:00:00+00:00   21500514.0  46.900  \n",
       "2015-05-26 00:00:00+00:00   25219693.0  46.600  \n",
       "2015-05-27 00:00:00+00:00   22291914.0  47.620  \n",
       "2015-05-28 00:00:00+00:00   16527053.0  47.450  \n",
       "2015-05-29 00:00:00+00:00   25462536.0  46.860  \n",
       "2015-06-01 00:00:00+00:00   24322867.0  47.240  \n",
       "\n",
       "[857 rows x 6 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open_price</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close_price</th>\n",
       "      <th>volume</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-03 00:00:00+00:00</th>\n",
       "      <td>176.42</td>\n",
       "      <td>179.475</td>\n",
       "      <td>175.550</td>\n",
       "      <td>179.03</td>\n",
       "      <td>4782732.0</td>\n",
       "      <td>179.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-04 00:00:00+00:00</th>\n",
       "      <td>179.21</td>\n",
       "      <td>180.500</td>\n",
       "      <td>176.065</td>\n",
       "      <td>177.50</td>\n",
       "      <td>4012055.0</td>\n",
       "      <td>177.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-05 00:00:00+00:00</th>\n",
       "      <td>175.94</td>\n",
       "      <td>178.250</td>\n",
       "      <td>174.050</td>\n",
       "      <td>177.63</td>\n",
       "      <td>3471016.0</td>\n",
       "      <td>177.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 00:00:00+00:00</th>\n",
       "      <td>178.07</td>\n",
       "      <td>184.650</td>\n",
       "      <td>177.500</td>\n",
       "      <td>182.67</td>\n",
       "      <td>6588587.0</td>\n",
       "      <td>182.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-09 00:00:00+00:00</th>\n",
       "      <td>182.76</td>\n",
       "      <td>184.370</td>\n",
       "      <td>177.000</td>\n",
       "      <td>178.57</td>\n",
       "      <td>4564591.0</td>\n",
       "      <td>178.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-10 00:00:00+00:00</th>\n",
       "      <td>181.10</td>\n",
       "      <td>182.400</td>\n",
       "      <td>177.100</td>\n",
       "      <td>179.34</td>\n",
       "      <td>3726797.0</td>\n",
       "      <td>179.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-11 00:00:00+00:00</th>\n",
       "      <td>179.64</td>\n",
       "      <td>180.770</td>\n",
       "      <td>178.190</td>\n",
       "      <td>178.88</td>\n",
       "      <td>2958200.0</td>\n",
       "      <td>178.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-12 00:00:00+00:00</th>\n",
       "      <td>179.42</td>\n",
       "      <td>179.490</td>\n",
       "      <td>175.750</td>\n",
       "      <td>175.93</td>\n",
       "      <td>4974973.0</td>\n",
       "      <td>175.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-13 00:00:00+00:00</th>\n",
       "      <td>175.81</td>\n",
       "      <td>178.800</td>\n",
       "      <td>173.500</td>\n",
       "      <td>178.51</td>\n",
       "      <td>4109933.0</td>\n",
       "      <td>178.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-17 00:00:00+00:00</th>\n",
       "      <td>180.15</td>\n",
       "      <td>183.300</td>\n",
       "      <td>178.510</td>\n",
       "      <td>181.63</td>\n",
       "      <td>5303400.0</td>\n",
       "      <td>181.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-18 00:00:00+00:00</th>\n",
       "      <td>181.94</td>\n",
       "      <td>190.250</td>\n",
       "      <td>181.120</td>\n",
       "      <td>189.38</td>\n",
       "      <td>7098940.0</td>\n",
       "      <td>189.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-19 00:00:00+00:00</th>\n",
       "      <td>190.88</td>\n",
       "      <td>195.940</td>\n",
       "      <td>190.360</td>\n",
       "      <td>194.44</td>\n",
       "      <td>6766796.0</td>\n",
       "      <td>194.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-20 00:00:00+00:00</th>\n",
       "      <td>190.71</td>\n",
       "      <td>192.900</td>\n",
       "      <td>189.040</td>\n",
       "      <td>190.93</td>\n",
       "      <td>5248304.0</td>\n",
       "      <td>190.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-23 00:00:00+00:00</th>\n",
       "      <td>190.79</td>\n",
       "      <td>191.730</td>\n",
       "      <td>185.230</td>\n",
       "      <td>186.15</td>\n",
       "      <td>4267066.0</td>\n",
       "      <td>186.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-24 00:00:00+00:00</th>\n",
       "      <td>185.00</td>\n",
       "      <td>188.410</td>\n",
       "      <td>183.820</td>\n",
       "      <td>187.00</td>\n",
       "      <td>4427542.0</td>\n",
       "      <td>187.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-25 00:00:00+00:00</th>\n",
       "      <td>186.99</td>\n",
       "      <td>188.170</td>\n",
       "      <td>184.610</td>\n",
       "      <td>187.77</td>\n",
       "      <td>3885255.0</td>\n",
       "      <td>187.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-26 00:00:00+00:00</th>\n",
       "      <td>189.30</td>\n",
       "      <td>194.850</td>\n",
       "      <td>188.730</td>\n",
       "      <td>193.29</td>\n",
       "      <td>5616208.0</td>\n",
       "      <td>193.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-27 00:00:00+00:00</th>\n",
       "      <td>193.09</td>\n",
       "      <td>196.500</td>\n",
       "      <td>192.330</td>\n",
       "      <td>195.37</td>\n",
       "      <td>4295253.0</td>\n",
       "      <td>195.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-30 00:00:00+00:00</th>\n",
       "      <td>193.68</td>\n",
       "      <td>195.000</td>\n",
       "      <td>190.130</td>\n",
       "      <td>192.15</td>\n",
       "      <td>5238840.0</td>\n",
       "      <td>192.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-31 00:00:00+00:00</th>\n",
       "      <td>194.00</td>\n",
       "      <td>195.630</td>\n",
       "      <td>189.700</td>\n",
       "      <td>194.51</td>\n",
       "      <td>8073189.0</td>\n",
       "      <td>194.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-01 00:00:00+00:00</th>\n",
       "      <td>173.81</td>\n",
       "      <td>179.950</td>\n",
       "      <td>172.000</td>\n",
       "      <td>179.46</td>\n",
       "      <td>20041149.0</td>\n",
       "      <td>179.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-02 00:00:00+00:00</th>\n",
       "      <td>179.65</td>\n",
       "      <td>181.936</td>\n",
       "      <td>176.800</td>\n",
       "      <td>181.72</td>\n",
       "      <td>8517887.0</td>\n",
       "      <td>181.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-03 00:00:00+00:00</th>\n",
       "      <td>182.83</td>\n",
       "      <td>187.900</td>\n",
       "      <td>181.890</td>\n",
       "      <td>187.68</td>\n",
       "      <td>7768387.0</td>\n",
       "      <td>187.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-06 00:00:00+00:00</th>\n",
       "      <td>186.28</td>\n",
       "      <td>186.560</td>\n",
       "      <td>182.920</td>\n",
       "      <td>183.09</td>\n",
       "      <td>4953488.0</td>\n",
       "      <td>183.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-07 00:00:00+00:00</th>\n",
       "      <td>182.65</td>\n",
       "      <td>184.940</td>\n",
       "      <td>182.060</td>\n",
       "      <td>184.19</td>\n",
       "      <td>4945815.0</td>\n",
       "      <td>184.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-08 00:00:00+00:00</th>\n",
       "      <td>184.95</td>\n",
       "      <td>186.490</td>\n",
       "      <td>182.910</td>\n",
       "      <td>185.50</td>\n",
       "      <td>5283014.0</td>\n",
       "      <td>185.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-09 00:00:00+00:00</th>\n",
       "      <td>184.50</td>\n",
       "      <td>185.690</td>\n",
       "      <td>181.760</td>\n",
       "      <td>184.98</td>\n",
       "      <td>6929362.0</td>\n",
       "      <td>184.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-10 00:00:00+00:00</th>\n",
       "      <td>183.42</td>\n",
       "      <td>187.630</td>\n",
       "      <td>182.520</td>\n",
       "      <td>185.63</td>\n",
       "      <td>5580352.0</td>\n",
       "      <td>185.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-13 00:00:00+00:00</th>\n",
       "      <td>187.17</td>\n",
       "      <td>192.499</td>\n",
       "      <td>185.680</td>\n",
       "      <td>191.59</td>\n",
       "      <td>5907846.0</td>\n",
       "      <td>191.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-14 00:00:00+00:00</th>\n",
       "      <td>190.50</td>\n",
       "      <td>193.570</td>\n",
       "      <td>186.100</td>\n",
       "      <td>191.28</td>\n",
       "      <td>9321412.0</td>\n",
       "      <td>191.28</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>2015-04-20 00:00:00+00:00</th>\n",
       "      <td>378.55</td>\n",
       "      <td>391.940</td>\n",
       "      <td>377.000</td>\n",
       "      <td>389.50</td>\n",
       "      <td>3750616.0</td>\n",
       "      <td>389.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-21 00:00:00+00:00</th>\n",
       "      <td>391.31</td>\n",
       "      <td>394.600</td>\n",
       "      <td>386.800</td>\n",
       "      <td>391.18</td>\n",
       "      <td>3988519.0</td>\n",
       "      <td>391.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-22 00:00:00+00:00</th>\n",
       "      <td>391.91</td>\n",
       "      <td>394.280</td>\n",
       "      <td>388.000</td>\n",
       "      <td>389.80</td>\n",
       "      <td>2885947.0</td>\n",
       "      <td>389.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-23 00:00:00+00:00</th>\n",
       "      <td>390.21</td>\n",
       "      <td>391.880</td>\n",
       "      <td>386.150</td>\n",
       "      <td>390.00</td>\n",
       "      <td>3748192.0</td>\n",
       "      <td>390.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-24 00:00:00+00:00</th>\n",
       "      <td>439.00</td>\n",
       "      <td>452.650</td>\n",
       "      <td>439.000</td>\n",
       "      <td>445.32</td>\n",
       "      <td>13432579.0</td>\n",
       "      <td>445.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-27 00:00:00+00:00</th>\n",
       "      <td>443.86</td>\n",
       "      <td>446.990</td>\n",
       "      <td>437.410</td>\n",
       "      <td>438.56</td>\n",
       "      <td>4387317.0</td>\n",
       "      <td>438.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-28 00:00:00+00:00</th>\n",
       "      <td>438.51</td>\n",
       "      <td>439.000</td>\n",
       "      <td>428.040</td>\n",
       "      <td>429.31</td>\n",
       "      <td>3318836.0</td>\n",
       "      <td>429.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-29 00:00:00+00:00</th>\n",
       "      <td>426.75</td>\n",
       "      <td>434.240</td>\n",
       "      <td>426.030</td>\n",
       "      <td>429.37</td>\n",
       "      <td>2623045.0</td>\n",
       "      <td>429.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-30 00:00:00+00:00</th>\n",
       "      <td>427.11</td>\n",
       "      <td>431.750</td>\n",
       "      <td>419.240</td>\n",
       "      <td>421.69</td>\n",
       "      <td>2833393.0</td>\n",
       "      <td>421.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-01 00:00:00+00:00</th>\n",
       "      <td>423.82</td>\n",
       "      <td>425.640</td>\n",
       "      <td>416.000</td>\n",
       "      <td>422.87</td>\n",
       "      <td>2837424.0</td>\n",
       "      <td>422.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-04 00:00:00+00:00</th>\n",
       "      <td>424.80</td>\n",
       "      <td>429.770</td>\n",
       "      <td>422.420</td>\n",
       "      <td>423.03</td>\n",
       "      <td>1635657.0</td>\n",
       "      <td>423.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-05 00:00:00+00:00</th>\n",
       "      <td>422.85</td>\n",
       "      <td>427.510</td>\n",
       "      <td>421.020</td>\n",
       "      <td>421.18</td>\n",
       "      <td>2235891.0</td>\n",
       "      <td>421.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-06 00:00:00+00:00</th>\n",
       "      <td>421.43</td>\n",
       "      <td>422.716</td>\n",
       "      <td>414.550</td>\n",
       "      <td>419.12</td>\n",
       "      <td>2032261.0</td>\n",
       "      <td>419.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-07 00:00:00+00:00</th>\n",
       "      <td>424.15</td>\n",
       "      <td>428.500</td>\n",
       "      <td>422.850</td>\n",
       "      <td>426.96</td>\n",
       "      <td>2152203.0</td>\n",
       "      <td>426.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-08 00:00:00+00:00</th>\n",
       "      <td>430.75</td>\n",
       "      <td>435.200</td>\n",
       "      <td>430.174</td>\n",
       "      <td>433.67</td>\n",
       "      <td>2281583.0</td>\n",
       "      <td>433.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-11 00:00:00+00:00</th>\n",
       "      <td>432.51</td>\n",
       "      <td>439.000</td>\n",
       "      <td>431.370</td>\n",
       "      <td>432.81</td>\n",
       "      <td>1805617.0</td>\n",
       "      <td>432.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-12 00:00:00+00:00</th>\n",
       "      <td>431.08</td>\n",
       "      <td>433.250</td>\n",
       "      <td>426.710</td>\n",
       "      <td>430.94</td>\n",
       "      <td>1503684.0</td>\n",
       "      <td>430.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-13 00:00:00+00:00</th>\n",
       "      <td>429.98</td>\n",
       "      <td>433.528</td>\n",
       "      <td>425.800</td>\n",
       "      <td>426.87</td>\n",
       "      <td>1589511.0</td>\n",
       "      <td>426.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-14 00:00:00+00:00</th>\n",
       "      <td>429.45</td>\n",
       "      <td>433.000</td>\n",
       "      <td>427.010</td>\n",
       "      <td>432.28</td>\n",
       "      <td>1422912.0</td>\n",
       "      <td>432.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-15 00:00:00+00:00</th>\n",
       "      <td>428.00</td>\n",
       "      <td>430.396</td>\n",
       "      <td>424.300</td>\n",
       "      <td>425.92</td>\n",
       "      <td>3600453.0</td>\n",
       "      <td>425.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-18 00:00:00+00:00</th>\n",
       "      <td>426.00</td>\n",
       "      <td>427.270</td>\n",
       "      <td>421.460</td>\n",
       "      <td>425.23</td>\n",
       "      <td>1785774.0</td>\n",
       "      <td>425.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-19 00:00:00+00:00</th>\n",
       "      <td>424.87</td>\n",
       "      <td>428.240</td>\n",
       "      <td>420.630</td>\n",
       "      <td>421.79</td>\n",
       "      <td>1906468.0</td>\n",
       "      <td>421.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-20 00:00:00+00:00</th>\n",
       "      <td>420.60</td>\n",
       "      <td>427.100</td>\n",
       "      <td>418.360</td>\n",
       "      <td>423.88</td>\n",
       "      <td>1678819.0</td>\n",
       "      <td>423.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-21 00:00:00+00:00</th>\n",
       "      <td>428.00</td>\n",
       "      <td>436.900</td>\n",
       "      <td>428.000</td>\n",
       "      <td>431.64</td>\n",
       "      <td>3352774.0</td>\n",
       "      <td>431.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-22 00:00:00+00:00</th>\n",
       "      <td>431.55</td>\n",
       "      <td>432.440</td>\n",
       "      <td>427.610</td>\n",
       "      <td>427.62</td>\n",
       "      <td>1545678.0</td>\n",
       "      <td>427.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-26 00:00:00+00:00</th>\n",
       "      <td>426.20</td>\n",
       "      <td>427.000</td>\n",
       "      <td>422.000</td>\n",
       "      <td>425.49</td>\n",
       "      <td>1720074.0</td>\n",
       "      <td>425.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-27 00:00:00+00:00</th>\n",
       "      <td>427.45</td>\n",
       "      <td>431.850</td>\n",
       "      <td>425.010</td>\n",
       "      <td>431.42</td>\n",
       "      <td>1659430.0</td>\n",
       "      <td>431.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-28 00:00:00+00:00</th>\n",
       "      <td>429.71</td>\n",
       "      <td>431.350</td>\n",
       "      <td>425.470</td>\n",
       "      <td>426.55</td>\n",
       "      <td>1414828.0</td>\n",
       "      <td>426.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-29 00:00:00+00:00</th>\n",
       "      <td>427.23</td>\n",
       "      <td>432.500</td>\n",
       "      <td>427.230</td>\n",
       "      <td>429.27</td>\n",
       "      <td>2235794.0</td>\n",
       "      <td>429.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-01 00:00:00+00:00</th>\n",
       "      <td>430.40</td>\n",
       "      <td>433.160</td>\n",
       "      <td>426.200</td>\n",
       "      <td>430.93</td>\n",
       "      <td>1749388.0</td>\n",
       "      <td>430.93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>857 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           open_price     high      low  close_price  \\\n",
       "2012-01-03 00:00:00+00:00      176.42  179.475  175.550       179.03   \n",
       "2012-01-04 00:00:00+00:00      179.21  180.500  176.065       177.50   \n",
       "2012-01-05 00:00:00+00:00      175.94  178.250  174.050       177.63   \n",
       "2012-01-06 00:00:00+00:00      178.07  184.650  177.500       182.67   \n",
       "2012-01-09 00:00:00+00:00      182.76  184.370  177.000       178.57   \n",
       "2012-01-10 00:00:00+00:00      181.10  182.400  177.100       179.34   \n",
       "2012-01-11 00:00:00+00:00      179.64  180.770  178.190       178.88   \n",
       "2012-01-12 00:00:00+00:00      179.42  179.490  175.750       175.93   \n",
       "2012-01-13 00:00:00+00:00      175.81  178.800  173.500       178.51   \n",
       "2012-01-17 00:00:00+00:00      180.15  183.300  178.510       181.63   \n",
       "2012-01-18 00:00:00+00:00      181.94  190.250  181.120       189.38   \n",
       "2012-01-19 00:00:00+00:00      190.88  195.940  190.360       194.44   \n",
       "2012-01-20 00:00:00+00:00      190.71  192.900  189.040       190.93   \n",
       "2012-01-23 00:00:00+00:00      190.79  191.730  185.230       186.15   \n",
       "2012-01-24 00:00:00+00:00      185.00  188.410  183.820       187.00   \n",
       "2012-01-25 00:00:00+00:00      186.99  188.170  184.610       187.77   \n",
       "2012-01-26 00:00:00+00:00      189.30  194.850  188.730       193.29   \n",
       "2012-01-27 00:00:00+00:00      193.09  196.500  192.330       195.37   \n",
       "2012-01-30 00:00:00+00:00      193.68  195.000  190.130       192.15   \n",
       "2012-01-31 00:00:00+00:00      194.00  195.630  189.700       194.51   \n",
       "2012-02-01 00:00:00+00:00      173.81  179.950  172.000       179.46   \n",
       "2012-02-02 00:00:00+00:00      179.65  181.936  176.800       181.72   \n",
       "2012-02-03 00:00:00+00:00      182.83  187.900  181.890       187.68   \n",
       "2012-02-06 00:00:00+00:00      186.28  186.560  182.920       183.09   \n",
       "2012-02-07 00:00:00+00:00      182.65  184.940  182.060       184.19   \n",
       "2012-02-08 00:00:00+00:00      184.95  186.490  182.910       185.50   \n",
       "2012-02-09 00:00:00+00:00      184.50  185.690  181.760       184.98   \n",
       "2012-02-10 00:00:00+00:00      183.42  187.630  182.520       185.63   \n",
       "2012-02-13 00:00:00+00:00      187.17  192.499  185.680       191.59   \n",
       "2012-02-14 00:00:00+00:00      190.50  193.570  186.100       191.28   \n",
       "...                               ...      ...      ...          ...   \n",
       "2015-04-20 00:00:00+00:00      378.55  391.940  377.000       389.50   \n",
       "2015-04-21 00:00:00+00:00      391.31  394.600  386.800       391.18   \n",
       "2015-04-22 00:00:00+00:00      391.91  394.280  388.000       389.80   \n",
       "2015-04-23 00:00:00+00:00      390.21  391.880  386.150       390.00   \n",
       "2015-04-24 00:00:00+00:00      439.00  452.650  439.000       445.32   \n",
       "2015-04-27 00:00:00+00:00      443.86  446.990  437.410       438.56   \n",
       "2015-04-28 00:00:00+00:00      438.51  439.000  428.040       429.31   \n",
       "2015-04-29 00:00:00+00:00      426.75  434.240  426.030       429.37   \n",
       "2015-04-30 00:00:00+00:00      427.11  431.750  419.240       421.69   \n",
       "2015-05-01 00:00:00+00:00      423.82  425.640  416.000       422.87   \n",
       "2015-05-04 00:00:00+00:00      424.80  429.770  422.420       423.03   \n",
       "2015-05-05 00:00:00+00:00      422.85  427.510  421.020       421.18   \n",
       "2015-05-06 00:00:00+00:00      421.43  422.716  414.550       419.12   \n",
       "2015-05-07 00:00:00+00:00      424.15  428.500  422.850       426.96   \n",
       "2015-05-08 00:00:00+00:00      430.75  435.200  430.174       433.67   \n",
       "2015-05-11 00:00:00+00:00      432.51  439.000  431.370       432.81   \n",
       "2015-05-12 00:00:00+00:00      431.08  433.250  426.710       430.94   \n",
       "2015-05-13 00:00:00+00:00      429.98  433.528  425.800       426.87   \n",
       "2015-05-14 00:00:00+00:00      429.45  433.000  427.010       432.28   \n",
       "2015-05-15 00:00:00+00:00      428.00  430.396  424.300       425.92   \n",
       "2015-05-18 00:00:00+00:00      426.00  427.270  421.460       425.23   \n",
       "2015-05-19 00:00:00+00:00      424.87  428.240  420.630       421.79   \n",
       "2015-05-20 00:00:00+00:00      420.60  427.100  418.360       423.88   \n",
       "2015-05-21 00:00:00+00:00      428.00  436.900  428.000       431.64   \n",
       "2015-05-22 00:00:00+00:00      431.55  432.440  427.610       427.62   \n",
       "2015-05-26 00:00:00+00:00      426.20  427.000  422.000       425.49   \n",
       "2015-05-27 00:00:00+00:00      427.45  431.850  425.010       431.42   \n",
       "2015-05-28 00:00:00+00:00      429.71  431.350  425.470       426.55   \n",
       "2015-05-29 00:00:00+00:00      427.23  432.500  427.230       429.27   \n",
       "2015-06-01 00:00:00+00:00      430.40  433.160  426.200       430.93   \n",
       "\n",
       "                               volume   price  \n",
       "2012-01-03 00:00:00+00:00   4782732.0  179.03  \n",
       "2012-01-04 00:00:00+00:00   4012055.0  177.50  \n",
       "2012-01-05 00:00:00+00:00   3471016.0  177.63  \n",
       "2012-01-06 00:00:00+00:00   6588587.0  182.67  \n",
       "2012-01-09 00:00:00+00:00   4564591.0  178.57  \n",
       "2012-01-10 00:00:00+00:00   3726797.0  179.34  \n",
       "2012-01-11 00:00:00+00:00   2958200.0  178.88  \n",
       "2012-01-12 00:00:00+00:00   4974973.0  175.93  \n",
       "2012-01-13 00:00:00+00:00   4109933.0  178.51  \n",
       "2012-01-17 00:00:00+00:00   5303400.0  181.63  \n",
       "2012-01-18 00:00:00+00:00   7098940.0  189.38  \n",
       "2012-01-19 00:00:00+00:00   6766796.0  194.44  \n",
       "2012-01-20 00:00:00+00:00   5248304.0  190.93  \n",
       "2012-01-23 00:00:00+00:00   4267066.0  186.15  \n",
       "2012-01-24 00:00:00+00:00   4427542.0  187.00  \n",
       "2012-01-25 00:00:00+00:00   3885255.0  187.77  \n",
       "2012-01-26 00:00:00+00:00   5616208.0  193.29  \n",
       "2012-01-27 00:00:00+00:00   4295253.0  195.37  \n",
       "2012-01-30 00:00:00+00:00   5238840.0  192.15  \n",
       "2012-01-31 00:00:00+00:00   8073189.0  194.51  \n",
       "2012-02-01 00:00:00+00:00  20041149.0  179.46  \n",
       "2012-02-02 00:00:00+00:00   8517887.0  181.72  \n",
       "2012-02-03 00:00:00+00:00   7768387.0  187.68  \n",
       "2012-02-06 00:00:00+00:00   4953488.0  183.09  \n",
       "2012-02-07 00:00:00+00:00   4945815.0  184.19  \n",
       "2012-02-08 00:00:00+00:00   5283014.0  185.50  \n",
       "2012-02-09 00:00:00+00:00   6929362.0  184.98  \n",
       "2012-02-10 00:00:00+00:00   5580352.0  185.63  \n",
       "2012-02-13 00:00:00+00:00   5907846.0  191.59  \n",
       "2012-02-14 00:00:00+00:00   9321412.0  191.28  \n",
       "...                               ...     ...  \n",
       "2015-04-20 00:00:00+00:00   3750616.0  389.50  \n",
       "2015-04-21 00:00:00+00:00   3988519.0  391.18  \n",
       "2015-04-22 00:00:00+00:00   2885947.0  389.80  \n",
       "2015-04-23 00:00:00+00:00   3748192.0  390.00  \n",
       "2015-04-24 00:00:00+00:00  13432579.0  445.32  \n",
       "2015-04-27 00:00:00+00:00   4387317.0  438.56  \n",
       "2015-04-28 00:00:00+00:00   3318836.0  429.31  \n",
       "2015-04-29 00:00:00+00:00   2623045.0  429.37  \n",
       "2015-04-30 00:00:00+00:00   2833393.0  421.69  \n",
       "2015-05-01 00:00:00+00:00   2837424.0  422.87  \n",
       "2015-05-04 00:00:00+00:00   1635657.0  423.03  \n",
       "2015-05-05 00:00:00+00:00   2235891.0  421.18  \n",
       "2015-05-06 00:00:00+00:00   2032261.0  419.12  \n",
       "2015-05-07 00:00:00+00:00   2152203.0  426.96  \n",
       "2015-05-08 00:00:00+00:00   2281583.0  433.67  \n",
       "2015-05-11 00:00:00+00:00   1805617.0  432.81  \n",
       "2015-05-12 00:00:00+00:00   1503684.0  430.94  \n",
       "2015-05-13 00:00:00+00:00   1589511.0  426.87  \n",
       "2015-05-14 00:00:00+00:00   1422912.0  432.28  \n",
       "2015-05-15 00:00:00+00:00   3600453.0  425.92  \n",
       "2015-05-18 00:00:00+00:00   1785774.0  425.23  \n",
       "2015-05-19 00:00:00+00:00   1906468.0  421.79  \n",
       "2015-05-20 00:00:00+00:00   1678819.0  423.88  \n",
       "2015-05-21 00:00:00+00:00   3352774.0  431.64  \n",
       "2015-05-22 00:00:00+00:00   1545678.0  427.62  \n",
       "2015-05-26 00:00:00+00:00   1720074.0  425.49  \n",
       "2015-05-27 00:00:00+00:00   1659430.0  431.42  \n",
       "2015-05-28 00:00:00+00:00   1414828.0  426.55  \n",
       "2015-05-29 00:00:00+00:00   2235794.0  429.27  \n",
       "2015-06-01 00:00:00+00:00   1749388.0  430.93  \n",
       "\n",
       "[857 rows x 6 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a pandas dataframe, so we can index in to just get price like this. For more info on pandas, please [click here](http://pandas.pydata.org/pandas-docs/stable/10min.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data['price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = info['price']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because there is now also date information in our data, we provide two series to `.plot`. `X.index` gives us the datetime index, and `X.values` gives us the pricing values. These are used as the X and Y coordinates to make a graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TVCplbABQ4rBiYUul+ry+snjcOWuX1AMAXmntiDu+/8gg/MGI2qsDACvmVwMAdh8a37ezbfcJbNt9IsXvIP8lG1BgMcWHALf98zrc+vkz8OlLF8UddzrkzI7HF44Ldpx2C+Y3V+iw4vRjsENEREREaRcIKtPYJi5jA6AGKyajAVXl9nGvn76wFmaTEe3RPV8Ur73bCQA4a1mDemzZXLlvZ0+CIQV3P/IO7n7knRS/g/wnJsnsGI0GmDQRUGmxFWctmzEuo6YEOy5vfGZn5YKauK/PZQx2iIiIiCjtBl3y3jfKeOmJrI727dRU2BPeRJuMBjhs5rjNRwFg3+FBOO0WLJ1TrR6rqbCjoboYew8PQEiyJ8x06edJNqAAiC9lUzYSHWtuYzkAYEtrJyJC7M9sdZ6UsAEMdoiIiIhIB/3DfgDxo4yTmTOjDEvmVKnlaonYi8YHO6GICIfdAuOYAGnpnCr4ApGk++24o+OUC12yAQVALNgxGg0wmxKHBKsW1mJmfQlef0/OoC1qqcD1Vy3HhtXN+ixYBwx2iIiIiCjt+kfkYKc6QVnaWEajAXd/5Vx88fJlSc9x2MzwBeKDHUEQYU6QCVKuOeIOJnyvZMcLTbIBBUAs2CmyJA8HjEYDrr5wvvo+FaU2bDp7dtLgKBflz0qJiIiI6JQJoqSWN+mpf9gPp90Ce9HkPTupsBeZEQhF4krQIoIEU4Ibb6X3ZNQbC2q03/P0CXaSl7GZo/vpJCthU5y/shG1lfJI6qJJzs1FDHaIiIiIpokRdxD/+O/P44VtR3S9TjgionfIh9oKx+Qnp8hhs0CS5E0tFYIojpssBgBlTnlk8qgnpDk3FuwMe5IHO2NHLOczJTA0JLjjV/7cJgt2TCYjrlw/FwBQNMlkvVzEYIeIiIhomuge8CIQEvDmnm5dr7P/8CBCYQFL51al7T0d0QzRp2//q3osEhFhMo3PWpQVRzM7mqAmEokNKxga9Se8xo79PfjH217A/7z8YVrWnG1KMmuiAQXWJBuMan1kXQsuO28OLlo7M63ry4T05BWJiIiIKOcpe98cPD4MQRATloClQ+vBPgDAmuiUtXSwRYMdUZQQDAsospgQEaWE/SNqZscby+yENZPZjvW4E17jd8/vRzgi4pEXDmBGjRPnLJ+RtvVnw0QDCszm1DI7yjn/ckXyfqpcxswOERER0TQRCMklWsGQgCPdLt2uc/DYEIwGYNGsyslPTpESqAFAz4AXkiRBFKXEmR3n+MxOWJPZOXJiNOE1lF4em9WE+/70Lrz+cFrWni0TDihIsYwt3zHYISIiIpomgpp+lA+ODulyjYggoq1zFC0NpWkbTgDEBy5d/R513xezcfztrNNhhcEgb4ap0AY7Hb3uuOexcwTMaSzDeSsbEQwJcdfMRxMNKFBey8ehA1PBYIeIiIhomghqsiMfHB3W5RpHu10IhQUsmFmR1vc1aYKats4RdcPQRJkdk9EAR5E5LjMT0ZSxRQQJnX3jS9nCERFWs1Hdt0fMwNQ6PU1UxuaNjvEutlsyuaSMY7BDRERENE0oZWwAcOCYPpmdD4/LQdSilvQGOzd8ciXOXt4AAHi1tROhaGYm2Z4vxXYLPJpgR8nkKNvyHO6KL2UTRQkRQYLFbFIzIXke60w4oMAXkP9sim0MdoiIiIioAASjwY7NakLfkA//956XcSzNvTsHj8nBTrozOzUVdnz7c2txyZktGBjxo/WDXgDJgx2n3QqvP4ye4RAEUUI4IsSt68iJ+O9bGWBgsRjVTEghZ3aUYMdhL+x5ZQx2iIiIiArUgSND2LqrS32uNPkrgwM6+zz4+eO703rNg8eG4bCZ0VRbktb3VXwkOv74r28eBZC4jA2QMzv+YAS//Gsf/vrmETWzM6+pHAbD+CEF4Wg/k8UUK2PL81hnwgEF/qD8/ToLPLNT2KEcERER0TR288+2AgDWLa2H1WJSMzt1lenb7FPL4wuhq9+DlfNr1IAh3RbMrEBzXQkORAcsJM3sOGI38e8c6MXMejn4Kim2or6qGEdOjEKSJDUQUIIhq0Vbxpbf0Y46oGCCz8LBnh0iIiIiyjeBYGwYwcCIvImm0rNTU25XX7Na0nc7qOxfM7epLG3vOZbBYMDKBTXqc1OSG3ltL8r+w4MIRDMZFrMRc2aUwe0LY2AkoJ6j9ABZzEY1ABLE/A52RDH5NDYl4J1RXZzRNWUaMztEREREBaitc0R93Dfsw4wap5rZqamIBTsWc/pGD/uDmZnwZTXHArRkmR3t/X0gJGD/kUEAcjDTVOcEAJzo96h/FqFwLBhSvjb/MzvyfxP17Nz9lXOx+1B/Wjd+zUXM7BAREREVoKdfa1cf9w378cbuLmzdLffvVGsyO8n2WQmGBfzvjuNqAJMKZR+fIqu+e7eYNcFOsp6dYz3xAwhaP+gDIPfkKNmME4Ne9XVlNHV8GVv61pwN4gT77FSX27HxjJkJ+3kKCYMdIiIiogIjSRLeO9SvPu8b9uGeR3aqZU3VZZrMTpIytv9+6SAeeGwXHn52X8rXVfbxsVn1LR6ymCbP7Hz6ksUAgM3rqwDI+/8AcqDUUCVndroH5GBHkiQ898YR9b0LZRqbpE5jK+yAZiIMdoiIiIgKjMsbQjAkYH5zOQCgvTN+8lh5SdGk76EEB4c6Utt8dMgVwH1/2gUgebYoXcwpBDurFtXimf/8OBY02jF7Rql63GI2or5a7lfpHvAAAJ594zBe2n5Mft2imcYmIq+p++xM4zv+afytExERERWm/mF5IMGiWZWoq3Tg/bYB9bUiqwn2oljmRelVGUspfRJTbNK/67c71Me2HChjA2IZjYUtleoxi8mEcmcRzCYjBkcD2NM+gF8/E8teaQcU5HtmR2Rmh8EOERERUaHpH/EBkKeunTa7Mi6gqSq1xd38hsKJ0xdKNiDVYOeDY7EMkO49OylkdrSKbbHgzmw2wGAwoKK0CMd63PjRIzuhDQWsZtO0GFAwXTDYISIiIiowvUNyZqe2woHTZlfFvXbzZ9cAAH57+8UA5L6Vx185hJ882gq3L6Sep5RynUx2Q++eHW2Ak2z0tJZdE+woa6soKUIoLGDEE8RVF85XX7eYjdNiQMF0wdHTRERERAXmWLTfpqnOGZe1uPajizG3Se7jqYoOKejq9+B3z+8HANRWOvCZS+XG/lgZ2+TXC0fiS+H0zuxYzLHvKpXMjl0TfCljsStKbOox7V4zkoSCKWPjgAJmdoiIiIgKTnvXCKwWE5pqnGiuK0GJwwoAcEb/O9aGVU2wF5nw5vsn1GNTyex4/fHjqTNZxjZRz45C26OkPNYOabBpXg+EImoJX6GUsaWQ/CpYDHaIiIiICkg4IuB4jxuzG0phMsnN9qfNlhv0SxyJN/tcPq8a1eV2jLiD6jE12EmhZ8fjD8U9z+Q0NksKmR1tMJMos2OPC3aEKWW1cpny2TGzQ0REREQF4Vi3G4IoYU5TmXps3ZJ6GAxAc11Jwq+pLLOhtLgIbl8YQnRzTeMUSrm8/nDc8yK999mJm8aWQhmbJphxRPt3ypyxLJfdaka5U870CIJYQGVs8n+ncazDnh0iIiKiQtLeJe+pM7cxFuxctHYmzlzWoJazjVVZalNv/l2+ELz+MN6PbkoqTZDZ8QXC+NHvd2JWQ2nccd1HT8dNY5taGZuSddL+WdhtZnz3i2fikef34/L1c/Hqzg4A+V/GxgEFOgc7gUAAH/vYx3D99ddjx44d2LdvH8rL5aa46667Dhs2bNDz8kRERETTTnvXCABgbmO5esxgMCQNdIBosFMsZzauvePFuNcmym4c7hpF6wd9aP2gL+54KkMDTkXcPjsp7JipDXaUrE1JcezPw2Y1ob6qFHd+6ey4c/I81okNKJjGTTu6Bju/+MUvUFYW+63CN77xDVxwwQV6XpKIiIhoWjvcNQqT0YCWhsQla1pGAyBKcpajVFPWVWQ1IRiSJ6xN1LeSbI8evVmmuM+ONthRaPuXxr5eKGVsSs/ONI519At22tvb0dbWxuwNERERUYYIgogjJ1yYWV8Ci3nyUrLffvcSBIICjEaDmtkBgHlN5dh3eFB+zwnK2EJjRk7f+vkzsGJ+zUmuPnXaAEe7h04ytqLxfxbaTJdjzHsYC25T0ekb7eiWY7znnnvwrW99K+7YH/7wB1x77bX4+te/jqGhIb0uTURERDQtdQ96EQoLmD2jbPKTIU8ka4juMVNZFptOpu3BESdI7YSjmZ3KUvlrm+tK4LAlnviWTtoyNqd98uslyuyUasrYxmaHYpmdk11hbhC5z44+mZ2nn34aK1euRHNzs3rs8ssvR3l5ORYvXoxf/epX+NnPfobbb7990vdqbW3VY4knJZfWQuPx88l9/IxyFz+b3MfPKHfl0mdzvF8eHR3yjUx5XX6PZq+c0LD6MBiOJH2vDw97AQDnLrZjdl05ejs+RG/HFBd9EgZcselvR9oPwt0/ccCzb89unLXIiRmVVvV70WZt3n333bjzOzs9AORKJVu4O13LzjiXyw0A2PVua84GPHr/+9El2NmyZQs6OjqwZcsW9PT0wGq14s4778TixfKOvBdeeCHuuOOOlN5r9erVeixxylpbW3NmLTQeP5/cx88od/GzyX38jHJXzn02H/QC6MecWU1YvXrBlL5UkiQ88MwzAIDz1i7F8++8AQAQJUPS77EvdBTAMBbMm4P1q5pOYeFT0zPoBZ7rBQCsW3N63AahYymfUcJv4U9dAMbfb/YGjwA7RzB71hysPr0xbevOtP95+w2gL4g1a9ZkeykJpfPfT7KgSZdg5/7771cfP/jgg2hsbMSf/vQnNDc3o7m5Gdu3b8f8+fP1uDQRERHRtOXzy9mZkyklMxgM+NTFC9HZ50GVpqRNFCWIoqRuMqoVDss9O1ZLZrdu1O6zU2w/+dvZW65dkzDjUSgDCiRJmtbDCYAM7rPz6U9/GjfddBPsdjscDgfuuuuuTF2aiIiIaFrwBeXyrrEN96nafMkiAIDHF4o7LogijMbxTf6hiNyzk8owhHTS9ticyrXPXZE4azOVDVVzmSRN734dIAPBzo033qg+fuKJJ/S+HBEREdG05QvImZ3iUxwSYB/z9RFBgiXBXWMuZHb0UCjT2ERJmvbBTmb/ZhIRERGRbpRgJ5VxzBMxjal9EoTEE9mUzI7Vkr3Mjh7UMrbsbCOUNixjY7BDRERElLckScL/vPwhOnrlqVu+QLSMLcGo5an66j+sVG+UI0LiDEdIyexksYxND8bo2+d/ZgcwTPNoh8EOERERUR4IhCIIBCNxx452u/DICwfw88d3A4hldtKx181H1rXg3JVyT4uQJMUR69nJ7C2l0WjAVRfMw79uXqXL+xfKPjvM7GRwQAERERERnbzN3/krJAl46keXqcdcHnmQwL7Dg2jrGDnlAQVjKRmUSTM7GS5jA4DPf2yJbu+tBDv5ntmRRA4oYGaHiIiIKA+EIyIigoi/vnVUPebxxzbXfGZruyazk55gR+ndSdazE1Z6djKc2dEbBxQUDmZ2iIiIiHJcRBNsPPT4buxtH4DLE8LSuVXq8a3vdcFeZIHDZk7bKOhYZidJGVs0s2PJQmZHTyxjKxwMdoiIiIhynFeTwQGA13d1AQB6hrwAgDWL67DzQC/cvhBmNZSm7bomUzSzk+Suv3AzO4VRxiZynx2WsRERERHlOpc3fpPPr11zOgCgZ9AHAPj4eXPU12orHGm77qSZnUg0s1NgwY4SH+T/pqKSGrhNV4X1N5OIiIioAHl8scxOsc2MDaub4gKM6nI7GmucAGKlZekQ69lJktkJi7CYjQWXPYgNKMjyQk6RJEkosI9myhjsEBEREeU4tz+W2amrLIbZZMT85nL1mNNuwTkrZgAAmuqcabuuktkJJ8ns+EMR2KyF1a8DxII8Mc+bdljGxp4dIiIiopzn1pSx/fs/rQUALJ9Xg/1HhgAATocFmy9eiIYqB85Z0Zi265qiwU6iaWz//ottON7jRn1V+srmcoWhQKaxcUABMztEREREOW9wNAAAuPXza1FbKQcX55/eiJoKOz518UJYzCaYTEZctLYF9qL0/S7bHB1QkGifnffbBgCkZwPTXFMo09hECTBM82jsVElnAAAgAElEQVSHmR0iIiKiHPfW3m4YjQacNrtSPdZcV4KHb7tY1+uajIkzO9qBBcUFGOyc6jS25944jJffOY7bv3AmKkps6VzalEjcZ4eZHSIiIqJcdmLAg7aOEaycX4MyZ1FGr61mdsakOAKh2BAEW1Hh9eycyjQ2QZTw/z21B22do7jrt++gb9iX5tWlThJZxsZgh4iIiCgDPL4Qfv3MXvQMeqf0dVvfk/fUOf/09PXipMpsTpzZCQQj6uM8b2tJyHgK09h2H+pXHx84OoRvPvB6upY1ZRxQwDI2IiIiIt1tae3Ajx99FwAQDAu4/qoVKX/t67u6YDEbcebSBr2Wl5RSxja2Z8evCXbyfWJZIoZoOkA6ie/t1Z0dAIDK0iIMuYIYdgcRjohZ2YuIAwqY2SEiIiLS1Tv7e3Dff+9Sn0/l3rNn0IvjPW6sWliLYnvme2OUMraxmZ2gpoytIIOdkxxQ4AuE8eaebjRUF+P+r29Qj7/09lG8s78njStMjcTMDoMdIiIiIr24fSH86Pc7YTYZ8W+fWQ0A8AUik3xVzLArCABoqk3f3jlToYyeHtuz4w/FvgehAIOdkx1QsOvDfoTCAi5Y1YSKUhuu+/hSAMAvn9qD7z+8HcPuQNrXOhGRAwoY7BARERHp5eCxYQRCAj6xfi7WnlYPQA6AUqVsJlpabNVlfZNJltnR9uxoJ8QVipMdUNA3JA8jmDWjDABw3soZWLekHs11JZAkwOVJ/bNPB5axMdghIiIi0k175wgAYMHMChRZTTCbjFMKdjzRc52O7AQ7sZ6dscGOXMa2amEtPnXxwoyvS29KZmeqJXpDLjlzU1Vmi/7Xjtv+eR3OXCoHuh5/OI2rnBwHFDDYISIiItLN4ROjAIA5jWUwGAxwOiz48PgIjkSPT8btk2+OSxzZ2csm2aaigWgZ2/pVjWqpWyExGk9uGttQdPPXytL4vXWUvYh8gcwGO3JmZ3oHO5zGRkRERKSTYVcQRqNBvfkdccs9OLc+tA1/+sFHJ/16tzfLmR1T4tHTSs+OzVqYt5KplrEJooQd+3rQ1jmCjl433trTDYMBKC+J3w9JGS7hzXBmR5IkdbLcdFWYf0OJiIiIcoDLG0Spw6pmChSpljMpJW+lWQp2kmZ2omVstqLCvJU0pLjPTusHvfiP3+6I/1oA5jHZLiWz453CcIp0YBkby9iIiIiIdOPyhlDqjAUqX7x8qfo4lclcnmgZmzNLZWxKz44gxmd2Bkb8ALIXhOkt1WlsyrS8az6yALd+fi2qy+04//Smcec57HJQmPEyNpEDCgozHCciIiLKMkEQ4fGH0dJQqh77+Plz4fWH8ehLB9HeOYo1i20TvAMw4pFvpkuyFFQoU+B6Bn1xxw8cHYLVYor73gpJqmVsSu/S3MYynLWsAWctS7zxa7bK2JjZYWaHiIiISBduXxiSNH5s9LzmcgDAoY6RSd/jeK8btRV2WC0mXdY4maZaJ6rLbHj3YJ/at+PxhXCsx4VFLRWwmAvzVtKYYhmbPzqC2z5JOV82ytgkSYLIAQUMdoiIiIj04PLKWZnS4vhmdSXYaZsk2Bl2BzDiDmJWQ5k+C0yBwWDAmtPq4fWH8cGxYQByVkeSgMUFuL+OIuXMTjTYmax3ScnseKYwdvxUeQMRiKKUtRLIXMFgh4iIiEgHLm/iDUErSmyoLrfjUMfwhD0hx7vdAIBZM7JbKnbG4joAwDv7ewAA+48MAQCWzK7K2pr0luqAAjWzM8lUurJiK8wmI3qHfBOel05Do3Jf1dgx2NMNe3aIiIiIdBAIyRPLEpU4zW8ux1t7ujHkCqCqzJ7w64ej/TrV5Ylfz5Tl86phMhrwxKttGHQF0Dvog9EALGypyOq69BTbZ2fiaCfVMjaTyYjGmmJ09rnlcdAZKC1ThidUTfNgh5kdIiIiIh1Eoj0uY8cQA8C8JrmUbdfB/qRf742WPDlt2S1DshWZ1QEJW1o7cahjBLMby+DI8rr0pJaxiZMNKEh9BHd9VTH8QQE//M2OSc9Nh0GXPO2vgsEOEREREaWbEuxYTON/i79+VRPMJgP+8np70q9X9uIpzoGeixv/YaX6OCKIWNxSuP06QGxAwWQ9O7HMzuQDJE6L9jht39dziqtLzVA02KksY7BDRERERGmmbMRpSpDZqat0YG5TOTp63RCSZA+UYMdpz36ws3ZJPZbNrVafl5UUTXB2/pvKNDaT0ZAwezfWZefNBQBUlqb2Z5fs70Wq1GCHmR0iIiIiSrdIJHkZGwDUlNshiBJGkmwu6s2hYAeI39i0KEujsDPFkGJmJxCMwF5kTqkHx2I2Ys6MMviDwqTn9g758KnbXsB///1gagse469vHcWzWw8DYLDDYIeIiIhIB2rPTpK9aGoqHACA/mF/wtfVMrZcCXY06yiyFnawY4x+ZJI48Xn+kJBSv47CbjMjEIpgx74e/Pzx3Ql7gkY9QXz3V2/CH4zgyVfbprJs1UOP71YflzkLOws3GQY7RERERDqI9ewkz+wAEwQ7vtzK7ChDCoDpk9mZbBqbnNlJ/c/CZjVBkoA//O0A/vbWUQyMxH/2w+4A/vWB19HV7wUALJlz6uO9TUZuKkpEREREaRbr2Ul8s1lTEQ12RhLvveLxh2AvMiXs+cmGuDK2As/spLqpqD9axpYqJQt05IQLABAIReJe3763B71DPly8rgUAIAiTpJZoUrnxr4eIiIiowEw0ehoAKqJN/sPuYMLX3b4wnA5rwteyYTpldlIZUBARRIQjImyTbCiq5RgTGCmjqxXKRrRnLWuIXmPqQwomG5c93TDYISIiItLBZGVs5SVy4/iIZ3ywI4gShl2BnGoujwt2Cj6zM/mAgok2jU1mbH/P2MyOO7q3UmmxFSajQf07NBVKrxcAXH/V8il/faFhsENERESkA2UaW7IytjKnHDyMuoMYdgfw2+f2IRDdt2XUE4QgSqgus2dmsSmYTtPYlDaXiXp2/AFlj50pDCgYG+xoJrONuIN4+jV536XSYivMZiPCkcknt401Gg2eLzmzBZvOnj3lry80DHaIiIiIdDDZNDab1Qx7kQkjniCee+MInni1DW/v7QYADI7KjetV5bma2Un9Bj8fGVIoY1OyMlOZxmYbkxHTZnbu/cNO9XGJwwqzyXhSZWxKsDPdp7ApCvtvKhEREVGWKDeqE204We60YcQdxIEjQwCAJ15tw572QcxqKAUAZnayRBlQMNHGnv5oFm5sADMRpWfHZDRAEKW4PXeO9bhi59nMsJiNCEemXsY2Gu37UTKH0x2DHSIiIiIdTNazAwDlJUU4cNSrbiB6tNuFo92xm97q8twJdqZTz47ROHnPjvI5TaWMrbRYzrYsmVOF99sG4jI7NeV2jHrkQMVgMMBsMiJ8Ej07amanmJkdgMEOERERkS6UYCdZzw4AVJTKN6ShMb/B33hGM4rtFqxeVKvfAqdIm8Eo9MyOEqAmG/3sC4Tx4J/fAzC1YOfMZQ342jUrUeosGhfsVJXZ0dY5GreGYDj1np2OXjdebe1QnzOzI2OwQ0RERKSDyUZPA0BthWPcscaaYtz0j6t0W9fJUvpYgOmR2TEYko9+PjHgVR9PpWfHYjbiorUtatmidkCBUjL3pU8sAwCYzQZ4A6lndh54bBcOHhtWn7NnR8Zgh4iIiEgHkYh882pJMqAAiG0sCgAlDkvO7a2TzEQBXCFQy8jGTEP7n5c/hMsbwozqYvWYZYLMXTK2IjlYVKbvAbFhBcoENYvJNKXR00ZD/DoY7MgY7BARERHpQC1jM6aW2Zk9owzvtw3k9KaQl5zZgs4+T7aXkRFmk1ENWBWPvHBg3Hkj0T6bqVBK37SbigZCAqwWE0zRfiGz2TClAQVjy9ZKi3M/aM4EBjtEREREOphs9DQAVJTEfvue6AY419zwyZXZXkLGWMzxAwK0e+5oJ6WdcVrdlN9b+ay7B2PlcIFgJK4vSh49LUKSpLgSwmR8gViWyGm3FHz2LVUMdoiIiIh0EOvZSX6jumBmBT6zaRHOWFyPJ19tAxC/9wpljxJsKJQgdM3iOvzLFcvQN+zD0jlVMJ1EUFHmLMLyedV4v20AR7tdmNVQikBIiAt2LGYjJAkQRWnCIRcKbyCseX9mdRQM+YiIiIh0kMqAAoPBgGsuWog5jWVYuaAGALD2tPqMrI8mZh6zz40yHtxhM6Ohuhgr5tecVKCjWD6/GgAw5AoAAIKhSNywA+XvTaqlbD6/NrPDYEfBzA4RERGRDpRJXkoPxmQ2ntGMukoHFs2q0HNZlCKLyQCvZvSzkjkptlmSfcmUKOO7Q9Fr+IMCGsaUsQFIeUiBNrOTSiZoumCwQ0RERKSDSESE2WRMqd8CkLM8y+ZV67wqSpXFbEI4HIQoSjAaDWrmxGFLz+2zVRPsCIKIiCDCZtVkdqK9XpNtLNo94MXTr7XB5Y0NSphoKMZ0wz8JIiIiIh1ERBEWM3/Dnq/MJgO8gQhu/PGrADSZHXt6MzvBkKD2A2mDHWVk+URlbAePDeHL97yMF948Gnc81WzidMBgh4iIiEgHkYjI37DnMaWM7HiPGwDgCyg9O+kJdrSZnb5hHwCgXDOdz5JCGdvOA30QRQlL51bFHWcZWwz/BRIRERHpwB8SUKTpwaD8MnZkuDc62rk4TWVsamYnLOCDo0MAgIUtsX4ttWcnQWZHFCX4AmGc6Jf3PLrhkytx9vIGzJ5RCgA4Y/HUx2EXKvbsEBEREaWZKEoYGvVjbmN5tpdCJ8k4ptfKp0xjS3cZW1jE3sO9AIBFmmBHKWNTBl1o/frZvXjm9cMAAKvZiIaqYnz7c2shiBIOHR+OC5qmOwY7RERERFPg8oZgLzKrN6OJjHiCiAgSqivsGVwZpdPY8rGBUT8AoLLElpb3V8rYtu3uwrEeNxbPqkRzXYn6emz09PhNZg8eG1YfN1QXwxjt0TEZDVg0qzIt6ysULGMjIiIiSpHXH8YXfvh3PPLC/gnP64/2YNSUM9jJV8KYjErvkPyZ1lU50vL+SonjsR43zCYDbvjkirjJfU6HnEEa9YTGfe3giF99fM6KxrSsp1Axs0NERESUooERP/zBCHYd7JvwvLaOEQBADTM7eUsQ4zM7fUM+2IvMcKapjM1qieUcLj9/LmbWl8a93lBdDADoHvTGr0sQMeQKoLbSgSs3zMMlZ7akZT2FisEOERERUYrcPvm37B29bgSCkXGvS5KEnzz6Lra82wmDAThtVtW4cyg/aHtlJElC75AP9VXFKe+bNBmljA1Awv2V6qvkYKdnID7YGXQFIEpyf8//OWd2WtZSyBjsEBEREaXA5Q3hBw9vBwCIEnD4xGjc60rWZ8u7nWiuK8FXr1mJec0cUJCvtJmdIVcAgZCAusr0lLABsQEFAFBZOr4PqKEqcWZnIFrCxhLJ1DDYISIiIprEjv09+P6vt8cda+scQWP03vcPfzuAx/7+IT65cT4A4OxlDVjUwkbxfBaJxDI7XdERz3oFOxUJhh4U2y0odxahs88Td1wJdqoZ7KSEwQ4RERHRJP46Zod6AHh5RwfCIT9aO/bg2a3yGOA3dp8AAFRoNoek/KTN7HT1y9mVdAY72jK20mJrwnNaGkqw+9AAfIGwupkpg52p4TQ2IiIiogmMeoJ4N8FAgsMnRtExEMKzWw+rY6i7o/0V5WkaT0zZo+3ZUTbvrE1jsKOMix77WGtWQxkAoL0rVjLZzzK2KWGwQ0RERDSBbe+fgCjGjyHW/lYeAG78h5VxfRflzOzkvfjMTvrL2ACgxGHBnMaypK8vni2XQt75/7+NZ15vB8DMzlQx2CEiIiJK4FiPC/sOD+K16GQ1LWX8cKnDhO9+4UxcsLoZy+bGJmox2Ml/JY5YaVlXnz7BzqPf/yju//r6pK+fvawBX7l6BawWE/7rL3sx5Aqgf8QPq9mYtPSN4rFnh4iIiCiBe3+/E8d63ACA5fOqcevn1+JYjwtDrgAqS234wcM78I/nl2PN4joAwLql9XhtVyeAxNO1KL/c+vm1uP5HrwAAeoZ8KHFY1L6ZdJpolLXBYMClZ81C94AXT25pQ++gDwMjflSX29M2ArvQMdghIiIiGiMQjKiBDgAsn1+NYrsFp82O7Zvz6Pc3obW1VX1+9vIZ+MrVKzCroRT2It5i5bvmuhJcdt4cPLv1MERRSmu/zlQp1+7sc2PUE0LLmA1IKTn+SyQiIqJprXvAi4rSItissduio92uuHMWNFdM+j4mo/xbeCocJs3ggHSXsE1FbYXcn/PTP78HgP06U8GeHSIiIpq2PL4Qbrj3FdzzyM644+8d6gcAKPe6C2ZOHuxQ4VGm7AFAXWVx1tYxNqtUU8FgJ1XM7BAREdG01dXvQSgiYueBXuw7PIglc6ogCCJefOso7EVmPHzbR2A2GWFjWdq0ZDZpgp0sBhiNNc645xw7nTpmdoiIiGja6hn0qY9//9cDkCQJ2/f1YGA0gAvXNMPpsDLQmcZMJk0ZW1X2MjtmkxHfuvYM9TnL2FKna7ATCARw0UUX4cknn0R3dzc++9nPYvPmzfja176GUCik56WJiIiIJtU7JAc7ZU4r9h0exN72QTy/7QgA4KNnz8riyigXWDSZndosl46VOWOjphnspE7XYOcXv/gFysrkjZJ++tOfYvPmzXj00UfR0tKCxx9/XM9LExEREU1KCXb+YeMCAMCWdzvxftsAlsypwkxOvJr2tGVs2ZzGBgBlztjeTSxjS51uwU57ezva2tqwYcMGAMD27duxceNGAMAFF1yAt956S69LExERUQ7a2z6A5984DEmSsr0UlcsbBACsW9oAowHYsa8HANBU65zoy2iaMEcHFJQ746f1ZYM22NFjv59CpVuwc8899+Bb3/qW+tzv98NqldNvVVVV6O/v1+vSRERElIPu/PXb+OVTe9SAIhcEQwIAoKKkCDPrSzHikYMf3kwSAJiM8q1yNsdOK5x2/p08GbqEqE8//TRWrlyJ5ubmhK9P5Tc62s26si2X1kLj8fPJffyMchc/m9xXCJ+RPygHFs+9thfm4Iksr0Y2MDwKgwF4f/cuOMxh9fjIYB9aWwMpvUchfDaF7mQ/o84OLwDAjEBOfM6fOKsCTpspJ9aSLnp/L7oEO1u2bEFHRwe2bNmCnp4eWK1WOBwOBAIB2Gw29Pb2ora2NqX3Wr16tR5LnLLW1tacWQuNx88n9/Ezyl38bHJfoXxGpv/ugiBKgLk4q9/P468cwsKWCiybW41HXtsCm1XAmjVrsLdnH/Z3tAEA5s2ZidWr5076XoXy2RSyU/mMvMZO4O1WLJ7XhNWrT0vzyqau0P6qpfPfT7KgSZdg5/7771cfP/jgg2hsbMSuXbvw4osv4vLLL8dLL72E8847T49LExERUQ4KhgU50AEwOOrP2jqGXQH87vn9sBeZ8OOvrUcwFEFRtBejoTo2WphlbAQAzXUlMBiApXOrsr0UOkkZ22fnxhtvxNNPP43NmzdjZGQEV1xxRaYuTURERFk26g6qjwdHUysP04PHL5eq+YMC/uO3OzDiDsJmNQEA6qu0wQ731iFg9owyPHH3ZVi9qC7bS6GTpPu/5BtvvFF9/Jvf/EbvyxEREVEOUhr/AcAXiMAXCGcle+KNBjs2qwmdfR4AsT1LGhjsUAIWc8ZyA6QDfnpERESku2FXfDZnWJPpySQlszN7Rpl6TBkpXKXZu4RlbESFgcEOERER6e7EgDzVqqrMBgAIhYWsrEPJ7NRVxUYJF0XL2ExGg3qMmR2iwsBgh4iIiHSnlIwpGZXgFIOdts4RXPavf8HuD09tnz5fQA526itjJWtKsKOV7Q0kiSg9GOwQERGR7rr6PTAagFkNpQCAcFic0tf/90sHAQC/+sueU1qHUsZWr8nsaAOb+7++HtdftVzt4yGi/MZfWxAREZHuOvvcqKssVsvDQpGpZXaUsdVGgyHpObsP9WPIFcAFqxNvag7Eyti0k9eKLLHMztymcsxtKp/S2ogodzGzQ0RERLpy+0IY9YTQWOuENRpYhKaY2RGjwY7JlDzYue2Xb+Inj74LfzACAJAkCX/ffgzD7thwBG9Afq3EERtAYEtQxkZEhYHBDhEREemqK9qv01TrhDU6xjc8xcxOLICZ/NzDXaMAgJ0HevHTP7+HWx58Q33N7QsBAIrtsWAnUc8OERUGBjtERESki+M9LoiihM4+NwA52LGYlczO1IKd/hE/AGDUM/nI6kMdIwBiAVL3oFd9bWg0AKMBKHcWYcmcKgDAOStmTGktRJQ/2LNDREREabdt9wnc/cg7+KePnQaXV86mNNY4MeySg5VQRITHF8IN//kqPnPpIly0tiXpewmCiKHoPj3DrgBGPUGUOYuSnt837AMAGBAreXvt3U48uaUNh7tGUVVmg8lkxM2fXYNAMIIZNc5T/n6JKDcxs0NERERp98zWdgDAU6+1q2Onm2pLYLHItx6hsIgd+3sxOBrAA4+9B0AeQvDws/tw5MRo3HsNuYJqz44oAVvf6xp3PUlT36YMIfAFw+qx//xjq1reZozup1NZamOgQ1TgGOwQERFR2uw/Moh7f78THxwdAiCXknX0uuG0W1DmtMIaLWMLRwREhPghBe/s78FTW9rw1R9viTvePyJnataeVg8AOHLCNe662n17lPI1X3QYAQBccmYL1i2Rv37UEzqVb5GI8giDHSIiIkqbO/7rLbz+XheiiRgEQwJODHjRWOOEwWCIy+yMDXaU8dJjDUT7dRbMlEdCJ+rbUQIcQJPZiQY7P/jy2bjhkyuxdG41AKDMaT3Zb4+I8gx7doiIiChtLGYT/EE5y7JgZjk+PC4PCygplgOMIktsQEEkMmb8dJJJa/3DcrDT0lAKs8mAEff4YCcQjGV2fIH4MrZimzx57aNnz0LPoBeXnjXrJL4zIspHzOwQERFR2syZUaY+XjSrUn2s7GVjiY6eDiUoY/MGwkhEyezUVjhQ5izC8CSZna5+D0JhAf5oZkfZyNRqMeHLVy7HrIbSKX9fRJSfGOwQERFR2pijwcxPbjofTnusXEzZy0bZVDQcEREcs7GoTxPsiJqSNmXsdHW5HeUlRRhxB+MGEgDxwY4/KOCGe1/F7rYBAIDDZgERTU8MdoiIiChtlP1zZs8og1O7cadlTGYnLMQFNwDg8ceeHzw2jBF3EF39HvQP+1FkNaHEYUG5swihsIBAKH6fHm2wA8h76/QNyYMNlMwOEU0//NdPREREaROOiDAaDTCbjCjWBjtW+ZZD7dmJiOoAAVN0FLR2etrNP9uqPi62mVFdZofBYEBFiQ2AvN+OXTM22h+ID3bOP70Rr++SR1QrARYRTT8MdoiIiChtgmEBRdGJa05H8szOqCeoDiRQSt+UKWo3fHIlntpyCF39Xvl4IIIFM+0AgJoK+b99w764PXI+7BiOW8cFq5uxcc1MuLxBGAwGENH0xGCHiIiI0iYUFtS+nLgytmjPTpHVjBKHFXvbB9XXzKb4YOfs5Q24cE0T/u3BrWjvlDcC/ci6FgBArRrs+OOu+/6hAVjMRnztmtOxfV8PVsyvYUaHiNizQ0REROkTCguwmBMEO9EAyGQ04P5vrMcFq5swNuGiTGNzFJlhMZtwcTTAAYCzl88AANRUOADImR2FyxvC4ROjWDyrEutXNeHmz65hoENEABjsEBERURqFIqJaxlbmLFKPK5kdQB4h/Y3Nq/HE3ZdhfnM5wtGhBj5/BPYiE0zRTI82WFL6euoq5WCndygW7OyJTl1bPr9aj2+JiPIYy9iIiIgobUJhARUlcpDjdGhGT1tM4861mI2wWkwIRURIkgRvIKxuAAoAS+ZUAQA+dfFC9VhNuR0lDive/aAPobCAv711FP/1l70AgBXza/T4logojzHYISIiorT44NgQfIGI2rOjZGOA+MyOVpFm3x2vP4zKMpv6WlWZHU/96LK49zGZjLh43Uw88Wobtr7XpQY6ADC/qTyt3w8R5T+WsREREVFa/NtP5XHRwTF74ACALUmwo/TWBKP77hSP2QDUbDKOm6a26ezZMBqA5944rB5bNrdaLX8jIlLwpwIRERGllcsbHHfMZEx8y6FkdlzeEEQJcXvzJFNX6cAZp9WjLTqpra7SgVv/ae0prJiIChWDHSIiIkqrEff4YCcYHp/tAQBLdJjBkCsAAOMyO8lsWN2kPl6zuC5umAERkYLBDhEREaWVKMUeX3XBPADA3KayhOfWlMvT1Q4dHwEAOOyptRPXlNvVx8reO0REY3FAAREREaWVdqDA5/7Pafj8x5YkPXd+szxUYPehfgBIOUNTWRoLcKrKGOwQUWLM7BAREVFaNFQXAwDu+/p69djY4QJjzYsGO+8e7AMAOFIsYysvie3hU6WZ4EZEpMXMDhEREaVFRBBRW2HH7BmJS9YSqSy14bqPL0XrgV4MuvxYPi+1jUGVKW4AUF3OzA4RJcZgh4iIiNIiEhFhL5r6rcUV6+fiivVzT/q6laXM7BBRYgx2iIiIKC0ighiXcdHb1z+1Cj2DXnUTUyKisRjsEBERUVpEBBHmDAY7F65pzti1iCg/cUABERERpUU4IsJs4q0FEeUO/kQiIiKiUyZJEiKCxGCHiHIKfyIRERHpSJKkyU8qABFB/j4z2bNDRDQZ/kQiIiLSSTgi4hM3P4sH//xetpeiu4ggAgAzO0SUU/gTiYiISCcj7iAEUcJL249leym6U4IdZnaIKJfwJxIREZFOQhEh20vImHCEmR0iyj38iURERKQTfyCS7SVkTCTCzA4R5Z6UfiKNjo7innvuwTe/+U0AwCuvvIKhoSFdF0ZERJTvvIFw3PM9bQPw+MNJzs59e9oH8PRr7QlfY88OEeWilH4i3XbbbWhoaEBnZycAIBQK4ZZbbtF1YURERPnOp8ns7G0fwK2/2IantrRlcUUnZ3DUD48/jFsf2oZfP7MXgxIZmB0AACAASURBVKP+ceeE1WDHkOnlEREllVKwMzQ0hGuvvRYWiwUAcOmllyIQCOi6MCIionznD8ayOFvelX9hODAyPlDIZaIo4ab7XsOP/9iqHuvXfA/b3j+BgRF/rGeHZWxElENS/okUDodhMMi/rRkYGIDP59NtUURERIXA649ldrbtPgEA8Pjyq4zN4w9jxB3E3vYB9VjvoHwPcODIEO7+3Tu45edvxKaxsYyNiHJISj+RPvOZz+Dqq69GW1sbvvzlL+Pyyy/Hddddp/faiIiI8lbfsA+/enqP+lzp1XH7Qtla0kkZccuVHIFQbLLcf/6xFcGwgM4+NwCgb8inDihgZoeIcok5lZM2bdqE008/Hbt27YLVasWdd96J2tpavddGRESUt/721tGExz3+/Ap2Rj2J1/vh8WH0DsWqPJjZIaJclNJPpLa2Nvzxj3/Epk2bsHHjRtx333348MMP9V4bERFR3tp5oDfueZHVhIaq4rwoY4sIIoRo8DLiCSY8p3vAi+O9bvW5UrJnMZv0XyARUYpSCna+973vYf369erzq666Ct///vd1WxQREVE+6+xz48gJV9yx6jI7SootcPvCkCQpSyubnCRJuP5Hr+DeP8gDCUbHBDvlziIA0WCnJxbsvLWnGwCwsKUiQyslIppcSsGOIAhYs2aN+nzNmjU5/YOaiIgom7a+Jw8j+MbmVVg+rxoAUOKwwOmwIiKICGr6X3LNwEgA3QNevLlHnrI24paDHZNRHlI0t6kMAHDg6BC6B73q1722qxPlziIsmlWZ+UUTESWRUrBTUlKCRx99FO3t7Th06BAefvhhFBcX6702IiKivPTm+ydgMRuxbkm9WrbmdFjhtMtbOOTyxqLK0AFJksdlK2Vsp82uAgA01ZZgVkMp9h0ehCjG/+Jz7ZJ6NSgiIsoFKQU7d911F/bt24ebbroJ3/jGN3D06FHcddddeq+NiIgo74QjIo73uDCvqRwOmwWu6PS1EocFJQ4rgNyeyNbZ51Efv7KzQ83srFlcBwAotltw91fOxaazZ8FgAC5c06yef+bS+swulohoEilNY6usrMQPf/hDvddCRESU9/qHfRAloKFaroCYUV2MgRE/WupL4Q/KTfy5nNnp6peDncaaYnT0utE76IXRaMDFZ7bgeK8L55/eiGK7BddftQJfumIZ+kf8eGVnBwBgxfyabC6diGicCYOdm266Cffffz/Wr1+vbiiqtWXLFr3WRURElBNEUYJxCqVZJwbkPpYZ0WDn3z6zBq/t6sTHzp2DZ7ceBgB4cjqzI5exferiRfjPP7YiFBFRUVIEp92Cm/5xVdy5JpMRtRUOLJlThYUzK2C1cBIbEeWWCYOd2267DQDw6KOPZmQxREREuUQUJVz1reewbmk9vnXtGZAkCff8ficWtVTiivVzE37NiQE5MzKj2gkAKC8pwuXny+eWOOSeHXeGx0+/8OYRVJbacObShknP7ezzoLrcjnVL62ExGxGOiCgvKUp6vtFowN1fOTedyyUiSpsJe3aqq+UJMvfeey8aGxvH/Y+IiKiQhcICIoKIbbvl6Wr+YATbdp/Ar5/Zm3QqaXc0s6OUsWmpAwoyHOz819N78eiLH0x6ni8QxuBoAE21TtisZnWMtMubu5koIqKJpDSgoKmpCY8//jja29vR0dGh/o+IiKiQRcZMGwtoRkZrG/m1lGCnPlGwEx1Q4PFnLngQBBERQcSoZ/Jrvvm+vFfOgplykLMxOnxAGaxARJRvUhpQ8MILL8BgMMT9FstgMODll1/WbWFERETZFomIcc8D0QEDAPDeh/1oritRnwfDAl58+yje+7AfpcWxMdNa2ShjC4blAM3lDUKSpIQ9uMGwgD//74d48tVDMBoN+MjamQCAC9fMRCAkqHsFERHlmwmDHY/Hg4ceeggLFizAmjVr8LnPfQ4Wy/gf3kRERIUoPCbY8WuCnd2H+nHZeXMAyNmcu363A0dOuADEhhOM5czC6Gkl2IkIEvzBCBy2+P8fb/2gF/f/aRdGPEFUl9nwf69egfoqef1GowEfO3dOxtZKRJRuE5ax3XHHHQCAa665Bu3t7XjooYcysSYiIqKcEBFiwY7HF4orY9t/ZEitePj+w9vVQAdI3K8DxMrBXCmUlKVLKBz7HhKVsr2w7ShGPEF87JzZeOiWjVh7GvfKIaLCMWGw09XVhZtvvhkXXHABfvCDH2Dnzp2ZWhcREVHWaYOdf7nrZYx4gupzty+EEXcQQ64AOnrdWL2oVn2tITqJbSyL2YjSYiuGXP6k1xRFCcOuAAA5szSquebJCIZi2SiXN/69BEHEnvYBNNYU40tXLoe9KKXqdiKivDFhsGM2x37omUycnU9ERNOLNthx+0L4498OAIhNVTva7cLBY8MAgMWzK9VzG6ocSd+zstSGIVfyAOapLW249nsv4oOjQ3jwz7vwme/+DW6/kPT8ycRldsZMVevs98AfjOC02VUn/f5ERLlswmBnbBNjoqZGIiKiQjW2Z6ejV57AtmiWHNgc63HjaLdcvjavqVw9r9SZfF+aylIb/MFIXP+P1m+f3w8AeHlnB15t7QQAHOk5+eyO0rMDjC+fUybHNdUmzkQREeW7CfPVu3btwoYNG9Tng4OD2LBhgzrNZcuWLTovj4iIKHvGBjuKhS0V2HmgF8e6XVB+D1hb4cD3v3QWtrzbOeH0sspSGwBg2BWAvSY+yJAkCWaTARFBwktvH1WPH+1LU7Azpoxtoj2BiIgKwYTBzt/+9rdMrYOIiCjnaMvYLjmzBS++fQwAMKexDGaTEUd7XCiJlrTVlNvRXFeClQtqE76XoqJUzvoMugKYMSbY6R3yISLIQw8WtlTC5Q2hq9+DI72Bk/4egiFtsJM4s5Osx4iIKN9NGOw0NjZmah1EREQ5RxvsfOHjS9Vgx2m3oLnOieM9btSU2+G0W2BLsbm/LFri5vaOn4ym9P9c9/EluGL9PADAD3+zHW/v7UHvkA91lcl7gZIJaTI7Y6ex9Q77AOCk3peIKB9M2LNDREQ0nSmbil738SVxwYz4/9i778A26zt/4O9HW7JkyXskdpwdZ0EmIayEDS0FOmnKcW0ptEevLaWUUnrHtXe0XOlBj14ntLQ/2tJx0GOVPRMgARKynL0c7y1b1pYePb8/niHJkrdsyfb79Q+29CxF2H4++ny+n09MwpzyfIQjIpo7vSh2WUd8TLW5gTeQOlj0aIMc7Cyujjc7qK2Rmwccb+od/QvAwDK25GCntz8Ei0nPLmxENG0x2CEiIhpERMnsGPTyn8vrLlkMvU5ATUU+5lTka9uNJthRZ+14/anBTnuPnGmZXRYvK6sudwAAGtv7R3n1sqTMzoA1O739IbgcgzdTICKa6vhRDhER0SDUzI4a7Hzm8iX4zOVLAAA1CcFOySiCnTwts5NaxubxhaHTCcizGLXHqsrGF+wMtmYnFpPQ6w1hUZUr3W5ERNMCMztERESDiA7I7CRSMy7AaDM7ciDT1RvAr5+qw6mWPu25Pm8I+TYTdLr4qIcSlxVGvTBosNPY3o+Hn9o/aOe4cFLr6eShqLGYxMwOEU1rzOwQERENIqJ0RjMaUoOdEpcVeRYDfMHo6NbsKGVsb+5uRiwmIRwVcdPVKwDImZdCpyVpe51OQKHDgLZunzb6IdEt970GAFg+rxhnr6gAALy1txn5eSasXFACb1Aul7Mp1xoVYzDodehVAh+XI/l8RETTCTM7REREg9DK2NIEO4IgoLpcLmUbTRmb2qAgFpMDqZ6+IL75P1vxjQffhDcQQX6eKWWfQocBgZCoBSja9SV0i1OPBwD//efd+OXf9gMAGtvkjJA6CFUtZatvkYehqnN/iIimIwY7REREg1BLw4xpytgAYPn8IpiM+qSGAsMxGfUwGfXa9919AdS3eHBKCT6ceallZYV2eXt1Lo6qtz8e/KhrgKJiDKGwiNYuH8SYhNNtHpQUWFFRJA8O9fjk8rXHXzsGnQBcsIpjJoho+pqwMrZAIIA777wT3d3dCIVCuOWWW/Diiy/iwIEDcLnkxZA33ngjNm3aNFGXQERENC5DrdkBgE9fugRXnTcPBaMsBVuzpBSCAJxs7kNThxdiQlYmXWanwCH/uW7t8mHp3CLt8XRtpYOhqHbtp1s96PGEsLa2DE7luH3eELZ3elHf6sGFa6tSBpsSEU0nExbsvP7661i+fDluuukmNDc34/Of/zxWrVqF2267DZs3b56o0xIREWWMFuwYhLTPGw26UQc6AHDXZ9cDAG6571UElW5ptTWFCIVFrF5SmrJ9oT0e7CRKbD6gtrL2K8EOAOw73gVAHhqqBlEeXxiPvypndT518aJRXzsR0VQyYcHOlVdeqX3d2tqKsrKyiToVERHRhFCDHaNeP8yWY1Ndlo/Gdi8AYGGVCzddsyLtdoWO9MFOYlvpfr+c2QkkBDsHT3UDAAryzci3y+Vx3X0BnGzpw4r5xczqENG0N+Frdq677jrcfvvtuOuuuwAAf/jDH3DDDTfg61//Onp6eib69ERERGMWiQ6d2Rmvz121TPta7dKWTr5ND6NBh1OtHnT3BbTHE8vYvAE5sxNMCHYOnFSCHYcFLiXYOXLaDQAocrExARFNf4IkSdLwm43PoUOHcMcdd+Cuu+6Cy+VCbW0tHnroIbS1teHuu+8edL9du3ZN9KUREREN6rmdbrx31IcvXVGK8oLBg5Hx+O5jTQCAy1c7sWGJY9DtfvpsG7o8ciBzx8cqYDPrcaQ5gD+9KQc0c0pN+NzFpTjRFsTvX+tK2nfLBUWoKTPjh4+3QG3gtrHWjktXcaAoEU0fa9asSXlswsrY6urqUFRUhIqKCtTW1kIURSxatAhFRfLCygsvvBDf/e53hz1OuovOhl27duXMtVAqvj+5j+9R7uJ7M7h3TuwB4MMZK5djdunggci4KMFOWcUsrFmzMO0mu3btwrzZxeg62AYAqJlfi6oyBwKGZgBysNPYFYG1sAZVphCA5GBn/erlmD/bhWUfvK2t46ldWIM1a+ZPzGuaQfjzk/v4HuWuTL43gyVJJqyMbefOnXjkkUcAAF1dXfD7/bj77rvR2NgIAHj33XexcGH6X+pERES5QF3/YrMYJ+wcFcVyS2iLaeh1Qep2idelrtm5cG0VIEn40R92odMdSNlXnaVTWmBLeCy1xTUR0XQzYZmd6667Dt/5znewZcsWBINB3H333bDZbLj11lthtVphs9lw7733TtTpiYiIxs0flNfB2MwT9ucS93xxI17YUY/Lz64ZcjunPV5GFwjKwY7ajW314lKUF+XhsRcP4+Gn6gAABr2AqChXqrsccmBjt8WDtgIOEyWiGWDCfntbLBbcf//9KY8/8cQTE3VKIiKijPIHo9AJgHmYrMt4lBbacMOVS4fdzmmPZ2J8ShCmNigwm/T45MWLsOtwu9aAYHapA/Wt8qBSQZAbLCTO8ClisENEM8CEd2MjIiKaqgKhKKxmgxYsZNOFa6u07M7T205iR12rFuyYjHrodQLW1sbHPKQbTprY8Y2ZHSKaCRjsEBERDcIfisI6get1RsOg1+GfPnYGALml9Pd/+x7CEbm1mtkoZ56qy+JNFK65QG4+8ImL4utjHQllbNYJLM0jIsoV/E1HREQ0iEAwklMZkIFrh9QGBWqZXXV5PNhZt7Qcv7v7Urgc8et3WCemfTYRUa5isENERJSGJEnwB6OYVZI7fyrzrMlZpt7+EIB4ZmdWiR1fuHo5ls4tBAAUOa1J21stufNaiIgmA3/rERERpRGJxiDGpJwq9xp4La3dXgDxYEcQBFx9/uCzc9RubBPZcIGIKJfkzm9wIiLKObuPdOCPLxzGdz6/HgWO3Cnnmgz+4MTP2Bkt+4DMTkunD4DcoGAkKovt+LcvbMCc8vyMXxsRUS5igwIiIkpLFGO4+6HtONLgRt2J7mxfzqRTZ+zkUmYnsf00AHgD8jVazCPP1KytLUNJgXX4DYmIpgEGO0RElNaJ5j7t61A4msUryY6jjb0AgFml9ixfSZxOl9oCWxDiZWxERJSMwQ4REaV14GQ8m+PxRbJ4Jdmx52gHAGDVopIsX8nQLKbcmANERJSLGOwQEVFaicGONxDO4pVMvOffOYX/ffUoJEkCIHdi232kE067CXMrnVm+umSf+/DSpO+toyhhIyKaaRjsEBFRilhMSgp2+v3TO7Pz+OvH8ehzh/D89noAQGN7P3o8QZyxsCRt6Vg2XbtpAf7vvqtg0MvXZTHlzpoiIqJcw2CHiIhSnG7zwBuIYM2SUgBAv296Z3ZEMQYAePjJ/Thc34PdRzsB5GYJmyAIMOh1KFSGnVpyqIECEVGu4W9IIiJKoWZ1NiyvwK7DHej3T/dgR4LFpEcwLOKb/7NNe/zMRaVZvKqhFTmt6HAHcqpbHBFRrmFmh4iIUuw6LC/OP2NhCaxmw7QPdqJiDGWFNnxs8wLtsVkleSh25W6LZi2zwwGhRESDYrBDRDQNvLazAQ/+ebdWjjUeB091Y+ehdiyocqG8yIYChxluTygDV5m7xFgMer0O//ihpXDaTQCAqjJHlq9qaEVOlrEREQ2HwQ4R0RT2pxcP4519LXj5vQa88n4DnnunftzHbO/xAwAu3zAHgiCgtNCGXm8IwWk8a0cUJRj0AgRB0AZ3OmymLF/V0NRgx8oGBUREg2KwQ0Q0RfV5Q3jspSN48s0T8AflQOSPLx5Gn3d8WZhQWAQQH1RZWmADAHS6A+M6bi6LxiTodfKfxNs+vRpL5xZiy2VLsnxVQyt0yiV2FraeJiIaFIMdIqIpqqnDCwDwBSMIhORgxxeI4M8vHRnXcUMRJdhR1oKUFso31WrGZ7qRJAmxmAS90sp5/mwXfvjP5+X0eh0AKC+Sg1A1E0VERKmY+yYimqIa2/sByAGOKEqoKMpDh9uPE8194zpuWA12jPKfiBKXfFPd1Ts9MztiTB4katBNrc//FlcX4Nv/uA4rFxRn+1KIiHIWgx0ioimqsUMOdvzBCMQYUFxghS1ghDcwvgGgahmbyahL+m80A80PcpH6utTMzlQhCAI2rqzM9mUQEeU0BjtERFNUU7tcxhYIycGJzWyA3WqEb7zBzoAyNp0gBwExSRrXcXNJc6cXxxt7odMJWFxdAADamh0iIpo+GOwQEU1RamZHZTUbYLMa4O4Pjuu4WrCjNCgQ1GBnmiR2/MEI7vzpW+hVGjlsWj0bwNTL7BAR0fD4MRYR0RQUCEVTuqPZLAbkWYwIhsVxlZzFy9jUzI78uDRNMjtbdzej1xvCOWfIJWDNnXKGzKDnn0QioumGv9mJiHJUJBrDXT9/G79//lDKc/uOdaY8ZjUbkGc1AsC4StlSytiUaGe6BDtqF7uPbloAg16H7j45E6bXMbNDRDTdMNghIspRL2yvx/4TXdi6u0l7bM/RDlz1jadwz2/fAwC4EtoO2yxG5FnkYOeND+R9nnzzOG7/yVb0eEZe2hYepIxN7VqWCb979gC+/9t3M3a80Wjr9gEAyovy4LKbtH8blrEREU0/DHaIiHKQPxjBX16R5+W09/i1bMvDT9Ulbbd0XqH2tdVs0LIxv36qDn3eEH7z9AEcOe3GvuNdIz73wKGi8czOGF9MGh8c6cCOujZ4fOHMHXSE2rp9sJoNcNiMcDriwSLL2IiIph/+ZiciykFPbzuJPm8YVrMekgS0qOtKBnQMOyeh9XBZoQ31rR7t+0P1PdrXvf2hEZ87FBFh0AvQKzf/anVXJruxqVmi+tbxzQQarVhMQluPH+VFNgiCkJQZYxkbEdH0w2CHiCgHHTjZDQC4dtNCAHKbaVGMoUnpwLZxZQVuuLIWqxeXavssqSnEVefO077fvr9V+7p3FB3awhFRy+oA8TI2KYNlbKIoH+tUi2eYLTPrdJsHobCIuZVOAIAzMdhhZoeIaNph62kiohwUDEWhT5gB09jRj4Z2O8LRGC49aw6+8skzU/YpLbCitMCKT12yCH95+SjeP9imPeceTWYnLGqd2IB4GVsGYx3EYmqwM7mZnd1HOgAAK+YXAQAcNpP2HDM7RETTD4MdIqIcFAyLsJgNmF1mBwA0tvejtMAKAFgw25m07cN3XYyYJGkZmOoyBwCg3x+BXidAjEmjLmNLCnYmYKioqAztmczMjrs/iD+9dARGgw5nLpIzYhZz/HVyzQ4R0fTD3+xERDnIH4rCatKjxGWFxaRHU4cXx5vkLMj82a6kbcuL8lBZbNe+Ly20aV8vqSmE1axPCnbcniDueeRdHG1wp5xXjEno84aS1rKowU4mW0+ra3Ya2vohjmMm0Ghs292MYFjE9ZfXotglB45WU/wzP2Z2iIimHwY7REQ5KBiKwmI2QBAElBXa0On243hjL/Q6ATUV+UPuW5YQ7Myf5YQjzwyPP971bMeBNrx7oA3feHArAqFo0r69/UFERQnFShYJAATlL0Usk2t2lGNFxRialOYLE23r7mboBGDz2tnaYxZzQrDDzA4R0bTD3+xERDkoGIrCqtyIO+1m+IJRHGvqxZzy/KQSs3RcdjNMBvnX+7xZTpiNOkSiovZ8uzJnBgD+9vrxpH27egMAgBJXPNiJl7GN4wUNoDYoACanlK2t24cjDW6sXFiCAodFe9yaVMbGzA4R0XTDYIeIKMeIYgzhaEwLdvLz5EX0sZiE+QPW66QjCIJWyjZvlhNGg14bFAoArYnBzhvH4fHHn+tUg52C1GAnk2VssVi8dK1+EpoUbN3dDAC4YNWspMctSWVs/JNIRDTd8Dc7EVGOCShDPdUb8cT2yAuqXGn3Gai2phDFLitmlzpgNuoRisSDi5ZOHywmPb7yyTMRjojYWhfPrOw52gkAKHHFS+EEdc5OhsvYCvPlDEtbtz9jxx3M9v0tMOh12LCiMunxpGCHmR0iommH3diIiHJMUFlHo5Wx5cXbIy+YPbJg58sfPwPRmASjQQejQYdYTIIoxqDX69DbH0KR04KL1lXj54/vRZs7AgB4etsJvLjjNGaX2nHmohLtWPHW05kNduw2I3o8QYQSsk4Tpa3bj8qSPNitxqTHk7qxsUEBEdG0w8wOEVGOUZsGqDfi+QnBznDNCVR6vU4bDKqu8VGDCn8wApvFCL1OgNNuhjcoYkddK379VB0KHGZ896aztUALSCxjG+cLSyDGJO0cwXB0mK3HJxQR4Q1EUJiwVkdlZYMCIqJpjb/ZiYhyjHrzr96IiwnlY8M1J0hHDXoi0Riiynogm0U+dkG+HOz8+qk6GPU63P2FDUnd3IDMl7FJkoRYTIJBr4PJoEMonNnMzos76rF1d5PWlMHtCQKQX+tAFraeJiKa1ljGRkSUY7TMjnIjfvaKSjz71il86aMrx3Q8o1H+XCsUEbWSNJtFLudy2c04IQLtPX5ctK4qbZlcpsvY1KBJrxNgNukzWsYWjoj46f/uBQDMq3TiwW9sgtsjzxhS1wglSixjY2aHiGj6YbBDRJRjunqTMxElBVY8dNfFYz6emtkJR0StFE3NGrkc8WzHReuq0+6vtZ7OUGZHTAp2DBnN7Kjd5ADgZEsf+rwh9PSr/55pytgSMjtsPU1ENP0w2CEiyjFNHf0AgKpSR0aOZ1Rm7kSiMUSiclc2mxLsGBKyGcvmFqXdX8jwmh0t2FHWFfmCkcwcGHKGKtHxpl709suZnQJHahmb2TT6skAiIpo6mLMnIsoxje1ysDO7zJ6R45kTGhT4g8p6IGXNzlnLypFn0eGeL23UytUGynQZmziwjG2UDQoi0Ri27W6GKMZSnutQgp1zVsotpo839sIXkIMpu9WUsr0gCPjeTWdj/mwnFs8pHNV1EBFR7mOwQ0SUY5o7vcizGuGyp2YixsJoiJexBQa0tV63tBy3X1uBMxaWDLq/1qAgU8GOEqTodII8AygsakHKSPzq//bhvj/sxN/eOJ7yXIc7Odg51tgLv5I5UpsyDLR6SSn+++ubUhozEBHR1Mdgh4goh0iShE53AGUFNq18bLxMSoOCcCSmZTnUBgUAhj2P1no6NZEyJgMbFMQk4Mbvv4zn3zk1ov3fP9gGQA4KB1LL2JbUFKIw34LjTb3wh5KzWURENHMw2CEiyiG+YBTBsIgiV+pi+rFSy9gCwSj+64+7AAye5UhHLWOTMl7GpoMlYc3M758/PKL9+7xhAIAzLzXz1dHjh0EvoNBpwcIqF7r7gmjukIMim9mYsj0REU1vDHaIiHJIl9JNrNhlzdgxjUqwc+BUt/aYeRTzetTEj5jpYEcvwGyMB139/vCo9reYUwO29h4/Slw26HUC5itttPef6AIwugCPiIimBwY7RERZJA5o56wGOyUZDHbMShnb7iMdAIDqcgfW1paNeH+tjC1jwY5cD6eWsSU/N/JzhBPm8/T7w9i2pxnu/hBKC+V/u4VVcrCjXna64IiIiKY3/uYnIsqSSFTEV+9/A0vmFOJr160CAHT3ycFOkTNzZWxqg4KWLh8A4J4vboRpFJkdrRtbpubsiJJ23IHX0ecNpR3+qYpE4wFOMKGL23/85l0cqu8BANRUOAEAcyvzteetZj30g3SbIyKi6YvBDhFRlmzd3YymDi8S+wN4/XIDAYcttU3yWDls8bUqs0ry0g7XHEqm5+wkNiiwDMjs9HiCQwY7bmVmDoCkYaRt3T4UOMz4+qdXY8WCYgBAgcMCg15AVJRg5XodIqIZiWVsRERZIEkSnt52EkB8wT0ArTV0Yre08ZpVEh9Oumxe8aj312W69XTCUNHZpcmzhNye4JD79iYEO0El2JEkCf3+CEoLbFi1uFQblKrTCSh0yiVtXK9DRDQzMdghIsqCAye7cbK5D4C83kQNAPxasJO5m/PEkrhl84pGvb+6ZidjZWwJa3bmlOcnPdfjCaXbBf5gBH3eUFIwpJaxhcIiomIMdltqgFikZIlGU7ZHRETTBz/qIiLKgpfePQ1AGC3PEAAAIABJREFU7rrW1RtAvy8Ml8OsDcC0ZnAxvS5hrcry+aMPdgRdZsvYxIQytqoyR9Jz7v70mZ3v//Y9NHV4ce2m+dpjahmbR+nilq70r88rB0+ZGtBKRERTCzM7RERZ0NThhUEvaF3R1JtyfzDzZWwA8K+fPws3XFmL0gLbqPfNeGZnQIOCr37yTNxwZS0Aec1OOieb+9DjCeJPLx3RHlODHW2dU15qsPOZy5egutyBL3/ijIxcOxERTS3M7BARZUFXbwBFTquWcejzycFOQAl2MpnZAYD1y8qxfln5mPbN9JqdWMJQUQC45Kw56POG8Ohzh9Ku2fEHI/AGIsrX8Q5sahmbOp/HYU0NEM9fNRvnr5qdkesmIqKph5kdIqJJFonG0OsNoaTACpddzkaoC+/9oQiMBh2Mhtz59azLeBmbsmZHHy+vy88zwaAX4E6zZkedPZTYta7IadEaFKjBjj2DHeyIiGh6yJ2/pkREM0R3XwCSJK/XKVKGh3b1yhkNfzCac53D1NbTGe/GlrCWSBAEuBwW9KRZs/O1B94EAFxxdg2KnRZcf8USWM0GdLr9uPtX7+D9g+0AkltsExERASxjIyKadGqmosRlRYkS7HT2+gEowU4OzoTRCSNfs9PvD+PR5w5hy2WL0dLpQ3mRDUVKC2ggMdhJ/rytMN+Mk80eSJKkBVjhiNxpDZA7yX3poyshCAKKnVb83xvHsftop7Z/aeHo1yMREdH0xmCHiGgSvX+wDf/+m3cByEMvS5SGAZ1uOQAKhKJwOXKvc5hOJ0AaYWbnzy8dwQvb6/HC9noAwAWrZuP269doz6sNChLL2AD53yMq9qLfH0G+0mxAHSJqNetx9opKLQi6aF01LlxbhU/c9XetUUFFUd5YXx4REU1TLGMjIppEjyV0E3M5zHDYjDCb9OjsDaCrN4BAKIrCfMsQR8gOQRBGXMaW2OoaADrc/qTvY2nK2ABorzuxSUFPn/z1lRvnpqxjEgRBC3DMJn1OBolERJRdDHaIiCaRUR//tetymCEIAkpcVnS6A3jvYBsAYO2S0mxd3qDkYGdk2+YPaAGtttVWJQ4VTVSgBDuJ7afVrwcLANVBolazQcv6EBERqRjsEBFNosTshNp2usRlRb8/jG17mgEA65aOrUX0RNLrRr5mJxQRta/Li2xpgh11zk7qmh0gebBot0cu7yt0pg92Vi4oAQB8/MKFI7o2IiKaWRjsEBFNosRsRoFSdqWu26k70Y2aivycXGgvCCNfsxMMycHOf331PJQV2uALRnHkdI/2vCgOndnp7osHO2pL7gJH+mDn4xcuwM/vuBBXnz9/hK+EiIhmEgY7RESTKHEoZp4yBLOkIN6p7KwxDv6caDpBGPGcHXXYZ57VCJNRDwC4/SfbtOcDSjA0cHBqoRLQqE0JAMCnDBO1pxkYCgBGgx5VZY6RXRgREc04DHaIiCZRn0++kd+8Zra2xkRtPw0A63M02BEEQSs/G46a2bGYDGjv8ac+rwRDFrM+6fECpYwtcc1OICRvOzAwIiIiGgkGO0REk6jPG8bcynzctiXeinlupROAPEdmwWxXti5tSDodRl7GpgUzBtx41fKU59UAxmJKDmBcdjMEIbkbmxbs5NigVSIimhr414OIaJJ4AxEEQtGkAZsAMG+WE4/+22Vw2s0pbZtzhW40a3bUYMekx+olpThzYQn2HOtEJCrCaNAjGE5fxqbX6+C0m+H2xMvYmNkhIqLxYGaHiGiStHX5AMgdygYqyLfkbKADKK2nYyPbNhgWYdDrYFDabOcp7aG9fnn9TTCUvowNkNft9PQHtcAqEIrCaIgfi4iIaDT414OIaJK0dsvBjjoIcyrRCRjxUNFgKAqLKR7IqM0FvEqzAf8Q2ZqCfDNCYVHL6ARCUWZ1iIhozBjsEBFNkjYl2CkvnoLBjk4YebATFpOCHYdNHjI6MLNjNaUGMYUDBosGggx2iIho7BjsEBFNkrZuuTPZVMzsCIIAaaTd2MJRmBMCGTWz09bjU54XIQjQ2lIncimzh/q8YQDM7BAR0fgw2CEimiRqZqcsB4eGDkenExARY7j9J1vxr798B4cThoQmkiQJvkAEdlt8Lo5dyew88NgHEMUYAkqZW7o1SjaLvF8gFIUkSQx2iIhoXBjsEBFNktZuH4qclrQZjVynE+Rsy5HTbuw51olvJgwJBYA+bwjtPX4EQlFERQn5eSbtucRBqUcbepU1PekDGDWwCQSjCEVExCS2nSYiorGbsL8ggUAAd955J7q7uxEKhXDLLbdgyZIluOOOOyCKIkpKSvCjH/0IJpNp+IMREU1xkaiIrt4Als4tyvaljIk6AHWgDw534NdP70djuxdWsx7/9oWzAcTX6QByadpdn12PH/zuPbywox4tXT6UDpLdsimBjT8UgT/IttNERDQ+E/YX5PXXX8fy5ctx0003obm5GZ///OexevVqbNmyBVdccQUeeOABPP7449iyZctEXQIRUc5o7/FDkqbmeh0AaUvOJEnC+wfb0NjuBQAEQiJ+8cReAEjK7ADAGQuLYdALeG1nIwAkNTBIZFMCG38wivoWDwCgcgo2dCAiotwwYWVsV155JW666SYAQGtrK8rKyvDuu+/ioosuAgBs3rwZ27dvn6jTExHljFhMwu+ePQgAKC+eeut1AHmo6EChsIjO3kDSY6fb+gGkBjs2izEpq3XXZ9enPY9ashYIRXGoXl4XNFWzYURElH0TXhtw3XXXoa2tDb/85S/xuc99TitbKyoqQmdn57D779q1a6IvccRy6VoGkiQJT7zTAwHAx86ZmTcGufz+kGymvkd7Tvrw7gE3ACDQ14Fdu7xZvqJUw703gYAc1BQ5DKgoNKLudABvvL0T9c3xRgUlTgM6++TSM3dXK3bt6k86Rpkjon3d1nAEbQ2p52npkbuwnTrdjPZeefuAuwG7djWN/kVNMzP152cq4HuT+/ge5a6Jfm8mPNj585//jEOHDuGb3/ymNhEbQNLXQ1mzZs1EXdqo7Nq1K2euJZ239jaj7nQzAOB7t6yC0TCzek/k+vtDM/s92t1UB0AOdjauW45F1QXZvaABRvLe2Le+gfbePtTOK4Ujz4S60/X42d/bYdALqCjOw0c3LcDmtVX4+J3PAgDmzZ2LNWuqk45RWNGHl3e/AZNRP+j5yju9wAuvIi+/AG31Lagqs+O8jesy80KnsJn885Pr+N7kPr5HuSuT781gQdOE3RHX1dWhtbUVAFBbWwtRFJGXl4dgUB4U197ejtLS0ok6/YzzRsKnnmp7WyLKDSeb+7Svp+r6E7VBwbxZTm1uDgBERQnVZQ5cfnYNzEY9Pn7hQgDA4jmpAd3cSidu27IaD9x6/qDnUdfsHK7vQSAkYsmcwky+DCIimmEmLNjZuXMnHnnkEQBAV1cX/H4/Nm7ciBdffBEA8NJLL+G8886bqNPPKJIkYffReElgU0d/yvMBZWI5EU2+Hk8QOp2An96+WZs5M9XolWBnbqUTsYThondcvxY3fmS59v0NV9bij/9+BarKHGmPs3lNFeaU5w96HrXzWnOn/KFNbQ2DHSIiGrsJC3auu+469PT0YMuWLbj55ptx99134ytf+QqefPJJbNmyBb29vbjmmmsm6vQzSjAsIhwRte9PKR2MVE+8fhxb/vV5HBlkCCARTaxIVESR04I5FYPf5Oc6tT/BvFlO9HjkDH1hvgXnrZqFioRslSAIKc0JRsM8oEtb7VwGO0RENHYTtmbHYrHg/vvvT3n8t7/97USdcsbyBeRFvGtry/DBkQ58cLgDWy5boj3/zLaTiIoxPPLMAfzwn5lNI5ps4WgMeRbj8BvmsA3LK1BSYEOBw4wPnzsPr+9qwi0fW5nx8wiCgHPOqMTbe1uQn2fCrBJ7xs9BREQzBye1TQNqsFNWaMOyuUWoO9kFd38QBQ4LJElCVIwBAHr7Q6M6bjAcxV9ePoqrzpuHwnxLxq+baKaIRESYHOZsX8a4fExZiwMAi6oL8Mz9V0/Yue68YR28gQhEMTboMFMiIqKRmFktu6YprxLs5FmNWLe0DJIE7DrUDkBeK+Dxya1cuz3BEXfBA4A9Rzvx+GvH8KeXjmT+oolmkHA0BpMh/RBNSs9uNcJpn9oBIhERZR+DnSlk3/FOvHewLeVxX1AJdixysAMA7x2Ug53ELlChsIgTzX14fns9nnzzxLCBTygsrwPatrsJoYQ1QUQ0crGYhEg0BpORwQ4REdFkYxnbFPKdX7wDAHjyvqug18fjVF9CZmdWiR0VxXnYc7QDkaiIky1ysFPstKCrL4iv//hNbb8V84swf7Zr0PNFonL5my8YxTv7WlBbU4jyoqnZNpcoWyJKGanRyM+WiIiIJhv/+k5BTZ3J09fjwY4BgiBgzZJSBEIijjX24lSz3Jlt3dJybXt1/kWH2z/keSLReDbngcc+wE0/eAUvv3s6I6+BaKaIKFlR0wwb9EtERJQL+Nd3ikica3GiqS/pOS3YUbo9zZ8lZ2tOt3pwsqUPDpsRHzp3LgDAYTPhw+fOAwB09gaGPKea2dElrA/+yV/3jONVEM08YeXniGt2iIiIJh/L2KYIv7IuBwDePdCKC9dW4fl3TuG9g+043tQLQA5kAKBGmeXxzFsn0drlw8oFxZhTno+ffnMzIAGBsDxgtKs3OOQ51WBn8ZxCHKqPz+j5xRN70djuxRVn1+C8VbMy9yKJpiF1BhbX7BAREU0+BjtTRL8/HuzsqGtDpzuAnz+xDwBgsxhwzQXzMbdSDnKqyuXJ5Y3tcrmbGvyoU8u7++SMTudwZWzKWoOlc5ODnefeqQcABEIRBjtEw1CDHa7ZISIimnz86ztFvLqzAQBgNRsQi0l45Jk6AMCccgd+d/dluPEjy7WmBWajHp+4KD4T49Kz5iQdy+WQZ+a4h5m7o96k1dbEJ5h/+tLFuOuz6zC71I6Gtn6IsZG3sqY4SZLw66fqsG13c7YvhSYYy9iIiIiyh5mdKSAWk/CXl48CAD587lz8/e1TeGtvCwDgirNrYDWnvo3/cEUtLt9Qg9JCW8pzep0Aq9mAQDA65HnVMraCfAvu+dJGlBRYUVksTzN/Z38rmjq8aO7oR7WSMaJkkWgMOgFJnfNUHl8YT209gZqKfGbHprlIRAl2mNkhIiKadPzrOwUkrtcJhkVcsGq29n11RfpAQxCEtIGOymYxwB+KDPo8AETVT6SNepyxsEQLdABgSbXc0Y0DR9MTYxI++q1n8J1fvpP2+V4lq9bQ5kEgNHTQSVPbtr1y9o5rdoiIiCYfg50pwOMPa1+fv2oWFlbFZ+NUjHHujc1igH+4zI46HyRNy9zLzq5BnsWAw6fdYzr/dBdSmkAcONmd9nk12IlJ0BpM0PQjxiQ8s+0kALaeJiIiygaWsU0BHp8c7HzkvHlYMqcw6bnCfMuYjmk1G9DWPXSDAm1hdZoyLINeh2KXFV19Q3d0m6lCYTHlsfpWD371f/vQ1RtI+rc/1uDGivnFk3l5NEn6vPF1cbrEHu5EREQ0KfhR4xTQrwQ7amBTVerQnhvrDZTNbEQkGtM6s6WjrtlJl9kB5IApGIpCktikYKBQJB7sqDOS3tjViLoT3VrwqjrSwOzYdNWVMMuq0z30XCsiIiLKPAY7OcrrD6OhzYOb730FT2+Vy2AcefIcnTyrEdddshi3bVk95uNbLXJS78v3vZa2o1qfNwSvMqx0sGDHYjZAjElaUERxicFOv1KGeLqtHwDw8F2XJG17tIFlbNNVd0LmU/35JSIiosnDMrYc1NDmwbd++pYWbLR2+QAA+Qk3S5+5fMm4zmE2yYulfcEo9h7txOolpdpzkWgM1//bC9r3xkEWVqtd4AKhKBdfD5BYxtbrDcFpN6OxvR8uhxn5eSacvaIC2/e3YmGVC8cae9HjCY65JJFyl5o5XT6/CB/bvCDLV0NERDTzMLOTQyRJQo8niO/9eocW6Oh0AqxmOZDIz+Anw/5AvDnBK+83JD3X40leh5NuzQ6QHOzMBGJMwvHG3hGV7SVmdrp7g/AHI2jv8aO6TC5BvOMf1uLR716Gs5aXAwCOspRtWlIzO9dfXgsj5+wQERFNOmZ2csiDf9mNV99vTHqsosiGr35qFd74oAkLqwoydi6PL75wekddK7z+MOw2OZhKXGeg0wmDrguaacHO398+iYefrMNnLl+C6y5ZPOS2iZmdF3bUazNW5s1yApAbPBQ4LFikvKdHG9zYsLxigq6csqVLyewUu6xZvhIiIqKZiZmdHPLGriYAwGUb5uA/v3wuHDYjbv30aiydW4RbPnbGoGtnxiJx0GUkGsObu5u17xObFsTSrOdRqcFOMBS/sW/t8k3bhgV/f+sUAOCPLxzGVd94Cq8OyIgdPNWNW+57FU0d/UmZne37W/Htn78NAFgw25W0z0JlXtExrtuZ0g6c7Ma7da0pj/comR2WKBIREWUHg50cUuSywmzS48sfPwPL5hXhsf+4MqXVdKbcet0qbFo9Gz/75mbodEJSKVtiZmcoFqW8Ts3s7D/RhZvvfQVvftCU8ettbO/Hr/62L2vNECLRGFqUtVOqR545AEAe+trW7cPeo51obPfixR2ntczOpjWzk/aprUl+P+1WI2aV2HG00T1tg8SZ4M6fvYV7fvteyuNdvQG47OaMflBBREREI8e/wDkkEhFRlG+BIEz8PI7yojx84zNrUF2ej9WLS3G8sRftPfLsl9Zh5u+otDI2ZYBmQ6sHALDrcEfGr/drD7yBZ98+ha27Mx9IjYQ/KK+h2riyAjdfswKAvIbK4wvjK/e/gZt+8Aq27W0BALyzr0UbKrp2SRnWLy2H0aDDA7eej9JCW8qxZ5fa4Q9G0e+PTNKrockgSRK6PUEUOpnVISIiyhau2ckh4WgMTvvkL2KeU+7AzkPtePnd05hb6cTbe5thNRsQCEVRUZw36H5WkxLsBOUbe3e/vA7o4KnujF+jmtExDbLI2xsQERVjMAzSTGG81IYRdqsJV503D6+814CGdg9++Oj76FCCxMZ2ubV0hzuAuhPyv4HZpMe3P7sOUTEGiyn9j1uRcjPc3RfIaBMKmnyxmKStcfMFIgiFRRQ7uV6HiIgoWxjs5JBIRMxKuUue1QgA+MsrR7XHPnHRQlx9/vwhs0zqfuoan15lWnyHO4Cu3sCELMo+2dKHc8+sTLqufn8Y//10G/7yzuu495Zz4bSbM35enxLsqK+5vNiGky192He8C+uWlmHX4Y6k9U1b98hroMxGPQx63ZBBWJFyM9zdF8TcSmfGr50mVuL7HhVjMOnkgFztxFbEzA4REVHWsIwtR0iShHA0lpV5NTaLMeWxyzfUwGk3D5lpWLmgGAa9Dm/uboIkSXB74h3eDp3qydj1qSVkAPD4a8fwlDJkVXWyqQ9RUUJjuxf/89c9GTtvIq9fDXbkzwcqiuIZr09evAi3fTo+4NVmiX+GoM4zGkpiZoemnmA43o0wnLCmTO3EVuRisENERJQtDHZyRFSUb5KymdnRvrcY0q4tGchuM2HD8nI0tntxpMGNQ/Xx8rVMlrJ5B6xleeW90wDkm8xntp3EW/tatOfUUrKBJEnCdx/ejkefOzima/AllLEB8ponVVmBDeVF8X+v9cvKta/NIwhe48FOcJgtKRepJY4AEIkmzFdS3k+WsREREWUPg50cEY4MvSZlItkHBDv3fvncEe970bpqAMC3f/YW+v0R5FkMMBp0OJjBzE4gnDzHR725fHtvCx56cj9e2F6vPefxhdMeo73Hj12HO/C/rx4b8Xkb2/u1AaveYHIZW2Jmx+Uwo6ww/v25Kyu1r0eyOF0NLFsHdHujqcEfjP//GYnEMzvdSldDlrERERFlD9fs5Iiw8omw0ZiFzE5CGdtF66pGtW5k1aISFOab0aOUsH3o3Hk4cLIbh051wx+MpC2RG63EAZ1APNhRA5vamkKYdUGEJQsOnuqBKMaS5ggBwKH60QVf4YiIW+57DQa9gP+77yPw+uVz2bU1O/HgRhAEOO0mfOS8eVhQ5cLa2jJcf/kSLJ5TgALH8De65YV5sJj0qFe62dHU4kvM7IiJZWzqmh1mdoiIiLKFmZ0saun04mRzH4D4J8KmLJSx2azxmDdvlMGJXq/DuWfM0r7/1MWLMH+WEzEJaOrwZuT61Dk+KjX48SnZln+4ohbXbCiEyyE3JkjXwrm+JR5IjGSejfq+REUJN/3gZTz63CEA8WBHbb5w5qISAHLAc9M1K7B5TRX0eh0+dclinLmodESvT6cTMKciH/WtHmzfnzqYknJb4pqyxDlQfUrDDvX/SyIiIpp8DHayJBaT8MX/fBVfe+ANpTmBfAOfjQYFiWVsA9fvjMTSeUXa1yajXlvP0tadmbKs4IBgB5BvMNWW12pDgPw8NdhJLWXzJdyQDswUpXOkwR3fNxA/v/ra9DoBf/vhh/HdL2wYyUsY1nLl3/CprScycjyaPL6EMrZwJP7/Vkj5erCW40RERDTx+Fc4Sw6fjpdVeXzh+ByZLAQ7idmcsZSdLZlTkPS9OpunbYTDSYcTTBOctPf4tQDGZjGiF9A6x6Vbt5OYHer3R2AxD/6/vhiT8ML2euh0An591yWw24x4+Mn9OGtZedKn9MYMrq+6/opaPPH68aRr9wUiMBl1GT0PZV5iMJ6Y2QmFRegEwKCf+CHBRERElB6DnSw5cjqeOahv8aClSy75ykYZW2J7ZPMY1gwVOa24+8aztKxHmbLgPmOZnXBqZudEUy9efb8RQGJmRw52evtDKdsnBzthlBQMvo6iqb0fTR1enL9qlrbdVz+1auwvYAQMeh1mldjh8YW0673uX57DWcvK8S+fP2tCz03jk5jNiSYGOxERZpN+yFlVRERENLEY7GRJe0886/G93+zQPhHOxqf4giBgXqUTJ1v6oNONLdhatzTebrms0AZBAFozFuykZnYe/Et8no5aejdPaazw9LYTOHtFhTbJHgCCofgx0pW5JVKDtHmTPODT5TCjpcsLMSbheGMvAODdA22Teg00eqGEYCec0Ho6FBZhNvJXLBERUTZxzU6WJAY7iaUvpix0YwOAe/5pIz734WW4cG3VuI9lMupRlG8ZdxmbJElo6/ZpZUK1NYW4YmNNynYGpfPaigXFOGdlJQ6e6sELO+qTtgmE4mt2BmtPrVLfm7Ki4WcNZZLTboIkAR5fKGnNkJr1G6ve/hBu/fEb2HW4fbyXSGkkBjuJP8vhqAjTCIbKEhER0cRhsJMl7T0+mAw6fOS8efj+P23UHs/W+gyHzYSPbl6QsaGm5cV56O4LJA1ZHK0PjnTgph+8gufeOQUA+PxVy/DZDy0dcp8vXrsCeVYjfvfswaTyt8QytsRAM502NdgZwWDVTHLZ5fVAfd4wjiSs6fra/W/gb6+PfD7QQE++eRwnmvpwzyPvjfsaKVU4khjgJK/ZGclQWSIiIpo4DHayIBIV0dbtR3W5AzddswIrF5Roz4XSrE+ZiiqK8iBJ42tS0KYM2VRn+FjMBtgsRjjtpkH3Kci34PwzZyEQiiYN6QwklLG1dA6eKZEkCUeVrErioNDJ4FJm8rR0enHktBsFDjO+dO0K6PU6/L+/H4QYG75ldjrdyrwX1xD/bjR2yWt2kruxmZnZISIiyioGO5Nsz9EOvPJeAyLRGJbUFGqPq1PWW7oys84l29SObE0d/WM+hn9Ay2mLcuOoNkIAkLbRQGWJ/HxLZ2KwE0VVmR06Yeh/4+37W3HktBtra8u0hgeTZf3SMgDAQ0/uh7s/hNq5hfjQufOwckExYhK0waaj1dUXABCfDUSZFU5TxiZJEjM7REREOYDBziQ62uDGv/5qO37+xD4AwPL5xdpzd312PSqK8vDxCxdm6/IyalG13I76cL0boYiIl949jcb20QU+fmV+yaySPFjNBq3Mq7amEHarEQ/fdTF+9s0LU/arLLYDiK91kSQJwXAUDpsJxQU2tCqPewMRPL3tBHwBeT1POCLiN88cgF4n4AtXLx/Dqx6f+bNdOGtZuZaJqa2RZ+84bHLQldhY4cDJbvzu2QNJ60XSaev24dApuSTObmNmZyIkzm1Sy9jU/zKzQ0RElF1sFTSJTrd6AACrFpWgssSOdbVl2nOLqgvw0F0XZ+vSMm5RdQF0OgGH6nvwm6fq8Pz2+lG3UVbn6HzrhnUoKbBps3E++6Gl+PSliwedCaRmldQytlBYhCQBVrMBlcV52HO0E4FQFNv2NOPhJ+uwfX8r/v3ms/HW3hZ09Phx9fnzMavEPo5XP3bXXbpY68C2coEcDDts8uvs98n/HgdOduPOn70FAIhJ8lqmgcSYhLt+/hYOnoqv/QkPExjR2KRrUKAGQMzsEBERZRczO5NILZ/65MWL8KWPrszKANHJYjUbUOKyosPtx+6jHQCAbk9wyH0CoSgee/Ew/EqQE1AyO3arCXZrPLDR63VDDj9VSwLd/fGZNeo1VSYEQh6v/HzdiW789593o6tXLvdatbhk4CEnzYLZLly0rgoLZjtRU5EPAMjPkzNaHl8IohjDfb9/X9v+dJsn7XH6vCEt0PnwOXNhMupTygIpM5LK2CIiWrq8uON/tgFgZoeIiCjbGOxMIrWsSs08THdOuwluT1BrUpA4cLGjx68FNao/vHAIf3rpCH7yV3mGjprZUYeGjpTVbIDJoEOvEsy0u+XzFzotqCyJl7h5lfI1p92ErbubcbK5DwCSAqtsuPW61fjx1zdpc4Ly85TMjj+MPcc60eMJ4cK1VRCE5BKqRFpmwaTHF65eDqtZr7XwpsxK7MDW0uXD468eQ7PSBIOZHSIiouxisDNJ+rwhHDjZDZvFgMJ8S7YvZ1Lk55mR2EBMDW7c/UHc+P2Xce/v3k/a3q10XTumdENT1+yo5WsjJQgCnA4z+pRgRy0frCnP1zI7LZ0+ba3OhuUVAORW10CXbSckAAAdyElEQVTurW1R1+x4fBG89n4jAOCKjTUwG/VJ7bUTqaVVl6yrhl6vg9VsYLCTQaKY0GI6IsJk0MFhM+HAqe6kYbaJXxMREdHkY7AzSXbUtaHPG8Y1FyyAIMyMG6CBLaJ9SvCy86A83HLPsc6k59UMjppxCQSjsJoN0I/hhtFpN6OvP4T2Hj921MlrYOZU5KfN7KxeXCqfTwkG8oYokcsGh9IVrq3bhx11rZhVkofF1QUwm/QIhgbL7MivRS2jspgMCAySBaLR+eBwB6654xnsVoLjUFhuMb18fhE63QHsqGvVtlVLI4mIiCg7GOxMgD5vCB3u5Pkyncr3y+YVpttlWnIqa00Meh0WVLkQCEYgSZK2AB+IZ3u8/jBe3HFaeUy+UfcFI6MuYVO57GaEozF84fsvY+ehdjhsJlSXO1BWaINOJyRldlYvLkVFQjtruy23gp1ip9wy+vnt9QhHY7hwbTUEQYDZZBh0LpM66FIto7KaDQiEopCksc3qobjfP38QAHDf73fi6W0nEAxHYTLqccOVtbBZDOjzyl3zNq6swKcvXZzNSyUiIprxGOxkUJ83hJvvfQXX/9sLuPGel5NaLXf2zrxZJ2pmZ2GVCy67XNLW5w1j99F4RueEsk7m4afqkvb92+vH0N7jH3Owk5hVunbTAvzq2xfBYjLAoNehrMCG1m4ffMEILCY9LGYDrjxnrra9QZ9bPxZFLisM+nh2a63Sxc9i0iM42JqdSHzNjrptLCZp3cJo9Fo6vahv9WjBuDcQwcNP1qHTHYDJqMfsUgdu/8waCAKwoMqFb//jeiysKsjyVRMREc1sbD2dQU0dXrR2+WDQ6xAVY2ho60dVmQP9/jBe2ymvtVA/pZ8J1KGcS+cWasHeO/tbEI6ImFViR3OnF3UnurFifjFalAXdqt8+K396XlpgG9O51awSILf6diSsw6ksycOuwx0IhaPIU5oRzC7NTqvpkdDrBJQV2tCsDElVh6YOGewoj6sd/9R1T/5gdFp3AZwoDW0efPlHr6c8rtMJiMUkLYO2bmk5/uOLGyd9IC0RERGll1sfYU9xarcx9cb5Px99H0cb3Hj4yf3aNjPpRnPd0nKce0YlLj+7RmsVrQZ9X7h6OQQBqDvRBQCoKnOkPYbafnm08hI6qlkHNDg4Y6HcWjoQEqdEsAMA5QlldhaTQftvVIwlLZZXhSLKmh3l/ze1HXdnrz9lWxre0YZeAPLso02rZ2uPf/9LG3Hh2ipcuLZKe+yMhSWYW+mc9GskIiKiVMzsZFBEueksLbChXukA9o0Ht8JokGPK6vL0N/TTldNuxrduWAcAyFPK0Y6cdqPAYcbqxaUocJjR6ZYzPuoak9u2rMYDj32gHWOsn5DnJZS/DQx2zlpWjkeeOQAg3umsRMkgJa7dySWrF5di1+EO1NbE13ypJWqhiAjbgNK7xNbTADBbaczQ1OFladUYqCWpWy5bgmXzivCFq5cjFBZRWmjD8vnFWb46IiIiGgyDnQyKasFOcqlaJBrD4jkF+M5n12fjsnKC2gUNkDM+Op0Aq9kAX0DOQKgtlJfNK0ra79Kz5ozpfLYhMjtlCQGNWlao1wn4/Xcvh8mYm8nOq86bhzyrEfNnu7TH1AxPMCymDFnV1uwomZ1ZSubqjQ+asHlNFWYySZJQ3+rBnPL8EbeGblCCHTUD6bSbh9qciIiIckRu3tlNUeri79LC1HUmHz53HgpmyHyddC5ZX407rl+LpXMLcdV58wDIQYhfafestn1OnEH0g386Z8wzbxLbR1sHNDlIbGVdWhgPTF0Oc0rQkCsEQcBF66qTyvosStYm3aydgZkd9Sb9g8MdONbonujLzWmvvNeAr97/Bp7aemLQbY6c7sHOQ+3a943t/XA5zFyLQ0RENMUws5NBamZn4A2zTidg7ZLSbFxSzhAEAeetmoXzVs3SHrOajQhHRIhiDMFwFAa9LqkTmmMcN5aJXdzUDEg6U3nAq5q1CaVpUhDP7MivvchpxXlnzsK2Pc04VN8zo0vZ3vigCYC8fuzaTQtSnpckCbf/ZBsA4MPnzMW1mxegw+3HCparERERTTnM7GSQ2qDAaBDw2H9cgVuvWwVA7kY21gzFdKYGJIGwiGBYhNUs37z/641n4bINcwZtWjASiQ0K1DVT6UzlCfdq1ibdYNGBmR0AuO6SRQCAk0q775lquPbbTR3xzoDPvn0KN97zMiRp8CYaRERElLsY7GSQmtkx6HVw2ExYvbgU5UU2fPiceVm+stxk1dohRxAMRbX2yOuXluOfP3FmUrnZaA1XjnbH9WtRWZyHc1ZWjvkc2aaWVPV6gynPDZyzAwCzSh0wGfUzOtiJijG098gtvOtbPXhaKWXr84Zwy32v4rl3TuGvrxxNu++cMXYGJCIiouxhGVsGRbTMjhxDFuRb8PBdl2TzknKaGuwEQlEEQiJcjswt+h5uGOnAkrqpqLpcvvmub+3H2SuSn+vxyAGQOaHVuV4nYG5FPo439SISFWE0TM826J3uAB597iC2XLYEFcXJ3fX+/vYp9HhC2vcvv9eAj5w/H/uOdaGx3YtfPLEPgNwiPhwRcdM1y7FsbhEOn3Zj85rZICIioqmFwU4GJWZ2aHiJwU4oHIXFNLYBounYzNP/f+25lWqwk5ypOdboxvsH2zGv0qnN11HNm+XEkQY3Trf1Y0FCZ7fp5KEn92FHXRvKimy4/vJa7fE+bwh/evEw8qxG/PjWC3Dnz7ahqaMfbk8Qp9s92naf/dBSXLy+GnarETqdAEEQkrrgERER0dQx/e8IJ1GEwc6oqF3S2rp8CEdjQzYSGC298h4sqp6+N6mF+RY4bEbUt8Rv1CVJwm+elmcI3Xj1MghCcingvFnysMuTzX3TMtjZc7QDO+raAAAnmpKDwCdePw5fMIqbrlmOiuI8fGzzQjz8VB1u/P7LWlb20e9ehgLH1G1aQURERMkY7GSQesNkGGJBPMWpmZ37lSGiQzUSGIu//fCqca37yXWCIKCmwom6k13amqd39rfiwMlunLWsHCsXlKTskxjsTDeiGMPDT9VBEOT/t4439SY9v+doB0wGHa44uwaAPLuoudOL596pByA3EmGgQ0RENL0w2Mmg6IA1OzS0xGGf1eUOXLtpfkaPPxPeh5rKfOw/0YWG9n7MrczH7549AL1OwOeuWpZ++wp5kOZUCna6+wL46f/uxT9+aGnSnKFET289gYefqgMAXLZhDjrdAXxwpAMdPX6UFtrwiyf24lSLB4vnFGhrlQRBwBevXQmXXZ6f86Fz2UiEiIhoumGwk0FRUQLAMraRqq0pxLxKJz66eQEuWM3F32Oh3vyfavHgZHMf2rr9+Mj58zCrxJ52e5NRj1kldjS0edI+n4sefrIOOw+1o6G9H/9wRS02Dfh/RZIkPP7aMQDyOqbrL6/F7/6ulPJ9/2U88i+X4q29LQCAjSuSu+/pdAI+fdmSSXgVRERElA0MdjIoEpXb/RoZ7IxIVZkDD35jU7YvY0pTg5361j4t2L5k/Zwh97FbjWju6IckSSlrenLJB4c78NCT+9DcKbeK7ujx4/4/7sLsEjsWVMXXG+0/0QV3fwibVs/GNz6zBgCSytHePdAKnSDAaTfhmgsymz0kIiKi3Ma78gxSbzZnQvkU5YbqcnnQ5bNvncJ7B+SF+aUF1iH3sZj0iEnDD9fMtpfeO43mTh/OWFic9PjB+m7ta1GM4b//vBsAcN6Z8VbiBfnxNubb97fC4wthVol9Sg+RJSIiotHjXXkGsfU0TbbEDnY9niAcNuOwA1XVQaPq4NFc1dLphdmkx7/fvDEpkDlc79a+3n20E53uAC5ZX431y8q1x/Pz4sHOvuNdiEnI6BwnIiIimhp4V55B7MZG2XDnDeu0r0sKhp9VpAZIwVBysPPOvhbcfO8r6HD7x3Qdr+1sRGuXb0z7DhSLSWjp8mFWsZyNSczUHD7do3398nunAQBXbKxJ2j9dFz6nncEOERHRTMO78gxSMzssY6PJdM4Zldqi/dml6RsTJIpndqJJj39wpAOtXT68uOP0qK+hoc2DH//pA9x87yuj3jedfcc7EQqLqCzJAwAU5cfX4HS6A+juC6DPG8J7B9owp9yRMjNow/JybFozG1+6doX2WAGDHSIiohmHDQoySMvssIyNJtmXProS56+ahdqawmG31YKdcHJmp8cTBAC8+n4Dtly2ZMQzitq6ffjyj14fcpv9x7uw/XA/1qwZ0SHxxOvHAQCb11YBABw2U9Lzh0+70d0XQFSUcPH6OSmNFowGPb6xZQ0kScJjLx2BxxdGxSAd6oiIiGj6YrAzDqIYw2MvHUFbtw++QAS7DncAYLBDky/PasS6peXDbwjAbJSDneAgwU53XxB7j3Zi9ZLSER3v1fcbk77v7gugyJncJOGuX7wNANhyVRCF+cMP7uzuk9cfrVdek37Az9R//r/3UVEkZ33OWVmZsr9KEAQ89O2L0dDWj0XVrkG3IyIioumJd+XjcPBUD/76ylFs3d2sBToAYNCz4xPlrsEaFLg9QS1QV9fCjESeNfkzk/3HuwbddqRrevq8oaSGAktqCgAA5yc0Kmjt9sFq1qPYNXTwlGc1onZuYUrARERERNMf//qPgijG8Oun6lDfKg9kbOr0AgC+eO0K/OJbF2rb5fLsEiK1QUEoHF+zI4ox9PaHsKjahYriPLy1twUvvTt4wFPf6oEYk1utD8wQ7T7aOeh+Iwl2RDGGfn84qaFAZbEdf/je5fj6ltVJzQgqiuz8eSMiIqJBMdgZhcOn3Xhq6wn88YVDAOTWuACwoMqF2aUOfOKihbhQWWNAlKvUMrbENTu93hBiElDktKK6TJ7d8z9/3YPuvkDK/sca3fjKf72O//rDTgCAxxdOen7P0U5IkqR9rw7bBYCWLu+g1xWKiGju9MLjC0OSUrunOe1mGPQ63PKxM7Bkjpzp0TOLSkREREPgmp1R6PWGAMifXKs3ZoD8qTMA3HDl0qxdG9FIWdKUsanrdQrzLUmBSm9/KGX9zWkls/nW3hZ8NRRFn/Jz8elLF6O504utu5vR2N6P6vJ85RjxYKizNzV4CkdE/PaZA3h1ZwMCIRHL5hUBAFxDdE+7/fq1+OGj7+OjmxeM/IUTERHRjMPMziioN3WhsIi9xzrR0umDw2ZEfp5pmD2Jcoe6Ziex/KynLx7sJGZU3P2hlP29gYj29b5jnfB45WDmExctxKpFJQCSS9l6vcH4vv74vqqnt53Es2+fQkCZ+3PgZDeAoefilBXa8MCtF+DcM2YNug0RERERg51R6Eu48bvv9zvR3OlFJdvZ0hRj1tbspMnsOC1JDTZ6+4MYqMcT/zn44EgHevqDsJr1MBr0OHOR3MFtT0Kwkxgw9Q8oeQMAfzAeAH3rhrX42qdWYdm8ImxYPrLuckRERESDmdAytvvuuw+7du1CNBrFF7/4Rbz22ms4cOAAXC65BeyNN96ITZs2TeQlZJTbG79pU28UywqHn1hPlEtsZvnHPjFD060EO0X5FqytLcNvnz0IIDmwUbkTAqBdhzvQ3uPHygXFAIBilxVzyh3Ye6wTHl8Y+XkmuBOO4fGnBju+hOuYW+nErBI7Ll5fPZ6XSERERARgAoOdHTt24NixY/jLX/4Ct9uNa6+9Fhs2bMBtt92GzZs3T9RpJ5RaxlZZnIcWpauUKEpD7UKUcyqK5fk0zR3xZgFaGZvTArvViAdv24SvPfBGUmCj6lWCF7vViPYePwDg8g012vMXr5+D3zxdh8/c/TzuveWcAWVsqcFOh1tex7OgyoVyZXYOERERUSZMWBnbunXr8OCDDwIA8vPzEQgEIIriMHvltt7+EAQB+N7NZ2PjygrMLrXjU5csyvZlEY2K026G025CY3u/9pgatBQpAz8L8uX1Mt19qcFOZ68fdqsRs0vlEs78PBM2rIiXnF20Lt6R8OdP7NOCI7NRgDcQ0VpWA8DRBjeON/bCZjHgx7deAL2O3dWIiIgocyYs2NHr9bDZ5BKvxx9/HOeffz70ej3+8Ic/4IYbbsDXv/519PT0TNTpJ0RHjx/FLivKi/Lw7X9cj1986yLMrXRm+7KIRq2qzIG2Hh+Cyqydpg4vSgqssCglbs48M4wGXUr3tN7+EJo7fVhY5UJZoZyFuXhdNYwGvbaNw2bCtZvkLmlGg04r/yzJN0KS4mVrb+9twe0/2YpebwhXnz9/Yl8wERERzUgT3nr6lVdeweOPP45HHnkEdXV1cLlcqK2txUMPPYSf/vSnuPvuu4fcf9euXRN9iSMS+f/t3XtQlXUex/EPdzwCKiQGJZqE5prDGpVpqw463bUi13HbtGCxLBtGalaEqU2my8jQ2gyNppW2ZTJDGzo7zS55S7elFbGoxiZ3pJptoLEIVBQTPFx++wfDWU9H5HAOpwce36+/nOf2+z18+Drny3M5HUZNp9p01ZiIQTMnuCMX70WFnpMx0t/3VivGEaoTp9uUnOD+ux09LFjHfjztWvbND21qOtXdHI0adk5R4R1yRATrypgzHj/71ERpV0SwTrX8pA5nd8MUFxOq7447taX835o+KUr/+LhZxki/nxOniZf9RH4W4+c/+JHR4EU2gx8ZDV6BziagzU5lZaU2bdqkzZs3Kzo6WjNmzHCtmzt3rgoLC/s8RlpaWgBn6L33PzgoSZp41eVKS/u1xbPBz9XU1Aya35WhoDPyBx08Wq2WzpH66+7/SpKmpFyhtLSprm2SPj6gz79q1JSpqfrkPw16e98nrnW3z0rV5KtitWyRUVDQhW89i99/Wj8c/0nODqPYmAhNuiJSR+rbtO/wae07fNq13aK7Zio0hBdDWon6GfzIaPAim8GPjAavgcymt6YpYJ8wWlpaVFxcrFdffdX19rWcnBzV19dLkqqrq5WSkhKo4QfciTPdf9FO4AFq2MCUCXEKDpL+9q9v1HquUyOjIrTgNxPcthk9qvvLRBuOn9UHH9e7loeHhejqsd013VujI0kjoyPU5uxUy9l23XXzBP0qyaG//OlWTUoa5bYdjQ4AAAiUgF3Zqaio0MmTJ5Wbm+tadt999yk3N1fDhg2Tw+HQ2rVrAzX8gPuprfvlCrEjIi2eCeC/4cPCNOHKkfq6vlmxMRHauHqeHJFhbttMHh+rPYfq9H7Vt2o679mdyeNHKSy07wZlVHT3Sw6uHjtSC9Ov1ueff6YRURFKujxaR+tODuj5AAAAXEjAmp3Fixdr8eLFHsszMjICNWRAtTq7JHU/fA3YQdqkeH1d36w/LLjWo9GRpPTrx+rdfV9pZ9W3bm9JG5cQ49Xxr02+TJ/VNir3d9MUct7Vm3k3JGnPoTq/5w8AANAX7h/xUquz+3W5UQ7PD4XAUPTbeSlat3K25lx35QXXh4YEa+ntk9XZZeTs6HItv25SvFfHv3X6OG1dc5vGXe7eHE2ZEKf1f+z+rq0lt1/j4+wBAAD6FvC3sdlF6zmu7MBeIsNDNfFnz8/83M2piUr+5wh9890pzZ52he6ceZWmTIjzeozenukZlxCj9/5890Wf+QEAAPAXV3a81HMbW9Qwruzg0hEcHKSs+VMUHBykqcmX9avR6QuNDgAACDSu7HiJZgeXqtSU0dq65jauagIAgCGHZsdLree65IgMdXvQGrhUjIiKsHoKAAAA/cYndy+1OrsUxV+2AQAAgCGDKzteSk6I0ISkRKunAQAAAMBLNDteumd6rNLSplg9DQAAAABe4jY2AAAAALZEswMAAADAlmh2AAAAANgSzQ4AAAAAW6LZAQAAAGBLNDsAAAAAbIlmBwAAAIAt0ewAAAAAsCWaHQAAAAC2RLMDAAAAwJZodgAAAADYEs0OAAAAAFui2QEAAABgSzQ7AAAAAGyJZgcAAACALdHsAAAAALAlmh0AAAAAtkSzAwAAAMCWgowxxupJ9KampsbqKQAAAAAYAtLS0jyWDepmBwAAAAB8xW1sAAAAAGyJZgcAAACALdHsAAAAALAlmh0AAAAAtkSzAwAAAMCWQq2ewC+huLhYNTU16ujo0PLlyzV16lTl5eWps7NTo0eP1osvvqjw8HCdOnVKTz75pIYPH66XX35ZktTR0aGnnnpKdXV16uzsVF5enq6//nq347e3tys/P1/Hjh1TSEiI1q5dq7Fjx6qrq0svvfSSysvLdfDgQStOfUiwIp/ExERlZma6tvnxxx+VkZGhRx999Jc89SHDn4yOHz+u1atX69y5c2pvb1dBQYFSU1Pdjk8N+c6KbKif/vEnox5NTU264447tH79ek2fPt1tHfXjOyuyoX76x5+MduzYoZKSEiUlJUmSZs6cqccee8zt+NSP76zIxqf6MTZXVVVlli1bZowx5sSJE2bOnDkmPz/fVFRUGGOMWbdunSktLTXGGLNy5UqzYcMGk5OT49q/vLzcrFmzxhhjTG1trVm4cKHHGDt27DCFhYXGGGMqKyvNypUrjTHGbNy40Wzbts3ceOONATu/oc7KfM6XnZ1tjh07NqDnZhf+ZvTGG2+Y9957zxhjTHV1tcnKyvIYgxryjZXZnI/66Z2/GfVYtWqVycjIMAcPHvRYR/34xspszkf99M7fjLZv326KioouOgb14xsrszmfN/Vj+9vYbrjhBpWUlEiSYmJi1Nraqurqas2bN0+SlJ6erqqqKknS888/7/FlRHfffbcKCgokSbGxsWpubvYYo6qqSrfccouk7s70008/lSQtWbJEDzzwQGBOzCaszKfHgQMHNH78eCUkJAzsydmEvxllZWVpwYIFkqTvv/9eY8aM8RiDGvKNldn0oH4uzt+MpO4Mhg8frokTJ15wDOrHN1Zm04P6ubiByKgv1I9vrMymh7f1Y/tmJyQkRA6HQ5JUXl6u2bNnq7W1VeHh4ZKkuLg4NTY2SpKioqI89g8LC1NERIQk6a233tL8+fM9tmlqalJsbKwkKTg4WEFBQXI6nRc8HtxZmU+PrVu36sEHHxzYE7MRfzOSpMbGRi1cuFAbN25Ubm6ux3pqyDdWZtOD+rk4fzNyOp3asGGDnnjiiV7HoH58Y2U2PaifixuI/+MOHTqk7OxsPfTQQzpy5IjHeurHN1Zm08Pb+rF9s9Nj7969Ki8v1zPPPOO23Bjj1f6lpaX68ssv9fjjj/e5rbfHxP9ZlU9DQ4POnj3rumcUvfMno9GjR2v79u0qKChwXYm7GGqof6zKhvrxnq8Zvfbaa1q0aJFiYmK8Hov66R+rsqF+vOdrRqmpqcrJydGWLVuUm5ur1atX9zkW9dM/VmXTn/q5JF5QUFlZqU2bNmnz5s2Kjo6Ww+FQW1ubIiMj1dDQoPj4+Ivu/+6772rfvn165ZVXFBYWpra2Nj388MOSpOzsbMXHx6uxsVHXXHON2tvbZYxxdbbom5X5fPjhh7rpppsCfo5DnT8ZHTp0SJMmTdKIESM0Z84c5eXlUUMDyMpsqB/v+JPRRx99pK6uLpWWlqqurk6HDx9WSUmJnn32WUnUj7+szIb68Y4/GSUnJys5OVmSNG3aNJ04cUJnz57V8uXLJVE//rIym/7Uj+2bnZaWFhUXF+vNN9/UyJEjJXXf97dr1y7dc8892r17t2bNmtXr/vX19SorK9O2bdtct0tFRkbq7bffdhtj586dmjVrlvbv3+/xNhb0zup8vvjiC6Wnpwfo7OzB34x2796tI0eOKDMzU0ePHlVCQgI1NECszob66Zu/GZWVlbn+nZ+fr4yMDKWkpFA/A8DqbKifvvmb0euvv66EhATNnz9ftbW1io2NlcPhoH4GgNXZ9Kd+bN/sVFRU6OTJk273ohcVFenpp5/WO++8o8TERN17773q7OxUZmamTp8+rYaGBi1dulQrVqxQVVWVmpub9cgjj7j237Jli1vXf+edd+rAgQO6//77FR4erqKiIknSc889p9raWp05c0ZLly7V3LlzlZWV9cud/BBgZT5S9/MKcXFxv8zJDlH+ZrRixQrl5+drz549cjqdKiws9BiDGvKNldlI1I83/M1oxowZfY5B/fjGymwk6scb/ma0YMECrVq1SmVlZero6NALL7zgMQb14xsrs5H6Vz9BhpsTAQAAANjQJfOCAgAAAACXFpodAAAAALZEswMAAADAlmh2AAAAANgSzQ4AAAAAW6LZAQAAAGBLNDsAAAAAbIlmBwAAAIAt/Q8+zXmQrJM10QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(X.index, X.values)\n",
    "plt.ylabel('Price')\n",
    "plt.legend(['MSFT']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(A.index, A.values)\n",
    "plt.ylabel('Price')\n",
    "plt.legend(['AMZN']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can get statistics again on real data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34.49160093348889"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.309055602383863"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "294.85407234539088"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.nanmean(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "63.094696356538719"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.nanstd(A)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Getting Returns from Prices\n",
    "\n",
    "We can use the `pct_change` function to get returns. Notice how we drop the first element after doing this, as it will be `NaN` (nothing -> something results in a NaN percent change)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "R = X.pct_change()[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "RTR = A.pct_change()[1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the returns distribution as a histogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUJS6at75jTfemJaWlqxatSpf/OIXs9dee+Wiiy5Ke3t7+vXrl5tuuin19fWZOnVqJkyYkF69emXMmDEZPXp0NccCAAAKVrUIevbZZ/Pyyy9nypQpWbRoUU444YQccMABGTt2bEaOHJlbb701zc3NOf7443PXXXelubk5vXv3zqhRozJ8+PBstdVW1RoNAAAoWNVOh9tvv/1y++23J0m23HLLLFu2LDNnzswRRxyRJDnssMMyY8aMzJ49O3vttVcaGhrSp0+fDBkyJLNmzarWWAAAQOGqFkG1tbXp27dvkqS5uTkHH3xwli1blvr6+iTJNttsk9bW1rS1taWxsbFjv8bGxrS2tlZrLAAAoHBVfU9QkvzkJz9Jc3NzHnjggRx11FEd2yuVygfe/sO2/62WlpYNMl+pPH90F9YiPZF1zUdh/dBd9OS1WNUIevrpp3P33XfnvvvuS0NDQ/r27Zvly5enT58+WbBgQZqamtLU1JS2traOfRYuXJjBgwev9b6HDh1azdF7tJaWFs8f3YK1uImbPK+rJ+i2rGvWl9dFuouesBbXFHFVOx3u7bffzo033phvf/vbHR9ycOCBB2batGlJkunTp+eggw7KoEGDMmfOnCxevDhLlizJrFmzsu+++1ZrLAAAoHBVOxL04x//OIsWLcp5553Xse3666/P1772tUyZMiU77LBDjj/++PTu3TsXXnhhxo0bl5qamowfPz4NDQ3VGgsAAChc1SLo5JNPzsknn/y+7Q8++OD7to0YMSIjRoyo1igAAAAdqnY6HAAAQHckggAAgKKIIAAAoCgiCAAAKIoIAgAAiiKCAACAooggAACgKCIIAAAoiggCAACKIoIAAICiiCAAAKAoIggAACiKCAIAAIoiggAAgKKIIAAAoCgiCAAAKIoIAgAAilLX1QMAQE9z7IWPdPUIq3n0luO6egSAbsWRIAAAoCgiCAAAKEqnIqhSqVR7DgAAgI2iUxF02GGH5bbbbsvcuXOrPQ8AAEBVdSqCHnroofTr1y+XXXZZPvvZz+bRRx/NihUrqj0bAADABtepCOrXr19OO+20TJw4MVdddVW+//3v56CDDsptt92Wd999t9ozAgAAbDCd/mCE5557LpdeemnOPPPMDBkyJJMnT86WW26Zc889t5rzAQAAbFCd+p6g4cOHZ8cdd8yYMWNy9dVXp3fv3kmS/v375yc/+UlVBwQAANiQOhVB9913XyqVSnbZZZckyYsvvpg99tgjSTJ58uSqDQcAALChdep0uIcffjjf/va3Oy7fc889ufnmm5MkNTU11ZkMAACgCjoVQTNnzsx1113Xcfkb3/hGWlpaqjYUAABAtXQqglauXLnaR2IvWbIkq1atqtpQAAAA1dKp9wSdcsopOeaYYzJw4MC89957mTNnTs4+++xqzwYAALDBdSqCRo8enWHDhmXOnDmpqanJpZdemu23377aswEAAGxwnYqgd999Ny+++GLeeeedVCqV/OIXv0iSjBo1qqrDAQAAbGidiqBx48alV69e2XHHHVfbLoIAAIBNTaciaNWqVfnBD35Q7VkAAACqrlOfDvfJT34yixYtqvYsAAAAVdepI0Hz58/PUUcdlf79+6e2trZj+/e+972qDQYAAFANnYqgL3zhC9WeAwAAYKPo1Olw+++/f5YuXZqXXnop+++/fz72sY9lv/32q/ZsAAAAG1ynIuimm25Kc3NzHn744STJo48+mq9//etVHQwAAKAaOhVBzz33XO68885svvnmSZLx48fnhRdeqOpgAAAA1dCpCPq7v/u7JElNTU2SpL29Pe3t7dWbCgAAoEo69cEIQ4YMyaWXXpqFCxfmwQcfzPTp07P//vtXezYAAIANrlMRdP755+fxxx9Pnz59Mn/+/Hz2s5/NUUcdVe3ZAAAANrhORdDcuXOz5557Zs8991xt20477VS1wQAAAKqhUxH06U9/uuP9QCtWrMgbb7yRAQMG5D//8z+rOhwAAMCG1qkI+ulPf7ra5ZdffjnNzc1VGQgAAKCaOvXpcH9rwIABPiIbAADYJHXqSNDtt9++2uX58+dn8eLFVRkIAACgmjp1JKi2tna1X//4j/+Ye++9t9qzAQAAbHCdOhJ01llnfeD29957L0nSq9d6nVUHAACw0XUqgvbee++0t7e/b3ulUklNTU1+97vfbfDBAAAAqqFTETR+/Ph88pOfzLBhw1JTU5Mnn3wyf/zjHz/0CBEAAEB31anz2J599tkMHz48ffv2zWabbZZjjjkmM2fOrPZsAAAAG1ynIujNN9/MU089lSVLlmTJkiV56qmn8sYbb1R7NgAAgA2uU6fDXXPNNbn++utz/vnnJ0l23XXXXHnllVUdDAAAoBo6/cEIkydP7vggBAAAgE1Vp06H+/3vf58TTzwxI0eOTJJ861vfyuzZs6s6GAAAQDV0KoKuvvrqXHvttenXr1+SZOTIkbnuuuvWut9LL72UI488MpMmTUqSXHLJJTn22GNz+umn5/TTT8/PfvazJMnUqVNz0kknZfTo0XnooYfW86EAAACsXadOh6urq8tuu+3WcfkTn/hE6urWvOvSpUtzzTXX5IADDlht+wUXXJDDDjtstdvdddddaW5uTu/evTNq1KgMHz48W2211bo8DgAAgE7p1JGgurq6zJ07t+P9QE899VQqlcoa96mvr8+9996bpqamNd5u9uzZ2WuvvdLQ0JA+ffpkyJAhmTVrVifHBwAAWDedOhJ08cUX56yzzsr//M//ZOjQodlxxx1z4403rvmO6+o+8GjRpEmT8uCDD2abbbbJ5Zdfnra2tjQ2NnZc39jYmNbW1rXO1NLS0pnR+RCeP7oLaxGqz8/ZpsXfF91FT16LnYqgrbfeOo8++mjeeOON1NfXZ4sttlivP+y4447LVlttld133z333HNP7rzzzuyzzz6r3WZtR5j+z9ChQ9drBv6yoD1/dAfW4iZu8ryunoBO8nO26fC6SHfRE9bimiKuU6fDfeUrX0nyl6M06xtASXLAAQdk9913T5Icfvjheemll9LU1JS2traO2yxcuHCtp9ABAACsr05F0C677JKLLroo3//+99Pc3Nzxa12dc845mTt3bpJk5syZGTBgQAYNGpQ5c+Zk8eLFWbJkSWbNmpV99913ne8bAACgM9Z4Otzvf//77Lbbblm5cmVqa2vz1FNPZeutt+64ftSoUR+67/PPP58bbrghr776aurq6jJt2rScdtppOe+887LZZpulb9++ue6669KnT59ceOGFGTduXGpqajJ+/Pg0NDRsuEcIAADwV9YYQddee22++93vdnwn0BlnnJG77767U3c8cODATJw48X3bjz766PdtGzFiREaMGNGp+wUAAPgo1ng6XGc/pAAAAGBTscYI+r/vBfo/oggAANjUdeqDEf7P30YRAADApmaN7wn69a9/nUMPPbTj8uuvv55DDz00lUolNTU1+dnPflbl8QAAADasNUbQ448/vrHmAAAA2CjWGEE77rjjxpoDAABgo1in9wQBAABs6kQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAUpaoR9NJLL+XII4/MpEmTkiR//vOfc/rpp2fs2LE599xzs2LFiiTJ1KlTc9JJJ2X06NF56KGHqjkSAABQuKpF0NKlS3PNNdfkgAMO6Nh2xx13ZOzYsZk8eXL+4R/+Ic3NzVm6dGnuuuuufOc738nEiRMzYcKEvPnmm9UaCwAAKFzVIqi+vj733ntvmpqaOrbNnDkzRxxxRJLksMMOy4wZMzJ79uzstddeaWhoSJ8+fTJkyJDMmjWrWmMBAACFq6vaHdfVpa5u9btftmxZ6uvrkyTbbLNNWltb09bWlsbGxo7bNDY2prW1tVpjAQAAhataBK1NpVJZp+1/q6WlZUOOUxzPH92FtQjV5+ds0+Lvi+6iJ6/FjRpBffv2zfLly9OnT58sWLAgTU1NaWpqSltbW8dtFi5cmMGDB6/1voYOHVrNUXu0lpYWzx/dgrW4iZs8r6snoJP8nG06vC7SXfSEtbimiNuoH5F94IEHZtq0aUmS6dOn56CDDsqgQYMyZ86cLF68OEuWLMmsWbOy7777bsyxAACAglTtSNDzzz+fG264Ia+++mrq6uoybdq03HzzzbnkkksyZcqU7LDDDjn++OPTu3fvXHjhhRk3blxqamoyfvz4NDQ0VGssAACgcFWLoIEDB2bixInv2/7ggw++b9uIESMyYsSIao0CAADQYaOeDgcAANDVRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBR6rp6AACguo698JGuHqHDo7cc19UjADgSBAAAlEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFCUjfplqTNnzsy5556bAQMGJEl23XXXfP7zn89FF12U9vb29OvXLzfddFPq6+s35lgAAEBBNmoEJcn++++fO+64o+PypZdemrFjx2bkyJG59dZb09zcnLFjx27ssQAAgEJ0+elwM2fOzBFHHJEkOeywwzJjxowunggAAOjJNvqRoFdeeSVf+tKX8tZbb+Xss8/OsmXLOk5/22abbdLa2rqxRwIAAAqyUSNol112ydlnn52RI0dm7ty5OeOMM9Le3t5xfaVS6fR9tbS0VGPEYnj+6C6sRSiLn/m18xzRXfTktbhRI2i77bbLMccckyTZeeeds+2222bOnDlZvnx5+vTpkwULFqSpqalT9zV06NBqjtqjtbS0eP7oFqzFTdzkeV09AZsgP/Nr5nWR7qInrMU1RdxGfU/Q1KlTc//99ydJWltb8/rrr+fEE0/MtGnTkiTTp0/PQQcdtDFHAgAACrNRjwQdfvjh+cpXvpInnngiK1euzFVXXZXdd989F198caZMmZIddtghxx9//MYcCQAAKMxGjaAtttgid9999/u2P/jggxtzDAAAoGBd/hHZAAAAG5MIAgAAiiKCAACAooggAACgKCIIAAAoiggCAACKIoIAAICiiCAAAKAoG/XLUgH4aI698JGuHgEANnmOBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFqevqAQC6s2MvfKSrRwAANjARBABsNN3tfyw8estxXT0C0AWcDgcAABRFBAEAAEWOnjd6AAAJaUlEQVQRQQAAQFFEEAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFBEEAAAURQQBAABFEUEAAEBR6rp6AACArnLshY909QgdHr3luK4eAYohgoBupzv9owQA6HmcDgcAABSl2xwJuvbaazN79uzU1NTksssuy957793VIwEAAD1Qt4igX/7yl/nTn/6UKVOm5A9/+EMuu+yyTJkypavHAgDYaDpOBZ48r2sH+f95jxI9WbeIoBkzZuTII49MkvTv3z9vvfVW3nnnnWyxxRZdPFnnbJLvX9hIL7BeQAGAj6q7/VurO/37pqrPzXr8e7E7PTdr0i3eE9TW1patt96643JjY2NaW1u7cCIAAKCnqqlUKpWuHuLyyy/PIYcc0nE06NRTT821116bT3ziEx94+5aWlo05HgAAsAkaOnToB27vFqfDNTU1pa2trePywoUL069fvw+9/Yc9GAAAgLXpFqfDDRs2LNOmTUuSvPDCC2lqatpk3g8EAABsWrrFkaAhQ4Zkzz33zCmnnJKamppceeWVXT0SAADQQ3WL9wQBAABsLN3idDgAAICNRQQBAABF6RbvCWLDW7lyZS655JK89tprqa2tzXXXXZeddtpptdu89dZbueCCC7L55pvnjjvu6PR+sC46s6amTp2aCRMmpFevXhkzZkxGjx6dhx9+OLfffnt23nnnJMmBBx6Yf/u3f+uKh0APcO2112b27NmpqanJZZddlr333rvjumeeeSa33npramtrc/DBB2f8+PFr3QfW17quxZkzZ+bcc8/NgAEDkiS77rprLr/88q4anx5iTevw3XffzRVXXJGXX345Dz/8cKf22SRV6JEefvjhylVXXVWpVCqVp59+unLuuee+7zbnnntu5a677qqcc84567QfrIu1raklS5ZUjjrqqMrixYsry5Ytq/zLv/xLZdGiRZUf/vCHleuvv74rRqaHmTlzZuULX/hCpVKpVF555ZXKmDFjVrt+5MiRlddee63S3t5eOfXUUysvv/zyWveB9bE+a/HZZ59d7b/T8FGtbR1effXVlQcffLBywgkndHqfTZHT4XqoGTNmZPjw4Un+8n/QZ82a9b7bfP3rX3/fdy51Zj9YF2tbU7Nnz85ee+2VhoaG9OnTJ0OGDLHu2KBmzJjR8WXc/fv3z1tvvZV33nknSTJ37tz8/d//fbbffvv06tUrhxxySGbMmLHGfWB9rc9ahA1tba9v559/fsf1nd1nUySCeqi2trY0NjYmSXr16pWampqsWLFitdt80HcxdWY/WBdrW1N/fX2SNDY2prW1NUnyy1/+MuPGjcunP/3pvPjiixt3cHqMtra2bL311h2X/3qNtba2fuD6W9M+sL7WZy0mySuvvJIvfelLOfXUU/OLX/xi4w5Nj7O217cP+/dhT3tN9J6gHuChhx7KQw89tNq22bNnr3a5sp6fhL6++1GmDbEW/+/6QYMGpbGxMYceemh+/etf5+KLL86jjz66YQemSOvzuua1kGrozLraZZddcvbZZ2fkyJGZO3duzjjjjEyfPj319fUbYUJKUOprogjqAUaPHp3Ro0evtu2SSy5Ja2trdtttt6xcuTKVSqVTL5hNTU3rtR8k67cWm5qa0tbW1nF54cKFGTx4cPr375/+/fsnSfbZZ5+88cYbaW9vT21t7cZ5MPQYH7TG+vXr94HXLViwIE1NTendu/eH7gPra33W4nbbbZdjjjkmSbLzzjtn2223zYIFC3xoEettTetwQ+7T3TkdrocaNmxYHn/88STJk08+mX/6p3+q6n7wYda2pgYNGpQ5c+Zk8eLFWbJkSWbNmpV999039957b370ox8lSV566aU0NjYKINbLsGHDMm3atCTJCy+8kKampo7TPT7+8Y/nnXfeybx587Jq1ao8+eSTGTZs2Br3gfW1Pmtx6tSpuf/++5P85ZS5119/Pdttt12XPQY2fevz+tYTXxNrKj3heBbv097enq997Wv54x//mPr6+lx//fXZfvvtc88992S//fbL3nvvnc985jNZvHhxFixYkAEDBuSss87K/vvv/4H7wfpa21rcZ5998vjjj+f+++9PTU1NTjvttPzrv/5r5s+fn69+9aupVCpZtWpVz/g4TrrMzTffnF/96lepqanJlVdemRdffDENDQ0ZPnx4nnvuudx8881JkqOOOirjxo37wH122223rnwI9BDruhbfeeedfOUrX8nixYuzcuXKnH322TnkkEO6+FGwqVvTOvzyl7+c+fPn5+WXX87AgQMzZsyYHHvssT3uNVEEAQAARXE6HAAAUBQRBAAAFEUEAQAARRFBAABAUUQQAABQFF+WCkC3MG/evIwYMSL77LNPx7ZVq1blggsuyH777feh+z3yyCM57rjjNsaIAPQQIgiAbqOxsTETJ07suPzKK6/kM5/5TJ5++unU1NS87/bt7e351re+JYIAWCciCIBu65Of/GTefffdLFq0KN/5zncya9asLF++PPvtt18uuuiiXHbZZXn11Vfzuc99LldffXXGjh2bn//850mSb37zm1m1alXOP//8DBkyJKNGjcp7772X4cOH55577snHPvaxvPLKK6mrq8t9992XzTbbrIsfLQAbi/cEAdBtPfHEE2lsbMzMmTOzYMGCTJo0Kc3Nzfnf//3fPPnkkznnnHPS2NiYBx54YI33s3Tp0hxyyCH52te+liT5zW9+kwsuuCBTpkxJr1698t///d8b4+EA0E04EgRAt/HGG2/k9NNPT5K89tpr2WGHHXL33XdnwoQJ+c1vftNx3dtvv5158+Zl11137dT9ViqVDBkypONy//79s8022yRJdtxxx7z55psb+JEA0J2JIAC6jb9+T9C0adMyceLE7LLLLqmvr8+YMWMybty41W4/b968jt//7XuGVq5cudq23r17d/y+tra2GuMDsIlwOhwA3dLRRx+dLbfcMpMmTcrQoUPzX//1X1m1alWS5M4778wf//jH9OrVq2PbFltskbfeeivLli1Le3t7nnvuua4cH4BuzJEgALqtK6+8MieddFImT56cffbZJ6ecckpqa2uzxx57ZKeddkqlUsm2226bE088MZMmTcoJJ5yQk046KTvvvHP22GOPrh4fgG6qplKpVLp6CAAAgI3F6XAAAEBRRBAAAFAUEQQAABRFBAEAAEURQQAAQFFEEAAAUBQRBAAAFEUEAQAARfn/ADnBreyTLiuBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(R, bins=20)\n",
    "plt.xlabel('Return')\n",
    "plt.ylabel('Frequency')\n",
    "plt.legend(['MSFT Returns']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(RTR, bins=20)\n",
    "plt.xlabel('Return')\n",
    "plt.ylabel('Frequency')\n",
    "plt.legend(['AMZN Returns']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get statistics again."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.000879089143363588"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.014347860964324364"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0012145137184418487"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(RTR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.019488118380126998"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(RTR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's go backwards and generate data out of a normal distribution using the statistics we estimated from Microsoft's returns. We'll see that we have good reason to suspect Microsoft's returns may not be normal, as the resulting normal distribution looks far different."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(np.random.normal(np.mean(R), np.std(R), 10000), bins=20)\n",
    "plt.xlabel('Return')\n",
    "plt.ylabel('Frequency')\n",
    "plt.legend(['Normally Distributed Returns']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JAiCuqguQJClaemW8WtUllPLa1OuqugRJ0iE4cyRJkiRJGI4kSZIkCTAcSZIkSRJgOJIkSZIkIMoXZFi7di3Dhg1jyJAhpKenM3LkSLZu3QrAtm3baNOmDbfffju9evWiZcuWADRq1IgnnniCHTt2kJGRwY4dO6hbty5Tp06lYcOG0SxXkiRJUi0WtXC0e/duHnroIS6++OLI2BNPPBG5PXbsWNLS0gA488wzmTt3bqn158yZwwUXXMCtt97KokWLmDVrFvfee2+0ypUkSZJUy0XtsLqEhARmzZpFSkpKmcc+//xzduzYwfnnn3/Q9bOzs0lNTQWgS5cuZGdnR6tUSZIkSYpeOIqLiyMxMbHcx373u9+Rnp4euV9QUMDIkSPp378/WVlZkbHk5GQAjj/+eDZv3hytUiVJkiQp+C+BLSwsJCcnhwkTJgDQsGFD7rrrLq699lp27NhBWloaF110Ual1wuFwhbefk5NT7m1Fl70Ohn0Ohn1WtFTFe8v3c3DsdTDsczBqa58DD0cff/xxqcPp6tevz4033ghAcnIyLVu25PPPPyclJYX8/HySkpLYtGlTuYfnlad9+/bA/hf0wG1Fl70Ohn0ORrXs8/wNVV2BKijo91a1fD9XU/Y6GPY5GDW9z4cKfoFfynvVqlU0b948cn/58uVMnDgR2H8RhzVr1nDmmWfSqVMnlixZAsBbb71F586dgy5VkiRJUi0StZmj1atXM3nyZDZu3EhcXBxLly5l+vTp5Ofnc9ppp0WW69ChA6+88gr9+vWjpKSE2267jRNPPJFBgwZx7733MnDgQBo0aMAjjzwSrVIlSZIkKXrhqGXLlmUuzw3w85//vHQBcXFMmjSpzHL16tXjySefjFZ5kiRJklRK4IfVSZIkSdKxyHAkSZIkSRiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAmIcjhau3YtXbt2Zd68eQCMGTOGXr16MWjQIAYNGsS7774LQFZWFjfeeCNpaWm89NJLABQVFZGRkcGAAQNIT08nLy8vmqVKkiRJquXiorXh3bt389BDD3HxxReXGr/nnnvo0qVLqeVmzpxJZmYm8fHx9OnTh9TUVJYtW0aDBg2YOnUqH3zwAVOnTuXxxx+PVrmSJEmSarmohaOEhARmzZrFrFmzDrncypUradWqFUlJSQC0a9eO3NxcsrOz6d27NwCXXHIJ48aNi1apknTEemW8WtUlSJKkoyxqh9XFxcWRmJhYZnzevHkMHjyYUaNGsWXLFgoKCkhOTo48npycTH5+fqnxmJgYQqEQhYWF0SpXkiRJUi0XtZmj8lx33XU0bNiQc889l2eeeYYZM2bQtm3bUsuEw+Fy1z3Y+A/l5OSUe1vRZa+DYZ+DYZ8VLVXx3vL9HBx7HQz7HIza2udAw9H3zz+68sormTBhAt26daOgoCAyvnnzZtq0aUNKSgr5+fk0b96coqIiwuEwCQkJh32O9u3bA/tf0AO3FV32Ohj2ORgV7vP8DdEvRjVO0D/Dfm4Ex14Hwz4Ho6b3+VDBL9BLed95552Rq86tWLGCZs2a0bp1a1atWsX27dvZtWsXubm5dOjQgU6dOrFkyRIAli1bxoUXXhhkqZIkSZJqmajNHK1evZrJkyezceNG4uLiWLp0Kenp6dx9993UqVOHunXrMnHiRBITE8nIyGDo0KGEQiGGDx9OUlISPXv25MMPP2TAgAEkJCQwadKkaJUqSZIkSdELRy1btmTu3Lllxrt161ZmrHv37nTv3r3UWGxsLBMnToxWeZIkSZJUSqCH1UmSJEnSscpwJEmSJEkYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBUfwSWEmSVFqvjFeDf9L5G8odfm3qdQEXIknHPmeOJEmSJAnDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBEBfNja9du5Zhw4YxZMgQ0tPT+eqrrxg7dizFxcXExcXxyCOP0LhxY1q0aEG7du0i673wwgvs27ePMWPG8OWXXxIbG8vEiRM59dRTo1muJEmSpFosajNHu3fv5qGHHuLiiy+OjD3++OP07duXefPmkZqayvPPPw9A/fr1mTt3buRfbGwsr7/+Og0aNGDBggXccccdTJ06NVqlSpIkSVL0wlFCQgKzZs0iJSUlMjZ+/Hi6desGQKNGjdi2bdtB18/OziY1NRWASy65hNzc3GiVKkmSJEnRC0dxcXEkJiaWGqtbty6xsbGUlJQwf/58evXqBUBhYSEZGRn0798/MptUUFBAcnLy/iJjYgiFQhQWFkarXEmSJEm1XFTPOSpPSUkJo0eP5qKLLooccjd69GiuvfZaQqEQ6enpdOjQocx64XC4QtvPyckp97aiy14Hwz4Hwz6rNvB9fvTZ02DY52DU1j4HHo7Gjh3L6aefzogRIyJjAwYMiNy+6KKLWLt2LSkpKeTn59O8eXOKiooIh8MkJCQcdvvt27cH9r+gB24ruux1MOxzMCrc5/kbol+MFEV+nhxdfkYHwz4Ho6b3+VDBL9BLeWdlZREfH8/IkSMjY59//jkZGRmEw2GKi4vJzc2lWbNmdOrUiSVLlgCwbNkyLrzwwiBLlSRJklTLRG3maPXq1UyePJmNGzcSFxfH0qVL+eabbzjuuOMYNGgQAE2bNmXChAmcdNJJ9OnTh5iYGK688krOP/98WrRowYcffsiAAQNISEhg0qRJ0SpVkiRJkqIXjlq2bMncuXMrtOy9995bZuzAdxtJkiRJUhACPaxOkiRJko5VhiNJkiRJwnAkSZIkSYDhSJIkSZIAw5EkSZIkAYYjSZIkSQIMR5IkSZIEGI4kSZIkCTAcSZIkSRJgOJIkSZIkwHAkSZIkSYDhSJIkSZKACoajcDgc7TokSZIkqUpVKBx16dKF3/zmN+Tl5UW7HkmSJEmqEhUKRy+99BKNGzdm3Lhx3Hzzzbz22msUFhZGuzZJkiRJCkyFwlHjxo1JT09n7ty5TJgwgQULFtC5c2d+85vf8N1330W7RkmSJEmKugpfkOHjjz9m7Nix/Pd//zft2rVj/vz5NGjQgLvuuiua9UmSJElSIOIqslBqaiqnnHIKffv25cEHHyQ+Ph6Apk2b8vbbb0e1QEmSJEkKQoXC0ezZswmHw5xxxhkA/P3vf+e8884DYP78+VErTpIkSZKCUqHD6hYvXszTTz8duf/MM8/w6KOPAhAKhaJTmSRJkiQFqELhaMWKFUycODFy//HHHycnJydqRUmSJElS0CoUjoqKikpdunvXrl0UFxdHrShJkiRJClqFzjnq378/PXv2pGXLluzbt49Vq1YxYsSIaNcmSZIkSYGpUDhKS0ujU6dOrFq1ilAoxNixYzn55JOjXZskSZIkBaZC4ei7777j73//Ozt37iQcDvOXv/wFgD59+kS1OEmSJEkKSoXC0dChQ4mJieGUU04pNW44kiRJklRTVCgcFRcXs3DhwmjXIkmSJElVpkJXqzvrrLPYunVrtGuRJEmSpCpToZmjr7/+mquvvpqmTZsSGxsbGX/xxRejVpgkSZIkBalC4ei2226Ldh2SJEmSVKUqdFjdBRdcwO7du1m7di0XXHABJ510Eh07dox2bZIkSZIUmAqFo0ceeYTMzEwWL14MwGuvvcavfvWrqBYmSZIkSUGqUDj6+OOPmTFjBvXq1QNg+PDhfPrpp1EtTJIkSZKCVKFwdNxxxwEQCoUAKCkpoaSkJHpVSZIkSVLAKnRBhnbt2jF27Fg2b97M888/z1tvvcUFF1wQ7dokSZIkKTAVCkejRo1iyZIlJCYm8vXXX3PzzTdz9dVXR7s2SZIkSQpMhcJRXl4eLVq0oEWLFqXGTj311KgVJkmSJElBqlA4uummmyLnGxUWFrJlyxaaNWvGK6+8EtXiJEmSJCkoFQpHf/rTn0rdX7duHZmZmVEpSJIkSZKqQoWuVvdDzZo181LekiRJkmqUCs0cTZs2rdT9r7/+mu3bt0elIEmSJEmqChWaOYqNjS3175xzzmHWrFnRrk2SJEmSAlOhmaNhw4aVO75v3z4AYmIqdXSeJEmSJB0zKhSOzj//fEpKSsqMh8NhQqEQ//jHP8pdb+3atQwbNowhQ4aQnp7OV199xejRoykpKaFx48Y88sgjJCQkkJWVxZw5c4iJiaFv376kpaVRVFTEmDFj+PLLL4mNjWXixIleOlySJElS1FQoHA0fPpyzzjqLTp06EQqFWLZsGf/6178OOqMEsHv3bh566CEuvvjiyNgTTzzBwIED6dGjB4899hiZmZn07t2bmTNnkpmZSXx8PH369CE1NZVly5bRoEEDpk6dygcffMDUqVN5/PHH//M9liRJkqRyVOh4uOXLl5OamkrdunWpU6cOPXv2ZMWKFYdcJyEhgVmzZpGSkhIZW7FiBVdddRUAXbp0ITs7m5UrV9KqVSuSkpJITEykXbt25Obmkp2dTWpqKgCXXHIJubm5ld1HSZIkSTqsCoWjbdu28d5777Fr1y527drFe++9x5YtWw65TlxcHImJiaXG9uzZQ0JCAgDHH388+fn5FBQUkJycHFkmOTm5zHhMTAyhUIjCwsIj2jlJkiRJqqgKHVb30EMPMWnSJEaNGgXA2Wefzfjx4/+jJw6Hw0dl/IdycnLKva3ostfBqM19njB/Q3BPFuRzSVWkNn+eRIs9DYZ9DkZt7XOFL8gwf/78yAUYKqtu3brs3buXxMRENm3aREpKCikpKRQUFESW2bx5M23atCElJYX8/HyaN29OUVER4XA4Mut0KO3btwf2v6AHbiu67HUwan2fDSzSUVWrP0+ioNZ/RgfEPgejpvf5UMGvQofVrVmzhhtuuIEePXoA8OSTT7Jy5cojLuSSSy5h6dKlALz11lt07tyZ1q1bs2rVKrZv386uXbvIzc2lQ4cOdOrUiSVLlgCwbNkyLrzwwiN+PkmSJEmqqArNHD344IM8/PDD/PrXvwagR48ejB07loULFx50ndWrVzN58mQ2btxIXFwcS5cu5dFHH2XMmDEsWrSIJk2a0Lt3b+Lj48nIyGDo0KGEQiGGDx9OUlISPXv25MMPP2TAgAEkJCQwadKko7PHkiRJklSOCoWjuLg4mjdvHrl/5plnEhd36FVbtmzJ3Llzy4w///zzZca6d+9O9+7dS40d+G4jSZIkSQpChQ6ri4uLIy8vL3K+0XvvvVfhCyRIkiRJUnVQoZmj++67j2HDhvHPf/6T9u3bc8oppzBlypRo1yZJkiRJgalQOGrUqBGvvfYaW7ZsISEhgfr160e7LkmSJEkKVIUOq/vZz34G7P+CVoORJEmSpJqoQjNHZ5xxBqNHj6Zt27bEx8dHxvv06RO1wiRJkiQpSIcMR2vWrIl8CWtsbCzvvfcejRo1ijxuOJIkSZJUUxwyHD388MP87ne/i1xSe/DgwTz11FOBFCZJkiRJQTrkOUderluSJElSbXHImaMD32v1C5nyAAAXpElEQVR0gGFJkqSaoVfGq1VdQimvTb2uqkuQpIpdre6AH4YlSZIkSaopDjlz9Ne//pUrrrgicv+bb77hiiuuIBwOEwqFePfdd6NcniRJkiQF45DhaMmSJUHVIUmSJElV6pDh6JRTTgmqDkmSJEmqUkd0zpEkSZIk1VSGI0mSJEnCcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAiAuyCd76aWXyMrKitxfvXo1LVu2ZPfu3dStWxeA++67j5YtWzJ79myWLFlCKBRixIgRXH755UGWKkmSJKmWCTQcpaWlkZaWBsBHH33Em2++yfr165k4cSJnn312ZLm8vDzeeOMNFi5cyM6dOxk4cCCXXnopsbGxQZYrSZIkqRapssPqZs6cybBhw8p9bMWKFXTu3JmEhASSk5M55ZRTWL9+fcAVSpIkSapNAp05OuCTTz7h5JNPpnHjxgA88cQTbN26laZNmzJu3DgKCgpITk6OLJ+cnEx+fj7nnHPOYbedk5NT7m1Fl70Ohn2WVFPVhM+3mrAP1YF9DkZt7XOVhKPMzEyuv/56AAYPHsw555zDaaedxvjx43nxxRfLLB8Ohyu87fbt2wP7X9ADtxVd9joYtb7P8zdUdQWSoqi6f77V+s/ogNjnYNT0Ph8q+FXJYXUrVqygbdu2AKSmpnLaaacBcOWVV7J27VpSUlIoKCiILL9p0yZSUlKqolRJkiRJtUTg4WjTpk3Uq1ePhIQEwuEwQ4YMYfv27cD+0NSsWTMuuugi3n33XQoLC9m0aRObN2/mrLPOCrpUSZIkSbVI4IfV5efnR84nCoVC9O3blyFDhlCnTh1OPPFE7rzzTurUqUPfvn1JT08nFAoxYcIEYmL8SiZJkiRJ0RN4ODrwHUYH9OzZk549e5ZZbtCgQQwaNCjI0iRJkiTVYk7HSJIkSRKGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJADiqroASceuXhmvVnUJkiRJgXHmSJIkSZIwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJADignyyFStWcNddd9GsWTMAzj77bG699VZGjx5NSUkJjRs35pFHHiEhIYGsrCzmzJlDTEwMffv2JS0tLchSJUlSgHplvFrVJUS8NvW6qi5BUhUJNBwBXHDBBTzxxBOR+2PHjmXgwIH06NGDxx57jMzMTHr37s3MmTPJzMwkPj6ePn36kJqaSsOGDYMuV5IkSVItUeWH1a1YsYKrrroKgC5dupCdnc3KlStp1aoVSUlJJCYm0q5dO3Jzc6u4UkmSJEk1WeAzR+vXr+eOO+7g22+/ZcSIEezZs4eEhAQAjj/+ePLz8ykoKCA5OTmyTnJyMvn5+UGXKkmSJKkWCTQcnXHGGYwYMYIePXqQl5fH4MGDKSkpiTweDofLXe9g4+XJyckp97aiy14Hwz5LUvRV9rPWz+hg2Odg1NY+BxqOTjzxRHr27AnAaaedxgknnMCqVavYu3cviYmJbNq0iZSUFFJSUigoKIist3nzZtq0aVOh52jfvj2w/wU9cFvRZa+DUSV9nr8h2OeTpGNAZT5r/b8wGPY5GDW9z4cKfoGec5SVlcWzzz4LQH5+Pt988w033HADS5cuBeCtt96ic+fOtG7dmlWrVrF9+3Z27dpFbm4uHTp0CLJUSZIkSbVMoDNHV155JT/72c945513KCoqYsKECZx77rncd999LFq0iCZNmtC7d2/i4+PJyMhg6NChhEIhhg8fTlJSUpClSpIkSaplAg1H9evX56mnnioz/vzzz5cZ6969O927dw+iLEmSJEmq+kt5S5IkSdKxwHAkSZIkSRiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAmAuKCfcMqUKeTk5FBcXMztt9/On/70Jz799FMaNmwIwNChQ7niiivIyspizpw5xMTE0LdvX9LS0oIuVZIkSVItEmg4Wr58OevWrWPRokVs3bqV66+/nosuuoh77rmHLl26RJbbvXs3M2fOJDMzk/j4ePr06UNqamokQEk1Va+MVw+9wPwNwRQiSZJUCwUajjp27Mj5558PQIMGDdizZw8lJSVlllu5ciWtWrUiKSkJgHbt2pGbm8uVV14ZZLmSJKkWOuwfqg4mSn/Aem3qdVHZrqSyAj3nKDY2lrp16wKQmZnJZZddRmxsLPPmzWPw4MGMGjWKLVu2UFBQQHJycmS95ORk8vPzgyxVkiRJUi0T+DlHAG+//TaZmZk899xzrF69moYNG3LuuefyzDPPMGPGDNq2bVtq+XA4XOFt5+TklHtb0WWvJUmKDv+PLc1+BKO29jnwcPT+++/z1FNPMXv2bJKSkrj44osjj1155ZVMmDCBbt26UVBQEBnfvHkzbdq0qdD227dvD+x/QQ/cVnTZ66PIc4okST/g/7H/x985glHT+3yo4BfoYXU7duxgypQpPP3005GLK9x5553k5eUBsGLFCpo1a0br1q1ZtWoV27dvZ9euXeTm5tKhQ4cgS5UkSZJUywQ6c/TGG2+wdetW7r777sjYDTfcwN13302dOnWoW7cuEydOJDExkYyMDIYOHUooFGL48OGRizNIkiRJUjQEGo769etHv379yoxff/31Zca6d+9O9+7dgyhLkiRJkoI9rE6SJEmSjlWGI0mSJEnCcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBEFfVBUhVrVfGq1VdgiRJko4BzhxJkiRJEoYjSZIkSQIMR5IkSZIEGI4kSZIkCfCCDJIkSce0Y+nCQa9Nva6qS5CiypkjSZIkScJwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAIir6gJU+/TKeLWqS5AkSZLKMBxJkiSpQo6JP3DO3xC5+drU66qwENVEHlYnSZIkSRiOJEmSJAkwHEmSJEkScIyfc/Twww+zcuVKQqEQ48aN4/zzz6/qkiRJkiTVUMdsOProo4/497//zaJFi/jss88YN24cixYtquqyqq2on0D5vZMjJUmSpOromA1H2dnZdO3aFYCmTZvy7bffsnPnTurXr1/FlUmSJOlYcExcPe//55XzaoZjNhwVFBTQokWLyP3k5GTy8/OrTTg6ln5YJUmSFF3H2u9+hrXKOWbD0Q+Fw+EKLZeTk1Pu7aBNGPjjKntuSZIk1W7/6e/BVfl7dFU6ZsNRSkoKBQUFkfubN2+mcePGh1ynffv20S5LkiRJUg11zF7Ku1OnTixduhSATz/9lJSUlGpzSJ0kSZKk6ueYnTlq164dLVq0oH///oRCIcaPH1/VJUmSJEmqwULhip7MI0mSJEk12DF7WJ0kSZIkBclwJEmSJElU83BUVFRERkYGAwYMID09nby8vDLLZGVlceONN5KWlsZLL70EwKZNmxg6dCiDBg3ipz/9KatXrw669Gqlsn0GePbZZ7nuuuu48cYb+eSTT4Isu1r6T3oN+78frGPHjqxYsSKokqulyva5uLiY++67jwEDBtC3b1/+93//N+jSq42HH36Yfv360b9//zI/+x9++CF9+vShX79+zJw5s0LrqHyV6fOUKVPo168fN954I2+99VbQJVdLlekzwN69e+natSuLFy8OstxqrTK9zsrK4tprr+WGG27g3XffDbji6ulI+7xr1y5GjBjBoEGD6N+/P++//35VlB2McDW2ePHi8IQJE8LhcDj8/vvvh++6665Sj+/atSt89dVXh7dv3x7es2dP+Cc/+Ul469at4UmTJoUXLFgQDofD4ZycnPAtt9wSeO3VSWX7vHbt2vD1118fLioqCq9evTo8bdq0qii/Wqlsrw+49957w9dff314+fLlgdZd3VS2z5mZmeHx48eHw+FweO3ateEbb7wx6NKrhRUrVoRvu+22cDgcDq9fvz7ct2/fUo/36NEj/OWXX4ZLSkrCAwYMCK9bt+6w66isyvQ5Ozs7fOutt4bD4XB4y5Yt4csvvzzosqudyvT5gMceeyx8ww03hF9++eVAa66uKtPrLVu2hK+++urwjh07wps2bQo/8MADVVF6tVKZPs+dOzf86KOPhsPhcPjrr78Od+vWLfC6g1KtZ46ys7NJTU0F4JJLLiE3N7fU4ytXrqRVq1YkJSWRmJhIu3btyM3NpVGjRmzbtg2A7du306hRo8Brr04q2+dly5bRo0cP4uLiaNGiBSNHjqyK8quVyvb6wLr16tXj7LPPDrzu6qayfb722msZO3YsAMnJyZHPEZWWnZ1N165dAWjatCnffvstO3fuBCAvL48f/ehHnHzyycTExHD55ZeTnZ19yHVUvsr0uWPHjkybNg2ABg0asGfPHkpKSqpsH6qDyvQZ4LPPPmP9+vVcccUVVVV6tVPZz46LL76Y+vXrk5KSwkMPPVSVu1AtVKbPtel352odjgoKCkhOTgYgJiaGUChEYWFhuY/D/l9m8vPzGTJkCG+88Qbdu3fngQce4K677gq89uqksn3euHEjX331FUOHDuWmm25izZo1gdde3VS214WFhcycOZNRo0YFXnN1VNk+x8fHc9xxxwEwZ84crrnmmmALryYKCgpK/cd5oH8A+fn55fb2UOuofJXpc2xsLHXr1gUgMzOTyy67jNjY2GALr2Yq02eAyZMnM2bMmGCLreYq0+sNGzawd+9e7rjjDgYOHBgJpzq4yvT5Jz/5CV9++SWpqamkp6dz3333BV53UI7Z7zn6oZdeeqnM+RUrV64sdT98mKuSH3h89uzZ9OjRg//3//4fy5YtY/LkycyYMePoFlxNHc0+h8NhSkpKmD17Njk5Odx///28/PLLR7fgauxo9vqZZ54hLS2NBg0aHN0ia4Cj2ecDXnzxRT799FOeeuqpo1NkDXe4/h6tdWq7I+nZ22+/TWZmJs8991wUK6qZKtLnV155hTZt2nDqqacGUFHNVdH39LZt25gxYwZffvklgwcPZtmyZYRCoShXV3NUpM+vvvoqTZo04dlnn2XNmjWMGzeuxp5LV23CUVpaGmlpaaXGxowZQ35+Ps2bN6eoqIhwOExCQkLk8ZSUFAoKCiL3N2/eTJs2bfjjH//I3XffDUCnTp345S9/GcxOVANHs8+bNm3iv/7rvwiFQnTo0IGNGzcGth/VwdHs9R/+8Af27dvHiy++yBdffMEnn3zCtGnTaNasWWD7c6w6mn2G/WHrT3/6E08++STx8fHB7EQ1U17/GjduXO5jmzZtIiUlhfj4+IOuo/JVps8A77//Pk899RSzZ88mKSkp2KKrocr0+d133yUvL493332Xr7/+moSEBE466SQuueSSwOuvTirT6zp16tC2bVvi4uI47bTTqFevHlu2bOH4448PvP7qojJ9zs3N5dJLLwWgefPmbN68mZKSkho581ytD6vr1KkTS5YsAWDZsmVceOGFpR5v3bo1q1atYvv27ezatYvc3Fw6dOjA6aefHvnL8SeffMLpp58eeO3VSWX7fNlll/HBBx8A+4+9PvnkkwOvvbqpbK8XLlzI73//e37/+99zxRVXMH78eIPRIVS2z3l5eSxcuJAZM2ZEDq9TWZ06dWLp0qUAfPrpp6SkpFC/fn0AfvzjH7Nz5042bNhAcXExy5Yto1OnTodcR+WrTJ937NjBlClTePrpp2nYsGFVll9tVKbPjz/+OC+//DK///3vSUtLY9iwYQajCqhMry+99FKWL1/Ovn372Lp1K7t3767R58McDZXp8/d/d964cSP16tWrkcEIqtHMUXl69uzJhx9+yIABA0hISGDSpEnA/kOMOnbsSNu2bcnIyGDo0KGEQiGGDx9OUlISt99+O/fff3/kl6P777+/KnfjmFfZPrdp04Y///nP9OvXD4Bf/OIXVbkb1UJle60jU9k+z5o1i23btnHbbbdFtvXss8+WmnUStGvXjhYtWtC/f39CoRDjx49n8eLFJCUlkZqayoQJE8jIyAD2vxZnnnkmZ555Zpl1dGiV6fOiRYvYunVr5OgJ2H9uTJMmTapqN455lemzKqeyve7WrRt9+/YF4IEHHiAmplr/7T/qKtPnlJQUxo0bR3p6OsXFxUyYMKFqdyKKQmEP7JYkSZKk6n1YnSRJkiQdLYYjSZIkScJwJEmSJEmA4UiSJEmSAMORJEmSJAHV/FLekqSab8OGDXTv3p22bdtGxoqLi7nnnnvo2LHjQdd79dVXue6664IoUZJUQxiOJEnHvOTkZObOnRu5v379eoYMGcL7779PKBQqs3xJSQlPPvmk4UiSdEQMR5Kkauess87iu+++Y+vWrbzwwgvk5uayd+9eOnbsyOjRoxk3bhwbN27klltu4cEHH2TgwIH8+c9/BmD69OkUFxczatQo2rVrR58+fdi3bx+pqak888wznHTSSaxfv564uDhmz55NnTp1qnhvJUlB8ZwjSVK1884775CcnMyKFSvYtGkT8+bNIzMzky+++IJly5Zx5513kpyczHPPPXfI7ezevZvLL7+cBx54AIC//e1v3HPPPSxatIiYmBg++OCDIHZHknSMcOZIknTM27JlC4MGDQL+v/btX9e0IIzD8LutUImGihCJRLE6XISalYjehbgJhVasuAdxCRqXoFhRE4UCmd2t7H2qU5wTJO9Tzb9Mvil/mRk4nU7U63WWyyWr1YrD4ZDPXa9Xsiyj2+3+1b4hBPr9ft7vdDpUq1UAGo0G5/P5H59EkvTODEeSpLf388/RdrtlvV7TbrcplUpMJhNms9mv9VmW5e0//yTd7/dfY8ViMW9HUfQ/ypckfQif1UmSPspwOKRSqZCmKYPBgN1ux+PxAGCxWHA8HikUCvlYuVzmcrlwu914Pp/s9/tXli9JemPeHEmSPs58PidJEjabDb1ej+l0ShRFxHFMs9kkhECtVmM8HpOmKaPRiCRJaLVaxHH86vIlSW/qK4QQXl2EJEmSJL2az+okSZIkCcORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEkAfAOqCDDANs15KgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(np.random.normal(np.mean(RTR), np.std(RTR), 12500), bins=20)\n",
    "plt.xlabel('Return')\n",
    "plt.ylabel('Frequency')\n",
    "plt.legend(['Normally Distributed Returns']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Generating a Moving Average\n",
    "\n",
    "`pandas` has some nice tools to allow us to generate rolling statistics. Here's an example. Notice how there's no moving average for the first 60 days, as we don't have 60 days of data on which to generate the statistic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/venvs/py35/lib/python3.5/site-packages/ipykernel_launcher.py:2: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=60,center=False).mean()\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take the average of the last 60 days at each timepoint.\n",
    "MAVG = pd.rolling_mean(X, window=60)\n",
    "plt.plot(X.index, X.values)\n",
    "plt.plot(MAVG.index, MAVG.values)\n",
    "plt.ylabel('Price')\n",
    "plt.legend(['MSFT', '60-day MAVG']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/venvs/py35/lib/python3.5/site-packages/ipykernel_launcher.py:1: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=60,center=False).mean()\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "MAVG = pd.rolling_mean(A, window=60)\n",
    "plt.plot(A.index, A.values)\n",
    "plt.plot(MAVG.index, MAVG.values)\n",
    "plt.ylabel('Price')\n",
    "plt.legend(['AAPL', '60-day MAVG']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This presentation is for informational purposes only and does not constitute an offer to sell, a solicitation to buy, or a recommendation for any security; nor does it constitute an offer to provide investment advisory or other services by Quantopian, Inc. (\"Quantopian\"). Nothing contained herein constitutes investment advice or offers any opinion with respect to the suitability of any security, and any views expressed herein should not be taken as advice to buy, sell, or hold any security or as an endorsement of any security or company. In preparing the information contained herein, Quantopian, Inc. has not taken into account the investment needs, objectives, and financial circumstances of any particular investor. Any views expressed and data illustrated herein were prepared based upon information, believed to be reliable, available to Quantopian, Inc. at the time of publication. Quantopian makes no guarantees as to their accuracy or completeness. All information is subject to change and may quickly become unreliable for various reasons, including changes in market conditions or economic circumstances."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.5",
   "language": "python",
   "name": "py35"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}