{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Настройка pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# импортируем библиотеки numpy и pandas\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# импортируем библиотеку datetime для работы с датами\n",
    "import datetime\n",
    "from datetime import datetime, date\n",
    "\n",
    "# Задаем некоторые опции библиотеки pandas, которые \n",
    "# настраивают вывод\n",
    "pd.set_option('display.notebook_repr_html', False)\n",
    "pd.set_option('display.max_columns', 8)\n",
    "pd.set_option('display.max_rows', 10)\n",
    "pd.set_option('display.width', 60)\n",
    "\n",
    "# импортируем библиотеку matplotlib для построения графиков\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# задаем стартовое значение для генератора\n",
    "# случайных чисел\n",
    "seedval = 111111"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Создание графиков временных рядов "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEHCAYAAACtAv3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEf8fOwBRY+ii3h0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175341d8a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# генерируем временной ряд на\n",
    "# основе случайного блуждания\n",
    "np.random.seed(seedval)\n",
    "s = pd.Series(np.random.randn(1096),\n",
    "              index=pd.date_range('2012-01-01', \n",
    "                                  '2014-12-31'))\n",
    "walk_ts = s.cumsum()\n",
    "# эта строка визуализирует случайное блуждание - так просто :)\n",
    "walk_ts.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEHCAYAAACtAv3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRtE1hI5mYQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17534ee2f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Визуализация объекта DataFrame с одним столбцом даст \n",
    "# аналогичный результат, что и визуализация объекта Series,\n",
    "# только теперь будет еще добавлена легенда\n",
    "walk_df = pd.DataFrame(walk_ts)\n",
    "walk_df.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                   A         B\n",
       "2012-01-01 -1.878324  1.362367\n",
       "2012-01-02 -2.804186  1.427261\n",
       "2012-01-03 -3.241758  3.165368\n",
       "2012-01-04 -2.750550  3.332685\n",
       "2012-01-05 -1.620667  2.930017"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# сгенерируем два случайных блуждания, которые станут \n",
    "# двумя столбцами объекта DataFrame\n",
    "np.random.seed(seedval)\n",
    "df = pd.DataFrame(np.random.randn(1096, 2), \n",
    "                  index=walk_ts.index, columns=list('AB'))\n",
    "walk_df = df.cumsum()\n",
    "walk_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEICAYAAABcVE8dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZV8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17531b352b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализируем данные датафрейма, на графике каждый\n",
    "# столбец будет представлен линией, а также будет\n",
    "# добавлена легенда\n",
    "walk_df.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAELCAYAAADawD2zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17535064dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# создаем копию случайного блуждания\n",
    "df2 = walk_df.copy()\n",
    "# добавляем столбец C, который принимает\n",
    "# значения от 0 до 1096\n",
    "df2['C'] = pd.Series(np.arange(0, len(df2)), index=df2.index)\n",
    "# в качестве меток оси X вместо дат используем \n",
    "# значения столбца 'C', получаем метки оси x в\n",
    "# диапазоне от 0 до 1000\n",
    "df2.plot(x='C', y=['A', 'B']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Добавление заголовка и изменение подписей осей"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEiCAYAAADnMZWTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYG9X1v9+rvr26rdf2uoAxuGEbY9ND7yWE3hNKEhJI\n8guhJ/SQ0PKFQOihm94DmGJsMAYb2xh3426v6/auVbu/P+6MNGq72l1pV7ue93n2kTQazVxppTn3\nnHvO5wgpJSYmJiYmJvGw9PQATExMTEzSG9NQmJiYmJi0iWkoTExMTEzaxDQUJiYmJiZtYhoKExMT\nE5M2MQ2FiYmJiUmbmIbCpFcihLhJCPF0G89fKoSYm4LzCiHEf4UQNUKIBQm+5jkhxF3JHkucc6Xk\nfZvs2ZiGwiQtEUI0Gv4CQogWw+MLpJT3SCkv1/YtE0JIIYStG4Z2CHAMUCqlnBpj3Cm/UAshjhNC\nfCWEaBBCVAgh5gghTk3RuY4QQpSn4tgmvQfTUJikJVLKbP0P2AKcYtj2cg8ObRiwSUrZ1BMnF0L8\nAngDeAEoBQYAfwVOScG5usPwmvQCTENh0isRQtwmhHhJe/iVdlureRzTY+y/jxDiMyFEtRBijRDi\n7DaOXSKEeF/bd50Q4gpt+6+Ap4Hp2nluj3jdGOBxw/O1hqcLhBD/07yA+UKIkR0dmxBCAA8Cd0op\nn5ZS1kkpA1LKOVLKKyL2vV8Lj20UQpxg2H6ZEGKVNo4NQoirDM8dIYQoF0JcL4TYCcwAPgZKDN5c\nSbzPzaTvYhoKk77AYdptvuZxfGt8UgiRBXwGvAL0B84FHhNC7BvneK8C5UAJ8AvgHiHEkVLKZ4Bf\nA99q5/mb8UVSylURz+cbnj4XuB0oANYBd3dibKOBIcCb7XweBwJrgGLgn8AzmpEB2A2cDOQClwEP\nCSEmGV47EChEeU4XAycA2w3e3PZ2zm3SBzENhcmewMmocNF/pZQ+KeUPwFvAWZE7CiGGAAcD10sp\n3VLKJSgv4uIujuEdKeUCKaUPeBmY2NGxAUXa7Y52zrVZSvmUlNIPPA8MQoWokFL+T0q5XirmAJ8C\nhxpeGwD+JqVslVK2dOaNmvQ9zBikyZ7AMODAiFCQDXgxxr4lQLWUssGwbTMwpYtj2Gm43wxkd2Js\nVdrtIGBjIueSUjZrzkQ2gBaG+huwN2qimAksM7y2Qkrpbu/NmOxZmIbCpC/QngTyVmCOlPKYBI61\nHSgUQuQYjMVQYFuSxtKVsa3R9j8TuL+D50EI4UR5KxcD70kpvUKIdwFh2C1y/Ka8tIkZejLpE1Sg\nQiYj4jz/IbC3EOIiIYRd+ztAW3wOQ0q5FZgH/F0I4RJCjAd+BbwUuW8cdgGlQghHgvt3ZGwS+BNw\nq7YonSuEsAghDhFCPJnAuRyAE/V5+TTv4tgE3k+RECIvwfdj0gcxDYVJr0dK2YxaHP5GCFErhJgW\n8XwD6oJ4Lspj2An8A3XRjMV5QJm27zuomP3nCQ5nFrAC2CmEqExg7B0am5TyTeAc4Jfa/ruAu4D3\nEjzXNcDrQA1wPvB+O69Zjcp+2qB9tmbW0x6IMBsXmZiYmJi0helRmJiYmJi0SY8ZCiHEECHEl0KI\nlUKIFUKIa7XthVrx0VrttqCnxmhiYmJi0oOhJyHEIGCQlHKxECIHWAScDlyKSk+8VwhxA1Agpby+\nRwZpYmJiYtJzHoWUcoeUcrF2vwFYBQwGTkMVCaHdnt4zIzQxMTExgTRZoxBClAH7A/OBAVJKvfJ0\nJ1pFaYzXXCmEWKj9XdktAzUxMTHZA+nxrCchRDYwB7hbSvm2EKLWqJEjhKiRUra5TlFcXCzLyspS\nPFITExOTvsWiRYsqpZT92tuvRyuzhRB2VKXoy1LKt7XNu4QQg6SUO7R1jN3tHaesrIyFCxemcqgm\nJiYmfQ4hxOZE9uvJrCcBPAOsklI+aHjqfeAS7f4lJFBIZGJiYmKSOnrSozgYuAhYJoRYom27CbgX\neF3T/t8MxO0bYGJiYmKSenrMUEgp5xIuRmbkqO4ci4mJiYlJfEz1WBMTE5NO4vV6KS8vx+1Ob2V2\nl8tFaWkpdru9U683DYWJiYlJJykvLycnJ4eysjJCTQTTCyklVVVVlJeXM3z48E4dIy3qKExMTEx6\nI263m6KiorQ1EgBCCIqKirrk9ZiGwsTEpM8jpcTrD6Tk2OlsJHS6OkbTUJiYmPR5nv56I3vd/DH1\nbm9PDyUlvPvuuwghWL16dUqObxoKExOTPs8/Z6oL6Nbq5h4eSWqYMWMGhxxyCDNmzEjJ8U1DYWJi\n0uexaKGXbTUtPTyS5NPY2MjcuXN55plnePXVV1NyDjPrycTEpM+Tm2GnoqGVHXWpS2O9/YMVrNxe\nn9Rj7luSy99O2a/Nfd577z2OP/549t57b4qKili0aBGTJ09O6jhMj8LExKTP47SpS11FQ2sPjyT5\nzJgxg3PPPReAc889NyXhJ9OjMDEx6fO0ePxAag1FezP/VFBdXc2sWbNYtmwZQgj8fj9CCO67776k\nZmOZHoWJiUmfp7HVB0BFY9/yKN58800uuugiNm/ezKZNm9i6dSvDhw/n66+/Tup5TENhYmLSp/H6\nA7T6VA3F7ob0ltroKDNmzOCMM84I23bmmWcmPfxkhp5MTEz6NKt3NADgslv63BrFl19+GbXtmmuu\nSfp5TI/CxMSkz7KlqplHZq0F4Jh9B1LZ6GH1zuRmJu0JmIbCxMSkz/Lrlxbx6cpdAEwozcMfkBz/\nr69ZtLm6h0fWuzANhYmJSZ/F7fMH75fkZwTv97UQVKoxDYWJiUmfJccV6r/QL8cZvF/T3Dc1n1KF\naShMTEz6LNlOa/B+WVFW8H6l6VF0CNNQmJiY9FnsVnWJK8xyhHkUdS2mR9ERTENhYmLSZ3F71RrF\nh78/BIBvbzySTIc1WIDXF7BarUycOJEJEyYwadIk5s2bl/RzmHUUJiYmfRa3N8ChexUHF7IH5WUw\nMNfVpwxFRkYGS5YsAWDmzJnceOONzJkzJ6nnMD0KExOTPovb68dlt4Zty3LaWLursYdGlFrq6+sp\nKChI+nFNj8LExCTt+NfnP/Gvz9dy04n7cOVhIzt1jK3VzWyuamZU/+yw7cu21QGwrbaFwYaU2S7z\n8Q2wc1nyjgcwcByccG+bu7S0tDBx4kTcbjc7duxg1qxZyR0DpkdhYmKShvzrc1VNfc9HnW/teeg/\nv6TF649rDGqbPZ0+djqhh55Wr17NJ598wsUXX4yUMqnnMD0KExOTPs3kYeGhmJtPHMPdH60KLnQn\njXZm/t3B9OnTqayspKKigv79+yftuKZHYWJiktb4/IEuzZALsxxhjycNywegqTXJhiINWL16NX6/\nn6KioqQe1/QoTExM0gqfPxD2eNTNH3PUPv155tIDEj6G0bDkZ9rDnst0qMtes6dvZD7paxSg3vfz\nzz+P1Wpt51UdwzQUJiYmaYUnwlAAfLF6d4eO0WIIK+VlhHsUWZqh6Csehd+f+vfRo6EnIcSzQojd\nQojlhm2FQojPhBBrtdvk53qZmJikLR6tyVBXMpLqW0LeQm5G+Hw4U5P16CseRXfQ02sUzwHHR2y7\nAfhCSrkX8IX22MTEZA9B70ZnlNzoKPVuJdFx+6n74bSFh2FyXMpwmDIeidOjhkJK+RUQKQx/GvC8\ndv954PRuHZSJiUmPonsUp00s6fQx6jUjMKJfVtRzTpuVHJeNysa+kR7bHfS0RxGLAVLKHdr9ncCA\nWDsJIa4UQiwUQiysqKjovtGZmJiklFath0RRtpNcbfZvEaHndze4WbK1ts1j6B5Frsse8/nibCcV\nja20+vy8uaicQKDzWVXJrllIBV0dYzoaiiBSvbuY71BK+aSUcoqUckq/fv26eWQmJiapwu1VHoXD\naqG0IBMAmyV0qbro6QWc/ug3UdlRoDKmnp27MdiYKDcjtqHol+1kd72bp7/eyJ/f+JEPlm7v1Fhd\nLhdVVVVpbSyklFRVVeFyuTp9jHTMetolhBgkpdwhhBgEdCzdwcTEpFejZyxlOKw8e+kBHPPQHIzX\n4Q2VSqdpfUUTowfmhL125opd3PHhyuDjgszYhqKsOJOPl+0MigXOXVvJyeNLsBpdlwQoLS2lvLyc\ndI9quFwuSktLO/36dDQU7wOXAPdqt+/17HBMTEy6k6pG5Q0UZzsYmOfikullPDZ7HVJKhBD0z3Gx\nrbaFbbXNUYYiwxEeJMmL41GUFWfR0OrjvSXKk3hjUTn5mXZuPmnfDo3VbrczfPjwDr2mN9LT6bEz\ngG+B0UKIciHEr1AG4hghxFrgaO2xSXeyfQm09k11TZP0Rw8b9ctWWU8ZDisBGcqGynaq+W1lQ2gx\nusHtZcaCLXh84SEgIWJ7CMVZ0RlV7/ywreuD76P0qEchpTwvzlNHdetATEK46+DJw2HMqXDOiz09\nGpM9kMpGD0KEpDcyHSq9tcWjJMMztMcVjaF2pre8u5z3lmzn0oPKgtuO3TdmHgwAeYaQVI7TRkOr\nj8pGT9BrMQknrRezTXqAlhp1u/2Hnh2HyR5LvdtLtsOGTWtjqhuKZm3tQvcZFm+uCb5muSYd/sK3\nm4Lbnrx4Stxz5GshKYfNwnBDCm1famiUTNJxjcKkJ2nWylrsmT07DpM9lqZWH1nO0KUpQ9dm0i7i\nLVpF9ZyfKqhr8VLd5GF9RRMAepar3vo0HvrxRw/Iweg/NLX6yYmTUrsnY3oUJuG06IYiiQ1dTEw6\nQGOrjyxnqJo6Q+tQ9+c3fgTUxbwoy4EvIFm3u4EvY+hADS+OLrQzss/AHK46bARPXTwFhy10GTQ9\nitiYhsIknBatkMk0FCY9RGOrn2zDrL5BK577sbyOm95ZxrbaFvYfqqTCX/++nAc/+ynqGJHtTyOx\nWS3ceOIYBua5eOCsiZTkqRqDpr5mKHatVOuOXcQ0FHs6fh+s+zz02KNlO1nMqKRJz9DU6iPb4FEc\nt99AAHJdNl6ZvwWA8aXKULy2cCuNrT6KDD0nHFZLh+ohhhZl8sDZE4Pn7jOseBf+Mx2eO7nLhzIN\nxZ7O3AfhpTNhvdZnV0+LtSRXz96kd9OdlceNbl9QChzUesKhexXjM8hsTBtRxBGjQ4oML19xYPB+\nvGrsttBTbvtU6OmNS9TtzqVdPpRpKPZ0qtap24Zd6tajFgURpqEwUVz14kL2uvnjbjtfY6uPbFe4\nR1uY5aDZE+q7MHV4IQNyVLhon4E57DMwlztP2w8AWwerq4HgmsiVLy7q7LD7NKah2OPRf1TabE0P\nPflNZU0TxcwVu/AFZExtpVTQ5PEFZ/g6h+0V8h4eu2ASQLCeoihbhZ0G5ql1NX8nvB/j+dJZt6nT\n1GyGhf+FLfND2376NOGXm4ZiT0cvLtJ/HLpHUbMJ+uIPxqTTbKttSfk5pJQq9BRhKMaV5gXvDytS\nqdsbKtV3taxIZTjp/SvGluR2+LzG8xm74/UZ1s+CD/8Azx4LrQ1q2ytnJfxy01CYKLYvVre6oajb\nCk2VPTcek7Tggx9Dqqo1zalp9OPzB4LeSqsvgC8gozyKAbkh5VP9uZFaodyvDx8JwPjBedx84hge\nOmdih8egF/UBNLj7yDpF4QjY61jIKIDv/hPa/tpFHZ4EmoZij0fzKL5/Wt16DBpP3qbuH45J2rB4\nSw2/nxGq0NfTVJPNsf/6ijMem8fuBncw6yjSUOS6bMGeFLq0x/XH78PH1x7KkELlYVgsgisOG0F+\nZniP7EQwynak6n12K1KqVPe8IdB/P6hcE3puw5cdDi2bOZB7OkZdm+bqcEPh6YKhKF8EVWthwrmd\nP4ZJj6LLYuikYqYtpWSDVlU99e4vuOrwEQBRoSchBDP/cBjNnlDltMtuZcygjoeZ2qO8poVR/XPa\n3zGd+eIOVTzrzAZfjJBhB3/bpkexp/H+72GxQezP5w7d/+dw2DA79HjRc+Dv5Ozq6SPhnas6/3qT\nHuf7TTVhj3/78mLcSY7fVzeFz2xnaHUSxjoKnb0G5DBhSH5Sz29khFbNfel/v0/ZObqNuQ+q24Af\nTrgv/DlHNjRXdehwpqHY01j8Arz/O3jvaqjfAcvfit4ns1jdLngyvBivM1RGV82a9A6M6xM6Hy7d\nEWPPzrOxMnxmW+/WQ0/dr7f0nwsnhz1+7fstfL+putvHkVS8LVA6Gf64EgaMhSNvVVGD1y/p0GFM\nQ5Fs6reDr7X9/XqA79YbunD98BI8fXTsHbP7h+43dbJzl16H0cGZi0l68/L8zUk9XqSh0MmK4VGk\nmhxD7Ybb6+f6t5Zx1uPfdvs4uozx+iM1DzBvMPzmGyjTxBJ3r+jQIU1DkWz+bwI8Nr2nRxGTXz01\nJ3xDfXno/vlvQP4wdd+oHNsSHn5IGL2yOwk6Mybdz4aKxqgFZYAft9bi8SWvnqKuJXZoMta5U43R\nUKzYXt/t508ajQaRxJ/dHP5cdvweHW1hGopk4mlS2QTV63t6JDEpscdZwBp9Eux9LPQbrR4PngT9\ntZaQzZ10vfWsCtNQ9DrcXj9HPjAnppxFQMLjc9YTCCSnxsZYbW0kcjG7OzDKhqzcETIUyXqv3YZX\nW7w+85nw6ABAbgnQ8cr1vmMo3r1arfT3JI3RcsfpxF22p2M/cYaWY50zSN1m9Yfffos3ox+vzPmR\nzVUdzH5a/VHovmkoeh3xwkE6D372E68s2JKUczV5fDhsFubfdBSPXzgpuD0/s/vXKCwG6Y+lW2uD\n90fc9BG3vLuMNxZu7fYxdQpvs7qN1VPG5lQpsx2kbxiK1npY8hJ8/UDPjiPNDcVAlHewfdR5MOqY\n0BMOLRXQquWfO9QXrFpmkS+amL0mYp1iw+z46XU+j1oo1zGL9nodW6qb291naXltu/skQnOrn0yH\nlQG5LoYXZwMwKM9FpqNnMvdfvXIaAG8sKg/b/tJ3W7juza6L63ULukcRr1VA4XB1e/gNCR+ybxiK\nqjQJ9az/InTfl2ZaSV43wmqjXBYza9SNMPxQ7QkBFu1rEJQWVzOrFmsuBTSGlVpQtR5eOA3+9/9i\nn6d6g8rfPuNJlYY390FY+1kq3pFJimiMUS/x6PmTuP+sCcHHm6vaNyaJ0OzxB0M+A3KVBMeUssKk\nHLsztLc24u8NYSg9ASVel8q8UnVrcyZ8yL5hKNKFWoM7Xl8ef7/upnYLzLmXob5NlIpK1lc0UhnQ\nC4oMX3x9ATqgLhRN1jwGiiounjkBvn9GPad/CXXV2Uj0xe+sYijZX91f8U7y3otJymnyhAzF+QcO\nZeYfDuOk8YP4xeTSYFX0rnp3vJd3iGaPLyjul5/p4MPfH8I/zxyflGN3BqOURyxiGdG04/WL1G08\nj0IPMXcgO7NvGAqLIZ7pb+MfuXsV7EjcffT4Auxu6MAPosXgjr9/TeKvSyVSwsP7w9yHgpt217ey\ny5cdva/Qvg5aSl2LNYfhFk1+/PPb1a0uKBbvS+jWPoOMfPjFs+p+ezHRzi6Ym6SEHXWh7/xpE0oY\nPTBUpbzolqM5b+oQGlu7Xnj33YYqPl6+kyzDxXns4Lyg4egJjCGvsyaXMu+GI8Oen3BH4oqrPU68\n32hmkbptSfx31zcMhTR8aX1tXNgfmwZPaCGXQPwUv90NbtbtbuS+mauZevcX1DQlEEZy18NPBs1+\nmyv+vt2JpynoIQBc5fkjFY2t+F0F0fvmD1W32aqj2OIKQ8ypVVuU1tcc4rm1urF05auMC3tWuCxI\nJJvmqorwDkgem6SW/8wOhXIj1wqEEGQ7bUnpBHfuk98BkNcJbaZUYTRS00YUUZKfwaZ7T+I/F0xq\n41Vpiohzec/UQnsdmKD1EUMRgAztzSfiTs19CO4piftBnf34txz94Bw+WrYTOz62zXpClcK3xeZv\nQvcHjE2fVqIRBW8zAwdQ1dhKjb1/9L5TfoX/rBeZn6MWuutkRIP6lhpD/DPObKVOywzJ0AyRMzu+\nofC1wnMnqftJ6MJl0nWMvRiuO240YwdHayllOW20eP34A5LdDW7+9NoSWuKkuSZCYQ9kOMXD6N38\nfNLg4P0cQw/vtF6naDQknugTv0j2OlY9d3DiUY++YSgg5E615VHoLH5BCWVFXJw+W7mLOT9VsElb\nqNtW28KF1s8Yu+gWWPx8/OP5fSEDNfQgFZ/vbEVzsjEYihqhdHIqGz1UWdTn9bH/AP7+0Sq1g8XC\nHetGcM5T8/lpVwN1RBiK7T8Y3pdQYahILaf1X8LAcaFZiyMrfobU1gWh+3rc1KRHcXtDnvbVPxsV\npqqqoy/4Nnl8XDtjCW//sI1PV+7s9Dkze6BmIh42q4V//mI8d58xNuy9G9N107pd6tNaqOzsF8Ea\nxwBnFsIflsGgCbGfj0H6/Ie6SlaxUitNxFBEyktICdUbuOqFlQSwYLOIYH/eXLTsjppNsY+1/C14\n85ehx2c/Dx/8Idyy9yT64vIFb3LOB3ZoaaKuxUtNs5dR7hfwYYWvNnDjiWMAePV75RHUNHmoj/Qo\nag09KjyN8PdSGHMqnGMQGWyphuK9Q4/bMhRGYlyQTLqfhlZl+I/dN34Fr24ojrx/DpWNaoLU0XRW\nr6FbXmdal6aSs6dEr6kNzg950PUtXvI60Ze7W3BqHuDInyX1sH3Do7DYYJSmW6TP7AMBeGAMLJmh\nbTesM+hVw3roaeW78MgkNrguBJR8sY4Qmpu58evY5559b/jjzCJVh+BNTvpgl9HHkTOQBsMC5J0f\nrsSHDT0VVkpJXYuXVk2e4fWF5VSQF36shc+GPIp6TRxu1fvh+7TUhMJOoNYq4smAGIvxEjHwJilH\nz+o5cVx8D2/sYPW90I0EdPxib8weGl+aOkXYZGH0KOrTuV9FXqnyFJzJlUnvG4ai/xi1LgDga8Ef\nkFz82CfQsB3e/TW8egHMujO0f60mbKZfwIwhEMBlD30sJWheR6Qsx8tnwRuXRqujWqwqfq8XvTRV\n9mxNhSdUpdng9lFaEHtt4bHZ65lwe2hB+a3F5WwIRFwsdiyBRi0LqmJ19EGkjDYU2f1Dr4nEaEDS\nVEhxT6PBHbtxkJGxg/M4JsLj6Kj8uH6xnT6iiJ/vP7idvXseIQRXHaZ6ZTR7/CzfVte9axW+VvAm\nMJnytqQkkSZtDYUQ4nghxBohxDohRNslhBabWjQFaG3gzUVb2b3NoHK5+kOY93D06/TQk3ZbLpW8\nttNm5QX73/nIcSNjLZvUPu46dlcZFobXfhq/PsCueRSBANw3UhmrnkLzKHxWF42tPkryYxuKR2at\njdq2iwLWBgbz8sDrQxv14saAYVYV7LfdqLy1DMMMMXugKsKr3hh90irDOU2PIi3Q4+9GgbxYHLZX\ncdjjjvaZ1g3SZQeXhUlnpDO6cfx2fRUnPzKXx+d0Y6HvI5PhngTW8XytHSqkS5S0NBRCCCvwKHAC\nsC9wnhBi3zZf5NIuTi21NLh9jLNsaP9EeuipVWXlOFEXv1ZfgMOsy9jXspn+ooZmqT74DRviFJlF\nohuK+ZqGUqyeD53F2wKf3pq4qqtmKJoCKgVxoKH3sDGrI3bMVXCM5z5mZx5rOF6M9QY9vLV9ibrt\nb/hX6aJkD8foY7xtMQzWegCkWyX7HkrQo2jHUJw5uZSTxg/i5PHq4vWn139kwcbE0y31+iS9gK83\noKfOLi1XIVOjcGBKaKyAuwfBlu9UNqFMQLXX596jPIqpwDop5QYppQd4FTitzVfo4Q53LRYhuM/+\nZPQ+kbn/uzRN9lb1D3eiLla1zaGLVrGoZ50sASCzRQuhRDYmP/8Ndatn7tgzVe3CzJvUY2sSfwzz\nn1De0fdxBP6MSBm8iO92q3+10aN48OyJPH3xFEBp7sRin4E5KqxwQRvGTje4enhuwH6h59qSNfY0\nqf+bxW56FGlC0KNop3FQpsPGo+dP4u4zxgW3nf3Et6zd1ZDQeVbtUPvtPbD3tBzVF+w/X6WuAw5r\nii+f2xer3+/bV4S2rfqg7dfsSR4FMBgwSjWWa9uCCCGuFEIsFEIsrKioCIU7WmqI68lmRBSZ7V6h\nFmW1PH+XZih8EbHHLVJd7PK3at3eNs2NGO0k2O8MuOBN9dgRYZA62Mg8SEstzPs3PH5IqI5DN26Z\nxfFfByp19Z8j4Mt7wGJjUbnyBKaPLArbTV+YbDCk/F2pxWIBirIdSgq6xOARFJSFn2v3qtB4Ifxz\ntrVhJPV4qs1lrlH0IBsqGjnp4a9ZtLmGBm3toL3Qk45xPQ/g81WJCWNWNLSS47KR60rT7KEYRMp7\n2K0pDpk5tKxDozTQaxe27X373GCLU+PUBdLVULSLlPJJKeUUKeWUfv36qVm8xc7OXTu57YM43Ztc\nhtj5Pier27qtwdCTQ/ixEMBF+EWrQqqLaXG5Jm73/Mnhx80ohLOeg4HagnpuSfjz/duOmhEIRHsp\nnmb4xzD49GbYuSwknaEXrwXayeUuX6hSVWUA7JlUa17SqP7h0h39c8JnH7P/fATXHLVX6K3ZrcpQ\nZBXDuVoG2UgtV7ugTFV/lms9ht21yjswem7GVNlIfC1qX5szdgN4k25h5opdrNhez79nrQ1mIyXa\nD8I4qx6U5wp6FO//uJ27PlwZVsBnxOMP4LT1nFRHZ4g0FA5bii+f8Rav3W0o9/rce5RHsQ0wJjOX\natviIwRkFDBw2eO86rgr9j7GRdZDNfXTpsqwymEnHo6w/Bj2MongP75TyGzZHrsmwBLxMeZGZHFk\nhs/io/jHMLg9H775v9C2rfPD99HHGDQYbdQmeN3w4umhx9n9cWuVswURVbAWi+CZS1T4KT/TTllx\nFtlOG1f/bCR3nT6WIYWZbKxspNXnh31OhFsrYewv1IsLhqtwm16NPfchtchtrIkYOA5Kp0LhyNjj\ntLu0Wos0SSfuo3y5ejdb4ii+Ltmq1ru21bZQ7/bislsSvggKIXj9quk8/8upOGwW3v5hGws2VnPN\njB94eu7GuJ3iPL4AzlRfaJNMZK1IMjv9xSTWeiC0vT65h61RfA/sJYQYLoRwAOcC77fzGgIuNfOf\nZlkVe4eMArjsY7jqa8jqp7btWAINO6iWaqbtwkOR0L7cmjFx4mVtQLv4N+xU1dc6F74dfZ7Bk+GQ\nP4Yex5NK0HK0AAAgAElEQVSwkBK+uDO4RsJnfw09Z3Q3IWQY9GMZ6zTcET/G+gibmjeEFq+fDLuV\nDK1GZL+SkDRDUbaagbgMM7zrjtuHC6cNY9LQAtzeABsqtPNb7TB0Opz0oBL9yx8K676AGefHfo+g\nOudVr4/2mnwtyk125oQMoEnSkVJy2XPfc9Ij0bVAUkoWb1Ez1J11biobPRRnd2xGOnV4IYfv3S8o\nPX7uk6E+0/HkyFt9gdTPyJOM1SK46/SxvHL5gYwekENNc4rrKbxxvOyWOB5FIKB+R84Ygp9dJC3/\nU1JKH/A7YCawCnhdStluN3BLVXiK5/YDb+UZ3wl85tcEvQJ+GHYQDBqvQikAc/4BwLyAChtl4AlV\nY2sy2acfdQi70eLu710drrqYMzDGQKxw9G2hx7Fmy5XrYP7j8PX94dv1L0dk7YEWHgsZDO1201y4\ndwis/5J56yr5flN1qE5Ex5FFi1c1iBFC8N7VB/PK5dNCb0GLR4/sH1GJDcG6i/Iaw5fWYoEDfqWk\nAMafDU27Yc3/1HMTzot+r7qHsW1xeJjN26J5FNngMQ1Fqvh2vUrrboghkb2ttoWKhlYG5bmod/t4\n54dtXV6kNS7xGSXLjXh8/tQvBqeAC6cN46BRxRTnOPhs5S5e+z45nf5iEi9qEMuj2Pq9khcP+EKT\n4CSStv8pKeVHUsq9pZQjpZR3t7f/Zf9dEL3RmcOdvou4z3eOejzIoHMfIWr3oV9dOE+wLiBfNCAt\ndrWOccmHZB1+LS0OLXy05dvwYrO2wkonPQBFo2L/w/8zHT6JUR6i13ZEGgrdk9CNjl4hrddy7FzG\n+U/P56zHv42WD7HaafEEghXnE4bkk2cIQY0ozuL2U/fj4XP3jxrOkEK13vDs3I3c8u4yPlm+I3yH\nsWeGPx46Pfo9jdc+/6q1cEeBUvAN+NUif9CjaENh1qRd6pq9XP/m0pg6ROc/PT/GKxS6N6GnuQJs\naKcVaiLoadixxAJnrtjJzBW72F7Xe9eldK/r+reWBbclXQNKnzTqa4I6sQzFM0erejFoP9GlE6St\noegI63Y38uWaCs7z3By2PSdbzZB/kkOY7P4PHPrn2AfIHhDM1LnV/hJX2f6n1jOEUJ3gLFZanBFW\numQSnHh/bI9C54DL1T85VujJmAllXNPYqX3xqiPqQDyNqtWq3hBpzSdqdq59aZqFYQFZX+zS+3QU\n743b64+r8y+E4JKDyoIhKCPF2U5+vv9gvt1QxUvfbeHXLy0O38GVpxbydWJJB+gqlu9cFXqPejqs\n3RVSmA3421fp3UNZsLE6JN4Yg+e/3cRrC7fy37kxChs1jKEenz/Aaf+ey4OfrsEi4PwDhwWfu+Wk\nMZ0ao7Em4iAtuy6WRzFzuRIQjOXh9BYis8K++qmCsX+byZdrdjPlrs+Yv6Eqzis7gB5e1vu5HPgb\ndRtpKCJDutkxlKG7SJ8wFHpV6LeB/bjMc11we05WNh9do/pPVJEXP1XTYqfFHq5rJJzh8srSFaFH\nUzQKpl5Bu+iieD4PNOyCVR+G/2OFBYYfHnq8fhbclqdujTRVwP1aNlJGgeoP8d7VQc35uppKMnEz\nVOyCj/+i9rt5p1KRPOy64BpFZzh4VPgMZd3uCMM3+qTQfVe0LDWRnx2EPAhnjvqr/AnuKIQnDo/e\n14Szn/iWJ77aEDeLSM9SqoronWJccDXKcizdVseP5XVsqmomy2GjrCg00Rg3OELjK0E++P0hQc2n\nm04ag9UiYtfn9I5C7DZxWEO/pS1VzcG+8s/P20Rlo4eHPv8p3ksTx9usarD0LMLsfoCINhQNBi/f\nlgFlh3T93BH0CUNhpF4aZtY2F/uW5DJmUC7TRsTow3vwteo1PivraiO+vRHaTlmuCCPTVn2AEUeW\nygR67UJ4YG947YJw6Q8ZCJfDWBCjUBDCF7dHHqVuf3wlODMf9P3fWen6JWdavwrtZ7XBvqeC1U59\ni5csZ+cMRVF2+Hv9xePzwncwfhax4qOOGItr+gK+My+8d8euZdEzJJMgrXEybfK1yvrqCENhLB7V\n0zs3VDTy88dC/0OXtnalk2hqbCSD8zNYccdxLLvtWIqznWQ6rDE9CtEHLIXTUD/y6cqdQTVc3VBa\nkqGG7GlWIXLdMGQUKg8+Mj3W2HOmZP/48uJdoM8ZirAeClrhW78cZ+zGKnsfD8D2Vifb6Mc/Mv4Y\nvY9GhsPKi76jQxusCWaG6BfJtTND27YvJjit6r9v2zURV86G/GHhhmLQBCg9QN0vXxS2u53o97mx\nsomFm2s6XdwUmQVT21a2x8AY/Y4j04chlKnlzIk2JInKk+yBNLfTIGhDZbi3V20wFHo6qr4uoaN7\nmnqhant9o9vCabMGm/xkOWwxPYoWb+8NOekYpXBW7qjHp3XM1P8/nbYTO36EGi0ZxdusOkTur1St\nGXWUiiZE/j6MDdgc0QkpyaDvGQpjDwVtdpupF41FolUYf5Sp1EFecR8EJ9ynnjvv1bBda5u93O27\nILQh0aKWWP+45hpAqk5TF74dvSBspGR/FeOvMWQy2TPgRG2cDdvDd7epC/BvA38JbvtCkxwY0a9z\naXNDCqLbnrb6Ij7Pw2+Ac16K/ws5MSK7S/coXLkqDXnMqaE1leYkxHf7KB8t2xFzu0eb0S7fVs+S\nrSFDUNMUMupba1qoafKE9YIA2FKtYuF6AVxnPYpIMp1WttW2MH9DVdhELV5tRW/iggOHcs8Z45g2\nopBl5XXMWKBqieZpGWad8pqaq+GJw1T2EmiGIkOtk95Wp64DuqGo2QQr3lX76YktBWVwwj+69sbi\n0OcMRT0xDIUjjqHILYG/1bK0UIneXThtKBx4pfqnjD4hbNf9h+bjwTAjT9RQDDs4etuSl9TtfmdA\n7iAYcwr8eV3sWD4oj6LckNWVURAto6FRIlRjoe88I9heq7Im9IvI744cldiYI8iL0apy9C2fMHdt\nZWjDz25U7yMeU6+AX30eevze1erWmaMSB855ES54XW1Ll+6AaULAkG96y7vLY+5jvPif/mioLW+N\n5lHcdOI+eHwBVu6oj+sR7jNIJSK4OrmWFUmWw8bcdZWc8+R3XPysyryqd3uDtRUz/3BYUs7TE9is\nFs4/cCgDcl2sjVyzoxMexc7lqnc8KK8CVNZTpByQbiiePhreuEQVub71K/XcVV9DUYzC1iTQJwxF\nttPGhdOGMvMPh/HSrw2LoVomU6bTGl8GWQh8fsmEIflcd9w+cc9x04ljCGAhILVvQKJ6KvH61gJk\nGbITsvuFf7sO+j1c+lHsY2T1U0ZFj+2PP4fP7ep9T5XqQtKEi4PunaUaEjV7cdgsYf2Ak8Gz38TP\nsInJkANC9SV6UaBRF0pf36gP95L2ZKSUHH7/l+3uF1kl7PUHqHd7g4kHk4epNbot1c3UtniwWQQT\nSsMXrZ+55AAev3By0rq32QxaSN9vUuGSqkZluG4+cQyje5EgYDzifVaxWsi2yQbD/1grHMbTFC1k\nmlEA2xaFJlOf32Z4XYxEkiTRJwzF8OIs7jp9HKMH5nBAmWHR2qIujJkOG81xCn9AhVEy25lFuexW\njt13ABa9412kwGA8rPb46xnZkQu/2pdr/wvh2LugTPNGIg2Fnrqr7d9cuC+/bfhl2C6tmvdT2eih\nptlDQaa941/eGJw3NaSs0tSZvPFhERkZRmNZPFq1cowUXdyD+GZdJS/PD4UZl22rY2t1+/UG+iL3\n9ceryc6CjdWMv+1THvzsJxxWC/uV5GK3CjZVNrF+dyMDcl28dlV4zUthloPjx7aR7p0E6luUNzOi\nX2pi6d1NfhxDES87LS7GOiKHZkC9zdGGoj05oBTRJwxFTAwX1wy7Fbc3EObCG2n1BaJUMGPx0DkG\nBdWMOGGiWOgl9UOm0ZRhEAw0XCS/XLObJp92IY+sbu5v8HRc+TBAk3bWsqVu+NqLBzvf9DesoWhG\npLrJQ2OrL7jA2Fl+MbkUgFLDekWgM9lJgyeFPzZmTNkc6v8WryPeHsAFT8/n5neWB43w6p3RFeux\nLkK6R7GvJs3y2crQZzilrACX3UppQSZPfLWBz1ftJsNh1bZltNkfuyvE+nrone3Stud0B8nLjJ39\nmNXBHuLMMbRU9muipK0N0XVJutcQGXqOE4pOFn3TUNywBX4bqkbVszjiyQm0ehNTssx0WFkc0OL8\nHblI6gvadhcvTnw5uLmakKt42X+/Z0er5nlEVI1Tsn+o2Ob816KyiD5tUnHJHwf+nCWBEZzUek/w\nueP+9RUeX6DLcgn/PHM8a+46nuP2C11UbLGymdrDYoUrZsV/3pG9R+s+6ROWNxepwspY6bCRMvig\n1qHsVsFgrd/I+orQDFUvDhtRHJrFjx6gLkBzrz+SJ7WeJMnGOEpdtbhO8yhy+4ihGF8aXXMytaww\nLNssirWfw66VoceRmk56RqC7PjqcNOlite552Sfh2y9pp09FF+mbhsKVF7YIpBuKcbd9SnlNtO6S\n2+cPy4uOhxCCmWiCgFFhozbQ1xIad9NIFqe23slJrfcw6Z7ZYbvVo405Vm+G4+6BX8+FoSGNJn75\nKZtOeQM3ysD484ZxuucuVsiysJcmQ4DNYhE4bVZG9c9h/T0nMnFIfnTmU6IMipYKCeLMiS+i2Mfx\n+ALBC/1GTUajNcbaWizj4dUmA7maUahoCH2H3F61/5FjQh7srSe3I32fBLK1up0Mu5V1uxuZsWAL\nu+vVuArizMR7GxOHhEcWlvz1GIpzHFQ2ttFf5eUzlYQPqN96pJSPv1VpwTXtVnVGRvKHwmUfqSSY\n0SeGb08hfdNQRJBhcAPXV0Tr2CiPIrGP4k3byTw16lEump3FVS8uTGwAuhzH7pW4vX6WypFhF3M9\nY+VW7y9p6j8JX/9x0cewWJRkt5GhB3LEG6EMlnOnxv6yeJKs1Gm1CAbmujovwWCxwDF3wBUxFmmd\n2Xus7tNRD84Ofj93aDpIboOh0BvlxDIeTR4/LrsVlzYpMlZo64kcgw3dDQfmJV+KOpIj9laGSfdo\nbnx7GXd8qGbSxdl9w1DYIzz1/EwHxdlOKhviGIpI5ddFz6m/SP49WdVXtbVAnYgyRJLYIwyFsYCo\npsnDh0u3By/Odc1eqps8FCTYuzc308mnjSP4em0lM1ckGEs/5g51e+n/oi6uO+vcwXTFFbKM/bb8\nmeve73jT9t8cMZJ+OU5mXDGN3x4xkucuOyD4nGoSk9x/dY7L1jURtIOvjV6vAE1Jds8zFBsrm8IW\nrXfWqYp73RsA6J+jLu6xPIot1U2UFmYGi+eqDDNavYahu9cFLj90OK9cfiBHjQlfAyktyEhKYkW6\ncN7UoeS4bLz1GxVtKMh0UO/24Y+1JlpjyBQM+EPdIQH+sAxOfih8f1cbcirO1GU5RbJHGApjjvmz\n32zkd6/8wCNfKEnyR2atxeMPcPjeiYWSNlY2BVP9QC0s/tRen+CDr4W/1fLUlhJeW7g17Klpf/8i\nSnbhnR/a7tEUC32hfvrIIv5y/D4cMbo/p0woYURxVlLWKCLJdtlSI+q2hyrJ6jUvOjuChiLkPfTT\nuhFGpsI2uL0sLa9jVL9s7FYLNosIk/rO1+pg9Jl9UYKToq4ihOCgUcVRk5RfH56aXP+e4u8/H8ey\n245j8jCVCalL5cRMyTeKfc57RPW3ASX8lz8UciK6Y7ZlDFIgJx6PPcJQTB5WQHG2E7tVsLS8DoD1\nWgz4aU1tc1hR59L1/vHJGo596CtWbK9re0chuDuO+ufW6s51dzOm/F5h6HOt47JZaPH6kx56ApUu\n7I5Xm9IVdI8ikOLuYWmGHtM+dK9ipgwrYHdDK9+sqwzzHnRDEelRLNhYTYPbx+n7q4uMrhJcnO3g\n7jPG8uDZKltvSGEmPxvdj2cuPYDuJDJLqw85EzHRO+E1x/K4jQoLO5cqQb9Rx8AftULKyFBTW6Gn\n7NRkq8UioauHEOIBIcR+qR5MqigtyGThLUdz4riQ5n6k9tOAnM71mZ2xQGkw6QYoHm3lVUfq8ySK\nHqp45Lz9Y3Yly3Coi7nKiEmyobBZ8QUkPn+SL+jObEDGbwMZj41fqeYtvRTdq/zXORM5U0tFvuDp\n+WHGWF9jqI3IqNHj/hO0hVU9/JTrsnPBgcOCBsZps/Lfy6ZGLcCmmkjDZu3jlkL3KJpiqUG0GuRL\nlr+likuNrQoiPYi2PAq7ts5UMLyTI02cRK8eq4AnhRDzhRC/FkJ0Toe4hzFmWsxavTvowh80sghb\nghfSR88Pj6vr6X7teQXxVD9BVat2Zsav56Tnx5DYAHXBSJ1HoY7X1vvqFLpA4NtXdex1z5+imrf0\nUrbXtuCwWcjPdIQJzrkNn+9YTf57q6HbYCAg2V3fyrjBeUHRR92jiCW90hNEhmBOmzg4zp59A92j\niFmQ6mkKL9Zt2q36zutEeRTtXGp/Ox8u/6KTI02chK4eUsqnpZQHAxcDZcBSIcQrQoifpXJwySYy\nJU+XoDh6TOIuXDyt/vb658ZUr9WobPR0qleEXuUaTxXWpRUa7qhzB/dNFroeUNLDT1btf6S3Vt1D\nmLe+ihHFWVgtgmxDU5wWQ3hx9IAcLCIk4gewq8FNi9fP2QeEKub1tYgeKWp763K4b6+wTbvq3cH7\nvzpkeNwGWn0Fve9HTH05T1O0WnKu0VBEXF/ak+Xovw9kpb5aO+FpphDCCuyj/VUCPwJ/EkK82uYL\n04jCrPAfzr0fq5amBVmJ/6BcjtgfWW2zh02VTcxbXxn13Kod9dz0jupcd/upoQjezyepmVVlYysZ\nditHjO7Y4pTuUcQrXuqfGwpHfboyudXOukfhTrZHYWwb+9RRHQ8nGeXYewk769ys2F7PlDI10zSG\nhoyZZbkZNgblZYR5r7p2Uj9D6LEkT4WoesRQLHtDzZJnnAd+9f3UVQG++H+Hd7p7Xm8iboFvczUs\neRnqtsIRN4a2Gz0Kh6ESe/+LlCBoGpDoGsVDwBrgROAeKeVkKeU/pJSnAG1UT6UX+XGKfPIzEs8C\nyYxTmr9iez1H3D+b85+azxUvLOQ7QyvEK19cyMda+8f8TDtv/WY6H/7+kKAnM+enCnbWu3ngrAmc\nMqEkmC/fHvUt6ouY64o9pjLDAv0pE0pi7tNZUuZRZBq0urYthE+u79jr/zVOtYntRdS2qIv9QSNV\nJ0G71cLF04eRn2mnsdVHht3KlGEFlORnMLQwk81Vypgu2lzDyY8oXSxjc6kSbS2jsJuym2Ky5iPV\ntRD4x5njefzCSYzsl92n0mLjocu0R/XiqNkUun+AoQbCuEZhVDs47d9BvbqeJlGPYikwQUp5lZRy\nQcRzU5M8ppQR74fTkViuHiLS3fvCLAfnHjAkLBzw2cpdnPvkd8GFXp8/tJCd6bAxeVghYwfnRXkQ\nRdlOHFYLXr9k4aZq2kOP/cbrH1BiKLC6/6wYDYW6gC55knRDMfYXMO3q0ONti2DZmx07RnnkVzS9\nqWuO1j/KdtpodPtodPs4Zt8BvPmbg7BbLQwrymRLdTOfLN/BI7PWBvc3hlX14ySly1pHiPTmtO6L\nSmxwUIwX9E3iehTzHw/dN65T5ER8Nue9Cr8Lb0jW0yRqKJ4HzhBC/BVACDFUCDEVQErZTl5o+hBv\n0bcjcgJWi+CfZ47n/d8dwvybjuLLPx8RzJ+O5LHZqnDOmEdeYBhDLO9k9EAVv/xmXfvNe1q1Yqx4\nNRLGWWYiWlYdIRh68iY59GSxwPH3hMdxP/tbx44RSwIFlKcxOzWNXbrCG5quk3GtKdtlwxeQqqe1\nYSIwpDCTykYPv35pcbBPM4SHGc/YfzBOm4UzJ5V2w+gNLH8r/HHzntmpMCtWeuyqD2Hpa+r+4TeE\new6R9RCjT4DizvWOSRWJGopHgemALmvaoG3rVfSLkwIbL3QTj7MPGMLw4iwG5LrIy7DHjQWv0ZQ/\njcqtY9tpXH/RtDKAhLKUWn1+7FaBxRJ75piTpE5lsdAX7BrcyV0kD3LSg6H79eXwwmmqoUsghgfj\njxjDT3FCTzPOgdn3hIcA0gBdADA3I/T/ynYa74eMfJiMvgGjkSkrzmLNXScElWS7jcjGWy3te8V9\nkcxY6bGvacrOky9TTb6MpEl4qS0SNRQHSimvBtwAUsoaoNeJtegSCBCaET918RSKYtQgdIR4hiIv\n004gINlY2UR+pp2nL57Sbvcwl92C3SqCC9Vt0eprW/VWjwenQvtf1wrSpSaSzoRzwh9vmK3aRH56\nS/S+keqbVevCH5cvggcMi6g/vEy6oIedsp02hhaGhCyNhsLoURxQFu29PnHR5BSOsANEZvPsoS1t\nHVp1fMweONN+2+Zrb/9gBa/MT7+EjESnnF4t60kCCCH6Ab2ydPb1q6aT5bRSkpeB2+dnUF6Cnera\nwJh19Odj9+bk8SUccf9sBuS4qGlW/SBuO2Vfjm5D93/W/1Md6oQQ5LjsCaWztvr87Wo4LbjpKDJT\n4FkMyHUhBGyNocabNA66BuY9HL7tu8dUf+1hhqY7kYbCapjD7FoBTx8Z/ry/DWXPbmZztVqYvv+s\nCWELvUbjYCyWFELw8bWHcsL/fQ2oSu7j9ktts6GECUR8Z5v3TI9CCEGmw0qTcTG77FBobWC3ayiL\nl+9Qaza/na+E/wz895tNAJx/YGrVYDtKoh7Fw8A7QH8hxN3AXOCetl+SnkwdXsh+JXkUZDmSYiQg\nfO3jd0fuRVlxFg6rBbfPH9RDipfCOv+mo/j2xiMZ0S80G8t12ahr8bbbJSuRQrr+ua6w2WmysFst\nTBySzxerdif92EGOuQOGHx69fdZd4Y8jRQT9HvBoBqw8Rnqtr41eAd3Mqh2qUndkhNdn/N8PKQzv\ncjZmUC5nadXbizan0TqAbrCv+hoyCvfY0BOoiVRYEW5rA9XkMfXuL/j1S4uVJ9l/Hxg4NrhLXZJr\nnZJJogV3LwN/Af4O7ABOl1K+kcqB9Sb0SlpjVpXLbqHF4w+GkOJ1mBuQ64oyWEXZTj5cuoPbP1gZ\n8zU6KvTUc3Jd+w7KZXc8OeVkIESoN3DkdiNuQz7F+HPVrf66WAvbaeRRLNpcQ1GWI9jYR6cwS4VD\nDx5VxCnjozOGbjpRhdL2HpBGfaf1zzp/qEpzruu4uGVfYdzgPFZsr4fKtTD7XvA0sq0lFCbeWBUt\nUWNsNpVudGSquRao118jhBgqpUy/YFoPIIRg7vU/CwsR1Lt9PDdvEy9+p0TAOjKr15vOPDdvE7ed\nGl9iK9HOfKkiL8Me9HxSlh8fmXI56hgl1dxcHaq50PVzLv1INaxa+qpqOn/GE6FZbtGo0NpFGnkU\ndS1eirIdUZ/f1OGFfPC7Qxg7ODfmZ1uQ5eDD3x/CoG7oK5EQgUDIg7C5YORRsOAJeO1CGDQRDvlT\nVGfGvszAPBeVja3Ip45EtNaDLQNvXmidbFNlU5Tm1opt6ZtAmmjB3e+BXcBnwIfA/7TbTiGEOEsI\nsUIIERBCTIl47kYhxDohxBohxHGdPUd3U1qQyYDc6B+trknfEUNhbCoTr883aGsUCXTmSxV5GXb8\nARlb/CxZ6GElob3P7AHqgv+vcaFsJ711qjNHXZQO/gOseBvu6hfyLCaeHzpmGnkUTa3+uHUw40rz\n2jTAYwfndTkRI2l8egt8dZ+6b3PCdK0WZtUHMOtO2NBG+9s+SGGWA19AKiMB4GuhLuBgcH4GFgEb\nKqM9iuXb1L6uHvxNxyPREV0LjJZS7ielHC+lHCel7EoF13Lg58BXxo1CiH2Bc4H9gOOBx7RF9F5P\nTgdScP99/v7B3tSRcctAQFLX4sXt9fPlmoqk95noCHq219i/zUxdfPX0/6h1ius3qb8BWgtPTyNU\na01g9NCTK1eFpY65PfT6b/8NFjsMNSx+x6uz6EbeW7KN4x76inq3NyVrSN3G/CeVzMp3hmx5ISC7\nf/h+S1/v3nH1MLFqs2q8TgbluaJkWHR0FWm3NxDVc6SnSfQqsxVIml8kpVwlpVwT46nTgFellK1S\nyo3AOnpR5bcRY3OWk8cPoqw48RTV/jkuThqvJDeMvXe31bYw4qaPmHD7p/xd622xI1XpqQlgrEup\naEjROCaeD5e8r8TSMgpgyq9g39PVc1u/Aylh/SyVwx9Z4apjz1CG4tRHVFjE76Gu2csfX1sS1TSq\nu7j21SWs2dXA9lp3sECr1+H3wsfXxVbttUckiix9Dep3dM+40gBjAaTOmhpJcbaTLKeVd37Yxti/\nzWTF9jou/e8C/rd0B42GLKlE0uO7k0QNxQZgthYW+pP+l4LxDEYZJZ1ybVsUQogrhRALhRALKypi\nLHj2MMbahWM7kb6oV3DXGmbqdxoWt5//Vq19nBxjobO7GDMoVNDl9bedoZU07C6VNgvw/u/h9nxV\nETzuLBXyiIlQs9xJF8OAseD38OGy7bzzwzYe+DTWfKX7qGxsxe1LYegulRi7tcVifEQtTP321I0l\nzRg9MAcn4ZOQJlwUZTv4aZfyHBpbfdz78Wpmr6ngpe82hykFf6Jpw6ULiRqKLaj1CQeQY/iLixDi\ncyHE8hh/p3VtyAop5ZNSyilSyin9+nVfS8BEMcqGj+qX3caesdErbfV6Cn9A8smK8C/PWZNL+fNx\no7swyq5hXEiNqb2fKjJjSKaMOyv88ZGGwrxWgzNstcP2H7Br1ezbIlqQ9gT7DOzmCupkUbe17eeP\nuTNif0NiQsMu2PRN8seUJvTPcVHqCF+HaJKuqHXMtZrRWLmjnsZWfzBEfcu7y7tnoAmSkM8rpbwd\nQAiRrT1uN49LStmZLjLbgCGGx6Xatl6HsQK7M1IKet2F7oK+siA6wWz0wJykd67rCMaF1sbuNBQZ\nMQxFfkSB0mHXheotbIYf55ZvARj3wUnA39MiFnzDCfv09BA6x0tnRm8zFjs6wus/qDUYlgf3ARmA\n29I306erDHM2gSGC1ISLaSOKmDKsgIVa/ctOrVeHvsa3/9B8fthS2+1jbY9Es57GCiF+AFYAK4QQ\nix+qo2oAACAASURBVFLUGvV94FwhhFMIMRzYC+hdUqAaeuZCZ9MXdf2pP772IwC3xphhxMuW6Qm6\n1VA4Y+hlZcbQQLr4PRh1NFz+eXDTZocSWxtj2cKplm9xNZWnapR9m3jFoAVlofv2CEOheyBSKiMB\nsbW7+ghDnOEeRQOZDC7I4LlfTuXNX4eSK4z1V4eOKqY428FR+0QkA/QwiU5HnwT+JKUcJqUcBvw/\n4KnOnlQIcYYQohwlNPg/IcRMACnlCuB1YCXwCXC1lLJXfpN0afHIqtpEiVfJPcWgVBtop3K7O7jz\nNDVf0OOu3UKsfPxY6xMjjoAL34KB44Kb7uz/UPD+w45/c3vtzckfXzskvc94T9AY0QhryDQ47C/K\nOOtYrFA4Ao69G/rvB4ueU4ZhsyHkFFlV34c4yv912OOtsh95GXaynbYwcVCjflem08aIftnREuU9\nTKKGIktK+aX+QEo5G+i00pyU8h0pZamU0imlHCClPM7w3N1SypFSytFSyo87e46eZkpZAcfuO4CH\nzpnYqdfbrRamj1AtDo3x/8sPHc6F01SYxZsGYZOLppexz8AcftzaQ+6ycQabAM7MbO70Xhh8nCWj\n89lTTbd6X6lCr0/RO7Bl94Mjb4bciAZZ1/wAB/0Odq9Q0irzHoafZoae93T/598tBAIc1hJeO7JD\nFpGl9apw2a3B3/de/XOCMkA5LhtZDmvsNqo9SMJZT0KIW4UQZdrfLahMKJM45LjsPHnxFAbnd15P\n6gLNIBiF9/YakBNc/BzUhWMnk/xMe5s9wVPKZZ/ALYlnveVn2PkuEKqQXSsHJ7/5UjtUGVJyi9Ol\nYK6juLVCsjxtSTFWONCIvq60bVG4um9rH/Uo9EI7A36sYet6emFtvxwnozUploJMB5lOW9pNJhI1\nFL8E+gFva3/9tG0mKUSXnd5c1cy4wXlMG1HIyH7ZXHDgUF67chrHtqFG251kOWw0e7v5iz38MHWb\nkQ+2xBXv/QHJWlmK26p+mBUyn5rm7qmlcHv9nPTw1xz1wBwADhpZxAu/7JVlQqELoe5BtNdTQQ9J\n+b3QYMjeW/Rc0oeWFrijF+mNtVUQyrgbWpgZlC/LcdnIddmpbe6FdRRSyhop5TVSykna37VaTwqT\nFKKr0H66Yhdurz9Y7SmE4MARRWnTfzjTaYvuDxyHQEAGZU26xAVvwW+/iy7saofGVh+lxfm4rpmP\nx5GPHR/T/z4rdu+AJOL2+rnjw5VKKE7jxhPGdH9zoWShexT6EmKsZAIjgyaoxILGXSrcpHsY3/W6\n/meJ8eOr6nbkkXD+63DFl1HZbZceVAbApGEFwexFgWBEcRbVTR4Wb1GX2BaPnzcWbkVKGexf0t20\naSiEEO+39dddg9xTyXXZ2X9oPluqm3D7/O02PeopMu3WhBffDv7HLE56+Os299le28I1M35oO5xl\nc0D/MfGfj8OmqiaVZZI3mNacoTi0/MVd9amV9Xjyqw1RDWn2GtDx+pq0QfcoSiap2xE/a/81uYNh\n10qoK4fRJ4a2e3tOXSBpNOyEl34RErGcrXVhmPIr2Ps4GDwp6iUnjhvEpntPIi/Dzj1njOPsKaVM\nHV4YVBL++WPzKK9p5v5P13Ddm0t59Mt1TLjjU/63tPsr3NvzKKajahm+Bu4HHoj4M0kxOS4722vd\nuL2BtBQLA9X6MVGPYkedm9Vai9h43Pruct7/cTtz11UmY3hBWn1+lm+r5+BRxQBY7S6cmqFIdSbS\nVz9Fr6Okq+FPCD20csDl8PvFMCJG35BIRh2tBBm9TeAw5MJs/S41Y+xONs+DdZ8pscodS0Pb+yVW\nIzOkMJN//mICDpslTHK+stFDubZG+cVq1fvlb+8vj6kVlUrau/IMBG4CxgL/BxwDVEop50gp56R6\ncCZqdr2ttoWKhtYelRRviyyHjUaPj9YOSFG01Wt7l6YblexeG7rbrmtUWR0unEJti6eAu7Gyicfn\nrG+3iVR7bIn4YffaRWyd1npVXGd3QdHI9veHcC0unxsyVdZPn6ilML6HJ7T1swvehOJRHT6UMQGm\npsnD+gqVGbalSn2HKhs9HPevr2K+NlW0+UuUUvqllJ9IKS8BpqFE+mYLIX7XLaMzYZ2hmUlpQXpk\nOUUyeVgBUsLXPyXuAbQlZqinBiY786NGMxR6KqLNkRH0KJojzrWlqpmzHp/HhU/P596PVwcraDtD\nXYs3rMHTI+ftzzu/PajTx0sL3PXg7OD6isuw/+7VcInWqaClDyx3hmU5aZOK9tZt4mCxCG46UXki\nFY2tbNaaHBmz5bo7fbbdKZtWJf1z4CXgakJtUU26mXTVBNKVcS9/YWGbrTmNs/K2NJb03dryOjpD\nrZbdlJ+hkgKsdidjLZuA6B/eQ5//xPebaoLj3FbTeU2o7RHv9ZQJJZ0uxOxRProOvn5Q3W+tD7/w\nJ4LRsGT3D3kU7vSTrOgwsQoH20sZboMLp6n6lF117riCmx8u3c7CTd3Tbra9xewXgG+BScDtUsoD\npJR3Sil7pf5Sb+SYMaEU2NED06jtpQFjr42/vR9bzKzV5+edH0Jfm/o2+lfoWVH1Lcn1KHQvpihb\nS6f1K8MxQmyPWoyPXEi//q2ldJYddcpQWC2CMyeVdvo4PUpTFSx4Er64XVnyrnoUp/yfSm0GaOkD\nhqI1xrqbs/O/10yHjUyHNayGKpLfvfIDv3j82+RkEbZDex7FhSi9pWuBeUKIeu2vQQgRXVFiknQe\nOHtC8H5xduL1At2JsfHOiu31QU+gusnDM3M3IqXk+H99zZ9e/zG4X4M7vhHQF5aT7VF8v6maHJct\n1Gd66hUADBJVUWGuZq0IT9fhWV/R1Ga3wbaobFQGafafjwj7f/YqmqtC9z1NygtwdXDGrGs/5Q2F\nrGIlu2LL6COhJ81QnGZI9+2oxxVBcbYzuLb1x6P35srDRsTcL3L9KxW0qSonpUzPNJs9CGNmTLrU\nTURiHKOUauae47Jzw1tL+XTlLppbfWyMaP0Yb/3BH5DBWGx9G8akMzS4fRRlObBqEuO6/EQxdVEF\nTuXaj8/Y2Kih1Rfs6tcR6iLWRnolXsP/r3EXNO6GIQd27BhCwB9XqoVsnYyCvhF6atip+rLvfyFs\nXwLfPxWuWtwJirMdbK1W3uiQwgx+PqmUJ7+KFsRYs7Oe4R1ojNYZTEPQC7hk+jD+evK+PT2MhNE9\ngQqtO98Dn/0Ud59INlQ00qppWCW7y1drZC1KlkqTHWhrCK5fgCoKjNXTuK1wWSz8Acl/v9nIjjo3\nVovoPS1PpYSKiIZOHsOs9ZFJULs5ut1pIuQNDs+Sysjv/aEnKWHlu5CnhRVPvA/+Wg1dnNj1y3EG\n18gyHfEzHttLN08GpqHoBdx+2lh+ecjwnh5Gm9x+6n5cpzVR0j2Btn4m8UJPr32/FatFkOuytRme\n6gxubyA85daVD1YHpfbGYEYUEJahZKSjfcHfXlzO7R+s5NlvNpLrsqWtRxjF/Cfg0alQvii0zRtj\nMV9fjO4KGQW931Ds0tbldA9CiPYlTRLA2Go4Q2uXe/Co6M+8vAuJFoliGgqTpHDJQWUct59aeJ+t\nFQZlxJkFDS/OCsoTGAkEJG8tLuf4sQPZZ2Bu0tcoWn3+8FoUISCrHwOtDVSF9SaPHfPtqIdz3Zuh\nBfD8zPRcX4rJhtnqtsFQAeyNofI6/uyun8uV3/vXKJq1zKPpya0a6JcdCl3pHTOfu2wqT188BZsl\nNOmo6Ya+76ahMEkaOVr71ue/3Uxts4cGtw/D95nTJ5bw0q8O5Lj9BrJ6R0PU4vDm6mZqmr0cvlc/\n8jLtrNheT9kN/2NpeXJmnK2+AM7I6vasYsbJNYzbFeqjEOk5TBuh8uETrT6PRbrWwMREX5i1G2Ls\nnhjGMzdmO/uOkVnQ+w2FXkPR0cX9djBmE+qhJ7vVwtH7DuAPR+8FqI541d0gamkaCpOkYVys3VHn\npq7FG9aA6cYTx3DIXsUMyHXiC8go1VZ9DaAwy8GAXGcw9PTmoq53oWvx+PlhS21061NbBgO9W/mT\n+99I7WIYmZZ7tJai3JFmMlJKHIY2tcOKelHdhEczFEYNJt2jOOGfoW3JCKVlFEBL99QCpAxdILGL\nWU6RGNe0Ir3zq382ilV3HM+QgsywhItUYRoKk6ThtFk59wDVn2CnZij2H6Jy5R89f1KwsXz/HHUb\nuRagF71lOqwMNDShT4bcxZuLVBvO+RsjLkoGOehnPlvEn15bElzY1jOcdEmFjlTD1rf48PgDwfTa\nsSXJnW2mlIBmTL0GL2LBU+DIgXFnJfdcGQUqC6o3NzDSPYqO1pW0Q7bBo8iI0AUTQpDhsFKY5egW\nQ9FL0jBMegvXHr0Xr36/lZvfWUZts5cxg3J55pIDsBhiUIO1MMzHy3cyZlDox9Wi9bTIcFiZOjy0\naJeMbKG4RUmGWfHbc5eyUpbRotVQTBiSz1c/VVCgXeybOiApUtGoZuM3nTgGAZw2saTtF6QD3haY\n+xDsWqY91gyFux4qVqt2ppmFcMwdoX4gXSVTZZ5xTwncWgnWXphCrE82kmwospzRoadICrMcNLh9\neP2BoFR5KjA9CpOk0i/biUXAdq0K+pQJJWFGAmAvTR3z4S/Whm3XZ+xZThtTh4d0clqT0PLVF89Q\nGFp3nmP9knwa+Hj5Thw2Cw+fO5HbT92PyVqf8o508atoULO8knwXZ04uxZbCH3FS8Pvg7oEw5x+h\nbRVaWvPuVep22m/U7cHXQsn+yTlvnqFSfeZNyTlmd+OuB0c2WJM77w4YJG/iJYbok5iaZg876lo4\n7dFvWBDpNSeBNP/2mvQ2bFZLMK1v2ojCMI9BJyuOh6Abikg3uyUJTYX0Ir5P/nBo+BNnPAHH3k29\nyOUS22cscV1FP2rw+ALkZzq45KCy4Eztgc9+4qkYBU+x0GtI+vUWlVhj5bXOd49C7VZ49lj1WJfc\nSCY5A0P3FzzZ/v76xXPnMnjx5+kRsmqtS7o3AeHfHUeciUahlk1X3eThp12N/Li1tktyM/EwDYVJ\n0tHXIPT4fCyuPGxEVH8NXcFVd7Pn3XAkQDAU1BWqGlsZkOuMFlbMKoaDfsfXxaFUzyEifg/uuz9a\nldD59JTFgjY+g7TCFycX/19jQ/cdKWi01H9fOElrbTPqmPb3f3gi3DsUHj8E1n8BO2Nri3UrK95N\nujcBMHZwXrDuJ14NTkGWCtVVN3mCodFdXVA6jodpKEySjq5J1ZahyHbacHsDeA0Ng5oMoSeAkvwM\nirIcXZZUllLy+sLyNmO4mdaQm/+28zbshHsxV8XR2YmHLlHSa6qxE+oylwLxOSFU86Nhh4QvnkfS\nWAEf/QVqNoX3o5apbTjVLjuXKeVYvbNdkll06zF8dV387oFFWcrr+Hzlbio1LzYVEuS95Fts0pvQ\ne3sXZsUPu+jGYGl5LZOHqfWI+hYvTpslTGYjw2ENehSXP/89ZUVZ3NIBOZPd9e6gK95WBWv2wOGw\n0/AeCJdFMF7wmz0+Mh1t/3SaPT6sFpH05kspw6i/NOZUKCiDeQ+H7zM8gS52ncWRBY074z//+sWw\nZV709p4OPZUvTOnhs522Nicbukfx7DcbUzqOXvItNulN2KzKTc5vQ0BPX3d40KADVdvsjRLOy7Bb\ncWuG4vNVu3l6bsd+EH99bwVfrlGhpMP37hd3vymnXs2GE18NPu4vatQCr4YxVTFSQNDnDzBzxc6w\nfhtNrX6yHNbeI9thNBQnPQCTLw1/fsQRSZGliIszG1obYcU7KrQU6eHEMhIQuw9Ed6J7N7/tmXau\nBTEq/lPxlTMNhUnS0ePybUleXDS9DFByHq0+//9v78zjpKiuPf49s/QwCwzLACIgKosKCFFxQc3n\nkWhcUVQicUk0bol5RrN+THwvmhg1mqdJTGKM+rJojHGL+lSMERc0YhRFQGR1AwEBGZRl9vW+P27V\nVHVPT03P0N1V3XO+n898upbb1bfnztSpc+85v8OfX1nLg4s2dBQVcimNFVLf3Mbyj3YmuUr3+Nc3\nLvtc12UppaCAfQ87kY0n/QWAuSU/gofP7zjvf6qra2ple11zR/Le3f9ex9fvfZO5vqL3tU2tXS7a\nRxJXy+mQC6zY3+B9Yf+ZNs8hG8TK4dP34e8X2ptv3VbvXFCp1LCT9ZrrAIGq/UL5+OLCAs6fPibu\nmDEB4eC9RA2FknbmTBuNCJw4eUSXbSpLi6mqKOGvr61n5m8WcO2TK+3xJB5FTWMrM3+7oFd9KS70\nHq/KS7p/Ih44qMrbWT3XO+57cqttauWg655l6rXzAE+K/EqftlN9c44ZCtejOPg8+yoCZ93nLTRL\nhuu1u/kU7prDJ+9551xJkdFHwMTT4t839zteJFQYNNdZI1cQ3q302lmTOweGpCFS0I8aCiXtjB1a\nwdobT+62It+AUnsjfXerN30wc0q8cSmNFQaWV+2OmG+NIJWF5YrK5HWO96nyJDjcheqGljber67t\nkCnxey+1TW25ZSjcuf7iBE2qOidsdnCG1YsHJwQL3Hu6t+1O7xz0ZZhzD/xoKxz7E+98hhaSU6K5\nxhqKkOkcUt79gva7H6cuT66GQgkN/4173LAKymOFnOdMSbkk/gO4+40tbVx+/xI+qA6eo/ZHgKR0\n4/bHwxd47f01rv2SCZ/UNlPuS4Zyq/PVNbXGHY80T30fHrnIbifmAxz4RZh0OszIcDLcZ86Fcx6G\n0+7ofC5RdK+oBI7+DnztRbu/aUlm+xZEc11mwoZ7SOJaWCqRT79/6f2Urx+KoRCRm0VktYgsE5HH\nRGSg79xVIvKeiKwRkePD6J+SHfzV4hqa2/i8rz64S2JGakNLG1c9+jYrNu3iybc2cfE9wVEnbmz5\n8ZOGJ13464Rf2K29FVqtUSgpKmT+92cAUO3TqPq0rjkuc9zVr6rLlTUKY2w1NrD1JSoTFGHLBsOZ\nd0N5GmpPBFFQABOOiy9q5OJ6FInqrFUT7Kt/mirbNNVCLHzBR/fhxa3JviWFXIrEoIwgwvIongUm\nG2OmAO8AVwGIyETgLGAScAJwu0imJ0eVsHALHQFs3tmQ9Ancr7vvRi3d//p6NjilStd9EhweWdvU\nxrEHDOPOr0zzSqAGkfh06Iuqcdc4rn/KS7rbXh9vKB5fuomlG3ZQ19yaGzkU/ozscceG1w+XZNIg\nXamzxsqhfGi4U0/1n0Bp8unKMDhxss10X7qha2n+Py5Yy72vfdhJvTmIUAyFMWaeMcZdbXkNcAVf\nZgEPGGOajDFrgfeAw8Loo5J5powayG/OtjeGdhPsLl8zcyJ/PH9ax/5zqz7ueJ8JWMzs8aJyYmyh\nL04/2Y3/Z0+t4uZnvLKhP//nak773SvUNbUFlq+MDP7iRBWdPbqsU1gM//FDu+2q2HblUYDV6tq1\nKTt9S0Zdde9KwmaIscMqqKqIsW5bHU+/vTkuodXlurkrufr/lueER+HnQuBpZ3sksMF3bqNzrBMi\n8jURWSQii6qru5ZcUKKNP9eiKMkT/4Gj7KzkHpX9KCosYMnVVubhxTXemO8KKJm621NAPkORuF4C\nUONTlB3Kdtb1O4fpBSuobcoRj8JfNMivuxQm7lSOm6m95h/2tV8SranSwZktfHT9HvDyL7z9mo/h\npZs9I1ZXDeXhG4ohTkj6oLJiKkuLeeCNDXzjvsX89oX4aTn/Q1UkPAoReU5Elif5meVr899AK3Bf\nT69vjLnLGDPNGDNt6NCuE6mUaOOX+bjmlM4Z118+fC/+etHhHS71oPIYA8uKOyKPwNa+uPEfqzqm\no/z06oZ94JmejLZv/ru75LnDC1YDcF7hPJpb2+OKNkUWvxxGYUR0qYoTDMWqJ+xrSZIourI0GYq2\nlrgESwBam6wG1vM/9Y7936Uw/3rYssyuT7TUQ0X495+HL53OD07Yn8rSYhpbPC9i0454NQJ/9cae\neBQZe+QxxgROeIrIV4GZwDHGM3MfAaN9zUY5x5Q8xS0KBMnrSosIR4+vijs2pDwW90f+ynvbuPNf\nH7DgvW08dYWnDtva1k5jSzvl3chtdGL2H+yN48ZRsPZfdt48cZE3CbfFfgvAiYVvcDc/p9+Yx3r2\nuWHw4Je97WRP7GHghps210KLb10iWa2K0jSVUr11il3Mv/RlePJb8MF8OOXX3vkdG2DgaO/BoWmX\nlxQYAY9i36EVfGOGXV8LyhfqrQ5UWFFPJwBXAqcaY/yPgU8AZ4lIiYjsA4wHXg+jj0p2cCU7EhOG\nghjiyC+70suupPeKTbvi2nkig71YKygshiHj4fU74VcT7c3Dx9obT+KsQ0czdmjyGPoZhW+xb1X4\n8fWB+BeBv3AdTJ4dXl/8uB5Fcz28cJ3d/uz3krctH2oNxe5oPhkDNZtswaa6bbD4Hvu7eeBcr427\nllPvGKXarVaoECK1RgEgiG87nt4qMYe1RnEb0B94VkSWisgdAMaYFcBDwErgn8Blxpj0SyEqkUFE\n+NvFhzPv26kLzrk6/eOH2yeoZ1Z4YnJrt3k3DDc0ttdrFP4kszfvBuw6xfhhFYgIN82ewvPfmwHA\ngSMr2Wzio1+GRL0WxROXe9vTLws1uzgO16NY9SS8epvdPugrydvueTBg4KPFvf+8um3e9k7fEqlf\nzbagyBoUt554XbX9AWuscoSeFN/yE8pqmzGmS9EdY8wNwA1Z7I4SMkeOq+q+kY8hjoz5sP4lvF9c\nwAfVnnF4cc1W9qmyN/jdNhT9fVniY44GYPm1nVN7Vv70eIoLC6j+KWw0VbzbPpIjC1ZQkko4bpgU\nOoZszFGZFfzrKa5H8dJN3rGuMsPdKcH6bcnPp0KzL0N52zvJ27Q2xUdXNdd5U08R8yiCcAU2/3zB\noVTvauJLP+/mDQ4ReYRQlNRxNfhLY4WdyqS+5YsfX7nZTkVV9GbqCeJvAE120bewQDrlY5TFiigu\nLGB4v3Yqp57KwUceR4m0BovZRQG3DOz5T4bbj0R6IkTon6bqLf73dpWT0doI27wwaGo/tjpTEDmP\n4sxpXnnZxPgLd6G7oqSIOYeOJlXUUCg5R1V/61E0t5pOenBurW6Abz2wFKD3RecH+BawG7tXry1s\nrad//wFUDnCic1q6rn8RCRp3wJBx0fImoGdhuu40VVDRo+7wv7fW5uewb0KxoG3vxE9RvXmPt51s\nkT1ELjp6H34++0AAtidENrlrFMlCvYNQQ6HkHG6k1M6GZr58xF4dx8cOLef1tZ92uNfT97WyE4eM\n6aVUtl+ornFX1+3Ahla2NdsnXHdKx12I7Y53n4VlD/Wuj7tDw47oRDr5KR0ERf28/Ymzum7b4VHs\nxmK2/72uoRg+Kb7N01d60VVSAG2OjMuBZ/b+czOEiPClQ/dizrRRvLHOk2FvaG7jbws/BIgrDpYK\naiiUnMM1FMWFBVw3y6vp7Ar3LVlvp5/KYoVMHjmg22p0XbLnZ2C/k+zTZVNNsJx1ozPlFSvzvI+F\nCQJ3W97uHKsPcN8X4dFLYOGd2fVCGrZDaQQNhQgMdjSfDv8GzP5j120Tcy56g/+9NU5gxBH/2bmd\n61G4UugFRTaUOqIMLi/pWKcDOOuuVzuKePU0ElANhZJzjBtWwY9OPoBbzpyKiHTU6D79IDtV5P5z\n1DZ1X7I0kKISOPt+W93NtHV+at3yNiz6EzxxBSx/xB4beYj3VOpn6yq44+j4BVqINz5PXwnzf9b7\n/vaUxh3ZK0zUU9xF6iFjg6d2CgqgqDR9HsW2d+1rMjmTT96NV9dtT2/Nh3RTHiukpc10FNh6a6M3\nfTq8f7+u3paUHNAYUJR4RISLP+tNC910xhSufGQZ+zh5C/XO1FN9cxtD+6chRNUVo2vaZUt2gs3K\nvePozm2HT7bz5oucp+C2Fnujc6NpPl4R3z5x8TSbFduiOvUEMOwAeHcelKcQERcr671H8c4zsPEN\nb79xh/UUCotspnqbT+ZixWMwcC8bqvva73r3eVnEVV5uaG6Lq8sSKyygoIcReepRKDnPsROHs/jq\nL3TkLbj1uOuaWtMjzOc+RfrXKeqS6ItJoZWZGDEVTv6lPXZdlfU43Pnt0kE2y9edYnrux/HXKM6S\nZHV7u50ii+LUE8CMq+CkW+CAU7tvWz7MJsD1lLZW+NsceP0uKKm0Rh6shwJwxVI47/H495QOghNc\nry/a4c+uN13f0kprWztFBcJ/zhjLOzec2ONrqaFQ8oYyZ4GuvrmN1Vt2sauxtefyHclwVUvdAjpt\nLR0JeHGUDvTiEf0hk4vv8QxFcSncOhkevsDuJ06ZJFaYyxQ7NwAmOkKAiRSXwmGXpBaRNXB076TG\nP/UV7hk0xhuzYmdapnKknXa86Dmv3ea37OslL8AVIRZMSgH3Iam+uY3HlnxEa7uJK8DVE3TqSckb\nXFd7zZaajhrcaSkelOhR3Dw2ebisfxonccqkwVnsdtcv3nEEk5tqYO/PwrqX7X5BlkItP3IKPo3K\nAxX/ASNhY3ABq6T4vZDCmGcoihKMdbIaGSMP6fnnZRnXUDy6eCN/WrAOgCmjkki1p4B6FEreUOLM\nwz7whifD0Cudp04XdvIi3AzernIq/Al6iUlYblTUJ76n2F2bYP2rVgHVLTWaragnV6eoclRwu1yg\nYpj12Hqa4NjqqwJX/4n1TAAmJGTfF/oeNoYe0Ls+hoC7Zve7+e/T0NLGuGEVTNpTDYXSx0kmA54e\nj8IxFE01wTdy/zROJ4/CmXryl+38pXPTifWHGT+wxqVlN6J3esI/f2Bfo7qY3RPKqgAD9T0MBPCP\nZXOdrcM981fwhWs7tz37QRg5DS5+rvO5iDJ+eLws+x4Dehbp5EcNhZJXXHhUvCZQsvKqPcZvKPxa\nQNMuim/nL4mZeAN2p57akhSLcZ9Y+1XaufZkuRbppM2XrRsVIcDdwTXKboDBh/+GRX/u/n3rX/W2\nWxvtOE+70Mv29rPfCXDJ817UWw4ybEDvIwDz4K9EUTxc2XIXfxGXXuMaitqt8K9b7Pa5j8BJ2LJN\nrAAAD49JREFUNye0891EEr2boJoJrsEZMRXefwEevXj3+tsd3WWZ5xpu5JY7JfjnE2Hut7s3uK/d\n7m1HXW4lDQxXj0JRLImGoqU9DYbCjbx55Vav2tr4YztH5CRWYCvxzQdvWZb82pcvhhFT7HalM0e+\nIsMFj9z1ktN+n9nPyRbFrt5TwrTd9rWpX+Pwr6evPxFlcJLCYKmihkLJK9wqeeOGVfDjUyZ2morq\nNWOOSn58zl+8sqkDEqrgfXUuTD07+Lr+dQ3J0r+jOw1WOji4Xa4Q8ynI+qOfUq1898MNcNz16e9X\nhBg3rIJjDui9HLqGxyp5xT5D7NNlQ3MbF6TLSABM/yZ8+Ird9sfVT5wFE06AJX+FKV+Kf8+IKTbD\nOAh/gl03NbnTQlMNLP+73Y5Aree04BcG/OhN73hzbdfv8XuasYrs/O5D5Lnvpl4YLBlqKJS8Yuww\nayhmH9x9jese4dZuABh9aPy5ohI4NGFh26XFF4K5/0xYPTf+vP8GlY0IpIV3eHPze0zN/Odlg5hv\n6slveIP0n/xGJB8W9LvgxjMOjKv62FvUUCh5RVmsiJU/PZ5+RWmuseAaip5OD1WN97ZPux0WT4fq\n1bDk3s5tD/86PHt18gSvIBp3wkPnwym/thnGQdQ4CX9DD4jPD8hl/MWLdvnCj4OKGbmGYuatmetX\nBDj7sL26b5QC+WtKlT5LWayox6Jn3V+0CibP7qz90x2TTofxx9tM3n6VcOQ34dTfJm9bVGJlzXsa\nHrvqSfhgfmrKs407rSbVhU/37DOijOtRNNXAQt8CfdDUk6sS6/cUlS7Jk0cKRckwBQXwxT/1/H0i\ncO5DnY91RckAmyXco89wvKdlD8AZdwa3bfjUrp1EVV68NxQU2qTFjxJkPIIUZV3F2DFHZq5feYR6\nFIoSBhNnJa+ONmIK1GzyCuikQrsvgW7L8uC2DdvzJ9rJT3mVrfkBXlhy0BrFzg3WS0wMaVaSooZC\nUcJgzl+SV0cb6Mwp90Q22y9dUb26+7b55E24lA+Fms12+4J/OMWMaq3xcItDrV/oGdJP1+aHzlWW\nUEOhKFHCVS5tbbQZ1C9cD61Nwe/5t2/N49NukswatuepoaiK346VwdqX4fYj4NXbYN0C+NNxcMdR\nNhJt/auw1/Tw+ptj6BqFokQJtxZCSwPMv8GGs1ZNgClzkrffuRHqnVrO/QZCXYAn0t5mF7PL8nDq\nyR8W22+gXeCuXmP3178Gyx70zjftsppbVeOy28ccRj0KRYkSbuGi+m0+AcKAxe8mJ7Jn2CRrAIIU\nVBt3AiY/PYoix8BKgY0eKy6HNscTa2+Nr/PhlqPNVjXBPEANhaJECXfq6e8X2hscwI4Pu27v6hsd\nc401AEGyFR3lWPPQoyhylFGLy2xUWXEpGCf7uq0Fhvi8h3tPc9pmqZpgHqCGQlGiRLFP4bPOCZN9\n4bqu27uRPbEyx1AEeBSut5HPHoV78//YF/3V3uoZXT/qUaSMGgpFiRL+MpxbV3jbbuROIm72cawc\nBu0N1e90nZHsehT5uEbh1vlwa1KM+4J37sNXvON+1KNImVAMhYhcJyLLRGSpiMwTkT19564SkfdE\nZI2IHB90HUXJO4q7qBng1tpOxJ16Ki6H0UfY/Z0bkrdtyGOPIjFn4sy7ve32VluTfI8D49uoR5Ey\nYXkUNxtjphhjPgPMBa4BEJGJwFnAJOAE4HYRSbNoj6JEmOKE6mrDJtrX7es6t21p8Cq5xco8I9NV\nOG3HGkUeGoq2hO9clKT2wpDxsOfB3r56FCkTiqEwxvhLbJUDrl89C3jAGNNkjFkLvAcclu3+KUpo\nFMVguPPkWzUBzrjLbifLj3jxRvukDFA2xJunT1ZuFZw1CrGaU/lGd7kmYL93gS8jQD2KlAltjUJE\nbhCRDcC5OB4FMBLw+80bnWPJ3v81EVkkIouqq5PMPypKruJmZ5/zIAxyamokm3qq9f3dx8q9yJ/W\nxs5twXoU/So7V+bLB9zvfI5PV+vU22Dwvt5+v0rP8IJmZveAjBkKEXlORJYn+ZkFYIz5b2PMaOA+\n4Js9vb4x5i5jzDRjzLShQ/OkAIuigJUjn3OvvckV+zK1E3ENQ8d+v67bgjUU+biQDXDwefZ1hK/G\nxsFfgQuf8fYrR8HgfaDcqfRWGF82V+majGVmG2OOTbHpfcA/gB8DHwGjfedGOccUpe9QOhAmnmq3\nCwqhMJZcCbXQmYc/8X/i97tco8hTnSewIos/2dn5uH96aaKTP3HZwtSmqpQOwop68lVzYRbgKpk9\nAZwlIiUisg8wHng92/1TlEhRXBpfKc+ludbW6T7863a/KIXF7Hw1FF3hX7B29aDKBsOAEeH0J0cJ\nS+vpJhHZD2gHPgQuBTDGrBCRh4CVQCtwmTGmLaQ+Kko0KCqF1obOxxt2xJdP7VijSGIoWpvsYvaQ\n8Z3P5TP+9Zg8r4udSUIxFMaY2QHnbgBuyGJ3FCXaFJfaUNhEEj2ErtYoNr4Jf/i83Z5wQmb6GGVm\n/sqWflV6jarHKkrUSWYoNi2B9f+O121yPYrE8NhNi73tfF3MDmLahWH3IOdRCQ9FiTqFMVg919N+\nAtjolP30azu5taMX3uFJfix/BNa+5LXpa2sUSlpQj0JRoo5bte6p78Kce+y2u0i7/0yvnetRfPoB\nXDvQRgKtfDz+WvmoHKtkHPUoFCXquLW1Ny/1js39rn097fb4tm6CHnQ2EqAehdIr1FAoStQ5+Rcw\n4UTYsQHa2+2Pq20U6x/f9vI3g6+lhkLpBWooFCXqFJXA3keBaYPmGti10TtXkPAvXFAII6d1fa3+\ne2Smj0peo4ZCUXIB1xNo2GFrTgBc8HTytpc8D1csSX5ODYXSC9RQKEou4CbWNWyHbWvsdtV+Xbcf\nvC9cuqDz8XwUBFQyjkY9KUou4HoUjTugeo2VFS8fEvyeAY7w8pGXwzE/SV4OVFFSQA2FouQCpY5H\nsfRvsOxB2OvI7t9TNhj+a5MVxhOBQv13V3qH/uUoSi7gTj0te9C+7n10au+LlXffRlG6QdcoFCUX\nSAxrHT4xnH4ofRI1FIqSCyTWdy7XYl1K9lBDoSi5QKJE9oA9w+mH0idRQ6EoucY5D8fXglaUDKOG\nQlFyjTHTw+6B0sdQQ6EouUasIuweKH0MNRSKkitMOQsKirSkp5J11FAoSq5wxp1wzSfdt1OUNKOG\nQlEURQlEDYWiKIoSiBoKRVEUJRA1FIqiKEogaigURVGUQNRQKIqiKIGooVAURVECUUOhKIqiBCLG\nmLD7sNuISA2wJoWmlcDOCLXJ5c9L57WqgG1p+Dz9nWe/DaQ2frn6O8/3z9vPGNO/208zxuT8D7Ao\nxXZ3RalNLn9emvuelvHT33lo36/b8cvV33kf+LyU/vf62tTTkxFrk8ufl+5rpePz9Hee/Tapkqu/\n83z/vJTIl6mnRcaYaWH3Q+kdOn65jY5f7pLq2OWLR3FX2B1Qdgsdv9xGxy93SWns8sKjUBRFUTJH\nvngUeYOI1HZz/kURUTc/ouj45TY6fslRQ6EoiqIEklOGojtrny+IyAwRmevbv01Evhpil9KCjl9u\no+PXd8kpQ6EoiqJkn5wzFCJSISLPi8hiEXlbRGY5x/cWkVUi8r8iskJE5olIadj9VeLR8cttdPz6\nJjlnKIBG4HRjzMHA54BfiHRUmx8P/M4YMwnYAcwOqY+7SyvxY9MvrI5kAB2/3EbHrw+Si4ZCgJ+J\nyDLgOWAkMNw5t9YYs9TZfhPYO/vdSwsfAhNFpEREBgLHhN2hNKLjl9vo+PVBisLuQC84FxgKHGKM\naRGRdXgWv8nXrg3IKddXRIqAJmPMBhF5CFgOrAWWhNuztKLjl9vo+PVBctFQVAJbnT/SzwFjwu5Q\nGpkEvA9gjLkSuDKxgTFmRpb7lG50/HIbHb8+SM4YCtfaA/cBT4rI28AiYHWoHUsTInIpcAXw7bD7\nkgl0/HIbHb++Tc5IeIjIVOB/jTGHhd0Xpefo+OU2On59m5xYzHas/f3Aj8Lui9JzdPxyGx0/JWc8\nCkVRFCUcIulRiMhoEZkvIiud5J1vOccHi8izIvKu8zrIOT7EaV8rIrf5rlMmIk+JyGrnOjeF9Z36\nEukaP+fcP0XkLec6d4hIYRjfqS+RzvHzXfMJEVmeze+hpI9IGgpswsv3jDETgSOAy0RkIvBD4Hlj\nzHjgeWcfbBLQ1cD3k1zrFmPM/sBBwFEicmLGe6+kc/zmGGOmApOxYZlnZrrzSlrHDxE5A+gTOlH5\nSiQNhTFmszFmsbNdA6zCJvbMAu5xmt0DnOa0qTPGLMD+wfqvU2+Mme9sNwOLgVFZ+RJ9mHSNn3Nu\nl7NZBMQAnSvNMOkcPxGpAL4LXJ+FrisZIpKGwo+I7I31BhYCw40xm51TW/AyQlO5zkDgFOyTkJIl\n0jF+IvIMsBWoAf6e/l4qXZGG8bsO+AVQn4n+Kdkh0obCeRp5BPi278kSAGNX4VN6unRiwO8HfmOM\n+SDtHVWSkq7xM8YcD4wASoDPp7ufSnJ2d/xE5DPAWGPMY5nrpZINImsoRKQY+0d6nzHmUefwxyIy\nwjk/AvuUmQp3Ae8aY25Nf0+VZKR5/DDGNAKPY6c/lAyTpvGbDkxzZD4WABNE5MXM9FjJJJE0FI4a\n5R+BVcaYX/pOPQGc72yfj71xdHet67GyA5pxmSXSNX5iJa3dG1MRcDJ5kgkcZdI1fsaY3xtj9jTG\n7A0cDbzTVyUwcp1I5lGIyNHAy8DbQLtz+L+w86QPAXthFR7nGGM+dd6zDhiAXfDcARwH7AI2YG8u\nrmDZbcaYP2Tli/RR0jh+nwBzsVNOBcB84DvGmNZsfZe+SLrGzxiz0nfNvYG5xpjJWfkSSlqJpKFQ\nFEVRokMkp54URVGU6KCGQlEURQlEDYWiKIoSiBoKRVEUJRA1FIqiKEogOVPhTlGigIgMwZOB2QNb\nG7ra2a83xhwZSscUJYNoeKyi9BIR+QlQa4y5Jey+KEom0aknRUkTIlLrvM4QkZdE5HER+UBEbhKR\nc0XkdRF5W0TGOu2GisgjIvKG83NUuN9AUZKjhkJRMsNU4FLgAOArwASn3vQfgMudNr8GfmWMORSY\n7ZxTlMihaxSKkhnecCW5ReR9YJ5z/G3gc872scBEK60EwAARqTDGaJEfJVKooVCUzNDk22737bfj\n/d8VAEc4yriKEll06klRwmMe3jSUW79BUSKHGgpFCY8rsPUalonISuyahqJEDg2PVRRFUQJRj0JR\nFEUJRA2FoiiKEogaCkVRFCUQNRSKoihKIGooFEVRlEDUUCiKoiiBqKFQFEVRAlFDoSiKogTy/4QU\nASJuNVOzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175350d8208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# создаем график временного ряда с заголовком и заданными \n",
    "# подписями осей x и y\n",
    "\n",
    "# заголовок задаем с помощью параметра title метода .plot()\n",
    "walk_df.plot(title='Title of the Chart')\n",
    "# после вызова метода .plot() явно\n",
    "# задаем подписи осей x и y\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Money');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Настройка содержимого легенды и ее расположения"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEUCAYAAAAoQI39AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvqIoSonw/+Lsn9GByxPGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17535269128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# изменяем элементы легенды, соответствующие \n",
    "# именам столбцов датафрейма\n",
    "ax = walk_df.plot(title='Title of the Chart')\n",
    "# эта строка задает метки легенды\n",
    "ax.legend(['1', '2']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEUCAYAAAAoQI39AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRYIafEVRlCJBDb6iKEqR8P+RHJ/RyNbaFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1753539f860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# изменяем расположение легенды\n",
    "ax = walk_df.plot(title='Title of the Chart')\n",
    "# применяем к легенде вертикальное выравнивание сверху \n",
    "# с горизонтальным выравниванием по центру\n",
    "ax.legend(['1', '2'], loc='upper center');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEUCAYAAAAoQI39AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175364b5518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# отключаем легенду с помощью legend=False\n",
    "walk_df.plot(title='Title of the Chart', legend=False);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Настройка цветов, стилей, толщины и маркеров линий"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEICAYAAABcVE8dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175353945c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# меняем цвета линий графика, используя символьный\n",
    "# код для первой линии и шестнадцатеричный\n",
    "# RGB-код для второй\n",
    "walk_df.plot(style=['g', '#FF0000']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3DdqgPLSfxfPQgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17535293e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# демонстрируем различные стили линий\n",
    "t = np.arange(0., 5., 0.2)\n",
    "legend_labels = ['Solid', 'Dashed', 'Dotted', \n",
    "                 'Dot-dashed', 'Points']\n",
    "line_style = pd.DataFrame({0 : t,\n",
    "                           1 : t**1.5,\n",
    "                           2 : t**2.0,\n",
    "                           3 : t**2.5,\n",
    "                           4 : t**3.0})\n",
    "# создаем график, задав цвет и стиль каждой линии\n",
    "ax = line_style.plot(style=['r-', 'g--', 'b:', 'm-.', 'k:'])\n",
    "# задаем легенду\n",
    "ax.legend(legend_labels, loc='upper left');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8VFXawPHfmUnvndAJHRIgQEBBYEGKClYsWFixYkdF\nXWRXX5BdXbvYVsTFuopYQFFBFxEUl6IEQy+hBAg1vU+SyZz3jxsmmUwCIYWZJM/Xz3xm5p577zy5\nxCdnzj33uUprjRBCiObL5OoAhBBCNC5J9EII0cxJohdCiGZOEr0QQjRzkuiFEKKZk0QvhBDNnCR6\nIYRo5iTRCyFEMyeJXgghmjkPVwcAEBERoTt16uTqMIQQoklJTExM11pHnmk9t0j0nTp1YuPGja4O\nQwghmhSl1MHarCdDN0II0cxJohdCiGZOEr0QQjRzbjFGX53S0lJSU1OxWCyuDqXF8PHxoV27dnh6\nero6FCFEA3LbRJ+amkpgYCCdOnVCKeXqcJo9rTUZGRmkpqYSExPj6nCEEA3IbYduLBYL4eHhkuTP\nEaUU4eHh8g1KiGbIbRM9IEn+HJPjLUTz5LZDN0IIIaq3c+dOzGZzrdd36x69O3j66aeJjY2lb9++\nxMfHs2HDhhrXHTlypP3Cr/Hjx5Odne20zuzZs3nxxRcbLV4hRPOmtebOO+8kLi6u1ttIj/401q1b\nx7fffsumTZvw9vYmPT2dkpKSWm27bNmyRo5OCNES5efnEx0dTWlpaa23kR79aRw7doyIiAi8vb0B\niIiIoE2bNqxcuZL+/fvTp08fbrvtNoqLi5227dSpE+np6YDxraB79+4MGzaM3bt3n9OfQQjRvAQG\nBvLFF1+wYsWKWm/TNBK9Uo33OI1x48Zx+PBhunfvzr333svPP/+MxWLhlltuYdGiRWzduhWr1cpb\nb71V4z4SExP59NNPSUpKYtmyZfz+++8NfXSEEC3QmDFjar1u00j0LhIQEEBiYiLz588nMjKSSZMm\n8fbbbxMTE0P37t0BmDJlCr/88kuN+1izZg1XXXUVfn5+BAUFcfnll5+r8IUQApAx+jMym82MHDmS\nkSNH0qdPH958801XhySEaGG01qxcuZLRo0fXaRp00+jRa914j9PYvXs3ycnJ9vdJSUl06dKFlJQU\n9u7dC8BHH33En/70pxr3MWLECL766iuKiorIy8vjm2++aZhjIoRoMb799lvGjh3Ln/70JzZv3nzW\n20uP/jTy8/N54IEHyM7OxsPDg65duzJ//nxuuOEGrr32WqxWK4MGDeLuu++ucR8DBgxg0qRJ9OvX\nj6ioKAYNGnQOfwIhRFNnsVh46KGHAGMo+K233mLevHlntQ+lz9CrPRcSEhJ01RuP7Ny5k169erko\nopZLjrsQ7qWgoIDZs2czd+5cAgMDSU5OJjw8HAClVKLWOuFM+5AevRBCuDF/f39eeOEFbr/9dvbt\n22dP8mdDEr0QQjQBPXv2pGfPnnXatmmcjBVCCFFnkuiFEMLNWK1W/vWvfzVY2XBJ9EII4WbmzZvH\nfffdR2xsLN9991299yeJXggh3Eh6ejpPPvkkAPv372fr1q313qck+tMwm83Ex8cTGxtLv379eOml\nl7DZbHXaV0BAQL1iqVwkTQjRfIWEhPD0008TGhpK165defjhh+u9zzMmeqXUu0qpk0qpbZWWhSml\nViilksufQyu1zVRK7VVK7VZKXVTvCF3I19eXpKQktm/fzooVK1i+fDlPPfWUq8MSQjRjHh4e3Hvv\nvSQnJ/P555/bq+fWR2169O8DF1dZ9jiwUmvdDVhZ/h6lVG/geiC2fJt/KaVqfxsUNxYVFcX8+fN5\n44030FqTkpLC8OHDGTBgAAMGDGDt2rWAUdp4xIgRxMfHExcXx5o1a+z7+Nvf/ka/fv04//zzOXHi\nBABpaWlcffXVDBo0iEGDBvG///0PgIyMDMaNG0dsbCx33HEH7nBhmxDi3AkPDyc+Pr5B9nXGRK+1\n/gXIrLL4CuCD8tcfAFdWWv6p1rpYa30A2AsMbohAZ6+ejXpK1eox9ZupTttP/WaqwzqzV88+6xg6\nd+5MWVkZJ0+eJCoqihUrVrBp0yYWLVrEtGnTAPjkk0+46KKLSEpKYvPmzfZ/qIKCAs4//3w2b97M\niBEjeOeddwB48MEHefjhh/n999/58ssvueOOOwB46qmnGDZsGNu3b+eqq67i0KFDdTxyQoiWrq4X\nTLXSWh8rf30caFX+ui2wvtJ6qeXLnCilpgJTATp06FDHMFyntLSU+++/n6SkJMxmM3v27AFg0KBB\n3HbbbZSWlnLllVfaE72XlxeXXnopAAMHDrTfNODHH39kx44d9v3m5uaSn5/PL7/8wuLFiwGYMGEC\noaGhCCGap9zcXGbNmsXMmTOJiopq8P3X+2SsNsYUznpcQWs9X2udoLVOiIyMrG8Y58T+/fsxm81E\nRUXxyiuv0KpVKzZv3szGjRvttxgcMWIEv/zyC23btuWWW27hww8/BMDT09NeXtRsNmO1WgGw2Wys\nX7+epKQkkpKSOHLkSL1P3AohmpY5c+Ywd+5cunfvzvvvv9/g+69rj/6EUqq11vqYUqo1cLJ8+RGg\nfaX12pUvq7fZI2cze+TsOm8//7L5zL9sfp23T0tL4+677+b+++9HKUVOTg7t2rXDZDLxwQcfUFZW\nBsDBgwdp164dd955J8XFxWzatImbb765xv2OGzeO119/ncceewwwSiHHx8czYsQIPvnkE5544gmW\nL19OVlZWnWMXQrivw4cP8+qrrwKQk5ODl5dXg39GXXv0S4Ep5a+nAF9XWn69UspbKRUDdAN+q1+I\nrlNUVGSfXjlmzBjGjRvHrFmzALj33nv54IMP6NevH7t27cLf3x+A1atX069fP/r378+iRYt48MEH\nT/sZr732Ghs3bqRv37707t3bXn501qxZ/PLLL8TGxrJ48eImObwlhDiz9u3bs3TpUrp168bw4cO5\n4YYbGvwzzlimWCm1EBgJRAAngFnAV8BnQAfgIHCd1jqzfP2/AbcBVuAhrfXyMwUhZYrdhxx3IVyj\npKSE9PR02rRpU+ttGqxMsda6pj8vo2tY/2ng6TPtVwghRAUvL6+zSvJnQ66MFUIIFziX18ZIohdC\niHNs5cqVDB06lG3btp155QYgiV4IIc6hwsJCpk6dyvr16xkwYACff/55o3+mJHohhDiH1q5dy+HD\nhwHjNoHDhw9v9M+URC+EEOfQmDFjSEpKYujQobz00ktER0c3+mfKPWNPw2w206dPH0pLS/Hw8ODm\nm2/m4YcfxmSq+e9jUlISR48eZfz48YAxr97Ly4uhQ4ee1Wd36tSJjRs3EhERUa+fQQjhfnr37s2a\nNWvsV8s3NunRn0ZdyhQnJSWxbNky+/vVq1fbK1sKIcQpJpNJEr27qVqm2GKxcOutt9KnTx/69+/P\nqlWrKCkp4f/+7/9YtGgR8fHxPPfcc8ybN49XXnmF+Ph41qxZI2WJhWiBjh49SkFBgcs+v8kk+tmz\nQSnjMXu2c/sjj1S0v/SSc/vUqRXt8+tY8qZymeI333wTpRRbt25l4cKFTJkyBZvNxpw5c5g0aRJJ\nSUnMmDGDu+++m4cffpikpCSGDx8uZYmFaGFsNhs33ngjffr0sVetPddkjL6Ofv31Vx544AEAevbs\nSceOHe2lik9HyhIL0bIsWLCAn3/+GYDx48ezb9++c167ShL9WahcpriuTpUl9vHxacDIhBDuKiAg\ngNDQULKysnjkkUdcUqCwSQ3daG08qhu6eemlivZHHnFunz+/on2q8w2ozqhqmeLhw4fz8ccfA7Bn\nzx4OHTpEjx49CAwMJC8vz75d1fenyhKfkpSUBGAvSwxIWWIhmpEbbriBnTt38uCDD9qr355rTSbR\nu8KZyhTbbDb69OnDpEmTeP/99/H29mbUqFHs2LGD+Ph4Fi1axGWXXcaSJUvsJ2OlLLEQLU+rVq2Y\nO3cuvr6+Lvn8M5YpPhekTLH7kOMuRNNR2zLF0qMXQogGNn/+fI4dO3bmFc8RSfRCCNGAVq1axV13\n3UXv3r1ZsGCBW1wTI4leCCEaiNVqZWr5bI/s7GyWLVt2zq5+PR1J9EII0UA8PDx4++236dKlC8HB\nwbzxxhuuDgmQefRCCNGgLrzwQrZs2cLWrVtp3bq1q8MBpEcvhBANzs/Pj/POO8/VYdhJoj8Ns9ls\nn0ffr18/XnrpJWw222m3qVq98nRWr17NpZdeetZxpaSkEBcXd9bbVRYQEFCv7YUQFc6UF1xNEv1p\nNESZYiFE87Zu3ToSEhLYunWrq0OpkST6WqpLmeJFixY57ef777+nZ8+eDBgwwF7EDOC3335jyJAh\n9O/fn6FDh7J7924Atm/fzuDBg4mPj6dv374kJycDUFZWxp133klsbCzjxo2jqKgIgH379nHxxRcz\ncOBAhg8fzq5duwA4cOAAQ4YMoU+fPjzxxBONfbiEaBHy8vL485//zB9//EFCQgJffPGFq0OqVpM5\nGXtg9gEOPnWwQfYVfmk4fb7pc9bbVS5T/J///MdepnjXrl2MGzeOPXv2MGfOHDZu3Fjt2XaLxcKd\nd97JTz/9RNeuXZk0aZK9rWfPnqxZswYPDw9+/PFH/vrXv/Lll18yb948HnzwQW666SZKSkooKyvj\nxIkTJCcns3DhQt555x2uu+46vvzySyZPnszUqVOZN28e3bp1Y8OGDdx777389NNPPPjgg9xzzz3c\nfPPNvPnmm/U6fkIIw8aNGzly5AgAPj4+DBo0yMURVa/JJHp3U5cyxbt27SImJoZu3boBMHnyZOaX\nF8fPyclhypQpJCcno5SitLQUgCFDhvD000+TmprKxIkT7dvGxMQQHx8PwMCBA0lJSSE/P5+1a9dy\n7bXX2j+zuLgYgP/97398+eWXAPz5z39mxowZDXUohGixRo0axaZNm5g8eTLTp0+nY8eOrg6pWpLo\nz0JdyhRfdNFFnDhxgoSEBO6///4a13vyyScZNWoUS5YsISUlhZEjRwJw4403ct555/Hdd98xfvx4\n3n77bTp37oy3t7d9W7PZTFFRETabjZCQEHtFzKrc4cINIZqbXr16sWHDBsxms6tDqVG9Er1S6mHg\nDkADW4FbAT9gEdAJSAGu01rXu+ZuzOwYYmbH1Hc3dVZTmeILL7zQoUxxcnKyQ1niH374wf7aYrGQ\nkpLCvn376NKlCwsXLrS35eTk0LZtWwDef/99+/L9+/fTuXNnpk2bxqFDh9iyZQudO3euNsagoCBi\nYmL4/PPPufbaa9Fas2XLFvr168cFF1zAp59+yuTJk+3llYUQDcPDw737zHU+GauUagtMAxK01nGA\nGbgeeBxYqbXuBqwsf98kNUSZ4sp8fHyYP38+EyZMYMCAAQ7fDP7yl78wc+ZM+vfvj9VqtS//7LPP\niIuLIz4+nm3btnHzzTefNuaPP/6YBQsW0K9fP2JjY/n6668BePXVV3nzzTfp06ePfUxRCHH2fvjh\nB7Kzs10dxlmpc5ni8kS/HugH5AJfAa8BrwMjtdbHlFKtgdVa6x6n25eUKXYfctyFqNn27dtJSEgg\nMjKSDz/80D7E6iqNXqZYa30EeBE4BBwDcrTW/wVaaa1P1ec8DrSq62cIIYS7sFqtTJ48GYvFwuHD\nh5k+fbrbXyh1Sn2GbkKBK4AYoA3gr5SaXHkdbXxdqPYrg1JqqlJqo1JqY1paWl3DEEKIc8LDw4Mn\nn3ySsLAwvL29+eijjzCZmsalSPWJcgxwQGudprUuBRYDQ4ET5UM2lD+frG5jrfV8rXWC1johMjKy\nHmEIIcS5MXHiRLZu3cqiRYuIjY11dTi1Vp9Efwg4Xynlp4x5e6OBncBSYEr5OlOAr+sXohBCuI82\nbdpwxRVXuDqMs1LnOUFa6w1KqS+ATYAV+AOYDwQAnymlbgcOAtc1RKBCCOEKWusmfw1KvQaYtNaz\ntNY9tdZxWus/a62LtdYZWuvRWutuWusxWuvMhgpWCCHOpU8++YQxY8aQmprq6lDqpWmcSXCRU2WK\n4+LiuPbaayksLDzt+kOHDj3jPufOnXvG/QghXO/QoUP2WlF9+vRh/fr1rg6pziTRn8apMsXbtm3D\ny8uLefPmnXb9tWvXnnGfkuiFaBpWrlxJbm4uAGFhYU3q5GtVkuhrafjw4ezduxeAl19+mbi4OOLi\n4pg7d659nVM381i9ejUjR47kmmuuoWfPntx0001orXnttdc4evQoo0aNYtSoUZSVlXHLLbcQFxdH\nnz59eOWVV1zyswkhnN166638/PPPdOnShY8++ojAwEBXh1R3WmuXPwYOHKir2rFjh8P7WbNmnZqT\nr2fNmuW0/vTp0+3tL774olP7nXfeaW9/++23ndqr4+/vr7XWurS0VF9++eX6X//6l964caOOi4vT\n+fn5Oi8vT/fu3Vtv2rTJYf1Vq1bpoKAgffjwYV1WVqbPP/98vWbNGq211h07dtRpaWlaa603btyo\nx4wZY/+8rKysWsXVmKoedyFautLSUleHUCNgo65FjpUe/WmcqnWTkJBAhw4duP322/n111+56qqr\n8Pf3JyAggIkTJ7JmzRqnbQcPHky7du0wmUzEx8eTkpLitE7nzp3Zv38/DzzwAN9//z1BQUHn4KcS\nQpwNdy9YVhuS6E/j1Bh9UlISr7/+Ol5eXrXetmoZ4cqFyk4JDQ1l8+bNjBw5knnz5nHHHXc0SNxC\niLOntWbBggX2u7U1K7Xp9jf2ozZDN65waiimssTERN2nTx9dUFCg8/PzdWxsbLVDNxMmTLBvc999\n9+n33ntPa611XFyc3r9/v9Za67S0NJ2Tk6O11nrr1q26X79+jfnj1Io7HHchXOGtt97SgO7Xr59O\nTk52dTi1Qi2Hbpr+d5JzbMCAAdxyyy0MHjwYgDvuuIP+/fvXevupU6dy8cUX06ZNG+bOncutt95q\nL4z0z3/+s1FiFkKc3r59+3jwwQcB2Lx5M3Pnzq32dqBNVZ3LFDckKVPsPuS4i5ZIa80777zDAw88\nQK9evVi3bh2+vr6uDuuMalumWHr0QogWTynF1KlTGTBgAKGhoU0iyZ8NSfRCCFEuIeGMneMmya1n\n3bjDsFJLIsdbtCQpKSkt5nfebRO9j48PGRkZLeYfwtW01mRkZODj4+PqUIRodCkpKQwcOJBJkyaR\nl5fn6nAandsO3bRr147U1FTk7lPnjo+PD+3atXN1GEI0KovFwjXXXENmZiaff/45WVlZrFixwtVh\nNSq3TfSenp7ExMS4OgwhRDOjlOK8884jMTERDw8P5syZ4+qQGp3bJnohhGgM3t7evPnmmwwdOpS8\nvDyGDBni6pAanSR6IUSLdNNNN7k6hHPGbU/GCiFEQzl19XlLJYleCNGsaa259tprefrpp1tswpdE\nL4Ro1l544QUWL17ME088weWXX15tJdnmThK9EKLZstls/PDDD/b33bp1axb15c+WJHohRLNlMpn4\n4YcfePTRR7ngggt4/vnnXR2SS7S8P21CiBbFw8ODF154gZKSEjw9PV0djktIj14I0SKczR3imhtJ\n9EKIZuXZZ59l4cKFrg7DrcjQjRCi2Vi4cCEzZ84EYO/evTzxxBMopVwcletJj14I0SyUlZU5nGz9\n+eefKSsrc2FE7qNeiV4pFaKU+kIptUsptVMpNUQpFaaUWqGUSi5/Dm2oYIUQoiZms5lVq1YxevRo\nevXqxRdffNEip1JWp749+leB77XWPYF+wE7gcWCl1robsLL8vRBCNLqQkBCWL1/OypUrCQkJcXU4\nbqPOiV4pFQyMABYAaK1LtNbZwBXAB+WrfQBcWd8ghRCitjw9PWndurWrw3Ar9enRxwBpwHtKqT+U\nUv9WSvkDrbTWx8rXOQ60qm+QQghRldaaGTNmkJiY6OpQ3F59Er0HMAB4S2vdHyigyjCNNu4DWO29\nAJVSU5VSG5VSG+UuUkKIs/Xss8/y/PPPM2LECL7++mtXh+PW6pPoU4FUrfWG8vdfYCT+E0qp1gDl\nzyer21hrPV9rnaC1ToiMjKxHGEKIliYzM5MXX3wRgMLCQpYuXeriiNxbnRO91vo4cFgp1aN80Whg\nB7AUmFK+bAogf2qFEA0qLCyMtWvX0rlzZ0aNGsVbb73l6pDcWn3nHj0AfKyU8gL2A7di/PH4TCl1\nO3AQuK6enyGEEE569OjBhg0bMJlMLbq8QW3UK9FrrZOAhGqaRtdnv0IIURsRERGuDqFJkCtjhRBu\nr7S0lOnTp3P8+HFXh9IkSaIXQrg1rTX33Xcfr7zyCueddx7btm1zdUhNjiR6IYRb27x5MwsWLADg\n0KFDMsOmDiTRCyHcWnx8PN9++y0BAQFMnjzZXp1S1J5U/BFCuL1LLrmE33//nZiYGCk7XAeS6IUQ\nTULPnj1dHUKTJUM3Qgi38tNPP3H11VdTVFTk6lCaDUn0Qgi3sW7dOi6//HIWL17M+PHjycvLc3VI\nzYIkeiGE21i1ahUFBQUAJCcnk5mZ6eKImgcZoxdCuI2//vWvmM1mXn75ZX788Uc6duzo6pCaBWVU\nEnathIQEvXHjRleHIYRwE5mZmYSFhbk6DLdVfKSYwuRCwkaFJWqtqytD40B69EIIl8nPzycgIMBp\nuST56mmtObbgGPse2YfJq/Yj7zJGL4RwiZMnT5KQkMCTTz6JO4wsNAXaqjny+hHKcssoTS+t9XaS\n6IUQ51xWVhbjxo1j9+7d/OMf/+Avf/mLq0NqEkyeJnq+2xPM4NvVt/bbNWJMQghRLR8fH9q2bQuA\nyWTivPPOc3FE7qnoQJHTt53AgYH0+aYPCZvPODRvJ4leCHHO+fr6smTJEq677jreffddrrnmGleH\n5FZspTYOPnOQ33r+xrF3jjm1h18SjtnPXOv9yclYIYRLeHl58emnn0rtmmoceeMIB/52AIB9j+4j\nbHwYPu186rw/6dELIRpdSUkJq1evdlouSb56be5ug283Ywzer4cftkJbvfYniV4I0aiKioq48sor\nGTNmDEuWLHF1OG5J2xzH4c2+Znq824POz3Wm/7r++HX3q9f+JdELIRrV9OnTWb58OWVlZVx//fXs\n2rXL1SG5DWuelb0P72X7NdudTrqGDAuhw186YPKof5qWRC+EaFSzZs2ia9euAMyYMYMePXq4OCLX\n01pz8ouT/NbrN1LnppK+JJ2Ti0422ufJyVghRKOKjo7mxx9/ZNmyZdxzzz2uDsflivYVkXx/Mpnf\nOxZsy/gmg1bXt2qUz5REL4RoUDabDZPJcbCgY8eOLT7Jl1nKOPz8YQ4+cxBdXDFM4xnlSZeXutDq\npsZJ8iBDN0KIBrRjxw4GDBjAjh07XB2KW8lckcnGvhtJmZVSkeQVtLmvDYN3DyZ6cnSjzkCSHr0Q\nokFs2rSJiy66iPT0dMaOHcuvv/5KTEyMq8NyqeKjxeydvpe0RWkOywMTAun2VjeCEoLOSRyS6IUQ\nDcJqtWKxWADIycnh8OHDLTbR26w2jr55lANPHqAsr8y+3BxspvMznWlzVxuU+dxdQyBDN0KIBjF4\n8GC++eYb2rRpw8qVKxkxYoSrQ3KJnPU5bBq0ib0P7XVI8q0mt+K83efR9t625zTJQwP06JVSZmAj\ncERrfalSKgxYBHQCUoDrtNZZ9f0cIYT7GzlyJPv27cPHp+6X6zdVpZml7J+536hNU2lKvF9PP7r9\nqxuho0JdFltD9OgfBHZWev84sFJr3Q1YWf5eCNHMLFmyhKws5z5cS0zyR946wobuGzg2vyLJm3xN\nxDwTQ8LmBJcmeahnoldKtQMmAP+utPgK4IPy1x8AV9bnM4QQ7uf1119n4sSJTJgwgfz8fFeH43I5\nv+ZgzbDa34dfFs6gHYPoOLPjWd0JqrHUN4K5wF+AyhV3WmmtT9XVPA5UOzlUKTVVKbVRKbUxLS2t\nulWEEG5oy5YtTJs2DYB169Yxc+ZMF0fkep2f7YzJ14RPJx/ivoqjz9I++Haq/Y1BGludE71S6lLg\npNY6saZ1tFG8odp7hGmt52utE7TWCZGRkXUNQwhxjvXt25dXX30VgCFDhjBnzhwXR3TulGYZ4/DW\nHKvDcp/2PvT9b18G7RxExBURLoquZvU5GXsBcLlSajzgAwQppf4DnFBKtdZaH1NKtQYar4CDEMIl\npk2bRnh4OFdccUW1N/dujk58fILkaclYM61oq6bLC10c2kOGhbgosjOrc49eaz1Ta91Oa90JuB74\nSWs9GVgKTClfbQrwdb2jFEK4zM6dO+3z4yu76aabWkySB8AM1kyjJ5/6aiqWg87HxF01xlmCZ4Gx\nSqlkYEz5eyFEE7R06VIGDRrE1KlTncrotjRRk6IIGhqETycfei/sjXcHb1eHVGvKHf7xEhIS9MaN\nG10dhhCiksTERAYNGmRP8M8//zyPPfaYi6NqfKVZpRycc5CwS8IIGxfm0GY5bMEz0hOzT+3v19qY\nlFKJWusz3iXc9fN+hBBuacCAAdx+++0AxMTEMH78eBdH1LjKiso49PwhNnTZQOrcVPY+vBeb1fEW\nfj7tfdwmyZ8NqXUjhKiWUoo333yToKAgHn/8cZrr7Dib1cbx946TMjuFkqMl9uWFOwpJX5JO1LVR\nLoyuYUiiF0IAkJqaStu2bR3K5Xp5efHSSy+5MKrGo22atC/TOPDEAYr2FDm0+XTxoctzXYiY6H5T\nJetChm6EEHz//ffExsY226ReVeaKTBIHJ7Ljuh0OSd4r2otub3Vj8M7BRF4d2ag14s8l6dEL0cKt\nWLGCCRMmYLPZ+Mtf/kKPHj247LLLXB1Wo8j9LZf9M/eT/VO2w3JzsJkOMzrQblo7zP5Nbwz+TCTR\nC9HCjRgxgqFDh/Lrr7/Srl07OnTo4OqQGlzBrgIO/O0A6YvTHZabfEy0ndaWDjM64Bnm6aLoGp8k\neiFaOG9vbxYvXswDDzzA3LlziY6OdnVIDcZy2ELKUykcf++4Y0UuM7S+vTWd/q8T3m2bznz4upJE\nL0QLs3PnTnr16uWwLDIykk8//dRFETW84uPFHH7+MEf+dcThRtwAkddGEvP3GPx6+LkounNPTsYK\n0UKUlJQiTkzbAAAgAElEQVTw6KOPEhsby1dffeXqcBpVyv+lkPpKqkOSDx0byoDfBxD7WWyLSvIg\niV6IFmPWrFm89NJLaK257bbbOHTokKtDajQdZnSA8nOqgYMC6fdjP/r9t985uxm3u5FEL0QL8dhj\nj9lPtA4dOhQ/v6bfq7UcspD8QDIl6SUOy327+BIzJ4a4r+MYsGEAoaNde4cnV5MxeiFaiLCwMBYu\nXMi6det4+OGHMZmadj/v4D8PkjIrBV2qMQeb6fyPzg7tHf/a0UWRuZ+m/S8thKjWrl27qh2HHzp0\nKI888kiTT/Jg9Np1qTEGf+S1I043AxEVmv6/thDCwQcffMDAgQO56aab2Llzp6vDaRBF+4ucyiRH\nXhOJX28/gocFE7s4FnNQ87vQqaFIoheiGSkuLua5556jsLCQwsJCpkyZ0qTryOdtymPHDTvY0G0D\nGd9mOLQpk6L/L/2J/yWesDFhzaZcQWOQRC9EM+Lt7c1nn32Gj48PPXv2ZMGCBU0uAWqtyVieQdKF\nSSQOTOTkpyfBBilPpTj90fIM92xyP58ryMlYIZowrbVToouLi2P58uUMGjQIf39/F0V29mwlNk4u\nPMnhFw9TsK3Aqd0z3BNrjhXPkOZbqqCxSI9eiCZq+/btDB06lJUrVzq1jRw5sskkeWuOlUPPH2J9\nzHp23bLLMcmbIeqGKAYmDqTfD/0kydeR9OiFaIK++OILbrzxRkpLS5k6dSpbt25tcvPiLYctpL6a\nyrH5xyjLK3NoM/mbaH1Ha9o91A7fTr4uirD5kEQvRBM0bNgw/P39yc7O5vDhw/zvf/9j7Nixrg6r\nVvK35HP4xcOcXHgSbXUcc/eK9qLttLa0ubsNnqHSe28okuiFaIKio6N5+eWXmT9/Pv/+97+JjY11\ndUinpW2arBVZHH75MFn/zXJq9+vpR/tH29NqcitM3jKi3NCUO0y9SkhI0Bs3bnR1GEK4pR9//JGc\nnByuvvpqh+Vaa2w2G2aze88fz16Tze7bdlO0t8ipLXhEMO0fa0/4+HCUSWbPnC2lVKLWOuFM60mP\nXgg3lZuby0MPPcR7771HaGgoF1xwgUOteKWU2yd5AO923hTtq5TkTRA5MZL2j7UnaHDLLDJ2rsl3\nJCHclNlsZvXq1QBkZWUxc+ZM1wZ0BrYSGycXncSSanFY7hvjS/iEcMzBZto91I7z9pxH7OexkuTr\nwGaDLVvgf/87u+0k0Qvhpvz9/Zk/fz4A1157Lc8++6yLI6rZ8f8cZ33H9ey4fgdH5x11au/2r24M\nPTKUrq90xbeLzKKpi99+g/Bw6NcPpk8/u20l0QvhBqxWK6tWrXJaPmbMGBITE/nss89o1aqVCyKr\nHbOfmZLjRqngY/OPYSu2ObT7tPdpljfdbmiFhbBqFbz6qnNb166QXX5P88REyM+v/X4l0QvhYt99\n9x19+/Zl9OjRbN682al9wIABLoiqeqVZpRyZd8QpkYdfHo53O2+8WnvR9r622EptNexB1MRqheho\nuPBCeOghOH7csT0sDPr0gagouOqqiqRfG3U+GauUag98CLQCNDBfa/2qUioMWAR0AlKA67TWzvOp\nhBAAvPnmm/Yqk4888ggrVqxwq/ot2qbJ+imL4+8eJ21xGrpY4xnhSdQ1UfZ1TB4m+q7oi28XX0ye\n0n+syYEDsGYN/PorPPYYdOtW0ebhAf37wy+/GO9//RWuucZx+59+MoZvzvbXoz6zbqzAI1rrTUqp\nQCBRKbUCuAVYqbV+Vin1OPA4MKMenyNEs/biiy/y3//+Fz8/P8aOHes2UyYtBy0cf/84x947RvHB\nYoe24+8ed0j0AP49m0bJBVeaPh1O3SYgIcEx0QOMGAFpaTB8OHSs5r4pERF1+9w6/+nVWh/TWm8q\nf50H7ATaAlcAH5Sv9gFwZV0/Q4jmpLCwkA8++MCpAmPv3r356KOP2Lt3LzNmzHBpki+zlHFi4Qk2\nj93M+pj1pMxOcUryAQMDCL883EURurfNm2HmTCNhv/KKc/sFF1S8rm7mzFNPwY4d8PbbMGhQw8XV\nIPPolVKdgP7ABqCV1vpYedNxjKGd6raZCkwF7PexFKK5+vjjj5kxYwZHjhwhPDycSy+91KH9hhtu\ncFFkhrxNeRx79xgnPz6JNdv5Tk0eYR60mtyK1re1JqBfgAsidC9WK6SnG2PqlSUmwqnJUcHB8PDD\nju0jR8IllxgJv7qKFY114696J3qlVADwJfCQ1jq38tii1lorpaq99FZrPR+YD8aVsfWNQwh3tnbt\nWo4cOQLAo48+ykUXXYSnp2truZSkl3By4UmOv3uc/KRqpnAoCLsojOjboom4PEJKEwB79sDddxtT\nHePiYP16x/bKPfa1a0Frx/H0hARYtuzcxFpZvRK9UsoTI8l/rLVeXL74hFKqtdb6mFKqNXCyvkEK\n0dTNnj2b//znP/j6+rr0nq3WPCvpX6dz8pOTZK3IcioqBuAT40P0bdFET4nGp72PC6J0rdJSYwhm\n61a49VbHtrAwY/ojwB9/QHExeHtXtHfvDo8/biT0oUPP/qRpY6nPrBsFLAB2aq1frtS0FJgCPFv+\n/HW9IhSiCdm3bx+vvfYazzzzjEM9+MjISL799lvi4+MJDAx0SWxaaxITEina41xzxuRjIvKaSKJv\niybkTyEttu5MWZkxffHU1MVLL4XIyIr2iAjjBGpysrHeoUOOJ1SVgn/+89zGXBv16VZcAPwZuFAp\nlVT+GI+R4McqpZKBMeXvhWj2ZsyYQffu3Xnttdf497//7dQ+fPjwc5bkdZmm5ESJwzKlFOGXOZ5E\nDRoaRLe3ujHk2BB6fdSL0FGhzT7J//gjPPEEXHQRVL13utkMvXpVvK86NAPwn//A4cPGo+qsGXdV\n5x691vpXoKbfiNF13a8QTVWHDh2w2YwLhV544QXuuecevLy8zmkMllQLh188TNqiNPz7+dPv+34O\n7a1uaEXWf7OIujGKqOujmvVNPXJyjNowoaGOy998s2KK4/r1jokdYPBgOHYMhgwx5qxXNXhw48Tb\nmOTsihB1cODAAadlt912G9HR0YwdO5aPP/7YNSdbbXDk1SOUHC8h68csSk469uoDBgQwaMsgOj7e\nsdkm+XffNcbKQ0KMaYpVVU7Uv/3m3P7ii8aFTZ98YoyzNwdSpliIWtJas2LFCv7xj3/w+++/k5KS\n4lB/xtfXl61btxJR16taahtHmSZnXQ7pS9KJviWagD4V0x19OvgQPCyYnF9z8IzwpHB3IV5RFd8q\n3OmK27oqKIDffzemMkZEwJQpju1aG2PoUH0iHzvWmBo5eLDRa6/KoxlmxWb4IwnReP7617+SmJgI\nwMsvv8xzzz3n0N5YSd5WbCPrpyzSl6ST/nU6pSdLATD5mhwSPUCnOZ3QZZqQkSGYPJr2l/aiIvCt\n8sVj9WrjJCkYPe6qiX7gQOPZbDa2ryohwXi0JJLohaglpRR/+9vfmDhxIh4eHhQXF595o3qw5lnJ\nXJ5J+pJ0MpZlUJZb5rRO+pJ0Ov+js8Oy0FGhTus1JWlpcOedxvRFsxn273dsP5XIAZKSjJkylS8m\njo2FDRugb1/waXmzQ6sliV6IKg4dOsS///1vkpOTWbhwoUPbFVdcwZw5c5gyZUqjXNFdklZCxtIM\n0pakkfVjFrq4+msJPaM8ibgigoirItBaN6khGa1h+3YjkW/ZYlxJWjlRBwcbFxWVGl9ayM42xttP\niY42hl86dDCSfmmp4/aenk3zhGljknvGClFJVlYW0dHRlJQYJzF37NhBr6rTMhqQtmnyEvPIXJ5J\n5veZ5G7IhRoq/PrE+BAxMYLIqyIJOj8IZXb/5J6RAQEBjhcVAbRpY8xsAaO2S9VDPGCA8YfAy8uo\n4tiQdV+aE7lnrBB1EBoayoQJE1iyZAkAH374If9s4CtgyorKSF+cTsbyDLJ+yKI0vbTGdf37+hNx\nlZHc/fv6N5me+/Tp8NlncOSIMW99dJUJ1/37VyT6pCTnRP/66xAYaCx3caWIZkESvWhxtNasXr2a\nefPmMX78eKZUOZt3zz33kJeXx913383ll1/e8J9fptl12y50STXfppVxEVPkVZFEXBWBb2f3nAL5\nxx9GAt+yBa6/HiZMcGzPyzOSPBjrVE30o0cbwy39+xs1Y6qqXDNG1J8ketHivPPOO9x1110A7N+/\n3ynRjx07lrHVlRY8CyUnS8j8IZPM5Zm0ntqa0JEVJ0g9AjwIHh5M9krjOnvPKE/CLgoj7JIwwsaF\n4Rnu+i6s1nDihDGWHhjoPOb91VcwZ47xulUr50Tft6/x7O1d/Z2Qpk8/+/ueirqTRC+aNZvN5lRA\n7Oqrr2batGkUFxezceNGduzYQe/evRv0cw/98xCpc1MBI5FXTvQAbaa2IWRkCOGXhBPQP8ClZQcs\nFufZKR98UFHQa9Ik+PRTx/ZTiRyMHntVkybBmDFGiYDmOC/d1fZn7Wfj0dqf15R/AtEs/fzzzyxc\nuJCvvvqKP/74g9atW9vbwsPDueOOOwC466676pTkrTlWsn/JJntVNtYsKz3f6+nQHnZJmD3RZy7P\nhLmO20dd53h3pnNt1y645x6j1ku3bsbt7Srr0aPi9fbtztsnJMBddxkJv7o56VFRxkPUzGqzklGY\nQVphGmkFaZwsOGl/nVZY8b5jcEc+vOpDh22/3fMtD37/YK0/SxK9aJZmz57N6tWrAfjiiy944IEH\nHNrfeOONs9qfNc9Kzpocsldlk706m7xNeRWzY8zQ9bWueARW/O8UPCKYkNEhhI4OJezisHM+BbKg\nAF591Ujo2dmwdKlje0CAceERQEmJc9303r2NdXr3NsbRq+rYEebNa7TwmySL1UJ6Ybo9UZ96tlgt\nPD7scYd1f9j7Axd/fHGt9tsjvIfTsij/s/srKoleNFlaazZs2IDJZGJwlUHkSZMm2RP9Tz/95JTo\nz6QkvYTcdbnkrs0la1UWeRvzwPl6JUMZ5PyaQ/glFRWwzD5m4n+MP6vPPFtr18Lu3cbNMObMcZyd\n4uUFs2YZd0ICyM83Evcpbdsa7/PzjaGbjAzH+5EGB0NurvvUUz/XbNpGVlGWkbgL0zi/3fl4mCrS\n5dG8o9yx9A7SCtNIL0wnvTCd/JJqbt4CeJm9mHHBDIc/9CE+IdWuW520wjSnZd3CujGx10QWs7ia\nLZxJohdN0s8//8yUKVM4ePAgl1xyCcuq3Lbn6quvZtu2bUyaNIkLzjCFQ5dpCrYVkLMux0ju63Ip\nSq7m2vnKlFEgLGRkCKGjQgkeFlzfH8lJfr5Rs2XPHhg3zrkK4/XXG6VywRhP7969os3TE7p0Mf4Q\ngPFc+YpSpYyLktq0gU6dHC84qrxOc6C1RqMxKZPDspfXvWxP0ulF6fbXGYUZZBRlYNMVFzQcnX6U\n1oEVw38eJg+W711eq88vKSshvySfQO+KEtWR/kaR+zDfMCL9Ion0jyTKP4pIv4rnU8uq670PbDOQ\nL6/7EjWpdv9IkuiF27NYLPhUOVvYsWNHDh48CMCKFSvIyMggvFJN2cjIyDMOzxz850Gyfswi77c8\nyvJr6q5X8O/nT+ioUEJGhRA8IhjPkPrPjsnPh337jIRb+QYXYCT3deuM19XNRe/evSLR797tmOgB\nHn3U6NH36gU9HU8hADB8eL3Dd6lNxzZxNO8oGYUZRoIuyjBeF6U7LEsvTGf1lNVc0KHiD75Silmr\nZ1FQWlCrz0orTHNI9GG+YU7reJg8iPCLsCfpSL9I++uqOoV0ovTJUodvCY1JEr1wS1prXnzxRZYv\nX8769es5evQoIZWug+/UqRODBw9mz549TJw4kcLCQodEf4qt2EbB9gLM/mb8evg5tGX9N4vs1dXM\n/QOUlyJwQCBBQ4IIHh5MyIiQOk171BoyM43ecViV3HDXXTB/vvF6wQK47TbH9u7dKxL9nj3OiX7s\nWOOPQ/fuRu+9qvLzzW6r2FpsT87VPld6PeOCGVzew/GahilfTWHbyW21+qz0wnSnZRF+ERTk1Jzo\ng72DjcTtH0nVCgIeJg+W3biMUN9Qe3IP8g6q9XkYkzI5fMNobJLohVtSSvHZZ59xqjTGypUrufrq\nqx3WWbRoEW3atKnx5h5H3zlK8n3J6FJNm/va0P0Nxy5v0JAge6L3auNlJPUhwQQNDSKgfwBmn2rG\nM6pRXGxUSQypMuz66qvGOHlODjz1FPzf/zm2V56Vsm+f837j4oyeePfuxph6VTNm1Cq8Rme1Wcks\nyrQ/MgozjOeiDPv7C2Mu5NrYax22u+6L61i6e2kNe3W0P2u/07Jw32ruClKDLEuW07L7B9+PxWoh\nwi/C6RHmG4aX+fQ3jbmk2yW1/nxXk0QvXCYpKYnPP/+cH374gUcffZTrr7/eof2iiy6yJ/otW7Y4\nJHprjpWQgyGcWHKC/E35lOWXEbfE8RJL73be6FKjJ5a/yflEWdQNUfj39Sd4aDDe7b1r7I2VlRkn\nJquOkS9eDNOmwdGjxhj5ggWO7b6+RpIH2LvXeb9duhhj6Z06GRclVfXoo8bjXLFYLWQVZTkk7cyi\nTLIsWXQI7sA1va9xWP/vP/+dF9e9SG5x7hn37Wn2dEr0Z5Ooq+uRn9/ufHw9fYnwiyDcN9z+HO7n\n/NrHw7mM5aNDz+HBdTFJ9OKcKC0tdbrj0jfffMMzzzwDwPLly50S/Y033kjnmM6M6DqCoLQgUp5K\noWBbAXl/5GHZZ3H8ABOUFZZh9qvohQcOMLKnT2cffLs5lxII6BNAQJ8ACgogNRXat3ds37ABbrjB\nGAcfORJWrHBs9/WtuMy/mhtO2YdT/Pyc24yfD/785+pPhNZVma2MbEu2PUGfStzeHt5M7DXRYd3F\nOxcze/Vse0IvstZ8AnpCtwlOiR6oVZIHyCzKdFoWHRBNlH+UPSGH+4Y7vA7zDbO/7hrW1Wn7Z8fI\n7ahrSxK9aDR79uzh6aefZu3atXTv3p3vvvvOof2iiy7i/8rHM3766ScKdhVQuKOQgu0FFGwvoHB7\nIV12dyG1NPXMH2aDgq0FBJ0XZF/k1cqL89OHkV7kQbpzh5C9e+H8842phd27V8xQOSUgoCKBp6Q4\nbx8TYzwrZcxFr2roUKNwV6tW1c9gqel2sqVlpfYknW3JJsuSRVFpEVf1usphvU3HNvHofx8ly5Jl\nT+41Jd5eEb2cEn1RaRFbT26tPogqqhv6CPczeuQKRahvqD05n0rQYT7lz75hxEU5F7R5ZvQzPDP6\nmVp9foumtVGLuaTEGCes/FxLkuhFvaWnp7Njxw5GjBjhsFwpxYcfGlf0ZWRkOJUjiO8Vz03db6Jv\ncV9ij8bye6/fa/2ZykPhH+eP7hpAQZsA0kIC8evj77BOQQEERXlgsxm974ICx4QbFWUkeYBDh5wv\nGqrcw6/uoqIuXYw/Fu3bOyZtq81KbnEu2ZZssnU22w8YifiyHpc5jPseyzvGnd/caaxX6VHdTBBv\nszeWJxy/xRRbi1mVsqpWx6u6RB3q6zgW5WHysCdqh4dPGN3Duzttf3O/m7k+7npCfELO6YnFRlE1\nmVZNqDUtq01bQ6xbT5LoRZ3ZbDZiY2PZtWsXHh4e5Obm4lvpvm9du3YlLDCMzLxM8rLz2LlsJ7GX\nxtrbPQM8uev4XdXeOamyklBvckP96XmJH+ED/fHv409AnwBM3iZCQirGwU/eD5GVhkn8/Y1eeW6u\ncbI0Pd1xCmNQkHFhUGGhMb0xJweCgzUFpQXkWHLIKc5h4apifMLTsKhMMovG2nuxAGYPG9M2XEb2\nz9nkWHLItmSTU5xT44UzR6YfoU1gG/t7kzLxXfJ31a5bVXFZMUWlRfh6VhzfqokajN51sE8wYb5h\nhPqEEuobSphvGK38Wzmte0H7C/jjrj/sCd3f8+zKIAd4BZx5pcq0NpJWbZPc2STK+ibUBkim7kwS\nvTitt956i19//ZVt27bx5Zdf0rVrV7RNU3KihOJDxeh842Sn1WplxTMruPzvFVPglFI8Gfcknus8\n6aa7EZruePJNKUVumD/+ucZwgynKi+B4f/xjjYdfrB9jb/fn9x0ekAWJt0HrAY7xtW1bkehTDpVi\nDsgjx5JDbnEuucW5hLSKBw8PgiPz2XKwgNGRnRy2/9NLt3OgOJHckmxi3ja2q3yhTGVrbl3DsA7D\n7O9NysTqlNUUlhbW6lhmW7IdEn2wT/UXWZmVmRCfEEJ9Q43n8oRdUlbikOg7Bnfkv5P/S6hvqH2d\nYK8gzGW26hPdli0Oy4JLSogvLoaS5MbppVZd1syTaaPy8DC+Nnp7G49Tr0/dBf1MmzdyeMLN7du3\nj61bt7J//34uueQSevXqRVlBGZbDFooPFfPpG5/yy45fAPj6yq+5oOgCig8X22eztKY1+9hHN7qR\nutr5hJtvyeX04BAASd8W0eYWx/avW8WwNsVECn48/+JJBo8+xuHiw+QW55JXkkd+4AjAuGXf939s\nZsCAfg7bW6LW4FngjS3wMIPffRKidjp+wA0mMNnIBY54fgB0cvz5izewPa2aql3VyLGU/0U59TW/\nuJhgz0CnRK9QBHn4E2L2J9TsT4jJjxDli9e3y0Gvtyc+n+JilppuIrjEREipmdBiE8ElikCLDVVS\nWiVZpsHcCQ7LfIuLGVs1qUoyrbvKybS6pFqbZadbpzb7qWkdUw1DY7X8BiaJvpk7fvy4PZHH9opl\n2IhhDu1PP/Q07337HgBHXjrGxJIrHe541IqKr/zbtm9jIAMdtp/GNGYyEy+8OHHAzIJNC8grySOv\nOI+8kjy2e16KN105gi89I7cwnhiH7VcHbCMZ4xLN+xb9Hfa/7fgDhE6Dgb0h4BhHCr1ht49DTzF2\n4gz2Z66r+QCYKnrnOYs+hPc2OfZq2x6HKrNifMtMBJeaCC4xEVQMIcWKkCJNxKXXwUGrQzL9uBN4\n2CC4GEIsEGyBwBKNSecDVYdwnM9BXFZz5M2Th0ftk1zl58qJ72yTb22fa0qmzYAk+iZMl2n2b9vP\nLyt+IfXAUaL923Hn88ZNNGzaRmFpIbMeeIX5XzwPwGWh1zMss1Ki15q85Ipx3j1Hd1GK423tRjKS\ndrQjpvy/UzwCyvAJLWW3xYetaTEcwY8DYUvY/E2V4mFegYBxkrYkaT1c+HeHHmjfyPYkX7EAAo9B\nq2oKm5//mv2lz7fAtL86NAdNBMpro5tsEFRc8Qgudnzfa/tK2L/SYfu3WoHVZCToU+t7ldmo/sat\nzr3lUSnVrOZqp5JpQ/VA69s7rfxZzTiZurNGS/RKqYuBVwEz8G+tdcuc9FrTCajy1wU5eaz+I5Wj\nh3MoyCqkV7SNkrxSSvPLsOZCcko+X+9MJL8khzbmaJ4LvxVrgQelRZ5Yiz35mV+YzWwAhjGMJzzu\nIs+jlCKzkaha7RpjDyU1+5BRovDU55eWEhQ4mcEMJppo4jGqLZaaSjkZfNJ4WIPITn2AH/CmpPUv\nLDl2Lz6kYc63QD682uUm/uPxEATsgZhNzj//ea/CoH+BXzqd9lhhkWNzr1Fb8Y2DwFMJ+SgElhiv\nAysl6cASGHLYefcv/QDPrzDW8S+Bs63D1ffEWW5wiqen63ugLbBnKuqmURK9UsoMvAmMBVKB35VS\nS7XWOxrj8+zJ9AwnjbTFgi4pxlTiOI0quTCVfEsBeRYr2HIosVootlooLrFQXFrK/qMdsBSbsVjM\nTNMZhBZ5YbPYKCtWFFrgrqJoyqwabdMEjv6MtMATWEw2isyavKJAIj++FMoK8MLEV57fEV5c0TP8\n1Lc/dxT9AUBHOvI+7+Nd6UdLZwe/Y9ycuqy0O3lHHE/ghVFRQCWTTCxWb4q8i+3LilpZ6butL9FE\nE0MsZKx12L6zn42MvMVkepTxecf1vHHl1WT5Z6FN5bU90nrAgUTwy6C73o3/l47ZdqLnx+y/5GMC\nSoxkHPiH8RxQYiTqwJIMAouN9x1znP/p5qyCv9c0Q7ByMj2VxLo5vm9V10R5tm2VX3t6SjIVTUpj\n9egHA3u11vsBlFKfAlcA1Sb6vZtTGOwzAQ2MjOpFlyA/e2lRrTXLDh3mRIlxxcvNfrGMK/E3rku3\naXSZ5iHP/ZwsMyZEt473Yfvwbyg1Q6kJSszQ7pUrMJdkodHcFgEPpzneTucqhlBABjas/MPrKSJ0\nOF5lHvjbjCs5p3EteeRRSiljWIZ3pVRsxcp3GPcXNWFikBrEhnZHKnaebeNA6ScABBBAvoe/Q6Jv\nZ8uzv853GtN1TORZOM+FjiKY8xiNLxGEeLThmO19e5tvKXjGpKB7Pco+nzSO+++AXx23v1J/Sd7Y\nJQQp8NceBG72IoBoAvAiQHkToLwIMCcSYPEl0NwGrunmkPyu8vLiqnr0QFVNSVWSqRANprESfVug\nctcvFTivppWLrRZ+txr1xC89PJie/Mmh/X0eIxGj5smknFEcZ5BD++GSe9mJMduiXc6tHKpSXCqt\nZDNpOgWAfJtzIaLj7CUDo7i/Z4kHvjheLm/BQjFGL7mYYodE71H+nxUrNmx4FlU5s+dXcVl5AQXk\nRcRBZLA9qcUQgnnrAfwJxJdgUlvvwupdTJmXhTLvYoo8LYxLuR1fPz+Cg33pc/4mfILNeIaa8Ajx\noMATWltHExbohb9PIH4+b+DvG4yfbxAmbx8jaT5SOZH+y6FnGmsy0TLH1IRoOVx2MlYpNRWYCuCD\n/xnWPj0TFT0/k815lFZVardGtIahlzl8HTe99729vazKbYTKzFbMZRWHqTg0H7/AAMy+CpOPwuRr\npvOmOLTSeHr48OCFtzBnxDR8fAPw9Q3CxzeQv//vHcICg4mIiqDzi7dBaMUfkm5aU2ocjxp/vtPd\nGbLiVKcQQlRPVa2z3CA7VWoIMFtrfVH5+5kAWut/Vrd+lH+0Pi/sMpRSXNCtPV3bBmAye2Aye6A8\nzPzwx2FO5uaCycT1Q4cxtEcv46u9hxnl7clr3y7lZG4mHh5mrpgynF4T2uNp8sTT7ImX2YuPn/mR\ngtoM2wQAAAOzSURBVJN5eHp5cO3Ui2kX53gjgLXfbECbyvDx86ZHrx74BPhg8jKhPJVxUU9uLmaz\nGS8vL6fCXEII4SpKqUStdTW3Z6+yXiMleg9gDzAaOIIxgfhGrXW1V6YkJCToU+VohRBC1E5tE32j\nDN1ora1KqfuBHzCmV75bU5IXQgjRuBptjF5rvQxYdsYVhRBCNCqZvyaEEM2cJHohhGjmJNELIUQz\nJ4leCCGaOUn0QgjRzDXKPPqzDkKpPGD3GVdseSKAam5r3eLJcameHBdnzf2YdNRaR55pJXepR7+7\nNpP+Wxql1EY5Ls7kuFRPjoszOSYGGboRQohmThK9EEI0c+6S6Oe7OgA3JcelenJcqifHxZkcE9zk\nZKwQQojG4y49eiGEEI3E5YleKXWxUmq3UmqvUupxV8fjLpRSKUqprUqpJKVUi63hrJR6Vyl1Uim1\nrdKyMKXUCqVUcvlzqCtjPNdqOCazlVJHyn9fkpRS410ZoysopdorpVYppXYopbYrpR4sX96if1/A\nxYm+0k3ELwF6AzcopXq7MiY3M0prHd/Cp4e9D1xcZdnjwEqtdTdgZfn7luR9nI8JwCvlvy/x5dVj\nWxor8IjWujdwPnBfeT5p6b8vLu/R228irrUuAU7dRFwIALTWvwCZVRZfAXxQ/voD4MpzGpSL1XBM\nWjyt9TGt9aby13nAToz7V7fo3xdwfaKv7ibibV0Ui7vRwI9KqcTy++uKCq201sfKXx8HWrkyGDfy\ngFJqS/nQTosbnqhMKdUJ6A9sQH5fXJ7oRc2Gaa3jMYa17lNKyT3Aq6GNaWMydQzeAjoD8cAx4CXX\nhuM6SqkA4EvgIa11buW2lvr74upEfwRoX+l9u/JlLZ7W+kj580lgCcYwlzCcUEq1Bih/PunieFxO\na31Ca12mtbYB79BCf1+UUp4YSf5jrfXi8sUt/vfF1Yn+d6CbUipGKeUFXA8sdXFMLqeU8ldKBZ56\nDYwDtp1+qxZlKTCl/PUU4GsXxuIWTiWyclfRAn9flFIKWADs1Fq/XKmpxf++uPyCqfJpYHOpuIn4\n0y4NyA0opTpj9OLBKDz3SUs9LkqphcBIjCqEJ/6/PTs2IigIoCh6fyMqEahCC3qQ6EekByVogEZ8\nAYFEaJj954Qb7uzc4G11qE7VsVpVt2o7z/NiPic/3Mmm52wzV9dq97ZLL8I0TevqXF2q++t433On\nX+x7qT8IPQDf9evpBoAvE3qAwQk9wOCEHmBwQg8wOKEHGJzQAwxO6AEG9wAqYVzd22Ke8gAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175364a1128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# заново строим график, задав стиль и цвет каждой\n",
    "# линии и толщину 3 для всех линий \n",
    "ax = line_style.plot(style=['r-', 'g--', 'b:', 'm-.', 'k:'], lw=3)\n",
    "ax.legend(legend_labels, loc='upper left');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nG2NMifs/oeCLzwQLQnIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17535113e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем заново, добавив маркеры линий\n",
    "ax = line_style.plot(style=['r-o', 'g--^', 'b:*', \n",
    "                            'm-.D', 'k:o'], lw=3)\n",
    "ax.legend(legend_labels, loc='upper left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Настройка цены делений и меток делений шкалы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0. ,  0.5,  1. ,  1.5,  2. ,  2.5,  3. ,  3.5,  4. ])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17534e50c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим простой график, чтобы продемонстрировать,\n",
    "# как извлечь информацию о делениях шкалы\n",
    "ticks_data = pd.DataFrame(np.arange(0,5))\n",
    "ticks_data.plot()\n",
    "ticks, labels = plt.xticks()\n",
    "ticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPW9//HXxxAI+75JQHYQULYQlv5qrbtcldalRawQ\nFpFFa61dbHutrdf2em1va9UKoiwRkEXFpYpabdWKikkIexCJIpCAEEDCTrbP749MeymCGcIkZ2by\nfj4eeThzzsmc9wi8c3Lme87X3B0REYkvZwUdQEREIk/lLiISh1TuIiJxSOUuIhKHVO4iInFI5S4i\nEodU7iIicUjlLiISh1TuIiJxqFZQO27RooV37NgxqN2LiMSkFStW7Hb3lhVtF1i5d+zYkaysrKB2\nLyISk8xsSzjb6bSMiEgcUrmLiMQhlbuISBwK7Jy7iEhQiouLycvL4+jRo0FHOaWkpCSSk5NJTEys\n1Per3EWkxsnLy6Nhw4Z07NgRMws6zpe4O3v27CEvL49OnTpV6jXCPi1jZglmttLMXj7JOjOzh80s\n18zWmNmASqUREakGR48epXnz5lFZ7ABmRvPmzc/oN4vTOed+B7DhFOuuBLqFviYC0yqdSESkGkRr\nsf/TmeYLq9zNLBn4D+DJU2wyAnjKyy0HmphZ2zNKJiJymtblF/Lo3zcFHSMqhHvk/hDwE6DsFOvb\nAduOe54XWvZvzGyimWWZWVZBQcFpBRUR+SrvfFzAdx//gAUZ29h3uCjoOBV67bXX6NGjB127duWB\nBx6I+OtXWO5mdhWwy91XnOnO3H2Gu6e4e0rLlhVePSsiEpZnsrYxbk4mHZrXZ8mUYTSpVzvoSF+p\ntLSUqVOn8uqrr5KTk8OCBQvIycmJ6D7COXL/GnCNmX0GLAQuMrN5J2yTD7Q/7nlyaJmISJVxdx7+\n2yZ+/OwahnZuzuJbh9C6UVLQsSqUkZFB165d6dy5M7Vr12bkyJG8+OKLEd1HhUMh3f1nwM8AzOxC\n4Efu/r0TNnsJuM3MFgKDgUJ33xHRpCIixykpLeOeF9exIGMb1/ZvxwPXnU/tWqd/Xeav/7KenO37\nI5qt19mNuPfq3qdcn5+fT/v2/3c8nJyczIcffhjRDJUe525mkwDcfTqwFBgO5AKHgbERSScichKH\ni0q47emV/P2jXUz9Zhd+dFmPqB/9Ut1Oq9zd/W3g7dDj6cctd2BqJIOJiJzM7oPHGD8nk7X5hdz/\nrT58b8g5Z/R6X3WEXVXatWvHtm3/NwYlLy+Pdu2+NAbljOjeMiISMz7bfYjrpr3Pxp0HePzmlDMu\n9qAMGjSITZs2sXnzZoqKili4cCHXXHNNRPeh2w+ISExYufULxqeXzwHx9C1DGNChacCJKq9WrVo8\n+uijXH755ZSWljJu3Dh6947sbxAqdxGJem/m7OS2Bdm0aphE+rhUOrWoH3SkMzZ8+HCGDx9eZa+v\ncheRqDb/wy3c88I6+rRrzMwxg2jZsE7QkWKCyl1EopK7879//ZhH38rlmz1a8uebBlCvtiorXPo/\nJSJRp7i0jLufW8tz2XmMHNSe+7/Vh1oJkR3/4e5RPXyyfBBi5ancRSSqHDxWwuR5K3h3027uvKQ7\n37+4a8RLOCkpiT179kTtbX//eT/3pKTKX22rcheRqLFr/1HSZmeycecBHrz+fL6T0r7ib6qE5ORk\n8vLyiOYbGP5zJqbKUrmLSFTI3XWAMbMy+eJwETPHpHBhj1ZVtq/ExMRKz3AUK1TuIhK4zM/2MiE9\ni8SEs1g0cSjnJTcOOlLMU7mLSKBeXbuDOxatIrlJXdLHpdK+Wb2gI8UFlbuIBGb2e5u57+Uc+rdv\nwpNjBtGsfnTfhz2WqNxFpNqVlTkPvPYRM/7xKZf1as3DN/YnKTEh6FhxReUuItXqWEkpP3pmDX9Z\nvZ3RQ8/h3qt7k3BW9A1HjHUqdxGpNoVHipn4VBYfbt7LT6/oyaRvdI7KcebxoMJyN7Mk4B9AndD2\nz7r7vSdscyHwIrA5tGiJu98X2agiEsu27ztC2uwMNu8+xEPf7ce3+kf2/uXy78I5cj8GXOTuB80s\nEVhmZq+6+/ITtnvX3a+KfEQRiXUffb6ftFmZHDpWQvrYVIZ1bRF0pLgXzhyqDhwMPU0MfZ3ZTQ9E\npMZ4P3c3t85dQf06tVg8aSjntm0UdKQaIaw78ZhZgpmtAnYBb7j7yWZyHWZma8zsVTOr/nmrRCTq\nvLgqnzGzM2jbJIklU4ap2KtRWOXu7qXu3g9IBlLNrM8Jm2QDHdz9fOAR4IWTvY6ZTTSzLDPLiuZ7\nOojImXF3pr/zCXcsXMWADk15ZtIwzm5SN+hYNcpp3UPT3fcBbwFXnLB8v7sfDD1eCiSa2ZdOqrn7\nDHdPcfeUli1bnkFsEYlWpWXOr15azwOvfsRV57flqfGpNK6bGHSsGqfCcjezlmbWJPS4LnAp8NEJ\n27Sx0HgmM0sNve6eyMcVkWh2tLiUKfNXkP7BFm75eiceHtmfOrV0cVIQwhkt0xZIN7MEykt7sbu/\nbGaTANx9OnA9MNnMSoAjwEg/0zvNi0hM+eJQEROeyiJ76xf88qpejPt/8X3XxWgXzmiZNUD/kyyf\nftzjR4FHIxtNRGLFtr2HGTM7g7wvjvDnUQMYfl7boCPVeLpCVUTOyLr8QtJmZ1JcWsa88YNJ7dQs\n6EiCyl1EzsA7HxcwZd4KmtSrzcKJg+naqmHQkSRE5S4ilfJM1jbuXrKW7q0bMmfsIFo3qvx8nxJ5\nKncROS3uziN/z+UPb3zM17u14LGbBtAwSUMdo43KXUTCVlJaxj0vrmNBxjauHdCOB649n9q1Tuty\nGakmKncRCcvhohJue3olf/9oF1O/2YUfXdZDt+uNYip3EanQ7oPHGD8nk7X5hdz/rT58b8g5QUeS\nCqjcReQrbd59iLTZGezcf5THb07h0l6tg44kYVC5i8gprdz6BePTswB4+pYhDOjQNOBEEi6Vu4ic\n1Bs5O7l9QTatGyUxZ2wqnVrUDzqSnAaVu4h8ybzlW/jli+s4r11jZqYNokWDOkFHktOkcheRf3F3\nfv/Xjfz5rU+4qGcrHh3Vn3q1VROxSH9qIgJAUUkZdy9Zw5LsfG5Mbc9/jehDrQSNYY9VKncR4cDR\nYqbMz+bdTbv54aXduf2irhrDHuNU7iI13M79Rxk7O5ONOw/w4PXn852U9kFHkghQuYvUYLm7DjBm\nViZfHC5iVtogvtFd01/Gi3Cm2UsyswwzW21m683s1yfZxszsYTPLNbM1ZjagauKKSKRkfraX66Z9\nwLGSMhbfOlTFHmfCOXI/Blzk7gfNLBFYZmavuvvy47a5EugW+hoMTAv9V0Si0Ktrd3DHolUkN61L\n+thU2jerF3QkibAKj9y93MHQ08TQ14nzo44AngptuxxoYmaaZ0skCs1atpkpT2dzXrvGPDdpmIo9\nToU1zsnMEsxsFbALeMPdPzxhk3bAtuOe54WWiUiUKCtzfvNKDve9nMNlvVozf8JgmtavHXQsqSJh\nlbu7l7p7PyAZSDWzPpXZmZlNNLMsM8sqKCiozEuISCUcKynljkWreOLdzYweeg6P3TSQpMSEoGNJ\nFTqtKxTcfR/wFnDFCavygePHTyWHlp34/TPcPcXdU1q21Ic3ItWh8Egxo2dm8JfV27n7yp78+pre\nJJylMezxLpzRMi3NrEnocV3gUuCjEzZ7CRgdGjUzBCh09x0RTysip2X7viPcMP19srd+wZ9G9mPS\nN7ro4qQaIpzRMm2BdDNLoPyHwWJ3f9nMJgG4+3RgKTAcyAUOA2OrKK+IhOmjz/eTNiuTQ8dKSB+b\nyrCuLYKOJNWownJ39zVA/5Msn37cYwemRjaaiFTW+7m7uXXuCurXqcXiSUM5t22joCNJNdMVqiJx\n5sVV+fzomdV0alGfOWNTObtJ3aAjSQBU7iJxwt2Z/s6n/M9rHzGkczMevzmFxnUTg44lAVG5i8SB\n0jLn139Zz1MfbOHqvmfz+xvOp04tDXWsyVTuIjHuaHEpdyxcyevrdzLxgs7cfUVPztJQxxpP5S4S\nw744VMT49ExWbtvHvVf3YuzXOgUdSaKEyl0kRm3be5gxszLI23eEx0YN4MrzdDsn+T8qd5EYtDav\nkLFzMikuLWP+hMEM6tgs6EgSZVTuIjHm7Y27mDI/m6b1arNw4mC6tmoYdCSJQip3kRiyOGsbP1uy\nlh6tGzJn7CBaNUoKOpJEKZW7SAxwdx7+Wy5/fPNjvt6tBY/dNICGSRrDLqemcheJciWlZdzz4joW\nZGzj2gHt+J/rzicx4bRu6Co1kMpdJIodLirhtqdX8vePdnHbN7ty12XddVdHCYvKXSRK7T54jHFz\nMlmXX8hvvt2HmwafE3QkiSEqd5EotHn3IcbMymDXgaPMuDmFS3q1DjqSxBiVu0iUyd76BRPSswBY\ncMsQ+ndoGnAiiUUqd5Eo8kbOTm5fkE3rRknMGZtKpxb1g44kMSqcafbam9lbZpZjZuvN7I6TbHOh\nmRWa2arQ1y+rJq5I/Jq7fAu3zs2iR+uGPDd5mIpdzkg4R+4lwF3unm1mDYEVZvaGu+ecsN277n5V\n5COKxDd353evb+Sxtz/h4p6teGRUf+rV1i/VcmbCmWZvB7Aj9PiAmW0A2gEnlruInKaikjLufm4N\nS1bmc2NqB/5rRG9qaQy7RMBp/S0ys46Uz6f64UlWDzOzNWb2qpn1PsX3TzSzLDPLKigoOO2wIvHk\nwNFixs3JZMnKfO66tDu//XYfFbtETNi/+5lZA+A54Afuvv+E1dlAB3c/aGbDgReAbie+hrvPAGYA\npKSkeKVTi8S4nfuPkjY7k007D/C768/nhpT2QUeSOBPWYYKZJVJe7PPdfcmJ6919v7sfDD1eCiSa\nWYuIJhWJE5t2HuDax95n655DzEwbpGKXKlHhkbuVX+s8E9jg7n84xTZtgJ3u7maWSvkPjT0RTSoS\nBzI272VCeiZ1EhNYdOtQ+rRrHHQkiVPhnJb5GnAzsNbMVoWW/RzoAODu04HrgclmVgIcAUa6u067\niBxn6dod/GDRKpKb1iV9bCrtm9ULOpLEsXBGyywDvvJORe7+KPBopEKJxJuZyzZz/ys5DOjQlCdH\np9C0fu2gI0mc02BakSpUVub8dukGnly2mct7t+ZPI/uTlJgQdCypAVTuIlXkWEkpdy1ezctrdpA2\nrCP3XNWLhLN0u16pHip3kSpQeLiYiXOz+HDzXn52ZU8mXtBZ92GXaqVyF4mw7fuOkDY7g827D/Gn\nkf0Y0a9d0JGkBlK5i0TQhh37SZudweFjpaSPS2VYF13uIcFQuYtEyHu5u5k0dwX169TimclD6dmm\nUdCRpAZTuYtEwAsr8/nxs6vp3KIBc8YNom3jukFHkhpO5S5yBtydae98woOvbWRI52Y8fnMKjesm\nBh1LROUuUlmlZc6vXlrP3OVbuLrv2fz+hvOpU0tj2CU6qNxFKuFocSnfX7CSv+bs5NYLOvPTK3py\nlsawSxRRuYucpr2HipiQnsnKbfv41dW9SPtap6AjiXyJyl3kNGzdc5i02Rnk7TvCY6MGcOV5bYOO\nJHJSKneRMK3NK2TsnAyKS52nJwwmpWOzoCOJnJLKXSQMb23cxdT52TStV5uFE1Pp2qpB0JFEvpLK\nXaQCizO38bPn19KzTUNmpw2iVaOkoCOJVKjCafbMrL2ZvWVmOWa23szuOMk2ZmYPm1luaJLsAVUT\nV6T6uDsPvfkxP3luDcO6NGfRrUNV7BIzwjlyLwHucvdsM2sIrDCzN9w957htrqR8QuxuwGBgWui/\nIjGppLSM/3xhHQszt3HdgGQeuO48EhPCmnJYJCqEMxPTDmBH6PEBM9sAtAOOL/cRwFOhqfWWm1kT\nM2sb+l6RmHLoWAm3PZ3NWxsLuP2irvzw0u66Xa/EnNM6525mHYH+wIcnrGoHbDvueV5omcpdYkrB\ngWOMT89kXX4hv/l2H24afE7QkUQqJexyN7MGwHPAD9x9f2V2ZmYTgYkAHTp0qMxLiFSZTwsOkjY7\nk10HjjLj5hQu6dU66EgilRbWSUQzS6S82Oe7+5KTbJIPtD/ueXJo2b9x9xnunuLuKS1btqxMXpEq\nkb31C66b9j4Hj5WwcOJQFbvEvHBGyxgwE9jg7n84xWYvAaNDo2aGAIU63y6x4q/rP2fUE8tpVDeR\nJZOH0a99k6AjiZyxcE7LfA24GVhrZqtCy34OdABw9+nAUmA4kAscBsZGPqpI5M1dvoV7X1zHeclN\nmDUmheYN6gQdSSQiwhktswz4yqECoVEyUyMVSqSquTsPvr6RaW9/wsU9W/HIqP7Uq61r+iR+6G+z\n1DhFJWX89Lk1PL8yn1GDO3DfNb2ppTHsEmdU7lKjHDhazOR52SzL3c2PLuvO1G921Rh2iUsqd6kx\ndu4/yphZGeTuOsjvb+jL9QOTg44kUmVU7lIjbNp5gDGzMig8UsystEFc0F1DcSW+qdwl7n346R5u\neSqLOokJLLp1KH3aNQ46kkiVU7lLXHtlzQ7uXLSK9s3qMmdsKu2b1Qs6kki1ULlL3Jq5bDP3v5LD\nwA5NeXJMCk3q1Q46kki1UblL3Ckrc36zdAMzl23mit5teGhkP5ISE4KOJVKtVO4SV44Wl3LXM6t5\nZc0O0oZ15J6repFwloY6Ss2jcpe4UXi4mFvmZpGxeS8/H96TW77eWWPYpcZSuUtcyN93hLRZGXy2\n5xB/GtmPEf3aBR1JJFAqd4l5Odv3M3ZOBoeLSkkfl8qwLi2CjiQSOJW7xLT3cndz69wVNKhTi2cm\nDaVnm0ZBRxKJCip3iVkvrMznx8+upnOLBswZN4i2jesGHUkkaqjcJea4O9Pe+YQHX9vI0M7NeXz0\nQBolJQYdSySqqNwlppSWOb96aT1zl2/hmr5n87sbzqdOLY1hFzlRONPszTKzXWa27hTrLzSzQjNb\nFfr6ZeRjipSPYZ88bwVzl2/h1m905qHv9lOxi5xCOEfuc4BHgae+Ypt33f2qiCQSOYm9h4qYkJ7J\nym37+PU1vRkzrGPQkUSiWjjT7P3DzDpWfRSRk9u65zBpszPI33eEaTcN4Io+bYOOJBL1IjW32DAz\nW2Nmr5pZ7wi9pghr8wq5dtp77D1cxPwJg1XsImGKxAeq2UAHdz9oZsOBF4BuJ9vQzCYCEwE6dOgQ\ngV1LPHtr4y6mzs+mWf3azBmbStdWDYKOJBIzzvjI3d33u/vB0OOlQKKZnfQSQXef4e4p7p7SsqVm\nwpFTW5S5lQnpWXRqUZ8lU4ap2EVO0xkfuZtZG2Cnu7uZpVL+A2PPGSeTGsndeejNTfzpb5u4oHtL\nHrtpAA3qaMSuyOmq8F+NmS0ALgRamFkecC+QCODu04HrgclmVgIcAUa6u1dZYolbxaVl/Ofz61iU\ntY3rBybz39eeR2JCpD4WEqlZwhktc2MF6x+lfKikSKUdOlbC1KezeXtjAd+/qCt3Xtpdt+sVOQP6\nfVcCV3DgGOPmZLJ+eyG//fZ5jBqsD9tFzpTKXQL1acFBxszOYPeBIp4YncLF57YOOpJIXFC5S2BW\nbPmCCemZnGXGgolD6Ne+SdCRROKGyl0C8df1n3P7gpW0bZzEnLGpdGxRP+hIInFF5S7Vbu7yLdz7\n4jrOT27CzDEpNG9QJ+hIInFH5S7Vxt158PWNTHv7Ey45txWP3DiAurV1V0eRqqByl2pRVFLGT59b\nw/Mr8xk1uAP3XdObWhrDLlJlVO5S5Q4cLWbyvGyW5e7mx5f3YMqFXTSGXaSKqdylSu3cf5QxszLI\n3XWQ/72hL9cNTA46kkiNoHKXKrNp5wHGzMqg8Egxs9IGcUF33SxOpLqo3KVKfPjpHm55Kos6iQks\nnjSU3mc3DjqSSI2icpeIe2XNDu5ctIr2zeqSPi6V5Kb1go4kUuOo3CWiZi7bzP2v5JByTlOeGJ1C\nk3q1g44kUiOp3CUiysqc3yzdwMxlm7myTxv++N1+JCVqDLtIUFTucsaOFpdy1zOreWXNDtKGdeSe\nq3qRcJaGOooESeUuZ6TwcDG3zM0iY/NefjH8XCZ8vZPGsItEgQovETSzWWa2y8zWnWK9mdnDZpZr\nZmvMbEDkY0o0yt93hOunv8+qrft4+Mb+3HJBZxW7SJQI5/rvOcAVX7H+SqBb6GsiMO3MY0m0y9m+\nn2sfe4/P9x8lfVwq1/Q9O+hIInKcCsvd3f8B7P2KTUYAT3m55UATM2sbqYASfd7L3c13Hv+As8x4\ndtIwhnZpHnQkETlBJO7c1A7YdtzzvNCyLzGziWaWZWZZBQUFEdi1VLfnV+YxZlYGyU3rsmTKMHq0\naRh0JBE5iWq9LZ+7z3D3FHdPadlSl6LHEnfnsbdzuXPRagZ1bMbiSUNp27hu0LFE5BQiMVomH2h/\n3PPk0DKJE6Vlzr0vrWPe8q2M6Hc2v7u+L7Vr6Xa9ItEsEv9CXwJGh0bNDAEK3X1HBF5XosCRolIm\nzVvBvOVbmfSNLvzxO/1U7CIxoMIjdzNbAFwItDCzPOBeIBHA3acDS4HhQC5wGBhbVWGleu09VMT4\n9ExWbdvHfSN6M3pox6AjiUiYKix3d7+xgvUOTI1YIokKW/ccZszsDLbvO8K0mwZyRZ82QUcSkdOg\nK1TlS9bk7WPcnExKypynbxnMwHOaBR1JRE6Tyl3+zVsbdzF1fjbN6tcmfVwqXVo2CDqSiFSCyl3+\nZVHmVn7+/DrObduQWWmDaNUwKehIIlJJKnfB3XnozU386W+buKB7Sx67aQAN6uivhkgs07/gGq64\ntIz/fH4di7K2ccPAZH577XkkJmioo0isU7nXYIeOlTD16Wze3ljA9y/uxp2XdNNdHUXihMq9hio4\ncIxxczLJ2bGf/772PG5M7RB0JBGJIJV7DfRJwUHSZmew+0ART4weyEU9WwcdSUQiTOVew6zY8gUT\n0jM5y4yFE4fQt32ToCOJSBVQudcgr6//nO8vWEnbxkmkj0vlnOb1g44kIlVE5V5DzP3gM+59aT3n\nJzdh5pgUmjeoE3QkEalCKvc4V1bmPPj6Rqa/8wmXnNuKR24cQN3aCUHHEpEqpnKPY0UlZfzk2dW8\nsGo7owZ34L5relNLY9hFagSVe5zaf7SYyfNW8F7uHn58eQ+mXNhFY9hFahCVexz6vPAoabMzyN11\nkP+9oS/XDUwOOpKIVDOVe5z5eOcB0mZlUHikmFlpg7igu+aqFamJwjoBa2ZXmNlGM8s1s7tPsv5C\nMys0s1Whr19GPqpUZPmne7h+2vsUlzmLJw1VsYvUYOFMs5cA/Bm4FMgDMs3sJXfPOWHTd939qirI\nKGF4ec12frhoNe2b1SV9XCrJTesFHUlEAhTOkXsqkOvun7p7EbAQGFG1seR0PPnup9z29Er6tm/M\nc5OHqdhFJKxybwdsO+55XmjZiYaZ2Roze9XMep/shcxsopllmVlWQUFBJeLK8crKnPv+ksP9r2zg\nyj5tmDt+ME3q1Q46lohEgUh9oJoNdHD3g2Y2HHgB6HbiRu4+A5gBkJKS4hHad410tLiUHy5exdK1\nn5M2rCP3XNWLhLM01FFEyoVz5J4PtD/ueXJo2b+4+353Pxh6vBRINLMWEUsp/2bf4SJGz8xg6drP\n+cXwc7n3ahW7iPy7cI7cM4FuZtaJ8lIfCYw6fgMzawPsdHc3s1TKf2jsiXRYgbwvDpM2O5Otew7z\n8I39uabv2UFHEpEoVGG5u3uJmd0GvA4kALPcfb2ZTQqtnw5cD0w2sxLgCDDS3XXaJcLWby9k7OxM\njhSXkj4ulaFdmgcdSUSilAXVwSkpKZ6VlRXIvmPRu5sKmDwvm4ZJtUgfl0r31g2DjiQiATCzFe6e\nUtF2ukI1BizJzuMnz66ha6sGzBmbSpvGSUFHEpEop3KPYu7OY29/wu9e38iwLs2ZfvNAGiUlBh1L\nRGKAyj1KlZY59760jnnLtzKi39n87vq+1K6l2/WKSHhU7lHoSFEpty9YyZsbdjLpG134yeU9OEtD\nHUXkNKjco8zeQ0WMT89k1bZ93DeiN6OHdgw6kojEIJV7FNmy5xBpszPZvu8I024ayBV92gQdSURi\nlMo9Sqzeto/x6ZmUlDlP3zKYgec0CzqSiMQwlXsUeOujXUyZn03zBrVJH5dKl5YNgo4kIjFO5R6w\nhRlb+cUL6zi3bUNmpQ2iVUONYReRM6dyD4i788c3N/Hw3zZxQfeWPHbTABrU0R+HiESG2iQAxaVl\n/HzJWp5ZkccNA5P57bXnkZigMewiEjkq92p26FgJU+Zn887HBXz/4m7ceUk3zDSGXUQiS+VejXYd\nOMq4OZls2HGA/772PG5M7RB0JBGJUyr3avJJwUHGzMpgz8Einhg9kIt6tg46kojEMZV7NVixZS/j\n07NIMGPhxCH0bd8k6EgiEufC+hTPzK4ws41mlmtmd59kvZnZw6H1a8xsQOSjxqbX1n3OqCc+pEnd\nRJZMGaZiF5FqUWG5m1kC8GfgSqAXcKOZ9TphsyspnxC7GzARmBbhnDHpqQ8+Y/L8FZzbthHPTR7G\nOc3rBx1JRGqIcE7LpAK57v4pgJktBEYAOcdtMwJ4KjS13nIza2Jmbd19R8QTx4CyMufB1zcy/Z1P\nuOTcVjxy4wDq1k4IOpaI1CDhlHs7YNtxz/OAwWFs0w6oceXu7vxw8SpeWLWdUYM7cN81vamlMewi\nUs2q9QNVM5tI+WkbOnSIz2GAZkaXlg348eU9mHJhF41hF5FAhFPu+UD7454nh5ad7ja4+wxgBpRP\nkH1aSWPI7Rd3CzqCiNRw4ZwvyAS6mVknM6sNjAReOmGbl4DRoVEzQ4DCmnq+XUQkGlR45O7uJWZ2\nG/A6kADMcvf1ZjYptH46sBQYDuQCh4GxVRdZREQqEtY5d3dfSnmBH79s+nGPHZga2WgiIlJZGsYh\nIhKHVO4iInFI5S4iEodU7iIicUjlLiISh6x8oEsAOzY7AGwMZOfVowWwO+gQVUjvL3bF83uD+H9/\nPdy9YUUbBXk/943unhLg/quUmWXp/cWueH5/8fzeoGa8v3C202kZEZE4pHIXEYlDQZb7jAD3XR30\n/mJbPL+uHmc5AAACoUlEQVS/eH5voPcHBPiBqoiIVB2dlhERiUOBlruZ3WBm682szMzi4tPtiiYT\nj3VmNsvMdpnZuqCzRJqZtTezt8wsJ/T38o6gM0WSmSWZWYaZrQ69v18HnSnSzCzBzFaa2ctBZ6kK\nZvaZma01s1UVjZoJ+sh9HXAt8I+Ac0REmJOJx7o5wBVBh6giJcBd7t4LGAJMjbM/v2PARe7eF+gH\nXBGafyGe3AFsCDpEFfumu/eraLhnoOXu7hvcPZ4uZPrXZOLuXgT8czLxuOHu/wD2Bp2jKrj7DnfP\nDj0+QHlJtAs2VeR4uYOhp4mhr7j50M3MkoH/AJ4MOks0CPrIPd6caqJwiTFm1hHoD3wYbJLICp22\nWAXsAt5w93h6fw8BPwHKgg5ShRx408xWhOakPqUqv0LVzN4E2pxk1S/c/cWq3r/I6TKzBsBzwA/c\nfX/QeSLJ3UuBfmbWBHjezPq4e8x/fmJmVwG73H2FmV0YdJ4q9P/cPd/MWgFvmNlHod+mv6TKy93d\nL6nqfUSRsCYKl+hlZomUF/t8d18SdJ6q4u77zOwtyj8/iflyB74GXGNmw4EkoJGZzXP37wWcK6Lc\nPT/0311m9jzlp4JPWu46LRNZ4UwmLlHKzAyYCWxw9z8EnSfSzKxl6IgdM6sLXAp8FGyqyHD3n7l7\nsrt3pPzf3d/jrdjNrL6ZNfznY+AyvuIHc9BDIb9tZnnAUOAVM3s9yDxnyt1LgH9OJr4BWOzu64NN\nFVlmtgD4AOhhZnlmNj7oTBH0NeBm4KLQULNVoSPBeNEWeMvM1lB+IPKGu8flkME41RpYZmargQzg\nFXd/7VQb6wpVEZE4pNMyIiJxSOUuIhKHVO4iInFI5S4iEodU7iIicUjlLiISh1TuIiJxSOUuIhKH\n/j86ywpg+ihdYQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1753509bc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# заново задаем диапазон оси x от -1 от 5 и выводим\n",
    "# деления только для целочисленных значений\n",
    "ticks_data = pd.DataFrame(np.arange(0,5))\n",
    "ticks_data.plot()\n",
    "plt.xticks(np.arange(-1, 6));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAD8CAYAAACFK0QrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlbmISBD4/8rrHsuoLHnnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17534f4ce10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# переименовываем метки делений оси y\n",
    "# в метки A, B, C, D и E\n",
    "ticks_data = pd.DataFrame(np.arange(0,5))\n",
    "ticks_data.plot()\n",
    "plt.yticks(np.arange(0, 5), list(\"ABCDE\"));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Форматирование меток делений, содержащих даты, с помощью форматтеров"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEfCAYAAABCh30+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17536517860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализируем данные за январь-февраль 2014\n",
    "# на основе случайного блуждания\n",
    "walk_df.loc['2014-01':'2014-02'].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEqCAYAAAD3dzw0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17531b352b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# импортируем необходимые локаторы и форматтеры\n",
    "from matplotlib.dates import WeekdayLocator, \\\n",
    "DateFormatter, MonthLocator\n",
    "\n",
    "# визуализируем данные за январь-февраль 2014\n",
    "ax = walk_df.loc['2014-01':'2014-02'].plot()\n",
    "\n",
    "# настраиваем метки промежуточных делений\n",
    "weekday_locator = WeekdayLocator(byweekday=(0), interval=1)\n",
    "ax.xaxis.set_minor_locator(weekday_locator)\n",
    "ax.xaxis.set_minor_formatter(DateFormatter(\"%d\\n%a\"))\n",
    "\n",
    "# настраиваем метки основных делений\n",
    "ax.xaxis.set_major_locator(MonthLocator())\n",
    "ax.xaxis.set_major_formatter(DateFormatter('\\n\\n\\n%b\\n%Y'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEqCAYAAAAWMOsgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17536489198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# создаем копию данных за январь-февраль 2014\n",
    "walk_subset = walk_df['2014-01':'2014-02']\n",
    "\n",
    "# строим график\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# информируем matplotlib, что используем даты\n",
    "# обратите внимание на то, что нам нужно преобразовать\n",
    "# индекс DatetimeIndex в однородный многомерный массив Numpy,\n",
    "# состоящий из объектов datetime.datetime\n",
    "ax.plot_date(walk_subset.index.to_pydatetime(), walk_subset, '-')\n",
    "\n",
    "# настраиваем метки промежуточных делений\n",
    "weekday_locator = WeekdayLocator(byweekday=(0), interval=1)\n",
    "ax.xaxis.set_minor_locator(weekday_locator)\n",
    "ax.xaxis.set_minor_formatter(DateFormatter('%d\\n%a'))\n",
    "\n",
    "# настраиваем метки основных делений\n",
    "ax.xaxis.set_major_locator(MonthLocator())\n",
    "ax.xaxis.set_major_formatter(DateFormatter('\\n\\n\\n%b\\n%Y'));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEqCAYAAAAWMOsgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8VeX9wPHPk70TIAtCIOywdxAEZKjgRFRQwYGouLWt\ntVVb2/qztdbVamuruAUVQRAREZUle4Swww4rAULCCGSv5/fHc5FA1k1yZ+73/XrdV5Jzzj3nm9yT\n733uM5XWGiGEEI2fl7MDEEII4RiS8IUQwkNIwhdCCA8hCV8IITyEJHwhhPAQkvCFEMJDSMIXQggP\nIQlfCCE8hCR8IYTwED7ODqCiyMhInZCQcNG2vLw8goODnRNQNSSm2rlaPCAxWcPV4gGJyRobN27M\n1lpH1Xqg1tplHn379tWXWrp0aaVtziYx1c7V4tFaYrKGq8WjtcRkDSBZW5FjpUpHCCE8hCR8IYTw\nEJLwhRDCQ0jCF0IIDyEJXwghPIQkfCGE8BCS8IUQwkNIwhdCCDv4ftsxrnrjZ/750x6yc4ucHQ4g\nCV8IIWzuhx3HefyLTeQUlPDm4r0MenkJv/tqC7uPn3NqXC41tYIQQri7RamZPPZ5Ct3iwpl2XxIn\nzhXx0aoDfLUxnZnJ6QzpEMlLY7sT3zTI4bHZvYSvlDqolNqmlNqslEq29/WEEMJZlu46wSOfpdC5\neRif3pdEaIAv7aJC+OtN3VnzzEieHtWJzUfO8MhnKRSXljs8PkdV6QzXWvfSWvdz0PWEEMKhlu/J\n4sHpG+kQE8K0yQMIC/C9aH+TYD8eHd6e18b1ZFtGDq//tNvhMUodvhBCNNDyPVk88Gky7aJCmH7f\nAMKDfKs9dlTXWCYMaMW7P6exal+2A6N0TMLXwCKl1Eal1JRLdyqlpiilkpVSyVlZWQ4IRwghbGf6\n2kPc+/EG2kQG89n9A2gS7Ffrc56/rgvtooL5zczNnMordkCUhiMS/mCtdS/gGuBRpdTQiju11lO1\n1v201v2iomqfzlkIIVxBWbnmhW938Me52xnSIZJZDw2kqRXJHiDQz5s3b+/N6bwSfj97K2aGY/uz\ne8LXWmdYvp4AvgaS7H1NIYSwp4JSzf2fbOCjVQeZfHkb3r+7H6EB1VfjVKVbXDi/G92Jn1Iz+Xz9\nYTtFejG7JnylVLBSKvT898DVwHZ7XlMIIezpyKl8/ra2gOV7s/nb2G786YYu+HjXL5VOvrwNQzpE\n8uL8VPadsH8ffXuX8GOAlUqpLcB64Dut9UI7X1MIIezmgU+TOVWo+eTeJCYOaN2gc3l5KV4f15Mg\nPx9enL/TRhFWz64Dr7TWaUBPe15DCCEcZW/mOXYdP8ddXfwY3CHSJueMDgvgvbv7kdDM/gOxZKSt\nEEJYaeH24ygFfaO9bXrevq2b2PR81ZF++EIIYaXvtx+nT6smRAS4Z+p0z6iFEMLBDp/MJ/XYWa7p\nFuvsUOpNEr4QQlhh4Y5jgBkp664k4QshhBUWbj9Ot7gwp8xyaSuS8IUQohbHcwpJOXyG0W5cugdJ\n+EIIUasfU48DMLpbcydH0jCS8IUQohbfbztO++gQ2keHODuUBpGEL4QQNTiVV8y6AyfdvjoHJOEL\nIUSNfko9TrmG0W7cHfM8SfhCCFGDhduP07JJIF1bhDk7lAaThC+EENU4W1jCyn3ZXNMtFqWUs8Np\nMEn4QghRjaW7TlBSphtFdQ5IwhdCiGp9v+040aH+9I53zORm9iYJXwghqnC2sIRle04wqmssXl7u\nX50DkvCFEI2U1pr3V6SxKDWzXs9/Z9l+CkvKua1/vI0jcx6ZD18I0ehorXnh21Q+Xn2QpsF+rGo/\ngkA/6+ewP5ZTwAcrD3BTrxZ0iwu3Y6SOJSV8IUSjorXmz/N28PHqg1zZOYZTecXM2FC3RcJf/3EP\nWsNvR3WyU5TOIQlfCNFoaK350zc7+HTNIaYMbct7d/clqU1Tpi5Po7i03Kpz7Dx2ltkp6Uy6PIGW\nTdx3ZsyqeFzCLywpI7+41NlhCCFsrLxc8/w325m29hAPDm3Ls9ckopTikWHtOJZTyNzNGVad5+/f\n7yIswJdHh7W3c8SO51EJv7SsnDveW8ukDzc4OxQhhA1pbZL99LWHeeiKdjxjSfYAV3SMomuLMN75\neT9l5brG86zYm8XyPVk8PqI94UG+jgjdoTwq4X+06iCbDp9hw6FTnM4rdnY4QggbST50ms/WHeb+\nwW34/ehOF42KNaX89qRl5fHDjuPVnqO8XPP3Bbto2SSQuwa2dkTYDucxCf/QyTxe/2k37aKC0RpW\n7c92dkhCCBv5cOUBwgN9eerqTlVOgTC6WyxtI4P577J9aF11KX/u5gxSj53l6VGd8PexvkePO2kU\nCf9sYQmPf7GJYzkFVe7XWvPsnG34eHnxyeQkwgJ8WLFHEr4QjcGRU/n8sOM4dyS1qrbrpbeX4sEr\n2rI94yzL91b+3y8oLuO1H3bTPS6cG3q0sHfITtMoEv7+E7ks23WCm95exY6jOZX2z0pOZ/X+k/z+\nmkRaNgliULtIVuzNqvadXgjhPqatPYRSirtrqYYZ27slzcMD+O/Sfb9sKy4tZ/raQ4x4fRlHcwp5\n9trERjOqtiqNIuH3btWEWQ8PxEspxr+zhp/3ZP2y78TZQv76XSpJCU2ZmNQKgCEdIzmaU0hadp6z\nQhZC2EBeUSlfrD/MNd1iaRERWOOxfj5e3D+kLesOnGJd2km+3HCY4a8t449zt9MiIpDPHxjAoHaR\nDorcORpFwgdIjA1j7qOX07pZMJM/3sCM9WagxZ/n7aCwtJy/39L9l3fuoR2iAFhR4Y1BCOF+Zqek\nc66wlMmD21h1/B1J8TQJ8mXC++v4/extNAvx4+N7+/PVQwMbfbKHRja1QkxYADMfGsijn6XwzJxt\nLN51gp9SM3l6VCfaRV1YizK+aRAJzYJYsTebSZdbd6MIIVxLebnm41UH6RkfQZ9W1s1mGeTnw+9G\nJ/J1SgYPDG3LlZ2jG8U899ZqNCX880L8fXj/nn7ckRTPT6mZdG4expShbSsdN7hDJGvSTlo9+k4I\n4Vp+3pNFWnYeky9PqNPz7khqxcyHBnJVlxiPSvbQyEr45/l6e/HS2O4M7RBF95bh+HpXfl8b0iGK\n6WsPs+nwaQa0beaEKIUQDfHhqgPEhPlzbffmzg7FbTS6Ev55Simu6d682rkwBrZrhreXYkUVXbSE\nEK5tT+Y5VuzN5u6BCVUW6ETVPPYvFRbgS+/4CFbslYZbIdzNR6sO4u/jxQRLzzthHY9N+GDq8bdm\n5Mg0C0K4kezcIuakpHNznziaBPs5Oxy34tEJf0iHKLSG1ftP1uv55eWanIISjpzK51xhiY2jE0Jc\nKuXwacb8ZxXlWjNZetjVWaNstLVWz5bhhAb4sGJvFtf1qL3hp7CkjF9/uZkN+/MpWvYDuUWlnB+s\nG+TnzW3947lvcJtGN4e2EM5WXq55d3kar/+4m9jwAGY+OJAOMaHODsvt2D3hK6VGA28C3sD7WuuX\n7X1Na/l4e3F5u0hW7M1Ga11jFy2tNc/N2cbCHccZEOtNYpuWhAX6Eh7oS2iAD2v3n2TamkN8uuYQ\nN/RozpSh7ejSIuyX5xcUl5GdW8SZ/BJCAnxoGuxHWICPx3ULE6Kucoo093y0nhV7s7mue3Neurk7\n4YGNb+piR7BrwldKeQNvA1cB6cAGpdQ8rXWqPa9bF0M6RrJwx3HSsvMuGpx1qU9WH2TOpgx+c1VH\nenhnMGxY14v2j+8Xz29HdeLDlQf4Yv1h5m4+SmJsKPmWRJ9fXFbpnD5eiibBfjQL9mNcv3juHZTQ\nqOfxEKKutqXn8PyqAorKC3lpbHfuSIqXQlID2LuEnwTs01qnASilZgBjANdJ+O3NNAsr92ZXm/DX\npZ3kxe92cmXnGB4b3p7ly6teOadFRCB/vL4Lj4/owPR1h1ibdpImQX5EhvgTGWq+hgf6kltYyun8\nYk7mFXM6r5h9J3J5cX4qy3af4PVxPYkOC7Db7yuEO5m6Io1yrfnmscEkxobV/gRRI3sn/DjgSIWf\n04EBFQ9QSk0BpgC0auX4LlatmgXRulkQK/Zmcc+ghEr7j+UU8OjnKbRuGsQbt/W0qgQeHuTLo8Pb\n8+hw65ZI01rz+frDvDg/ldFvruDVW3swsnNMXX8VIRqdbeln6NTUW5K9jTi9l47WeqrWup/Wul9U\nVJRTYhjSwdTjvzg/lQ0HT1FuWQatqLSMh6anUFBcxtS7+xIWYJ96Q6UUEwe0Zv7jg4kJC+C+T5J5\nfu52CksqVwMJ4Sly8ks4eDKfNmFOT1ONhr1L+BlAfIWfW1q2uZSHrmjHsTOFTFtziA9WHiAq1J9R\nXWM4nV/CliNneOfOvrSPtn+PgPbRocx9dBCvLtzN+ysPkH46n4/uTbL7dYVwRdsyzNoWbcIb5+pT\nzmDvhL8B6KCUaoNJ9LcDE+x8zTpr2SSIDyb151xhCUt3Z7Fw+zFmb8ygoKSMR4e3Y3S3WIfF4u/j\nzR+v70JYoC9v/LSHvZnnGkX3s6xzRSzcfowz+SXkl5SRX1RKXnEZhSVl9GvdhJv7trTbJyjhnrZm\nnAEgIVxK+LZi14SvtS5VSj0G/IDplvmh1nqHPa/ZEKEBvtzYswU39mxBYUkZqcfO0qtlhFNimTig\nFf9Zso9paw/xf2O6OSUGW9iflcv7K9KYnZLxy8ykft5eBPl7E+TrjZeXYv7WY/xj4W7G9GrBnZe1\npltcuJOjFq5gW3oOrZsFEewrvXJsxe798LXWC4AF9r6OrQX4els9x7Y9NAvx5/oezZm9MZ2nR3Ui\ntIbS7/6sXMqdtFzjliNn2HDwFM1C/Gga7E+zYNMbac/pMj77NJlFOzPx9fbi1r4tmXx5Aq2aBuPn\nc3GJbVt6DtPXHmLu5gxmbDhCz/gInrsmUWYx9XBb03Po07oJUHnZUlE/Hj3S1tXdNbA1czZl8PWm\nDO4emFDlMbM3pvPUrC1c3sKHIUPLHTpz4K7jZ7lt6hoKS6peUyAiqIzHh7fn7kEJRIb4V3ue7i3D\n+cetPXjuus7MSUln6vI0fj97K8ueHm6v0IWLy84tIuNMAZMGJUC5JHxbkYTvwnrFR9A9LpxP1xzi\nrstaVxpwklNQwksLdhIV6s+qo0U8NG0j/5nQh0A/+zdynS0s4aFpGwkL8OX7JweiteZUXjHZucWc\nzCsibe8enho/nCA/62+x8EBf7r28DT5eiue/2cH+rNwaB8OJxut8g233luEUHnZyMI2ItIa4MKUU\ndw9szb4TuaxJqzzB2z9/2sOp/GI+mtSfu7v4sWT3Ce76YB05+fadyK28XPPUzC2kny7g7Yl9aBMZ\nTNuoEPolNGV0t1gmDmjNkJa+dUr2FQ1PjAZgyc4TtgxbuJGtR3JQCmnPsTFJ+C7uhp4tiAjyZdqa\nQxdtTz16lk/XHOTOAaaRc0QrX96e0Iet6TmMf3cNmWcL7RbTO8v381NqJs9d25n+CU1tfv6WTYJI\njA1l0c5Mm59buIdtGWdoFxVCiL9UQtiSJHwXF+DrzW394vkxNZNjOQWAGZn753nbiQjy47dXd/rl\n2Gu7N+eje/uTfjqfm/+7moPZeTaPZ9W+bF77YTfX92jOvXVcS7QuRnaOJvnQabt/WhGuaWt6Dj2k\ndG9zkvDdwJ2XtaZca75YZyozv96UwYaDp/n96E6EB13ce+fy9pHMmDKQgpIyJr6/jqNnCmwWx9Ez\nBTzxxSbaRYXwj1t62HUSqxGJMZSVa5btkWodT3M8p5AT54ro0VISvq3J5yU3EN80iOGdovl8/RHu\nGZTASwt20Ss+gnF946s8vnvLcD6dnMQdU9dy1wfrmPngQJrV0EumNuXlmuV7s/jHwt0UlZbzzl19\nCbbzR+1e8RE0C/Zjya4TjOkVZ9drCftJPXqWRz7bSEiADzGhAUSHBRAd6k9cRCA39mpBgG/lDgZb\n082Aq+5OGgPTmEkJ303cNbA12blFTHhvHSfzivi/MV1rnMitW1w4H0zqT/rpAiZ9tKFeK3Ll5Jfw\n/oo0Rry+jEkfbSDrXBFv3dHLIT1nvL0UwzpFs2x3FqVlVXf7FK7v49UHyDxbRFSIP8dyCvkpNZO3\nluzld7O38vL3u6p8zraMHLy9FF2ay4RptiYlfDdxRYcoWjcLYnfmOSYMaEUPK0o/SW2a8r87+zDl\n043c/0kyn0xO+qVEVWYptX+x7jCbjpwhLMCHiCA/mgT5EhHkR2lZOQt3HKewpJx+rZvwm6s7Mbpr\nbKVBU/Z0ZedoZqeks/HQaRmE5Ybyi0v5busxru/RnFfH9fxle0lZOb/7aitfbjjCkyM7VFqXdkt6\nDh1jQh3SvdjTSAnfTXh5KR6+oh2tmwXxdIWG2tqMSIzh9fE9WX/wFI9+lkL66XzeWryXoa8s5d6P\nNpBy+DRDO0SRGBuGv48XGWcKWbUvm5/3ZHFTrzi+e2IwXz08iBt7tnBosgezyLyvt2LJLqnHd0cL\nth0nr7iM8f0vrnr09fbiwSvaUlBSxvS1F/c+01qzLf2MNNjaiZTw3cjtSa24PanuawaM6RXH2cJS\nnp+7ncWW5Dm4fSR/uK4zV3aOcXgit1ZogC8D2jRj0c5Mnr22s7PDEXU0K/kIbSKD6de68hQlibFh\nXNExik/WHOSBoW1/+eSZfrqA0/kldJcGW7uQhO8h7rqsNT5eiozTBYzr15LWzYKdHZJVRnaO5oVv\nUzmYnUdCpHvELODwyXzWHTjF06M6Vdub68Er2jLhvXXMSclgwgBTkDk/wlZ66NiHaxbthF3ckdSK\n347q5DbJHmBkoln5a7FU67iVrzYewUvBzX2q72E1sG0zuseF8/6KtF8WHdqSfgY/by86xbr/lOCu\nSBK+cGmtmgXRITqEJbtk1K27KCvXfLUxncEdomgeHljtcUoppgxtS1p2Hj9ZRlVvS88hsXko/j7S\nYGsPkvCFyxvROZp1aafq1bVUON7q/dkczSlkXN+WtR57TbdYWjYJZOpyU8rflpFDd2mwtRtJ+MLl\njUyMobRcs3xPtrNDEVaYlZxOWIAPV3WJqfVYH28v7h/cho2HTjM7JZ1zhaX0lAFXdiMJX7i8Pq0i\niAjyZbFU67i8nIISfthxnDG94qocRVuV8f3jiQjy5cX5qQDSQ8eOJOELl+fj7cWwjlEs3XWCEhl1\n69K+3XKUotJyxvWrvTrnvCA/H+66rDVnC0sJ8PWiQ7SsgWAvkvCFW7i+RwtO55ewVHrruLRZG9NJ\njA2tcz383QMT8PPxomuLcHwcuGqbp5F++MItDOsURVSoPzOT07m6a6zDr79g2zGiQv3p17qJXWcJ\ndRc5BSUcyynA19sLXy8vfH0UR88UsOXIGf54Xec6/42iQv15Y3xPmgb51X6wqDdJ+MIt+Hh7cXOf\nON5fcYAT5wqJDg2o0/Mf+DSZjWn53Kf3cUdSK5oGW59YFm4/xiOfpQAQ3zSQsb3iGNunJW08dCBY\nebnm1v+tZu+J3Er7fLwUN/Wu3+ym1/do0dDQRC0k4Qu3Mb5fPO/+nMaclAweuqKd1c9LP53PT6mZ\nNAtQvPrDbt5cvJcbe7Zg0qCEWpfQO5NfzB/n7qBL8zDuG9yGrzdl8O+l+3hryT56xUfw7DWJHjex\n26Kdmew9kcvjI9rTPjqE0jJNSVk5JWXlJEQG17hgvXAuSfjCbbSLCqFf6ybMTD7Cg0PbWl1t8M3m\nowA8kxRAr779+WTNQeakZJjBQe0jeXtiH8IDfat87v99m8qZ/GI+mdyfri3CuaVvS47nFDJvSwbv\nrTjASwt28s1jg231K7qFqcvTaNkkkCdHdpD6djcjr5ZwK+P7x5OWlcfGQ6etOl5rzZyUdPonNCEq\nyIsOMaH89aburHl2JH+4tjPrDpzk7g/Xc7aKQV1LdmUyZ1MGDw9rR9cWFz4JxIYHMGVoO67v0Zw9\nmbm/TAvgCTYeOk3yodPcN7iNJHs3JK+YcCvXdW9OkJ83M5OPWHX8towc9mflMbb3xd0EwwN9eWBo\nW/47sS87MnKY9OF6cotKf9l/trCE5+Zsp2NMCI+NaF/luRNjQykoKePwqfz6/0JuZury/YQH+jK+\nX9WrrQnXJglfuJVgfx+u79Gc+VuPXZSgqzMnJQM/by+u6968yv1XdYnhPxN6syU9h3s/Wk+e5Zwv\nfbeTE+cKefXWntXO69Ip1qzItOv4uXr+Nu4lLSuXH1Mzueuy1nZf4lLYhyR84XZu6x9PfnEZC7Ye\nq/G4krJyvt1ylCu7RFda7L2i0d2a89btvUk5fIZ7P97AjzuOM2PDER4Y2pae8dUP8+8YE4JSsNtD\nEv4HKw/g6+3FPYMSnB2KqCd5mxZup0+rJrSNCubL5COVVlOqaMXeLE7mFVeqzqnKdT2aU1pezq+/\n3Mz6A6doGxnMr6/sWONzgvx8aNU0iN2ZZ+v8O7ib7NwivtqYzi194ogKlV447kpK+MLtKKW4rV88\nGw+dZl8VfcHPm5OSQZMgX67oGGXVecf0iuP18T2JDvXn1XE9rJoLplNMqEdU6Xy65hBFpeXcN7it\ns0MRDSAJX7ilsX3i8PZSzNpYdePt2cISfkrN5IY6rsU7tndL1j03kr6tm1p1fGJsKAez8ygsKbP6\nGu6moLiMaWsOcmXnGNrLPDduTRK+cEvRoQGMSIxm9saMKidUW7jtOEWl5Yytx6jPukwL0Ck2jHJN\njZ803N2sjUc4nV/Cg1dI6d7dScIXbmtCUiuyc4u4+4P1HD1TcNG+2SnptIkMplcNja62cH4pvsZa\nrXMyt4j3VqTRu1VElYuRC/ciCV+4reGJ0bxySw+2pp9h1L+W883mDMBMpbDuwClu7h1n94nOEpoF\n4efjxe7jdW+4PZCdR2Gp6w7aSj54iuveWknm2SJ+e3X1i5EL9yG9dIRbG98/ngFtm/KbmVt4csZm\nFu08QYtwM7FafSfxqgsfbzN/e11L+EfPFHD1P38m0BuyQg5xe/94fF1k5KrWmvdXHODlhbto2SSQ\nOQ8PqnXOIeEeJOELt9e6WTBfTrmMd37ez78W7aW0XJOU0JT4pkEOuX6n2FBW7q3b8ouzktMpKdO0\nDvXi+bnb+WjlAZ4e1YnR3WIbVJIuK9d4e9X+fK01ecVlBPt5X3S9vBLNlGkb+Sk1k1FdY3h1XE/C\nAqofwyDci90SvlLqL8ADQJZl03Na6wX2up7wbD7eXjw2ogNDO0bx0oKdPDjU+tk0GyoxNpQ5KRmc\nziumiRXTLpeVa2YmH2FIh0gmt82nPLYLL3+/i4c/S6F3qwheHNOtXiXqnPwShr22lCdHdmDS5W1q\nPPblhbt49+c0vL0UEYG+RAT50iTIj7TMAs4WF/D89V2YfHmCVOM0Mvb+DPlPrXUvy0OSvbC7Hi0j\nmDFlIMMTox12zbpOsbByXzYZZwq4rX88SilGdo7h+yeH8I9bunPkVAEPTd9Yr6UcZ6ekczq/hDd+\n2kNOfuXJ4M47ciqfj1YeZHD7SB4c2paru8bSKTYUX28vooMUXz44kPsGt5Fk3whJlY4QDZRo6amz\n+/hZBrarfW78LzccpkmQL1d1iWHNyj2A+YRyW/9WRIb4c98nyXy9KaNOE5Rprfl8/WFaNgkk40wB\n//t5P89ck1jlsf9ctAcUvHJrD1pEBF60b9myZfSV3jiNlr1L+I8rpbYqpT5USlV5FymlpiilkpVS\nyVlZWVUdIoRLiw71JyLIl92ZtZfws3OL+Ck1k5v7tKxyUrYRidF0iwvj7aX7KK1DKT/ZMur4iREd\nGNOzBR+tOsDxnMJKx+06fpavN2UwaVBCpWQvGr8GJXyl1CKl1PYqHmOA/wFtgV7AMeD1qs6htZ6q\nte6nte4XFWXdEHghXIlSyuopFr5OyaCkTHNbNXMAKaV4YkQHDp3M/2XhFmt8vu4wof4+XN+zOU9d\n3YlyrXlz8d5Kx726cDch/j48MsxxbRzCdTQo4Wutr9Rad6vi8Y3WOlNrXaa1LgfeA5JsE7IQricx\nNpQ9x8+hdfX96rXWzNhwmD6tIugYE1rtcVd1iaFz8zD+Y2Up/3ReMd9tO8ZNveMI8vMhvmkQEwe0\nZmbyEfZnXRgBvOHgKRbvOsFDV7QjQhYL90h2q9JRSlWcgHwssN1e1xLC2TrGhpJXXEb66YJqj9l4\n6DT7s/K4vX+rGs+llOLJke05kJ3Ht1trL+XPTkmnuLScCQMunPexEe0J8PHi9R93A+bN5uXvdxEd\n6s/kWnrwiMbLnnX4ryiltimltgLDgV/b8VpCONWFhtvqq3VmbDhCsJ831/WoejGWiq7uEktibCj/\nXrKPshqWUDzfWNu7VQSdm4f9sj0yxJ/7h7RlwbbjbDlyhkU7T7Dx0GmeGNmBQL/aZwEVjZPdEr7W\n+i6tdXetdQ+t9Y1a65pXqxDCjZ2voqmu4fZsYQnfbT3Gjb3irFotystL8cTIDqRl5TG/hlL+ugOn\nSMvK446kyp8aHhjalmbBfvz9+528+sMu2kQGV9t2IDyDa4zlFsLNhQb4EhcRWG3D7bdbjlJQUsbt\ndUi4o7vG0jEmhH8v2VftQulfrD9MaIAPN/RoUWlfiL8Pj41oz9q0U+zJzOWpqzu6zPQNwjnk1RfC\nRhJjQ6udRG3G+iMkxobSo6X1I2i9vBSPj+jAvhO5LNhe+QPyqbxivt92nJt7x1VbTTNhQCsSmgXR\nMz6Ca7vVXpUkGjdJ+ELYSKfYUNKy8iguvbhnzc97stiWkcPtlpG1dXFt9+a0jw7h7wt2MW3NQU7m\nFv2yb/bGdIrLyrljQPWNwP4+3nzz2GBmPHAZXlbMsSMaN0n4QthIp9hQSsv1RV0hV+7N5sFpyXSM\nCeGWvrWvrXspby/FS2O7E+TnzfPf7CDppcXc/eF6ZiUf4Yv1potnYmxYjecID/SVhloByNQKnqXE\nMvLSN8C5cTRS5xPv7uPn6Nw8jJ/3ZDHl02TaRAbz2f0DCK3nrJNJbZry46+HsjvzHPM2H2XelqM8\n/dVWAF4b19Nm8YvGTxK+J/lyIpSXwd1znR1Jo9Q2Khhfb8Wu4+dYuusED07bSPvoEKbfP4CmVsyi\nWROlFIkiV8H9AAAgAElEQVSxYSSODuPpUZ3YdOQM2zNyGNOrcmOtENWRhO8pctJh3yJAwdljECYN\neLbm6+1Fu6gQ5m89ygcr00iMDWPafUk2H9WqlKJPqyb0aSWTnIm6kTp8T7F9tuUbDbvm2+68uVnm\nIQBTj59+uoAuLcKZfv8AmcJAuBQp4XuKrbMgrh8U50HqN5D0QMPPqTVMGwulhfDIWvCW2+mm3nGU\na/jb2G6yUpRwOVLC9wQndkLmNugxHrqMgUOrIPdEw897aJU578m9sGlaw8/XCAzvFM2/7+gtyV64\nJEn4nmDrTFDe0PVm6HIj6HLbVOusnwqBTcwnh2Uvm08PQgiXJQm/sdMatn0F7YZDSBREd4Fm7U21\nTkPkZMDO+dD7Lhj1N8g9Dmv/Z5uYhRB2IQnf3RWchm8ew78wu+r9R9ZBzmHoPs78rJSp1jmwAvJO\n1v+6Gz8ynxT63wetLoNO18GqNxt2TiGEXUnCd3e7F8KmaXTe+YbpY3+prTPBJxASr7uwrcsY0GWw\n+7v6XbO0CDZ+DB1HQ5MEs23kn6A4F1ZUubCZEMIFSMJ3d4dXg/IiImcHrPrXxfvKSmDH15B4LfhX\nWGEptodJ1PWt1kn9BvKyLu7pE50IvSbChvfg9KH6nVcIYVeS8N3d4bXQ/ipORA2GpS9BxsYL+/Yv\ngYJT0H38xc85X62TtsxUCdXV+qmmHaDt8Iu3D3sWlJeJQwjhciThu7O8bMjeA60HsqfjwxASC7Pv\nhyLL5F1bZ5peNO1GVH5ulzFQXgq7v6/bNTNSIH0D9H8AvC65fcLjYMBDsPVLgnMP1O93EkLYjSR8\nd3Z4rfnaaiClviFw87tw6gAsfMYk/d0LoOtY8KlitGeLPhAeX/dqnQ3vg28w9Lqj6v2DfwUB4bRN\n+7Ru5xVC2J0kfHd2eA14+0OL3ubnhMEw5DdmENS8x6Akv3J1znnnq3X2L4HCHOuul3fSdPHseTsE\nVLOQR2ATGPIUzU6lwP6ldf+dhBB2IwnfnR1eA3F9wcf/wrZhz5rS+46vIbwVxA+o/vmdb4SyYtjz\nw4VtpcVweB2sm2qS++F1ps99eRls+hTKimqfliFpCgUB0fDj81X3HBJCOIVMfuKuivPg2Ba4/MmL\nt3v7wi3vw7tXQO+JlevZK2rZH0Kbw8ZPIOeI6Zt/ZJ35ZHApLx9AQcIQiO5cc2y+ARxocxdddr4O\nW7+EXhPq/OsJIWxPEr67St9gGl1bDaq8r1k7+PX2i7tiVsXLy1TrrHsHDq2E6K5m5GzCYPPJoeis\nmVY554j5eu64GWhlhRPRg+mSsxSW/BW63AR+QfX4JYUQtiQJ310dXgsoiO9f9f7ACOvOM+xZaDcS\n4vpAcOQlO+NqL81XR3nB1X+Fj6+Ftf+Fob+t33mEEDYjdfju6tBqiO1WfeOptQIjoOPVVSR7G0i4\nHBKvh5X/tM3snEKIBpGE747KSiA9GVoNdHYktbvyL1BSYGbTFEI4lSR8d3R8K5TkuUfCj+wA/Sab\nuXey9jg7GiE8miR8d1RhwJVbGPYM+AbBoj87OxIhPJo02rqjQ6vN5GfushB5cKQZELb4BfhHG2ja\n1vQkatrOfI1KhMiOVY8IFkLYjCR8d6O1KeF3uMrZkdTNoMdNN9HM7XAqDQ6uMn30z/PyMUk/pqt5\ndL7RvBkIIWxGEr67ObkP8rPdpzrnPG/fyiN0SwrM3D8nUiFzh3kcWgPbZpnVsx5ZC0FNaz6v1lVv\nV6p+cWptZhxt0afmQWtCuCFJ+I6kNZw+CE3b1P8ch1abr62rGHDlbnwDIaaLeXS/9cL2jBR4/0pY\n+KyZEK46e3+CWfdC8blLdigY8x/ofWfdY9r8GXzzKAx9Gkb8se7PF8KFSRHGkVa9CW/1gl0L6n+O\nw2shKNLMR99YxfWBIU/B1hnVT9+cvQ++ug8i4s3gsYqPiFawaXrdr6s1rH3HDBpb/irsqueKYEK4\nKCnhO8q+xabREmDL52YVqvo4vNqsIVvfKgt3MfRpk3C/fdJMAFexaqfwLMyYAN4+MOFLk+Avtexl\nM9grJNr6ax5aDZnb4JpXYcsXMOdBmLLUdC0VohGQEr4jnEqDryZDVGfoczfs+REKztT9PGePmSoh\nd6u/rw8fP7jpv2aRl4XPXtheXg5fP2TaMsZ9XHWy73wDoOteQl//LgREmKqg26aZWUhnTISiS6uM\nhHBPDUr4SqlxSqkdSqlypVS/S/Y9q5Tap5TarZQa1bAwa3FsK7w71HzMdzXFeTDDUpd8+3ToO8lM\nMbxrft3PdXiN+draAxI+QItelat2lr9iFl8f9RK0GVr186K7QJM2sPNb66915gjsnA997zETvYW3\nhHEfwcm9MPeR6huHL1VWAmePWn9dIRyooSX87cDNwPKKG5VSXYDbga7AaOC/SinvBl6reqGxkLW7\n8iLezqa1aQDM2gm3fmD6n7foY75unVn3822aBkHNzCLknmLo02YWz29/BZs+g2V/h54TYMCD1T9H\nKVPKP7Dc+k9SyR8AGvrff2Fbm6Fw1f/Bznmm/cUaXz8Ib/Y0n+KEcDENSvha651a691V7BoDzNBa\nF2mtDwD7gKSGXKtGIdHmY/iWGWaxDlex6k2zEMnIP0H7K802paD7OJOMzh23/lwHV5nVqS7/leni\n6Cl+qdrJgm8eMW+Y1/+z9jaMzjdAeQnstSLxlhSYNQESr6tcRTTwMbNM5OIXzKLvNdm3CLbPBp9A\n+HIi7F1U+7WFcCB71eHHAUcq/Jxu2WY/g54AXQ5r3rbrZS6itSnJfXIjvJ4Ib/aC/w6C90bAR9ea\nJNF1rEnSFXW7FdCwfY7111nyV7NIecUSqKdo0cu8aTZrD7dNB9+A2p8T18/8vXbOq/3YbV9BwSlI\nquJTg1Jw43/MoLDZ95t2lKqUFMB3T5kYH1sPUZ1Mw/L+JbVfXwgHqTXhK6UWKaW2V/EYY4sAlFJT\nlFLJSqnkrKys+p+oSWvTl3vjx5B/yhahVUuVl5huf/+9DD4fZxoQ242Elv1MH/sAy1z03W6BMW9X\nLo1GdYTmPc0AI2vsX2J65wz9recuJDL4V/BYMoRbWW7w8oLO15veUcVVrOB1ntaw7l1TbZQwuOpj\n/ENg3CemPWb2fVBWWvmY5a+ZBvXr/2mqGO+eZ94kvrij9k8GQjhIrd0ytdZX1uO8GUB8hZ9bWrZV\ndf6pwFSAfv36WdkyVo3BvzbD9de9C8Ofrf34urIkh8vWvgzFpyGmO4ydCt1urns1S/fx8OMf4OT+\nmqcQOF+6D483PXw8WV27oiZeDxveN2+Yna+v+pjDa0xXzBveqvn80YkmmX/9ICx7yXziOC9rt6m+\n63H7hYbkoKZw9zfwyQ3w+e0wcWb1jcxCOIi9qnTmAbcrpfyVUm2ADsB6O13rgujO0Ola072uKNf2\n51/xGiz8PflB8XDX1/DQCuh5W/3q1LvdDKjaS/m7v4ejKXDF7y5erFzULmGw+bRVU2+dde9AYBPT\nrlKbnrebJSBXvH6hfl5rmP8b8As2K3xVFNwM7plnJrr7/DY4uqnev4oQttDQbpljlVLpwEDgO6XU\nDwBa6x3ATCAVWAg8qrUua2iwVhn8Gyg4DSmf2Pa8Gz82Je0et7Gl5wvQbkTDBj+FtTAJadus6rv8\nlZfD0r+ZXj0976j/tTyVty90ugb2fG+6S17qfFfMPvdYX1V27aum+mfOA6aDwJYvzHrAV70AIVGV\njw+ONEk/qBl8eRfknWzY7+RprO0OK6zS0F46X2utW2qt/bXWMVrrURX2/U1r3U5r3UlrXc34eDuI\n7w8JQ2D1f6C0yDbn3Dkf5v/a9LQZ87YZem8L3S31/8c2V70/9Wszu+Sw5zyrZ44tdb4BCnPg4IqL\ntxflmlG8aKsXZgfM/D/jP4GyYph1D/z4R2iZBL1rqG4LiYbxn5qRv7MnQ7ljyj5u7VQaLPsH/Lsv\n/dc/Kn8zG2mcI20H/xrOHb14+t36OrjKjJJt0ds03Nky8Xa5Ebx8TS+RS5WVwtK/m9G53W623TU9\nTbsRZvGVnRUGup09Bh9dA2lLTb18VaN1axLZAW54E9I3mH7+1/+z9pk14/rAda+bBtwlL9b51/AI\n+adg/Xvw/lXwVm8z5sLbl+D8dDi40tnRNQqNM+G3G2EGJ638V8NKBse3m14WEa1gwizTW8OWAptA\nh6tN3+2KcZ7LhNVvmlGew58DL/uNWWv0fAPNJ7Nd80233cxUMxPnyf1wx5dm5HN9dL/V1Nlf/4ZZ\nTN4afe6CvveaRd1Tv6nfdRurjBR4ewAs+C0U58KVL8Cvt8OUZZR6B1jfo03UqHFOnqaUWWFp1iTT\nD7vr2LqfI/cETL/F1O3eNcc0wNlDj3FmqoB5j0NuppkmIu+E2dcyyTIvjGiQzjfCznm0OvwVrP3W\nlPgnf2+6xjbEoMfr/pxr/gHHt5npGqISG3b9xmL39+ZTdHAkPLAE4vpetDs7ciCxqfPMJyTpuNAg\njbOED+afvEkCbPigfs//+RUzunPirLp/5K+LjqPNdMdbvzQjb9tfCaNfhknfmca+xj4rpiN0vBq8\nfGl74DMzR84Dixue7OvLx9/U5/sEwJd34l1awxgBT7D+PTNALaoT3L+4UrIHyIwZCkU5Zv0D0SCN\ns4QPphqk952mZ82pA3VbdOTUAdj4ken3HtvdfjGCqXJ4cjN4+0npxV4CwqHvPWQd2E7U5JnmZ2cK\njzMzfX46hi6pr8Hwq81Uz56kvNwsar/6Leh4jZlryi+4ykPPRPQ0haJts6ofTyGs0rjvsp4TYMnf\nzCpGdVm9aOlLZo3VK35vv9gq8g91zHU82XWvs2PZMoY5O9mf12YIXPsKzb57Cn54Dq59xdkR2Udu\nFmx4z4xS1tq0o+hyyN5jGs373w/XvFJjO5X28jYdF1I+NWshBIQ58BdoXBp3wg+Pg/YjYfPnZiUk\naxo/j28zJYnLn4Sw5vaPUXiu/vdzZMty4te/a8ZaXPZQ5WPKSk0jb/oGM/Cr8w3u00X3zBH4dIzp\nYukbaLozK29TTentZxq9Bz5mXbVl93GwfqpZ46CXjEmpr8ad8MGMjJx1jylNtLdilojFL5oSxOBf\n1X6sEA20v909xAeXwg/PmjanTqMv7Dy5H+ZMgYxkCI6CvT9AWJwpFfedVPsC786UvRc+vcksHjN5\noVmlrSFa9jdtadtmScJvgMbbaHtep2sgsCmkTKv92ENrzD/V5b8yXSaFsDflDbe8Z7oRfzUZjm0x\nVR8pn8I7Q0zX3Fs/hKd2wx0zzGyci1+ANzqbNQJqmhjOWY5thQ9HQ2khTJrf8GQPF6YVT1tmetCJ\nemn8Cd/HH3rcZj4K1jSsXWtY9Bczpe6AKj5aC2EvfsEmmQdGmDl3Zkw03XRb9oWH15hZV728TeHl\nnnlmW4/xpmPB4v9zdvQXO7wWPr7e9EKa/AM0t+FiPd3HgS6DHXNtd04P0/gTPpgBL+UlNQ/e2Psj\nHFkLw37vuVMQC+cJaw4TZpoqkH0/mfrtu76pejromC5w478haQqs+5/rjEI9tAamjTVzCk1eCJHt\nbXv+6M4Q000GYTWAZyT8mK5maoRN06qejKm8HBa9YBrOet/l+PiEADNi9/7FpgQ/6PHap2u48i9m\n7d65j9hndti6Wv6KqQq993uIiK/9+Profiukrzddp0WdeUbCB9MnP3N75YnKysvh55fhxA7TddNd\nekCIxik60fqSsV+wWf7xzGHTp92Z8k9B2s+mqikk2n7X6XaL+bp9tvmqNRxZD98/A//uV7eF6z1Q\n4++lc163W+GHP5iVqlr0Nttys8yCFvsXmxupSz2mYBDCmVoPgssegbVvmy6bbYc5J45d8039eheb\nLIRXvYhW0Gqg6WpdmGPq83MOg7e/GVA3/9dm2nHpdFElzynhB0aY6Ra2zjLrjx5YAe8MNvWf170B\nt3xQ+0doIVzRyOdN751vHjMDk5xhx1yIaA3Ne9n/Wt3Hwan9sPa/5hPRTe/A03vhztnmk8aiv9g/\nBjflOSV8MNU622bCl3eaZe+atoM7v7L/9AlC2JNvoEl6H15t5ue/8S3HXj//FBz4GQY+6pi5n/rc\nY8YjxCddPBaheQ8Y+Ais/rdZMMgW3UEbGc9K+AlDTClk3yJzQ1z7mu2nPBbCGeL7w6AnYNW/TE+f\n6C5m3v7IjqYzgm+A/a69ewGUl0KXm+x3jYq8fS4eoFbRsGfNp41vfwUPLgcfP8fE5CY8K+F7eZmq\nm7wTkHids6MRwraGPQvnjsGh1bBjzoXtysss/Tnyeftcd8dcU7d+vm3MmfyCTUHui9tgzb9hyFMX\n7y8rNXP75J+CEX9wToxO5FkJH0xJSIjGyDcAbp5qvi/OM8tnZu81kweufss07tp6XYeC02b062UP\nu85U3p1Gm8bjn18xa2E0bWu2H14L3z1leuuBKfS1cECbgwuRVkohGiO/YDPnf/dbYdRLZg3ezdNt\nf51dC8ygxq4Oqs6x1uh/mOVDv3vKjLD/5lH4cJR5gxr7LvgGm8nYPIwkfCEau+jO0GoQJH9oxp3Y\nUupcCG8FLfrY9rwNFdYcRv7JdM74V3fYMsO0cTy63sw62muCGbGbm+XsSB1KEr4QnqD/fXD6oEmA\ndVFeDiveMBOiXargDOxfCl1udJ3qnIr632fWt27ZFx5cAVe/eKGTRtIU86kn5WOnhuhokvCF8ASd\nbzRTLCfXccnPzdPN7JwfXQMHll+8b/f3luocFx2w6OUNd30N93xr5h+qKKojtBtplkAtK3FOfE4g\nCV8IT+DjZ+aJ2rPQLExijcIcMxtni96mF870WyB13oX9qXMhPL7KdWjdwoCHTK+mnfNqP7aRkIQv\nhKfoO8ky1/4n1h2//FXIyzYj0Sd9Z0bRzrrHstRgjqke6jLGNatzrNH+StODZ927zo7EYSThC+Ep\nmrSGjqNMwi4trvnY7H2w9h3oPRHi+pgRrXfPNXXi8x6HmfeYOnBHDbayBy8vSHoQjqyDjBRnR+MQ\nkvCF8CT97oPcTDPZWU1+/INZxGTEny5s8wuG278wExGmLTXTG7hrdc55vSaAX4jHlPIl4QvhSdqP\nNPXxyR9Wf8zeRaau/4qnITTm4n0+fnDzezDyzzDqb+4/4WBAGPSaaKZbPpfp7Gjszs1fLSFEnXh5\nQ9974eAKyNpdabcqL4WFz5iJBQc8XM05vGDIb1y3d05dJU0xvY02fuzsSOxOEr4Qnqb3XeDtB2v/\nByWFF+2Ky1hgFk4f9ZLnTDwW2d404CZ/UHvbhpvzvLl0hPB0IVGmdL7xI/MIjobwlhDekoSDi03y\n6zjK2VE61sBHzXq8yR+YeYEaKUn4Qnii6/8FbYdDTjrkHDFfs3ZR6hOIz6i/u29Xy/pqO9w8lr0M\nPW67eJ79RkQSvhCeyC8Iet1RafPaZcsYFtXRCQE5mVKmGuudy03Sv/YVZ0dkF1KHL4QQYKZf6DsJ\nNrwPWXucHY1dSMIXQojzhv/BjDf48Y/OjsQuGpTwlVLjlFI7lFLlSql+FbYnKKUKlFKbLY93Gh6q\nEELYWXAkDP0t7P0B9i12djQ219AS/nbgZmB5Ffv2a617WR4PNfA6QgjhGAMegiYJ8MMfzJKIjUiD\nEr7WeqfWuvLoDSGEcFc+/nDV/0HWTusnmnMT9qzDb2OpzvlZKTXEjtcRQgjb6nwjtL4clr5kZgZt\nJGpN+EqpRUqp7VU8xtTwtGNAK611L+A3wOdKqbBqzj9FKZWslErOyvKs5caEEC7qfDfN/JOw8l/O\njsZmau2Hr7W+sq4n1VoXAUWW7zcqpfYDHYHkKo6dCkwF6Nevn67rtYQQwi5a9IJuN8O6d8zo25Bo\nZ0fUYHap0lFKRSmlvC3ftwU6AGn2uJYQQtjNsOegtMis69sINLRb5lilVDowEPhOKfWDZddQYKtS\najPwFfCQ1vpUw0IVQggHi2xvRiQnf2D90pAurKG9dL7WWrfUWvtrrWO01qMs22drrbtaumT20Vp/\na5twhRDCwa74vfm63P2nW5CRtkIIUZOIVmYNgU2fwcn9zo6mQSThCyFEbYY8ZdYQWPZ3Z0fSIJLw\nhRCiNqExMOBB2PYVZKY6O5p6k4QvhBDWuPxJ8A+FpX9zdiT1JglfCCGsEdQUBj0Ou+YTetY9p0+W\nhC+EENa67GEIakan3f+FonO1H681FOWaLp3HtkDaMti1AIrz7B5qVWTFKyGEsJZ/KNw8leDp42Dm\n3TBhJnj7Vn1s8ofw4/NQnFt5X0x3mDgTwlrYN95LSMIXQoi6aH8luzs9SuLuf8O3T8KYty9eA1hr\n05vn539Amyug/UgIbGJ5NIXc4zDvCXhvJEycBbHdHBa6JHwhhKij482vJLF5iEns4fEw/Fmzo6wU\nFjwFGz+G3nfC9W+CdxVpNrIjfDYePhwN4z+G9nWesqxepA5fCCHq44rfm6T+88uQ8imUFJhqno0f\nw5Dfwo3/qTrZA8R2h/sXQZPWJvFvdMy8+1LCF0KI+lAKrv8XnD0G3/4K1r0LmTvgmldhwJTanx8e\nB/d+D7MmwbdPQM4RGGHftXSlhC+EEPXl7QvjP4GYrpC9B8Z9ZF2yPy8gDCZ8CX3ugeAo+8VpISV8\nIYRoCP9QmLwQ8rJNFU1defvCDW9e3PBrJ5LwhRCiofyCzaO+HJDsQap0hBDCY0jCF0IIDyEJXwgh\nPIQkfCGE8BCS8IUQwkNIwhdCCA8hCV8IITyE0lo7O4ZfKKWygEOXbA4Hcqw8RSSQbdOgqlaXmBzF\n1WJytXjAcTHV5T50tb+Tq8UDnh2TtfdSa6117UN1tdYu/QCm1uHYZFeLyRX/Tp4YjyNjqst96Gp/\nJ1eLx9NjsnVOc4cqnW+dHUAVJKbauVo8IDFZw9XiAYnJZlyqSqehlFLJWut+zo5DeDa5D4Wt2Ppe\ncocSfl1MdXYAQiD3obAdm95LjaqEL4QQonqNrYQvhBCiGi6T8JVSAUqp9UqpLUqpHUqpFyzbmyql\nflJK7bV8beLguEYrpXYrpfYppZ6psP1xpdQuS6yvODCeD5VSJ5RS2ytse1EptVUptVkp9aNSqoWj\n4rFcP14ptVQplWr5ezxp2e6U166GeL60/I02K6UOKqU2OyKeCnFVupec+dpVcy85+/+tqpic9rpV\ndy9V2P+UUkorpSIdFVODOLt7U4XuRwoIsXzvC6wDLgNeAZ6xbH8G+IcDY/IG9gNtAT9gC9AFGA4s\nAvwtx0U7MKahQB9ge4VtYRW+fwJ4x8GvXXOgj+X7UGCP5e/klNeuunguOeZ14E8ucC857bWr5l5y\n2v9bdTE5+XWr9l4C4oEfMGOHIh35d6rvw2VK+NrItfzoa3loYAxwfoXfT4CbHBhWErBPa52mtS4G\nZljieRh4WWtdZIn9hKMC0lovB05dsu1shR+DMX83h9FaH9Nap1i+PwfsBOJw0mtXQzwAKKUUMB74\nwhHxWFR5LznztavqXsK5/2/VxQQ453Wr5V76J/A7HPz/1hAuk/ABlFLelo9rJ4CftNbrgBit9THL\nIceBGAeGFAccqfBzumVbR2CIUmqdUupnpVR/B8ZUJaXU35RSR4CJwJ+cGEcC0BvzCc2Zr11V8Zw3\nBMjUWu91YCjV3Usu89pZOP01q4EzXrdfVLyXlFJjgAyt9RZnxFJfLpXwtdZlWuteQEsgSSnV7ZL9\nGtd4N/UBmmKqnJ4GZlpKH06jtf6D1joe+Ax4zBkxKKVCgNnAry4puTrltashnjtwbOm+Rq7w2lXF\nhf7fznPa61bxXgJKgedw/ptznblUwj9Pa30GWAqMBjKVUs0BLF8dVn0CZGDq6c5radmWDsyxVEOt\nB8oxc164gs+AWxx9UaWUL+Yf4jOt9RzLZqe9dtXEg1LKB7gZ+NJRsVhUdy9V5JTX7hLO/H+rlhNf\nt6rupXZAG2CLUuog5rVMUUrFOjq2unKZhK+UilJKRVi+DwSuAnYB84B7LIfdA3zjwLA2AB2UUm2U\nUn7A7ZZ45mIablFKdcQ0wjli0rYqKaU6VPhxDObv5sjrK+ADYKfW+o0Ku5zy2tUQD8CVwC6tdboj\nYqmgynvJ2a9dFZz5/1YTp7xuVd1LWuttWutorXWC1joBUwDso7U+7sjY6sXZrcbnH0APYBOwFdiO\npSUeaAYsBvZiesY0dXBc12Ja5vcDf7Bs8wOmW+JMAUY4MJ4vgGNACeZGuw9T+thu+dt9C8Q5+G80\nGPPRfyuw2fK41lmvXXXxWPZ9DDzkyL9PLfeS0167au4lZ/+/VYrJma9bTfdShWMO4ia9dGSkrRBC\neAiXqdIRQghhX5LwhRDCQzg14VuGJE+v8LOPUipLKTVf4pGY3DUeicl9Y3K1eGzN2SX8PKCbpVcO\nmJ45l3ZV8+R4QGJyx3hAYrKWq8XkavHYlLMTPsAC4DrL9xcNrFBmIqe5ykwutVYp1cOy/S/KTLK0\nTCmVppR6ohHHIzG5ZzwSk/vG5Grx2I4zuwgBuZjumF8BAZguT8OA+Zb9/wb+bPl+BLDZ8v1fgNWA\nP2bA00nAt7HFIzG5ZzwSk/vG5Grx2Prh9BK+1norkIB5J11wye7BwDTLcUuAZkqpMMu+77TWRVrr\nbMxoQJvM+eFq8UhM7hmPxOS+MblaPLbk4+wALOYBr2HeSZtZ+ZyiCt+XYdvfxdXikZjcMx6JyX1j\ncrV4bMLpJXyLD4EXtNbbLtm+AjODIEqpYUC2vmRSLg+JR2Jyz3gkJveNydXisQmXeAfSZn6Mt6rY\n9RfgQ6XUViCfC3N8eFQ8EpN7xiMxuW9MrhaPrcjUCkII4SFcpUpHCCGEnUnCF0IIDyEJXwghPIQk\nfCGE8BCS8IUQwkNIwhdCCA8hCV8IITyEJHwhhPAQkvCFEMJDSMIXQggPIQlfCCE8hCR8IYTwEJLw\nhRDCQ0jCF0IIDyEJXwghPIQkfCGE8BBul/CVUrnOjkF4NqVUmVJqc4VHQg3HDlNKzXdcdMKdKKW0\nUkJVgI0AAARESURBVGp6hZ99lFJZ9rpnXGKJQyHcTIHWupezgxCNQh7QTSkVqLUuAK4CMupyAqWU\nj9a61Jpj3a6ED6CUClFKLVZKpSiltimlxli2Jyildiql3lNK7VBK/aiUCnR2vKLxU0p5K6VeVUpt\nUEptVUo9WGF3mFLqO6XUbqXUO0opt/y/E3azALjO8v0dwBfndyilkpRSa5RSm5RSq5VSnSzbJyml\n5imllgCLrb2Qu954hcBYrXUfYDjwulJKWfZ1AN7WWncFzgC3OClG0XgFVqjO+dqy7T4gR2vdH+gP\nPKCUamPZlwQ8DnQB2gE3Ozxi4cpmALcrpQKAHsC6Cvt2AUO01r2BPwEvVdjXB7hVa32FtRdy1yod\nBbyklBoKlANxQIxl3wGt9WbL9xuBBMeHJxq5qqp0rgZ6KKVutfwcjil8FAPrtdZpAEqpL4DBwFeO\nCla4Nq31Vks70B2Y0n5F4cAnSqkOgAZ8K+z7SWt9qi7XcteEPxGIAvpqrUuUUgeBAMu+ogrHlQFS\npSMcQQGPa61/uGijUsMw/6gVXfqzEPOA14BhQLMK218Elmqtx1reFJZV2JdX14u4a5VOOHDCkuyH\nA62dHZDweD8ADyulfAGUUh2VUsGWfUlKqTaWuvvbgJXOClK4rA+BF7TW2y7ZHs6FRtxJDb2IWyV8\npZQPpgT/GdBPKbUNuBtTzyWEM70PpAIpSqntwLtc+AS9AfgPsBM4AHxd5RmEx9Jap2ut36pi1yvA\n35VSm7BBjYzS2n0+XSqlegLvaa2TnB2LEEK4G7cp4SulHsJ0V/qjs2MRQgh35FYlfCGEEPXnNiV8\nIYQQDePSCV8pFa+UWqqUSrWMnH3Ssr2pUuonpdRey9cmlu3NLMfnKqX+U80551ka1YSwityHwlac\nfS+5dMIHSoGntNZdgMuAR5VSXYBngMVa6w6YYcXPWI4vBJ4HflvVyZRSNwMy+ZqoK7kPha049V5y\n6YSvtT6mtU6xfH8O060tDhgDfGI57BPgJssxeVrrlZg/0kWUUiHAb4C/OiB00YjIfShsxdn3kksn\n/Ioso8x6Y+aZiNFaH7PsOs6FaRVq8iLwOpBvj/iEZ5D7UNiKM+4lt0j4lney2cCvtNZnK+7TpptR\njV2NlFK9gHZaaxnwIupN7kNhK866l1w+4VuGqs8GPtNaz7FszlRKNbfsbw6cqOU0AzEjcw9ihrV3\nVEots0/EojGS+1DYijPvJZdO+JYpjz8Admqt36iwax5wj+X7e4BvajqP1vp/WusWWusEzEyFe7TW\nw2wfsWiM5D4UtuLse8mlB14ppQYDK4BtmGmQAZ7D1HnNBFoBh4Dx56cJtbzjhQF+mPnwr9Zap1Y4\nZwIwX2vdzSG/hHB7ch8KW3H2veTSCV8IIYTtuHSVjhBCCNuRhC+EEB5CEr4QQngISfhCCOEhJOEL\nIYSHkIQvhBAeQhK+EEJ4iP8H93N2nYte3zYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17536491128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим график\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# информируем matplotlib, что используем даты\n",
    "# обратите внимание на то, что нам нужно преобразовать\n",
    "# индекс DatetimeIndex в однородный многомерный массив Numpy,\n",
    "# состоящий из объектов datetime.datetime\n",
    "ax.plot_date(walk_subset.index.to_pydatetime(), walk_subset, '-')\n",
    "\n",
    "# настраиваем метки промежуточных делений\n",
    "weekday_locator = WeekdayLocator(byweekday=(0), interval=1)\n",
    "ax.xaxis.set_minor_locator(weekday_locator)\n",
    "ax.xaxis.set_minor_formatter(DateFormatter('%d\\n%a'))\n",
    "ax.xaxis.grid(True, \"minor\") # включаем линии сетки для промежуточных делений\n",
    "ax.xaxis.grid(False, \"major\") # отключаем линии сетки для основных делений\n",
    "\n",
    "# настраиваем метки основных делений\n",
    "ax.xaxis.set_major_locator(MonthLocator())\n",
    "ax.xaxis.set_major_formatter(DateFormatter('\\n\\n\\n%b\\n%Y'));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAECCAYAAAA7JjqHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VFX6wPHvmfQOISEBQu+hCgGkiQhIsWCjWFDUFex9\n/am7uquu3V27stgVBSsrCkhTei8BQq8BQgihJpCeOb8/zkRCSJkkU5P38zzzkEy5807uZd57T3mP\n0lojhBBCVIfF3QEIIYTwfpJMhBBCVJskEyGEENUmyUQIIUS1STIRQghRbZJMhBBCVJskEyGEENUm\nyUQIIUS1STIRQghRbb7uDsBVoqKidLNmzc677+zZs4SEhLgnoFJ4WjwgMdnL02LytHhAYrKXp8W0\nbt26Y1rr6AqfqLWuFbfu3bvrkv74448L7nMnT4tHa4nJXp4Wk6fFo7XEZC9PiwlYq+34jpVmLiGE\nENUmyUQIIUS1STIRQghRbZJMhBBCVJskEyGEENUmyUQIIUS11Zp5JkIIURNorflqZTKpp3MYndCY\n5lGeMSdFkokQQngJq1XzwsytfLZsPwAfLtxD7xb1uKlXEy7vEEOAr4/bYvPaZKKU2g9kAoVAgdY6\nwb0RCSGE8+QXWnnih01M35DCHX2bM+GSFvyw7iBTVx/kgakbiAzxZ9zFTXloUGssFuXy+Lw2mdgM\n1Fofc3cQQgjhTFl5Bdz79XoW7kjnr0Pbcu+lLVFKcf9lrbn30lYs2X2Mr1bs5+0Fu/D3tXDfwFYu\nj9Hbk4kQQtRop7LyuOPzNSQePMXL13Xixp5NznvcYlEMaBPNJa2jePjbRN6Yu4P4huEMbFvfpXF6\n82guDcxXSq1TSk1wdzBCCOFoe9LPMGrSCpJSMvjg5m4XJJLilFK8cl1n2sWG89DUDew/dtaFkXp3\nMumnte4KDAfuU0pdUvIJSqkJSqm1Sqm16enpro9QCCGq6OfEFK5+dynHz+bxxR09GdaxQYWvCfL3\nYfK47lgsiolfreNsboELIjW8NplorVNs/x4FpgM9S3nOZK11gtY6ITq64grKQgjhbnmFmr//bzMP\nTUskvmE4sx7sT++W9ex+fePIYN698SJ2Hc3kiR83YQr/Op9XJhOlVIhSKqzoZ+ByIMm9UQkhRPUc\nOJ7Fi6tymLLyABMHtOCbuy4mNiKw0tvp3zqaJ4a1Y+amVCYv3uuESC/krR3wMcB0pRSYz/CN1vo3\n94YkhBBVd/BEFle8uwRroZWPb01gcHxMtbY38ZIWbD50mld/206nuAj6tIxyUKSl88pkorXeC3Rx\ndxxCCOEo3609yNncAl7qF1TtRAKmQ/61GzoTFepPfINwB0RYPq9MJkIIUZNorflfYgp9W0URG5Lt\nsO2GBPjy3MiODtteebyyz0QIIWqS9QdOcvBENtd0beTuUKpMkokQQrjZ9A0pBPpZGNox1t2hVJkk\nEyGEcKO8Aiu/bkplSHwsoQHe2/MgyUQIIdxo8c50TmXlc+1FDd0dSrVIMhFCCDeanphCZIg//Vt7\n98RqSSZCCOEmmTn5zN+axpWdG+Dn491fx94dvRBCeLHfko6QW2Dlmou8dxRXEUkmQgjhJj8nHqZp\nvWAualzH3aFUmyQTIYRwg7SMHJbtOcbIro2wlYbyapJMhBDCDX7ZeBit4Zqu3j2Kq4gkEyGEcIPp\nG1LoEhdBi+hQd4fiEJJMhBDCxXalZbLlcAYjvbh8SkmSTIQQogqqs4rhp8v242NRXNml4tUTvYUk\nEyGEqAStNW/P30Wnf85h3ta0Sr8+8eAppq05wPg+zagfVvmFrzyVJBMhhLBTQaGVp6cn8eb8nfj6\nWHj1t+0UWu1fFrfQapbkrR8WwMODWzsxUteTZCKEEHbIzivk7inrmbr6APcNbMmbo7uy++gZpm9I\nsXsbX69KJiklg2eujCcs0M+J0bqe95ao9ED5hVavL4kghLjQybN53PnFGjYcPMXzIztwa+9maK3p\n1CiCN+ft5KouDQjw9Sl3G0czc3h9zg76tYriik41p6+kiHzzOUhSymm6PDeX2ZtT3R2KEMKBUk9n\nc8Ok5SQdzuCDm7pxa+9mgFkW969D25JyKpupqw5UuJ2XZ20nN9/K8yM71IhJiiVJMnGArLwCHpy6\ngay8QmZsPOzucIQQDvTizG2kns5hyp29GF7iiqJ/6ygubhHJe3/sLnd014o9x5m+IYWJA1rUmHkl\nJUkyqUChVZNXYC33OS/8upV9x8/SJS6CxTvTyS0odFF0Qghn2pN+hpmbUxnfpxk9m0de8Li5OmnH\nsTN5fL58f6nbyCuw8szPSTSODOK+ga2cHLH7SDKpwFvzd3LjRytJy8gp9fHfko4wdfVBJl7SkocG\nt+ZsXiEr955wcZRCCGd4/4/dBPhauLNf8zKf071pXQa3r8+kRXs4lZV33mNncwt4adY2dh89wz+v\n6kCgX/n9Kt5MkkkF2saGsS01gyveWcqqvcfPeyz1dDZP/rSJTo0ieHRIG/q0jCLIz4f5VRh7LoTw\nLAeOZ/Fz4mFu7tWUeqEB5T738aFtOZNbwKRFewFIz8zljTk76PPK73y+fD83dI9jUPsYV4TtNjKa\nqwJXdm5Im5gwJn61jps+XsXTI9pzR99mWDU8+u1GcvOtvD22K/6+Ji/3ax3Fgm1pNbaTTYja4sNF\ne/BRigmXtKjwue1iwxnZpSGfL9/HybN5TE9MIb/QytD4WCYMaEG3JnVdELF7STKxQ5uYMH6+vy+P\nf7eRF37dysaDp2geFcKKvcd59fpO53WoDWkfw7ytaWxLzSS+YbgboxZCVFXq6Wx+WHeQMT0aExNu\n3yz1R4e0ZebmVKYnpnB9tzju6t+8xna2l0aSiZ3CA/2YdEt3Ply0h3/P3YFVw/COsYxOaHze8wa2\nq49SMH9bmiQTIbzUfxftRWuYeElLu1/TpF4wvz7Qn8gQf6LDym8Wq4mkz6QSLBbFfQNb8cUdPbnu\noka8fF2nC5qyosMC6Nq4Dgu2Sb+JEN4oPTOXqasPcO1FjWgcGVyp17aNDauViQQkmVRJ/9bR/GdM\nV+oE+5f6+OD2MWw8dLrMEWBCCM/18dK95BdauedS+69KhCQTpxhsG7Xx+/ajbo5ECFEZJ8/mMWVF\nMld2blir+jscQZKJE7SJCSWubpAMERbCi1itmrfm7+RsXmGNnlzoLNIB7wRKKQa3j2Hq6gNk5xUS\n5F/xRCWtNYfPWFm97wSZOfmcyS0gI6eA3PxC+rWOol2sdOYL4Sz7j53liR83sXrfCcb2aEzb2DB3\nh+R1vDaZKKWGAW8DPsDHWutX3BzSeQa3j+Hz5ftZuvsYQ+Irnqz00qxtfLQ0G5auKPXxns0iuaV3\nU4Z1iP1zTosQonqsWvPJ0n28Pmc7fj4WXr+hMzd0j3N3WF7JK5OJUsoHeB8YAhwC1iilZmitt7o3\nsnN6No8kLMCXBdvSKkwmny7dx0dL9nFJnC93De1GWKAfYYG+hAWY3fO/xBSmrDzAg1M3EBXqz9ge\nTWgdE8rxM3mcOJvHiaw8TpzJo8BqJSLInzrBftQN9iMi2J+4ukEMaB2NxSITKIUobm/6GV5elcOu\nU1u5rF19Xrq2E7ERNWflQ1fzymQC9AR2a633AiilpgEjAY9JJv6+Fi5pG82C7UexWnWZX+azN6fy\nwsytDO0Qw5i4TPq3jr7gORMuaclf+rVg8a50pqxM5v2Fu9G2xd0sCiJD/Kkb7I+vj4VtqZmczMoj\nK+9cscmezSN55bpO0qEohE1BoZXR/11JVo6V/4zuwrUXNZKKFdXkrcmkEXCw2O+HgF4ln6SUmgBM\nAGjSpIlrIitmcPv6zNyUyqaU03RtXOeCx9fuP8FD3yZyUeM6vD32IlYuW1LmtiwWxaVt63Np2/qk\nZeRwJreAyGB/IoL8Sk1UuQWFnM7K5/ftR3lx1jaGvb2Ehwe35q7+LWQBL1HrbT+SybEzuUzsHMB1\n3aRZyxFq9LeK1nqy1jpBa50QHX3hGb+zDWxbHx+L4o05O5i3NY2svHPrHexJP8NfvlxLozpBfHxb\nj0pVE40JD6RldCh1Q/zLvOIJ8PWhfnggY3s2Yf6jAxjYNprXftvBNe8vIynldLU/mxDebP2BkwC0\nqVujvwJdyluvTFKA4nVM4mz3eZQ6wf7cN7AVnyzZy9Ldx/D3sdCrRSQD2kTz+fL9+FoUX9zek8iQ\n0ic/OkpMeCD/HZfA7M2pPPPzFka+v4zPb+9RapOaELXBuuSTxIYHEhkoTVuO4q3JZA3QWinVHJNE\nxgI3uTek0j06pA33D2zFmv0n+GP7UX7fcZR/zdxGkJ8P0yZcTJN6lSvXUB3DOzWgT8sornh3CW/N\n31UjkklegZV5W9PYlHKKnLxCsvIKyc4vJCe/EF+LhWEdYxnaIdau4dmi9liXfJLuTeuiVIa7Q6kx\nvDKZaK0LlFL3A3MwQ4M/1VpvcXNYZfL3tdC3VRR9W0Xx9yvjST5+Fq2hWVSIy2OJCPbjrv4t+MeM\nLazZf4IezS5cPc4bHD6VzdTVB5i25iDpmbn4+SiC/X0J9vchyM+HIH8fTpzN47ctRwgN8GVEp1iu\n7xZHj2aRMrKtlkvLyOHQyWxu79scCiSZOIpXJhMArfUsYJa746iKpvVcn0SKG53QmLcX7GLSwj30\nGF92Mll/4CRLU/IZoLXLR7oczczhuRlbyS2wUjfYj8gQf+oE+xMW6MuP63PYOOd3NKZfatzFTbmk\nTTQ+JZKE1apZte8EP64/xMxNqXy39hBN6wXz+e09ae6GRC48w7pk01/SvWldTu1JdnM0NYfXJhNR\ndUH+PtzWuxlvzt/JjiOZpc72PX4ml798sZYTZ/M49m0ir1zf2WVLjmblFfCXL9ayMy2TZvVC2JyS\nx8msfPIKrACE+cPdA1pyY88m5VZ1tVgUvVvWo3fLejw/sgO/JR3hyR8389WKZJ69Kt4ln0V4nnXJ\nJwnwtRDfIJzle9wdTc0hyaSWurV3UyYt2sN/F+/hP6O7XvD4szO2cCangMFNfPlf4mH2Hc9i8rju\ndi8UVFWFVs1D0xJJSjnN5HEJDLZN+NRak5VXyKnsfLatX8ngy9pVarvB/r5c1y2OWZtTmZ2Uyt+v\naC/NXbXUuuSTdImrI5UkHEz+mrVU3RB/xvZszIzEw6Scyj7vsVmbU5m5KZWHBrfmlvgAJt3SnV1p\nmVz93lI2HTrl1LhenLmNeVvTePbK+D8TCZh6ZyEBvjSqE4RvNZLAiE4NSD2dQ6KTP4fwTDn5hWw5\nfJpuTWv+MrquJsmkFruzX3M08MmSfX/ed+JsHs/8L4lOjSKYaFv7eljHWH68pw++FgujJq3g50Tn\njML+fNk+Pl22jzv6Nmd83+ZOeY/B8TH4+1iYtSnVKdsXnm1zymnyCzXdJZk4nCSTWiyubjBXd2nI\ntDUHOJWVB8A/ZmwhIyef10d1xrfYTPn2DcKZcX9fusTV4aFpiXy2bF9Zm62S+VvTeP7XrQyJj+Fv\nV7R36LaLCw/0o3/rKGYnHUEX1aQRtUZR53u3JhdWpBDVI30mtdzEAS2YviGFL1ck0yYmlF82Huax\nIW1KLXlfLzSAKX/pxQNT1/PcL1vJya/+anSnsvKYsfEwL8/aTqdGEbw9tusFo7IcbUSnBizYfpTE\ng6e4qImcoXqrSYv2MHtzKvVCA4gK9ScqNICo0AC6NK5T5pXHuuSTNI8KoV5o7Vxa15kkmdRy7WLD\nGdjWzMi3KOjYKJy7y0kQ/r4W3rupG49+t5FXf9tObkEhDw1qXerQ4YJCM/rKt0QtsEKrZvGudH5Y\nd4h5W9LIK7TSJS6Cj25LINjf+Yfk4PgY/HwUszanSjLxUqez8nl7/i7qhweQX6hJSjnN8bN5FFrN\n1easB/sT3/D8EyKtNeuTT3Jp2/ruCLnGk2QiuHtAS8ZMXomfj+KrO3tVWAjSz8fCW2O6EuBr4a35\nu8gtsPLE0LYopbBaNSv3Hed/G1KYvfkImbkFhPj7EBFkSuJHBPmy79hZ0jJyqRvsx029mjAqIY4O\nDSNc9GkhIsiP/q2jmbX5CE+PaC/VYr3Q9+sOkp1fyAc3d/vz2LFaNUcychj61mLemr+TybcmnPea\n5ONZHD+bR0IzOYFwBkkmgp7NI7m1d1PiG4TTvoF9Kzr6WBSvXd8Zf18LHy7cQ0Z2PqGBvsxIPEzq\n6RxC/H0Y1rEBTSKDOZ2d/+ctIzufLnF1uK5bIy5rF+O24ZnDO8by+/ajbDxUekVn4bmsVs1XK5Pp\n0azueSchFouiYZ0g7urfgv/M28nmQ6fpFHfu8eKTFYXjSTIRKKV4fmTHSr/OYlG8eE1HAnwtfLZs\nPz4WxYA20Tw9oj2D28d4dD2sy+NjedpnM7M3p0oy8TKLdqWTfDyLxy5vW+rjt/dtxidL9/HW/J18\nMr7Hn/evTT5JWKAvrWRdH6eQZCKqRSnFs1fGMyQ+hrYxYV7TsRkR7EffVlHM3JzKk8PbSVOXF/ly\n+X6iwwIY1iG21MfDAv2YcEkLXp+zg8SDp/48WViffJJuTerKZFUnkaHBotqUUvRpGeU1iaTIiE4N\nOHQym82yvovXSD5+loU707mpZ5Nym0hv69OMusF+vDlvJwCns/PZeTRTmricSJKJqLUuj4/B16KY\nuVkmMHqLKSuT8VGKm3qVv3JqaIAvEwe0ZNHOdNYlnyDx4Cm0lv4SZ5JkImqtOsH+9G0VxazNqTKB\n0Qtk5xXy7ZqDDOsYa1eNuFt7N6VeiD9vztvFuuSTWBR0kf4xp5FkImq1Kzo14OCJbJJSZF0LT/dz\nYgoZOQXc1qeZXc8P9vflnktbsnT3Mb5dc4B2seGEBkg3sbNIMhG12uUdTFPXL5sOuzsUUQ6tNV+s\nSKZdbBgJlWiqurlXU6LDAkjLyJUmLieTZCJqtTrB/gxqX5/v1x4kJ7/Q3eGIMqxNPsm21Axu69Os\nUiPvgvx9uGeAqeggycS55JpP1Hrj+zRnzpY0Zmw8zOiExpV6rdaaFXuOk5FXtT6XxIOn+GTpPvq3\nimJIfAx1Q/yrtJ2aIr/QyjerDpCTX4iPReHnY8HXR/HrxlTCA30Z2bVhpbd5y8VNCQ3wZXin0ocS\nC8eQZCJqvYtbRNI2JozPl+1nVPe4Sp35Ltl1jFs/XY2PgtlH1zE6oXGpSwiX5lRWHvdOWceRjBx+\n2XgYn+mK3i3qMbxTLJfHxxId5l1DrR1h2uoD/GPGllIfu3tAyyrVbvP3tTC6R+VOEkTlSTIRtZ5S\nitv6NOPp6ZtZm3ySHs0i7X7t16uSiQzxp0e0ldX7TjA76Qix4YFc370Rt/VpRv2w0kcdaa154odN\npJ/JZfq9fbEoxaykVH5LOsLfpifxzxlb+OmevueVA6npcvILef+PPSQ0rcsXd/SkoFCTb7VSUKgp\n1JoGTl7lU1SP9JkIAVxzUUPCA335fPl+u1+TlpHD/G1HGdU9jhvbBbDiqUFMuqUb8Q3D+XDhHka+\nt4zdRzNLfe2UlcnM3ZrG/w1rR5fGdegUF8H/DWvH748N4NcH+pFfqFm446iDPp13mLb6AEcycnh0\nSBtCAnyJCPYjKjSA2IhAGtUJkpnrHk6SiRCYYaRjejTmt6QjpJ7OrvgFwLdrDlJo1dzY00yg8/e1\nMKxjAz4d34MZ95uEMGrSChIPnr9E8LbUDF6YuY1L20ZzR4kVJZVSdGwUQfOoEJIO156Z+Tn5hby/\ncA+9mkfSu2U9d4cjqkCSiRA2t/ZuhlVrvl55oMLnFlo101YfoF+rKJpFhVzweMdGEfx4T2/CAv24\n6aOVLN6ZDkBWXgEPTN1ARJAfb4zqUubZdoeG4bVq7suUlcmkZ+byyJA2UifNS0kyEcKmcWQwg9rF\nMHX1gQqHCS/aeZTDp3PKLevRtF4IP9zdmyaRwdz5xRp+2XiY53/Zyp70M7w1pitR5dQy69gogpRT\n2Zw8m1flz+MtsvIKmLRoD31a1uPiFnJV4q0kmQhRzPg+zTh+No+Zm8qv1/X1ygNEhwUwJD6m3OfV\nDw/k24m9uahxXR6YuoFpaw5yz4CW9G0VVe7rOtrW6dhyuOZfnXy1IpljZ/J4ZEgbd4ciqkGSiRDF\n9G1Vj1b1Q/l8+f4y63UdPpXNHzuOMjohrsJVKcGs7PjlnT25uktDBraNtutLs4Ntydma3m9yNreA\n/y7eS//WUZUaRSc8jyQTIYpRSnFb76ZsTjnN+gOnSn3OtDUH0cDYHuVXri0u0M+Hd268iM9u72lX\nAqob4k+jOkE1/srkixX7OXFWrkpqAkkmQpRwXbc4wgJ8eWfBLrLyCs57rKDQyrdrDjCgTTSNI4Od\nGkfHRuFsqcFrrWTm5DN58V4ubRtNtyZS6sTbSTIRooSQAF8eGNSKRTvTufzNxefN91iw/ShpGbnc\n1NP+q5Kq6tAwgr3HzpKZk+/093K1w6eymfjVOk5l5fPIYLkqqQkkmQhRigmXtOTbCRfj72th/Gdr\neGDqBtIzc/l61QFiwwO5rF19p8fQsZHpN9mWWvrEx7Ks2HOcl1dl83NiCoVWz1qnRWvNj+sOMfTN\nxSQePMWr13eSNUZqCK9LJkqpfyqlUpRSibbbCHfHJGqmXi3qMfuh/jw8uDVzko4w6N8LWbIrnTE9\nGuNrR79HdRWN6EqqZFPXv+fuYMdJKw9NS2Twfxbxw7pD5BdanRFipWTkae6eso7Hvt9IuwZhzH6o\nP2Mq0e8kPJu31uZ6U2v9hruDEDVfgK8PDw9uw5WdG/L09M0kpZxmbE/XFA2sHx5IdFhApUZ0bTp0\nirXJJ7mxnT8DEjryzoLdPP79Rt5esJP7Lm3F6ITGVSpLsmRXOv9dtJdJ47qXu8BUfqGViV+tI+Vk\nNhFBfoQH+RER5EdYoC8/rc0ipzCHp4a34y/9W9hVDFN4D29NJkK4VKv6oXw74WKy8goJceFqfR0b\nhrOlEjPhP1u2nxB/H/o38mVYxwYM7RDLgm1Heff3XTz502ay8wu5vUQJl4porXl9zg42HTrNu7/v\n4qnh7ct87pcrkvl9+1H6t44ir8DKoZNZbD2cz+nsfOoHWfjw9r60iw2v1PsL7+CtyeQBpdStwFrg\nMa31SXcHJGo+pZRLEwmYmfCLdqaTnVdIkL9Puc89mpHDr5sOc3OvpgT7mfItSikGx8cwqH19bvlk\nFe8s2MV13eKICPKzO4a1ySfZdOg0DSMC+XTpPkZ1b0yr+qEXvn9mDm/N28mlbaP5bHyPC8qiLFy4\nUBJJDeaRfSZKqflKqaRSbiOBD4EWQFcgFfh3OduZoJRaq5Ram56e7qLohXCcDg0jsGrYfqTiq5Mp\nqw5QYNWML2WNdKUUTw1vz6nsfCYt2lOpGD5espc6wX58O7E3gX4+PPfLllIndL46ewe5BVb+cVUH\nqa9VC3lkMtFaD9Zadyzl9rPWOk1rXai1tgIfAT3L2c5krXWC1johOjradR9ACAcpGtGVVMHkxdyC\nQr5ZlcxlbeuXWnjSbCuCa7s24tOl+zh8yr7KyMnHzzJ3axq39GpK48hgHhvShiW7jjFnS9p5z1uX\nfIIf1x/iL/2b07yM9xc1m0cmk/IopRoU+/VaIMldsQjhbI3qBFEn2K/CyYu/bEzl2Jm8CvtDHr28\nDRp4Y+4Ou97/s2X78bUobu3dFDBL4LaLDeOFX7eSnWeKYRZaNc/+vIUGEYHcf1kru7Yrah6vSybA\na0qpzUqpTcBA4BF3BySEsyil6NgwotwRXVprPlu2jzYxofRtVX7V3bi6wdzetxnTN6SwpYJRYqez\n8vlu7UGu7tKI+rZVDn19LDx3dQdSTmXzoa25bOrqA2w5nMHfrmhfpWV1Rc3gdclEaz1Oa91Ja91Z\na3211rr88q5CeLkOjcLZcSSTvILS54qs3neCLYczGN+nuV19Ffde2oqIID9emb293OdNXXOArLxC\n7ux3/tVOrxb1GNm1IZMW7WHjwVO8MXcHvVvU44pODcrYkqgNvC6ZCFHbdGwYQX6hZmda6TPhP1u2\nnzrBflx7USO7thcR5McDl7Vmya5jfy7aVVJ+oZXPl+2nb6t6xDe8cATW0yPa42dRjJm8gsycAp4b\nKZ3utZ0kEyE8XMdGRWubXNgsdfBEFnO3HuHGnk0qHDpc3LiLm9IkMpiXZm0rteTKrM2pHMnI4S/9\nWpT6+pjwQB4c1JqcfCvj+zSjTUyY3e8taiZJJkJ4uKaRwYQG+F6wjK/Wmnd/34VSinEXN63UNv19\nLfx1aFu2H8nkqZ82sXb/iT+Titaaj5bspVX9UAa0KXsU5B39mvP+Td14/PK2lf9QosaR3jIhPJzF\noohvGH5eJ3xegZUnf9rET+tTuKt/cxrWCar0dq/s3IDFO9OZviGF79YeIirUn8HtY2gRHUJSSgYv\nX9ep3NIrfj4Wrugs/STCkGQiHCNlHTToChb7m1qE/To2jOCb1ckUWjVZeQXc+/V6luw6xqND2vBA\nFYfjKqV4fVQXnr0qnoU70pm7NY1fN6VyJreAyBB/u/tghABJJsIRDq6GT4bA8Neh1wR3R1MjdWwU\nTk6+lRV7jvPSrG3sSMvktRs6Mzqh+kUnwwL9uKpLQ67q0pDcgkJW7T1BZIg/gX5yYiDsJ8lEVN+6\nz82/G7+RZOIkRZ3wd3y+Bl8fxafje5Tbn1FVAb4+XOKE7YqaTzrgRfXknIaknyCoLhzeAOn2zayu\nUG4mzPorHK9cHamaqkVUCKEBvoQH+fHdxN5OSSRCVIckE1E9m7+Hgmy4ZhIoH9g4zTHbXfsprJ4M\nP98PpRQVrG18fSx8N7E3sx7q9+dVihCeRJKJqJ71X0JMJ2gzFFpeZpKLtZqr+uXnwIr3zdXOgeVm\nm4L4huHUDwt0dxhClEqSiai6w4mQuhG63wZKQZexcPogJC+r3nY3TYMzaXD9J9CwG8z9O+TYv0CU\nEML1JJmIsu1bQsOU2WU/vv4L8A2ETjeY39uOAP8wkwyqyloIy942w4xbXgZXvAFnjsLCV6q+TSGE\n00kyEWX7/V+02TWp9H6QvLOw6XuIv8Y0RwH4B0P8SNjyM+RlVe09t82AE3uh3yPmaqdRd3Pls2oS\npG2t+mc9od6LAAAgAElEQVQRQjiVJBNRutwzkLIWq/KFXx4yzVnFbfkf5GWaL/riuowx9++YVfn3\n1BqWvgmRLaH9VefuH/QPCAyHWY9LZ7wQHkqSiShd8nKwFrC93YMQXA++vQWyTpx7fP0XENUGmvQ+\n/3VN+0F4HGz6tvLvufcPk7T6PnT+TPrgSBj0rOmL2fxD1T6PEMKpJJmI0u1bBD4BHIu6GEZ/BZlH\n4Ic7TJ/G0W1wcBV0u9U0RRVnsUDnUbB7genrqIylb0JorOnIL6nbbdDwIpj7d3wKqtiEJoRwGkkm\nonR7F0KTXlh9AiCuO4x4w1w5/P4vMxzY4gddbiz9tZ3Hgi6EpB/tf7+UdbBvMfS+D3wDLnzc4gMj\n/g1n0mi230FzWYQQDiPJRFzoTDqkJUHzAefu634bdB8PS/8Daz+DdldASFTpr6/fDhp0gY1TL3ys\nsMD0x5S09C0IjDDvUZY40xkfd+gXOJJUmU8khHAyqc0lLrR/sfm3xaWwu9gX//DXzJd4ytoLO95L\n6nIj/PYkJK+A3AzTLHZwtbkCyc8yQ4jDG0BYAwiNgW2/QP/HTEd7eQb9g/xN0/H/9RG4Y45pVhNC\nuJ0kE3GhvYsgINzM9di99Nz9vgFw4zTTBNZiYPnb6HgDzPkbfDbM/K58oEFn088SFmv6YDIOQ2aq\n6eyPaAy97q44tuBI9rQcT/vtb8OGL8u/khFCuIwkE3GhvQuhWX/wKeXwCI02HewVCY2Gq942M9mb\nXGw6z/1DHBJeWsxA2mevg3n/gHZXlt3cJoRwGWkjEOc7uR9OJUOLARU+tULdxsElj0Ozfg5LJIAZ\nQXbFvyHvDMx9xnHbFUJUmSQTcb69i8y/zR2QTJypfjvo86BZQ2V/NWuBCSGqTZKJON++RWauR3Rb\nd0dSsUv+CnWawMxHoSDP3dEIUatJMhHnWK3myqTFgAsnI3oi/2CzVHD6dpjzFOxbAqcOmImVQgiX\nkg54cc7RrZB1zPObuIprOww6jYI1H5sbgMUXIuKgbjOIagvRbWz/toWQaO9IlEJ4GUkm4px9tv4S\nR3S+u9K1k2Hg03Ay2QweKPr3xD5I/Np01BcJqQ/Xf+x9n1EIDyfJpCbRunpn3XsXmYq9EXGOi8kV\nLBaIbGFuJWkNGSlmbfpjO83Vy493wt3LICym7G1umV56OZjQWBj2SunDpisy529wZBOMnQoBoZV/\nvRAeTPpMagJrIUy/B768uuol2gvzTVXeFpc6MjL3U8okx1aD4OJ7YMwUU85l+oSylxfe9qspapmy\nHo7vOXdL2wJrPoJ9Cysfx8n9sPJDU3/sh9tNWRkhahBJJt5Oa5jztBkiu2+xKVlSFSnrTHNQTW/+\nqd8eRrxmJmYu/c+Fjx9Yaa5cGnaD+9fAvSvO3e5ZAQERZlGwylr2jilWeelTsGsuzHpM1mYRNYok\nE3t48lnk8nfNKoQJd4B/qKnoWxV7FwHKzHyv6S4aZ8q9/PGiqR1W5Oh2+GaMuZK56bsLJ1r6BUL8\n1bD918qtJJmZBhummHpllz5pVpFc93npyUwIL+WxyUQpNUoptUUpZVVKJZR47Cml1G6l1A6l1FCn\nBrLgBfjiKs88i9z0Pcx7Bjpca8qzd7wetvwEORmV39behabSb3Ckw8P0OErBlW9CnabmKiTrhKkT\nNuV6U3/slh8hpF7pr+082lzB7Zxt//utfB+s+WbRL4DLnjUj0BY8D5u+s387KetMTTMhPJDHJhMg\nCbgOWFz8TqVUPDAW6AAMAz5QSvlc+HIHqdMYDiyHnb857S2qZO9C+N89ZmXDayaZTuhut5mKvJVZ\nRwTM2fmB5dD+SqeE6pECw2HU53A2HX6aAFNugJzTcPP3ZkhxWZr2NZWO7V3xMfskrPkEOlwH9Vqa\n+ywWGPm+uQr8372mebIiKevh4yHw30uk/L7wSB6bTLTW27TWO0p5aCQwTWudq7XeB+wGejotkK43\nm1FCC14ou8PWWayF5ot+70I4sAoOJ5pRSfuWwLfjoF4rGPu1aX4BaNQN6neoXFOX1WpKxYc1hIvv\ndcrH8FgNu8KQF2D3PDPSa8xX5uqsPBYfcwW4a975yxiXZfVH5kqm3yPn3+8bYN6vXkuYdguk7yx7\nG/nZMH0ihNY31Zc/G2EqLQvhQTw2mZSjEXCw2O+HbPddQCk1QSm1Vim1Nj09vWrv5uMHA/8GR7eY\nJiRXyEyDxa/D211MCfcvR8Knl8PkAfB+T/jiSggIM80xQXXOvU4pU+L98Ho4stm+99o4FVITYfA/\nHVuM0Vv0mmg6xcdMgZYVlNUv0nm0abba+nP5z8s9Ays/gDbDIbbjhY8H1TVXQr7+8M3ospPTgudN\nsrvmA7hzrkkqX10L22fZF68QLuDWZKKUmq+USirlNtIR29daT9ZaJ2itE6Kjo6u+oQ7XQUxH02Fb\nmO+I0C6kNRGnkuD78fBmvFkeN7IF3PApjJ8Ft/wEY78xv1/zIdw5DyJKyaGdR4NPAKz/quL3zM2E\nBc9BowTThl8bKWU6xdsOs/81sZ3NjPrNFYzqWv+Faebq/2jZz6nTxOzXjMPmarNkjbF9i01C6jkB\nWl5mml3vmAMxHeDbW0zHvhAewK2TFrXWg6vwshSgcbHf42z3OY/FApc9A1PHmBnVjl6QSWv47Uku\nSpwEgXWg50RIuB2iWld+W8GR0P4q2DQNhjwHfkFlP3fpm2a9kbHfyIqFlaGUSb5//AtOHTRf8CUV\n5MLy90y/SOMKWmEb94SR78FPd5milVe/a94jJ8P0qUS2hMHPnXt+SD24dQZ8dyv8fJ9JWH0ecOxn\nFKKSvPEbZAYwVikVoJRqDrQGqji5ohLaDIW4nrDwVdOG7Shaw6y/wqpJHGp0FTy6DYa9VLVEUqTb\nraYzedsvZT/n5H7zZdd5DMQllP08UbpON5h/yxrssHEaZB4u/6qkuM6jof/jsOErWPG+ue+3p8zs\n/Wv/a4paFhcQala97HAtzP07JH5Ttc8hhIN4bDJRSl2rlDoE9AZmKqXmAGittwDfAVuB34D7tNbO\nLxOrFAx61nxBrPnEMdu0WmHmY2ZWdZ8H2N3qzgu/NKqiWX8zIqm8jvh5z5rO5EH/qP771UaRzc3J\nRWlNXWlbYeErZnXJipY3Lm7g36D91SY5zH4SEqdAv0ehcY/Sn+/rb+qSNR8AMx4wAzVE+bSGQ+vM\n8f9hX2KOLHR3RDWGxyYTrfV0rXWc1jpAax2jtR5a7LEXtdYttdZttdaVGPBfTc37my+HJf+u2lyO\n4qxWMwt67Sdm/sGQFxxXzdZiMRPz9i8xZUBK2r/UdB73fbj0fhdhn06jIC3JJI8im3+AjweBLjRz\nWSqzTy0WuHYSNOgMqz6E2E4w4P/Kf42vvxkVFtXG9LkUj0Wcc2CVSdBvdoSPLzNXf6cP0uTA9545\nh8wLeWwy8ViDnoXsE6bOUlVZrTDzEVj7qflCH/yc48uid70ZlMU0m4AZZnx8j6k7NesJCI+Tdvbq\n6nCtGaq7+XuUtcA0S/14p+mgn7jYXJlUln+Iab7qPAau/9Qki4oERphRYf4h8PUNpjNfGAW5MONB\nMxpy7acmUV8zCf66G4a+REjWITi4yt1R1ghSNbiyGnUzHdzL34Wed1VtxvjvL5hyGv0eNcnJGetr\nhDeA1kNhzaew53czP6Ugxzxm8YVRXzimSa02C402I6w2fUcX9Ruc3gq97obL/2WGlFdVeEO4bnLl\nXlNUAuaz4fD1aHxaP131968pTh8yV2uH15t5Pv0fM0Pqi8RfQ8Gvj+O7/ktocrH74qwh5MqkKgb8\nH+RlVm1YZvoOWP4OdLnJeYmkSJ8HICQKgutBj7/A1e/BX36H/0uuXbPdnanTKMg4RFjmHrjuYxj+\navUSSXU06Ayjv4CjW+mw5dXavZTx3kWmWsCxXTDmazOPqngiAQgI5Wj9S8xyAzmn3RFljSJXJlUR\n28mU1VjzEfS+z3Rk20NrmP2EaY643IF9JGVp1hceXO/c96jt4kfCsR2sz25Cj84eMFen1WC46m0i\nZ9xvhhpf/0nV1l7xBlqb8kHaWuymTdPu/H+afqQxU8odGZnaYAgNU+eYUXkJd7gu9hqohh5lLtBz\nAnx/G+ycA+1G2Peabb+YETfDXzNXDML7+QXCoGc5u3ChuyM5p9s4dm9ZT6utn5oTl6vfK30ekdZm\nUmRQXXNV400y08ykzUNlzAqIv8bUP6tgEbLMsFZmQvL6LyWZVJMkk6pqdyWENzLl3+1JJnlZZqW9\n+h0g4U7nxydqtUONR9KqcQwsfBn8gmHE6+dfCZ9MNhMkd883vzfoYgqFdrrBdOh7siOb4ZuxZiDM\ngCdN85WynLuFxZp+TXuu/ItKEM1+AlI3eV9S9SCSTKrKx9ecyfz+glkHo3678p+/7G04fQDGz6y5\nzQ7Cswz4P1Nkcvm75gx98D/N2jyrPoQ/XgIUDH3ZDMhY/4VJLnP+Zkap9b6v9Hpi7rZjNvxwp0l4\nd/xWcWFOe3QaBXOfMc1jDV6v/vZqKflWq47u42HRa7B6MlxZzkJHJ5Nh2Vumxlezfi4LT9RySpn5\nS3lnTemc/Gw4sAJSN0KbYTDijXOlYHreBYc3mOaezT/A9pkwcZGZnOkJtDZzQ+b+3VR7HjvVjFh0\nhD9LEH0LQ54vvwSRKJOM5qqOkChTjnzjtPJHg8x52lx+X/4v18UmBJiEMuLf0HmsaZLNSDXruNw4\n7fyaYkqZYe9XvQX3LAOFWau+INddkZ9v9v/B3L+ZlS7Hz3JcIiliTwkiUS5JJtXVawLkn4UNX5f+\n+J7fzTKv/R+T2ebCPYoW4xr1Ody/2jbZspz+hLpNYeQH5kplngeU2zm2G1b/1zQr3/C5c+ZHlVeC\nSOvaPczaTpJMqqvhRdC4lxkmXHLxrL0LTdXXus1ltrlwLx9fk0SC6tr3/PZXQq97TP+Ku8/WN00z\nV/aXPOG86tYlSxAV5MGeP0wR1rc6wRutTXO1KJMkE0foOQFO7D03MiY3E359xCxq5R9iJpL5Brg3\nRiEqa8jz5mTp5/vc90VqtZpm5BYDHd+0VVJRCaJpN8HrreCra8y6QDEdzRyW6XebskSiVJJMHCF+\nJITGmkvxvYvggz6w9jPofT/cvdQxI06EcDVff7jhM9PM88Pt7mnqSV4Gpw9Clxud/17hDaDTaMg6\nDvFXmXV+ntgLN00zlQ0OLIcV7zk/Di8lo7kcwcfPtOcufMlcndRrZVbDa9LL3ZEJUT2Rzc3CXd/d\nCrMeN7XH6jZzXV23jdPAPwzaXeGa97vuv6Xf3+VG2DHLrIDacpBnDpt2M7kycZSE2035hqKrEUkk\noqaIH2mSyPov4MPe8FID+Hd7+OwK06eQfdI575uXBVv/Bx1Gur8oqVJw5dtmJdSfJpQ+ys1qhV3z\n4Oxx18fnAeTKxFFC68P9a9wdhRDOMewV6DLWdE6f2Gf6CE/ugzUfm3kZQ553/Htu/9VMunRFE5c9\nQuqZq7RvRsMfL57/mff8AfOeMbPz210JY8sY3VmDSTIRQlRMKdMZX3KNlu9uM/2D/R+HwHDHvufG\nqRDRBJr0cex2q6PNUDNZedk7ZomHoDpm1cbd802sbYabJGhPVYwaRpq5hBBV1/dByM0of4noqsg4\nbIbWdxnjvOHAVXX5i6bfaNqNMKkfHFpjKg3cv8bM5/ELNhUvahkP20tCCK/SqDs07WdWHi3Mr9xr\nU9bDzMch68SFj23+3gzH9ZQmruICQuG6j0zS6HUPPJhokqpfoGkK6347bPqu1s1LkWQihKievg9C\nxiFI+sn+1+Rnww93mMm+H11mFo0rojUkToW4nlCvpePjdYTGPeCx7TDspQtXW+1zv5mvsvwd98Tm\nJpJMhBDV02oIRLczX55a2/eahS+bDvwhL5hO9o8Hwy7bpN/UjZC+zXT4e6PwhtD1JjPhMfOIu6Nx\nGUkmQojqsVjMkPi0JFOLriKHE2H5e6Z8Sd8H4a4/TD2wb0bBig9Mx7uPvyn/4q36PgTWfFPpuJaQ\nZCKEqL7Oo00ViOXvlv+8wgKY8YCpuH35C+a+Oo3NJN+2I2DOU7D6I1Miv2TzkTep19JUFF/7ael9\nQjWQJBMhRPX5BkCvibD3D7NiYVlWvAdHNpmVH4sXnfQPgdFfmWKOaDMJ2Nv1e8Q04a3+yN2RuIQk\nEyGEYyTcAf6hZV6dBGUdNn0l7a40s+pLsljgsr/BU4eg5WVODtYFYjqYq61VH0LuGXdH43SSTIQQ\njhFUx6wjn/QjnNx//mNa02bn++ATYFZ4LI9/iNNCdLl+j5pyM+s+c3ckTicz4IUQjnPxPaZ69ttd\nTDNWWENTjdfiR91TSXDV284vJe9JGveAFpfCkn+bOTMhUe6OyGnkykQI4Th1GptldS/7O3S4zozS\nOnsMDq/nWL1e5sqlthn2imnmmvO0uyNxKrkyEUI4VpNepVbNTlq4kEvLWy64pqrfHvo9DItfN3Nn\nakJ/UCnkykQIIZyt/+MQ2RJ+fdTM/q+BPDaZKKVGKaW2KKWsSqmEYvc3U0plK6USbbdJ7oxTCCEq\n5BcIV71lZv0ves3d0TiFxyYTIAm4DlhcymN7tNZdbbe7XRyXEEJUXvNLzDrzy9+BtC3ujsbhPDaZ\naK23aa13VPxMIYTwEpf/CwIj4JeHzMqMNYjHJpMKNLc1cS1SSvV3dzBCCGGX4EgY+rJZA2XtJ+6O\nxqHcmkyUUvOVUkml3EqZHvunVKCJ1ror8CjwjVKq1CXelFITlFJrlVJr09PTnfERhBCicjqPhhYD\nYf5zcOaou6NxGLcmE631YK11x1JuP5fzmlyt9XHbz+uAPUCbMp47WWudoLVOiI6Ods6HEEKIylDK\nVAEoyIEFz1f8fC/hdc1cSqlopZSP7ecWQGtgr3ujEkKISohqBRffDRumwOEN7o7GITw2mSilrlVK\nHQJ6AzOVUnNsD10CbFJKJQI/AHdrrWtHjWchRM1xyV8huB7MftL+RcU8mMcmE631dK11nNY6QGsd\no7Uearv/R611B9uw4G5a61/cHasQQlRaYAQMehYOrjTFMb2cxyYTIYSo8S66BWI7w7xnIS/L3dFU\niyQTIYRwF4sPDH8VMlJg2dvujqZaJJkIIYQ7Ne1jKiwvewtOHXR3NFUmyUQIIdxtiG2I8Lxn3RtH\nNUgyEUIId6vTGPo+BFt+IvroEvtfZ7VC9imzsuXhRDjhvlkSsp6JEEJ4gn6PwL7FxG/9D2zrCu2v\nKv15ORmmtteeBeZnig0rVha47BmzLRevHSPJRAghPIFfENz8PRnvDyLi+9thzBRoO+z85xzfA1Nv\nhOO74aKbITQWgupAYB0z1DjpR1jwHKSsg2s+MPe5iCQTIYTwFAFhbOr8D/rvfR2+Gwdjp0Lrweax\n3fPhhztA+cCtP0PzUmrctrsCGveEuX+HyQNNQoqJd0no0mcihBAepNA3BMZNh+h2MO0m2PMHLHsH\nvh4FEY1hwsLSEwmYpq2L74HbfoG8M/DxINj8g0vilmQihBCeJqiuufqIag1fXQvznoH2V8Odc6Fu\n04pf37QPTFwMDbrAj3fC9plOD1mauYQQwhMFR5qE8tMEcyXS9+HKdaqHxZorlLWfQeuhzovTRpKJ\nEEJ4qpAoGPdT1V/v4we9JjgunnJIM5cQQohqk2QihBCi2iSZCCGEqDZJJkIIIapNkokQQohqk2Qi\nhBCi2iSZCCGEqDala8BC9vZQSqUDySXujgKOuSGcsnhaPCAx2cvTYvK0eEBispenxdRUax1d0ZNq\nTTIpjVJqrdY6wd1xFPG0eEBispenxeRp8YDEZC9PjMke0swlhBCi2iSZCCGEqLbankwmuzuAEjwt\nHpCY7OVpMXlaPCAx2csTY6pQre4zEUII4Ri1/cpECCGEA0gyEUIIUW2STISwk1LKz90xiMqT/eYa\nNTqZKKXaKaWC3R1HEWW8qJS61N2xFFFKdVZKhbo7juI8dL/9E3i46Hf3RmR42r6T/WYfpdR1Sql6\n7o7D0WpkMlFKDVNKHQFeBb5VSkV5QEwXAauB9sABd58tKaVuVkptAp7D/I383RmPLSZP3G+3AH8A\ntwK3AGg3j1rxtH0n+81+SqlnMaO1xrg7FkercclEKRUIXAvcorUeCRwGHlZKdXVTPEVnQ+2AL7XW\n12mt9wKF7ojHFtNw4G7gHq31tUBL4CrbY245e/PA/earlLoTuAt4QmvdAkhRSnVwRzzF4hqBB+07\npVQAnrXffDx0vxV912YDXwLtlFLdSzzm1WrEh1BKhSmlfAC01jmYs/+iy8jXMZ9zkO3Ad1lMtniK\nzoaGA/m2x94BnlVK9XDVFUrR38dmoda6v9Z6mVIqAthre45y5dlb8SYa235rh/v3W6gtngLgB631\nAK31aqVUeyATcMcXdlixX+e5e98VP5a01rlAG9y/34r+/xcCP3vIfit+fFttP/oAZ4BD2E4Cij3m\n1bw+mSil/gosBV5XSt1vu3s60Fop5a+13g2sBxoAbV0U05PABqXUq0qpO2x3/wQMV0p9D6Ta7rsX\nuNkF8TyPSV5FxdpybffHALOAU8D1mL9hO2fHY3vvJ4CFSqnXlFK32e7+Gffut6KYXldKjdNan1ZK\nWWxf1NuAZkBX23Nd8n+n2LH0mlLqVq11vi0mt+y7kseS7e/g7v9vRTHVB9BaH7Pd7879Vvz4Hme7\nzxcIB74GZgMNlFJvKqWGuSImZ/PaZKKUqqeU+gToCdwEzAXG2c6GdmPOlAbanr4Q6IQLPq9S6jJg\nBDAE+A140XaJvQFzhhSitX4ZeBlYBbR01hmcUipAKfUUcBvQGbgIzp0Jaa3TgBFa65uA+4DWQAtn\nxFIspnpKqc+BBOAvmH6ke23t7Jtww34rJaZVwP1KqUa2v1XRmfjXQD9wzdlkiWNpNvCqUqqz1tpq\n23dXuGrfVXAsJQORuH6/lYypZNNa0fu7bL+VcXzfr5RqbLvaBYjA/H1GAlcAO5wZk6t4bTLBfDG/\nqbUepbXegtlBq4E8YB5wBBiilIqznakcBVq5IC4/YIPWep/W+g/gHeAlTFvyb0CsUqqlrXkgAsi3\n/ewM+cCvQDywEhiolGpe/Ala69O2f08C6UBdJ8VS5CwwV2s9WmudCCwAtgCNgLWYqzZX77fSYtoM\nxMGfTV5gruhOK8MV/3dKHktvA68UPai1PmX71xX7rrRjqaXtsSW45/9buce3rckLXLvfyjqWGikz\nUMIX+BwzwuwlW/wDnByTS3htMtFa52mtk2yX/OMxbbX1Mc1JPYF3MZ9vilJqMtANc/ntbMFAPWU6\nlLFdhTQFrtRaTwH+B7yrlPoAM6JjlbMCsZ2F7dRanwW+xXw59iy6EirqsFVKRSql3sCc2a1xVjy2\nmHKAX4rdVYA5qzxl+3L8CTM4wWX7rYyYumJrjiz6OwHbgdu14Yp27pLH0iuYk5HRtrh8XLXvyjiW\nEpRSgVrrE5jj2tX7raLju+iK0mX7rZxj6YjWOg/z//0lrXVPrfU7QCKw35kxuYzW2uNvQFixny2l\nPN6l2M83AXuL/X418AgQ6uCYVDmPrQBuKPb7jcCKYr8nABMwTV5Oj6fYcyYCHxT9vTCdkp2B+Ziz\nXofFU4mYmgGzSrl/pKv3mx0x+WLOKH3t2U4lYirz+C7lWBpbdCzZ9t08R++7iv6/lTiWLipx/zVO\n2m+VialLifv9XL3fSh5LZb2vI+Nx983tAVSws4Zjxop/Cfyt2P0+5ey8+sA0IMpJMY0EvgC6ljwo\ngADbz2OARUAz2+9NgPcd/WVtRzyWor+X7d9wzBXbTcA4zNUSQLQbY+oHfG37eSgwxA37raKYBjkp\npvKO7/KOpQ9sX5ChjjzO7fn/VsaxdAtwvRv+RhXFdK0HxFT8WLq86FiiBiWRPz+/uwMoY2dZMGPp\n12A6IHth2hbvKPG8FkCdYr83xDSTvOPgeIqqKw/EdBKvA+4B6pY8MGwxKeB54GNM5+hvwCQ3xlP8\nb/QgcBIzSGGEu2MCnga+Bz7EjMrrX9Njsn3p2Ht8O/1YqmQ8LjmWakpMJY6lZY48ljzt5vYAytl5\nI4BWxX5/GHjU9rMP8CSmTXsYEGT7fRPwmIPjKP6F0wwz5PEyTCfagGKPWWwxpAP9MZ3rfTFnw391\nYzypmDMphZnHsRd42s1/o1TMSCQwI20OAA/VsphGAK0rOL5deSzZE4+rjyVvjsmpx5In3nzxEEqp\ne4E0rfWPtrvmAwVKKR9tRmW0x3SkgWnKOg3EazOSBaXUAuBDbRud5KCY7sdMvloMTNVa77c9lKqU\nGgoMUErt1lqnALG2mNoUxQQsU0qt1OdGlbgjnuJ/o/1AJ206LB2iujEBU4H7tG1kUi2IaQmmEsIs\nWwe6rzajxUo7vl1xLFUmHlcdSzUmJpxwLHksd2czIAyYBKRhZob62u4vanssaqr4HOhTyuv9nBTX\ntZjL2YHAZ8B7nN/R3wWYQintspgzFIe2iVYzHl8P/Bt54n5zeUzFjveyjm+XHkt2xOPyY8lLY3LK\nseTJN7cPDdZaZwKLtNYxmPbH920PKdvjWpmSI42BdUqpOKXUXfDnDNd8J4XWC/hAm/H9/wT2AQ8V\ni3sj5kDrpJS6TJmZykUxFWrbEeUh8RSUsj13x+SJ+83lMWmtC2xDWcs6vl16LNkRj8uPJS+NyVnH\nksdyaTIpNl6/5O8zbP8+DNyolGqttS5UpvwAmLIM9TA7cgZmtq2zY9yLrdSJ1joZk+hClFIjiz19\nKmaW67ecq01Uo+ORmJwSU1FNMqce354Wj8RUs7j6yuS8ooZFZ1xa67NKKYvW+ghm2OPHtvuLzjha\nYma5Nsd0bL1a/PXVoWzlstW5QnFF2/wByCp24BzBlIlor4xQzPj+zUBnrfVfHRGTp8UjMTk/Jszo\nn/Y4+Pj2tHgkpprNVUXPEpQpcPi6Uqpf0U5TZvb6eTForZ8EmiuleiulYpUpXrcR6Ke1vkdrnXrh\nO4kLgIQAAASUSURBVFQ6HqWUClZKTcXM3EXbOjaLzkq0mdX7E6ZulNKmYz8UCLQdLDmYERpXVDcm\nT4tHYnJZTEG2mHbjoOPb0+KRmGoPZxdiU0qpVzAd7L9iOtnvx0y8QpuCdVbb2WJEsZe+ihmTvRiI\n1Vrv11qvdlRc2siy/RqtlLrHFq9P0VmFMivGzcXU1JqslGqIKW6Xb9tGgdb6aE2MR2JyeUybtdYO\nKYXiafFITLWHU5OJbacswsxq/gIzIkJjxs8DFJWP/gHoaPt9OPAA8B+gg9Z6oaPjsiW5Bpjkdidw\nj1KqTrEzk+cxZbVjgMdsz/sGU+77ldK3WnPikZhcFtPLNT0eiakW0Y4fTjcA6FXK/f0xpapXAG9h\nhtuFYnZQ8cmJ8UBjZ8VEsTIsmMvbOEwJhlcwBRlDbDG1LLGN4Joaj8TkvTF5WjwSU+29OXJnhWHa\nF08An3KuZEXRfJEOwEDbz+MxdW2aF3u9j8M/XBkx2R5rA/zH9vNVQAawscTrS63/VVPikZi8NyZP\ni0diklvRhMBqU2bM9V2Y4XR9gANa68llPLcF8G/gAa31IWVGcjm8NHR5Mdn6aaZimt3aAjuBQq31\nNbbHHR6Tp8UjMXlvTJ4Wj8QkqtVnopS6VSk1wNbWmIsZ0jsfs1MSlFJtbM8ruf7yENt7Z4JjVz+z\nNybMGUsq5iDrrrW+CohTSnV3ZEyeFo/E5L0xeVo8EpMortJXJrbEEItpU7QCezBtjA/pc2svt8Ys\npZmjtf6X7b4ATL/Jq8Ah4P+01tsvfIcqfIjKxZSrtX7Bdl+ELlbLq+TvNSUeicl7Y/K0eCQmUZZK\nXZmoc8PmwoAUrfUgTEnvE8CfTVpa612Yct8NlVKtbInEihkR8Q+t9UgHJpLKxtTAFlMQZs4ByjbX\nxUH/+T0qHonJe2PytHgkJlEeu6oGKzPJ8AXARyk1C7MITSGYiT5KqYeAw0qpAVrrRbb7pyul2mPW\nXwjFdL5vxsw8rjZHxQRsc8TlrKfFIzF5b0yeFo/EJOyiKx4NMQCzTvGHmI6sxZg1RA4APYs9727g\nj2K/jwLOAh8B9St6n8rcPC0mT4tHYvLemDwtHolJbnbvEzt2Wn9gXLHfP8BcQo4H1tnus2DaK7/D\nNtzX9jqnrCrmaTF5WjwSk/fG5GnxSExys3uf2LHTgoEAzq1pfDPwsu3nRMzwXoAE4BuXBO1hMXla\nPBKT98bkafFITHKz91ZhB7zWOktrnavPrfA2hHPlUG7HVND8FTNee0NF23MET4vJ0+KRmLw3Jk+L\nR2IS9rJ72V5bZ5fG1KopWn8kE3gaU1drnzbLoLqMp8XkafFITN4bk6fFIzGJilRmaLAVsx7JMaCz\nLes/A1i11kvdtMM8LSZPi0di8t6YPC0eiUmUrzJtYsDFmJ23FLjT3W10nhiTp8UjMXlvTJ4Wj8Qk\nt/JulZoBr5SKA8ZhiqPlViZpOYunxeRp8YDEZC9Pi8nT4gGJSZTNYYUehRBC1F6uXgNeCCFEDSTJ\nRAghRLVJMhFCCFFtkkyEEEJUmyQTIYQQ1SbJRAghRLVJMhFCCFFt/w9rXU94le0XwwAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17536478ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим график\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# информируем matplotlib, что используем даты\n",
    "# обратите внимание на то, что нам нужно преобразовать\n",
    "# индекс DatetimeIndex в однородный многомерный массив Numpy,\n",
    "# состоящий из объектов datetime.datetime\n",
    "ax.plot_date(walk_subset.index.to_pydatetime(), walk_subset, '-')\n",
    "\n",
    "ax.xaxis.grid(True, \"major\") # выводим линии сетки для основных делений\n",
    "\n",
    "# настраиваем метки основных делений\n",
    "ax.xaxis.set_major_locator(weekday_locator)\n",
    "ax.xaxis.set_major_formatter(DateFormatter('%Y-%m-%d'));\n",
    "\n",
    "# выполняем поворот меток с датами\n",
    "fig.autofmt_xdate();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Столбиковые диаграммы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD4CAYAAADlwTGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17534fc3b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# сгенерируем данные для столбиковой диаграммы\n",
    "# сгенерируем небольшую серию, состоящую \n",
    "# из 10 случайных значений\n",
    "np.random.seed(seedval)\n",
    "s = pd.Series(np.random.rand(10) - 0.5)\n",
    "# строим столбиковую диаграмму\n",
    "s.plot(kind='bar');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17534fb6240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# сгенерируем данные для столбиковой диаграммы \n",
    "# на основе нескольких серий\n",
    "# сгенерируем 4 столбца, состоящих\n",
    "# из 10 случайных значений\n",
    "np.random.seed(seedval)\n",
    "df2 = pd.DataFrame(np.random.rand(10, 4), \n",
    "                   columns=['a', 'b', 'c', 'd'])\n",
    "# строим столбиковую диаграмму \n",
    "# на основе нескольких серий\n",
    "df2.plot(kind='bar');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nS1KBLHdJKpDlLkkFstwlqUD/B4WX0y50MX/zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175365abe48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# вертикальная состыкованная\n",
    "# столбиковая диаграмма\n",
    "df2.plot(kind='bar', stacked=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzP8B2uD+NNl26TAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175366197f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# горизонтальная состыкованная\n",
    "# столбиковая диаграмма\n",
    "df2.plot(kind='barh', stacked=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Гистограммы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17535051c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# сгенерируем данные для гистограммы\n",
    "np.random.seed(seedval)\n",
    "# генерируем 1000 случайных чисел\n",
    "dfh = pd.DataFrame(np.random.randn(1000))\n",
    "# строим гистограмму\n",
    "dfh.hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17535194c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# снова строим гистограмму, но теперь с \n",
    "# большим количеством интервалов (бинов)\n",
    "dfh.hist(bins = 100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuP8Hp9+fhcZarLsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1753531c710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# сгенерируем данные для графика с\n",
    "# несколькими гистограммами\n",
    "# создаем датафрейм с 4 столбцами,\n",
    "# каждый состоит из 1000 случайных чисел\n",
    "np.random.seed(seedval)\n",
    "dfh = pd.DataFrame(np.random.randn(1000, 4), \n",
    "                   columns=['a', 'b', 'c', 'd'])\n",
    "# строим график. Поскольку у нас 4 столбца,\n",
    "# pandas строит четыре гистограммы\n",
    "dfh.hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17535394b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# напрямую воспользуемся модулем pyplot \n",
    "# для наложения нескольких гистограмм\n",
    "# сгенерируем два распределения, каждое со своим\n",
    "# средним значением и стандартным отклонением\n",
    "np.random.seed(seedval)\n",
    "x = [np.random.normal(3,1) for _ in range(400)]\n",
    "y = [np.random.normal(4,2) for _ in range(400)]\n",
    "\n",
    "# задаем интервалы (диапазон от -10 до 10 и 100 интервалов)\n",
    "bins = np.linspace(-10, 10, 100)\n",
    "\n",
    "# строим график x с помощью plt.hist, 50% прозрачности\n",
    "plt.hist(x, bins, alpha=0.5, label='x')\n",
    "# строим график y с помощью plt.hist, 50% прозрачности\n",
    "plt.hist(y, bins, alpha=0.5, label='y')\n",
    "# размещаем легенду в верхнем правом углу\n",
    "plt.legend(loc='upper right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ящичные диаграммы с усами"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAIVuU5cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17534f9ca58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# сгенерируем данные для ящичной диаграммы\n",
    "# сгенерируем серию\n",
    "np.random.seed(seedval)\n",
    "dfb = pd.DataFrame(np.random.randn(10,5))\n",
    "# строим график\n",
    "dfb.boxplot(return_type='axes');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Площадные диаграммы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYbnm4GJFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1753514f828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# сгенерируем данные для состыкованной\n",
    "# площадной диаграммы\n",
    "# создадим датафрейм из 4 столбцов,\n",
    "# используя случайные числа\n",
    "np.random.seed(seedval)\n",
    "dfa = pd.DataFrame(np.random.rand(10, 4), \n",
    "                   columns=['a', 'b', 'c', 'd'])\n",
    "# создаем площадную диаграмму\n",
    "dfa.plot(kind='area');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17536408e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим несостыкованную площадную диаграмму\n",
    "dfa.plot(kind='area', stacked=False);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Диаграммы рассеяния"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEKCAYAAAASByJ7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwzAMAwD4/wFZhWXSxZicPQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175351e7128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# создаем диаграмму рассеяния, состоящую из двух серий\n",
    "# нормально распределенных случайных чисел\n",
    "# мы ожидаем получить кластер с координатами центра 0,0\n",
    "np.random.seed(seedval)\n",
    "sp_df = pd.DataFrame(np.random.randn(10000, 2), \n",
    "                     columns=['a', 'b'])\n",
    "sp_df.plot(kind='scatter', x='a', y='b');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaYAAAEiCAYAAACyUHbNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17532efb160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas_datareader as pdr\n",
    "# берем данные о котировках акций Google Finance с 1/1/2011 по 12/31/2011\n",
    "start = datetime(2016, 1, 1)\n",
    "end = datetime(2016, 12, 31)\n",
    "stock_data = pdr.data.DataReader(\"MSFT\", 'google', start, end)\n",
    "\n",
    "# %-ное изменение за день\n",
    "delta = np.diff(stock_data[\"Close\"])/stock_data[\"Close\"][:-1]\n",
    "\n",
    "# вычисляем размеры маркеров\n",
    "volume = (15 * stock_data.Volume[:-2] / stock_data.Volume[0])**2\n",
    "close = 0.003 * stock_data.Close[:-2] / 0.003 * stock_data.Open[:-2]\n",
    "\n",
    "# строим диаграмму рассеяния\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(delta[:-1], delta[1:], c=close, s=volume, alpha=0.5)\n",
    "\n",
    "# добавляем подписи осей и заголовок\n",
    "ax.set_xlabel(r'$\\Delta_i$', fontsize=20)\n",
    "ax.set_ylabel(r'$\\Delta_{i+1}$', fontsize=20)\n",
    "ax.set_title('Volume and percent change')\n",
    "ax.grid(True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# График ядерной оценки плотности"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmsAAAHVCAYAAACuZLx8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17534f79ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# создаем данные для графика ядерной\n",
    "# оценки плотности\n",
    "# сгенерируем серию из 1000 случайных чисел\n",
    "np.random.seed(seedval)\n",
    "s = pd.Series(np.random.randn(1000))\n",
    "# строим график\n",
    "s.hist(normed=True) # выводим столбики\n",
    "s.plot(kind='kde', figsize=(10,8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Матрица диаграмм рассеяния"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAGACAYAAABY0p51AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175371f9b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# создаем данные для матрицы\n",
    "# диаграмм рассеяния\n",
    "# импортируем класс scatter_matrix\n",
    "from pandas.plotting import scatter_matrix\n",
    "\n",
    "# создаем датафрейм с 4 столбцами,\n",
    "# каждый состоит из 1000 случайных чисел\n",
    "np.random.seed(seedval)\n",
    "df_spm = pd.DataFrame(np.random.randn(1000, 4), \n",
    "                      columns=['a', 'b', 'c', 'd'])\n",
    "# строим матрицу диаграмм рассеяния\n",
    "scatter_matrix(df_spm, alpha=0.2, figsize=(6, 6), diagonal='kde');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Тепловая карта"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     A    B    C    D    E    F    G\n",
       "V  0.0  0.1  0.2  0.3  0.4  0.5  0.6\n",
       "W  0.1  0.2  0.3  0.4  0.5  0.6  0.7\n",
       "X  0.2  0.3  0.4  0.5  0.6  0.7  0.8\n",
       "Y  0.3  0.4  0.5  0.6  0.7  0.8  0.9\n",
       "Z  0.4  0.5  0.6  0.7  0.8  0.9  1.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# создаем данные для теплокарты\n",
    "s = pd.Series([0.0, 0.1, 0.2, 0.3, 0.4],\n",
    "              ['V', 'W', 'X', 'Y', 'Z'])\n",
    "heatmap_data = pd.DataFrame({'A' : s + 0.0,\n",
    "                             'B' : s + 0.1,\n",
    "                             'C' : s + 0.2,\n",
    "                             'D' : s + 0.3,\n",
    "                             'E' : s + 0.4,\n",
    "                             'F' : s + 0.5,\n",
    "                             'G' : s + 0.6\n",
    "                     })\n",
    "heatmap_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADxCAYAAABoIWSWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSWqQSVeSGmTSlaQGmXQlqUH/D7JK7hvScf1fAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1753780cf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим теплокарту\n",
    "plt.imshow(heatmap_data, cmap='hot', interpolation='none')\n",
    "plt.colorbar()  # добавим шкалу интенсивности цвета\n",
    "# задаем метки\n",
    "plt.xticks(range(len(heatmap_data.columns)), heatmap_data.columns)\n",
    "plt.yticks(range(len(heatmap_data)), heatmap_data.index);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> В следующей главе мы рассмотрим пример, в котором теплокарты используются для визуализации корреляций."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Размещение нескольких графиков на одном рисунке"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAD8CAYAAAB6paOMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFERJREFUeJzt3V+IXOd9xvHvU9mCxjVxGitukGyiFrWuC3ZxprIJIrFb\nnEqmQQR8ITfEYALCbVxKL0pML5yL3rTkpqR1YoQRIRexLho7UcF/mlBah7putSqKJTl12CppvGrA\n8h8c6pSarX+9mKNqstF6jmZHM6t9vx9YNOe87zv6zcvueeacmXNOqgpJUrt+Zt4FSJLmyyCQpMYZ\nBJLUOINAkhpnEEhS4wwCSWrc2CBIcjDJy0lOrNKeJJ9Pspjk+SQ3j7TtTvJi1/bANAuXJE1Hnz2C\nLwG736F9D7Cj+9kPfBEgySbgoa79BuDuJDespVhJ0vSNDYKqegZ47R267AW+XEPPAVcleT+wE1is\nqlNV9RZwqOsrSVpHLpvCc2wFXhpZXurWnW/9Las9SZL9DPcouOKKKz54/fXXT6E0SWrD0aNHX6mq\nLZOMnUYQTEVVHQAOAAwGg1pYWJhzRZJ06UjyH5OOnUYQnAauHVne1q27fJX1kqR1ZBpfHz0M3NN9\ne+hW4I2q+iFwBNiRZHuSzcC+rq8kaR0Zu0eQ5FHgNuDqJEvAZxm+26eqHgaeAO4EFoEfA/d2bctJ\n7geeBjYBB6vq5EV4DZKkNRgbBFV195j2Aj69StsTDINCkrROeWaxJDXOIJCkxhkEktQ4g0CSGmcQ\nSFLjDAJJapxBIEmNMwgkqXEGgSQ1ziCQpMYZBJLUOINAkhpnEEhS4wwCSWqcQSBJjTMIJKlxvYIg\nye4kLyZZTPLAedr/OMmx7udEkv9N8vNd2/eTHO/avCO9JK0zfW5VuQl4CLgDWAKOJDlcVS+c7VNV\nnwM+1/X/GPBHVfXayNPcXlWvTLVySdJU9Nkj2AksVtWpqnoLOATsfYf+dwOPTqM4SdLF1ycItgIv\njSwvdet+SpJ3AbuBr46sLuCbSY4m2b/af5Jkf5KFJAtnzpzpUZYkaRqm/WHxx4B/XHFYaFdV/Tqw\nB/h0kg+fb2BVHaiqQVUNtmzZMuWyJEmr6RMEp4FrR5a3devOZx8rDgtV1enu35eBxxkeapIkrRN9\nguAIsCPJ9iSbGW7sD6/slOTdwEeAr4+suyLJlWcfAx8FTkyjcEnSdIz91lBVLSe5H3ga2AQcrKqT\nSe7r2h/uun4c+NuqenNk+DXA40nO/l9fqaqnpvkCJElrk6qadw0/ZTAY1MKCpxxIUl9JjlbVYJKx\nnlksSY0zCCSpcQaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJJapxBIEmNMwgkqXEGgSQ1ziCQpMYZ\nBJLUOINAkhpnEEhS4wwCSWpcryBIsjvJi0kWkzxwnvbbkryR5Fj382DfsZKk+Rp7q8okm4CHgDuA\nJeBIksNV9cKKrt+qqt+ZcKwkaU767BHsBBar6lRVvQUcAvb2fP61jJUkzUCfINgKvDSyvNStW+lD\nSZ5P8mSSX7vAsSTZn2QhycKZM2d6lCVJmoZpfVj8r8B1VXUj8JfA1y70CarqQFUNqmqwZcuWKZUl\nSRqnTxCcBq4dWd7Wrft/VfWjqvqv7vETwOVJru4zVpI0X32C4AiwI8n2JJuBfcDh0Q5JfiFJusc7\nu+d9tc9YSdJ8jf3WUFUtJ7kfeBrYBBysqpNJ7uvaHwbuAn4vyTLw38C+qirgvGMv0muRJE0gw+31\n+jIYDGphYWHeZUjSJSPJ0aoaTDLWM4slqXEGgSQ1ziCQpMYZBJLUOINAkhpnEEhS4wwCSWqcQSBJ\njTMIJKlxBoEkNc4gkKTGGQSS1DiDQJIaZxBIUuMMAklqXK8gSLI7yYtJFpM8cJ72T3Q3rj+e5Nkk\nN420fb9bfyyJNxmQpHVm7B3KkmwCHgLuAJaAI0kOV9ULI92+B3ykql5Psgc4ANwy0n57Vb0yxbol\nSVPSZ49gJ7BYVaeq6i3gELB3tENVPVtVr3eLzzG8Sb0k6RLQJwi2Ai+NLC9161bzKeDJkeUCvpnk\naJL9qw1Ksj/JQpKFM2fO9ChLkjQNYw8NXYgktzMMgl0jq3dV1ekk7wO+keTfquqZlWOr6gDDQ0oM\nBoP1dyNlSdqg+uwRnAauHVne1q37CUluBB4B9lbVq2fXV9Xp7t+XgccZHmqSJK0TfYLgCLAjyfYk\nm4F9wOHRDkmuAx4DPllV3x1Zf0WSK88+Bj4KnJhW8ZKktRt7aKiqlpPcDzwNbAIOVtXJJPd17Q8D\nDwLvBb6QBGC5qgbANcDj3brLgK9U1VMX5ZVIkiaSqvV3OH4wGNTCgqccSFJfSY52b8AvmGcWS1Lj\nDAJJapxBIEmNMwgkqXEGgSQ1ziCQpMYZBJLUOINAkhpnEEhS4wwCSWqcQSBJjTMIJKlxBoEkNc4g\nkKTGGQSS1DiDQJIa1ysIkuxO8mKSxSQPnKc9ST7ftT+f5Oa+YyVJ8zU2CJJsAh4C9gA3AHcnuWFF\ntz3Aju5nP/DFCxgrSZqjPnsEO4HFqjpVVW8Bh4C9K/rsBb5cQ88BVyV5f8+xkqQ5GnvzemAr8NLI\n8hJwS48+W3uOBSDJfoZ7EwD/k+REj9pacDXwyryLWAech3Oci3Oci3N+ZdKBfYJgJqrqAHAAIMnC\npDdh3miciyHn4Rzn4hzn4pwkC5OO7RMEp4FrR5a3dev69Lm8x1hJ0hz1+YzgCLAjyfYkm4F9wOEV\nfQ4D93TfHroVeKOqfthzrCRpjsbuEVTVcpL7gaeBTcDBqjqZ5L6u/WHgCeBOYBH4MXDvO43tUdeB\nSV7MBuVcDDkP5zgX5zgX50w8F6mqaRYiSbrEeGaxJDXOIJCkxs0tCNZy2YqNpsdcfKKbg+NJnk1y\n0zzqnIW+lyRJ8htJlpPcNcv6ZqnPXCS5LcmxJCeT/MOsa5yVHn8j707yN0m+3c3FvfOo82JLcjDJ\ny6udZzXxdrOqZv7D8IPjfwd+EdgMfBu4YUWfO4EngQC3Av88j1rXyVx8CHhP93hPy3Mx0u/vGH5J\n4a551z3H34urgBeA67rl98277jnOxZ8Af9493gK8Bmyed+0XYS4+DNwMnFilfaLt5rz2CNZy2YqN\nZuxcVNWzVfV6t/gcw/MxNqK+lyT5A+CrwMuzLG7G+szF7wKPVdUPAKpqo85Hn7ko4MokAX6OYRAs\nz7bMi6+qnmH42lYz0XZzXkGw2iUpLrTPRnChr/NTDBN/Ixo7F0m2Ah+nu7DhBtbn9+KXgfck+fsk\nR5PcM7PqZqvPXPwV8KvAfwLHgT+sqrdnU966MtF2c91cYkLjJbmdYRDsmnctc/QXwGeq6u3hm7+m\nXQZ8EPgt4GeBf0ryXFV9d75lzcVvA8eA3wR+CfhGkm9V1Y/mW9alYV5BsJbLVmw0vV5nkhuBR4A9\nVfXqjGqbtT5zMQAOdSFwNXBnkuWq+tpsSpyZPnOxBLxaVW8CbyZ5BrgJ2GhB0Gcu7gX+rIYHyheT\nfA+4HviX2ZS4bky03ZzXoaG1XLZioxk7F0muAx4DPrnB3+2NnYuq2l5VH6iqDwB/Dfz+BgwB6Pc3\n8nVgV5LLkryL4ZV9vzPjOmehz1z8gOGeEUmuYXglzlMzrXJ9mGi7OZc9glrDZSs2mp5z8SDwXuAL\n3Tvh5dqAV1zsORdN6DMXVfWdJE8BzwNvA49U1Ya7fHvP34s/Bb6U5DjDb8x8pqo23OWpkzwK3AZc\nnWQJ+CzDi3uuabvpJSYkqXF9blU58QkMfU8OkiTNT5/PCL4E7H6Hdu9XLEmXsLFBsIYTGLxfsSRd\nAqbxYfGa71cMP3nP4iuuuOKD119//RRKk6Q2HD169JWq2jLJ2HVzQlmN3LN4MBjUwsLEt9+UpOYk\n+Y9Jx04jCLxfsSRdwqZxQpn3K5akS9jYPYJJT2BY7SSQi/AaJElr0Ofm9XePaS/g06u0PcEwKCRJ\n65S3qpSkxhkEktQ4g0CSGmcQSFLjDAJJapxBIEmNMwgkqXEGgSQ1ziCQpMYZBJLUOINAkhpnEEhS\n4wwCSWqcQSBJjTMIJKlxBoEkNa5XECTZneTFJItJHjhP+x8nOdb9nEjyv0l+vmv7fpLjXZt3pJek\ndabPrSo3AQ8BdwBLwJEkh6vqhbN9qupzwOe6/h8D/qiqXht5mtur6pWpVi5Jmoo+ewQ7gcWqOlVV\nbwGHgL3v0P9u4NFpFCdJuvj6BMFW4KWR5aVu3U9J8i5gN/DVkdUFfDPJ0ST7V/tPkuxPspBk4cyZ\nMz3KkiRNw7Q/LP4Y8I8rDgvtqqpfB/YAn07y4fMNrKoDVTWoqsGWLVumXJYkaTV9guA0cO3I8rZu\n3fnsY8Vhoao63f37MvA4w0NNkqR1ok8QHAF2JNmeZDPDjf3hlZ2SvBv4CPD1kXVXJLny7GPgo8CJ\naRQuSZqOsd8aqqrlJPcDTwObgINVdTLJfV37w13XjwN/W1Vvjgy/Bng8ydn/6ytV9dQ0X4AkaW1S\nVfOu4acMBoNaWPCUA0nqK8nRqhpMMtYziyWpcQaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJJapxB\nIEmNMwgkqXEGgSQ1ziCQpMYZBJLUOINAkhpnEEhS4wwCSWpcryBIsjvJi0kWkzxwnvbbkryR5Fj3\n82DfsZKk+Rp7h7Ikm4CHgDuAJeBIksNV9cKKrt+qqt+ZcKwkaU767BHsBBar6lRVvQUcAvb2fP61\njJUkzUCfINgKvDSyvNStW+lDSZ5P8mSSX7vAsSTZn2QhycKZM2d6lCVJmoZpfVj8r8B1VXUj8JfA\n1y70CarqQFUNqmqwZcuWKZUlSRqnTxCcBq4dWd7Wrft/VfWjqvqv7vETwOVJru4zVpI0X32C4Aiw\nI8n2JJuBfcDh0Q5JfiFJusc7u+d9tc9YSdJ8jf3WUFUtJ7kfeBrYBBysqpNJ7uvaHwbuAn4vyTLw\n38C+qirgvGMv0muRJE0gw+31+jIYDGphYWHeZUjSJSPJ0aoaTDLWM4slqXEGgSQ1ziCQpMYZBJLU\nOINAkhpnEEhS4wwCSWqcQSBJjTMIJKlxBoEkNc4gkKTGGQSS1DiDQJIaZxBIUuMMAklqnEEgSY3r\nFQRJdid5MclikgfO0/6JJM8nOZ7k2SQ3jbR9v1t/LIl3m5GkdWbsrSqTbAIeAu4AloAjSQ5X1Qsj\n3b4HfKSqXk+yBzgA3DLSfntVvTLFuiVJU9Jnj2AnsFhVp6rqLeAQsHe0Q1U9W1Wvd4vPAdumW6Yk\n6WLpEwRbgZdGlpe6dav5FPDkyHIB30xyNMn+1QYl2Z9kIcnCmTNnepQlSZqGsYeGLkSS2xkGwa6R\n1buq6nSS9wHfSPJvVfXMyrFVdYDhISUGg0FNsy5J0ur67BGcBq4dWd7WrfsJSW4EHgH2VtWrZ9dX\n1enu35eBxxkeapIkrRN9guAIsCPJ9iSbgX3A4dEOSa4DHgM+WVXfHVl/RZIrzz4GPgqcmFbxkqS1\nG3toqKqWk9wPPA1sAg5W1ckk93XtDwMPAu8FvpAEYLmqBsA1wOPdusuAr1TVUxfllUiSJpKq9Xc4\nfjAY1MKCpxxIUl9JjnZvwC+YZxZLUuMMAklqnEEgSY0zCCSpcQaBJDXOIJCkxhkEktQ4g0CSGmcQ\nSFLjDAJJapxBIEmNMwgkqXEGgSQ1ziCQpMYZBJLUOINAkhrXKwiS7E7yYpLFJA+cpz1JPt+1P5/k\n5r5jJUnzNTYIkmwCHgL2ADcAdye5YUW3PcCO7mc/8MULGCtJmqM+ewQ7gcWqOlVVbwGHgL0r+uwF\nvlxDzwFXJXl/z7GSpDkae/N6YCvw0sjyEnBLjz5be44FIMl+hnsTAP+T5ESP2lpwNfDKvItYB5yH\nc5yLc5yLc35l0oF9gmAmquoAcAAgycKkN2HeaJyLIefhHOfiHOfinCQLk47tEwSngWtHlrd16/r0\nubzHWEnSHPX5jOAIsCPJ9iSbgX3A4RV9DgP3dN8euhV4o6p+2HOsJGmOxu4RVNVykvuBp4FNwMGq\nOpnkvq79YeAJ4E5gEfgxcO87je1R14FJXswG5VwMOQ/nOBfnOBfnTDwXqappFiJJusR4ZrEkNc4g\nkKTGzS0I1nLZio2mx1x8opuD40meTXLTPOqchb6XJEnyG0mWk9w1y/pmqc9cJLktybEkJ5P8w6xr\nnJUefyPvTvI3Sb7dzcW986jzYktyMMnLq51nNfF2s6pm/sPwg+N/B34R2Ax8G7hhRZ87gSeBALcC\n/zyPWtfJXHwIeE/3eE/LczHS7+8YfknhrnnXPcffi6uAF4DruuX3zbvuOc7FnwB/3j3eArwGbJ53\n7RdhLj4M3AycWKV9ou3mvPYI1nLZio1m7FxU1bNV9Xq3+BzD8zE2or6XJPkD4KvAy7Msbsb6zMXv\nAo9V1Q8AqmqjzkefuSjgyiQBfo5hECzPtsyLr6qeYfjaVjPRdnNeQbDaJSkutM9GcKGv81MME38j\nGjsXSbYCH6e7sOEG1uf34peB9yT5+yRHk9wzs+pmq89c/BXwq8B/AseBP6yqt2dT3roy0XZz3Vxi\nQuMluZ1hEOyady1z9BfAZ6rq7eGbv6ZdBnwQ+C3gZ4F/SvJcVX13vmXNxW8Dx4DfBH4J+EaSb1XV\nj+Zb1qVhXkGwlstWbDS9XmeSG4FHgD1V9eqMapu1PnMxAA51IXA1cGeS5ar62mxKnJk+c7EEvFpV\nbwJvJnkGuAnYaEHQZy7uBf6shgfKF5N8D7ge+JfZlLhuTLTdnNehobVctmKjGTsXSa4DHgM+ucHf\n7Y2di6raXlUfqKoPAH8N/P4GDAHo9zfydWBXksuSvIvhlX2/M+M6Z6HPXPyA4Z4RSa5heCXOUzOt\ncn2YaLs5lz2CWsNlKzaannPxIPBe4AvdO+Hl2oBXXOw5F03oMxdV9Z0kTwHPA28Dj1TVhrt8e8/f\niz8FvpTkOMNvzHymqjbc5amTPArcBlydZAn4LMOLe65pu+klJiSpcZ5ZLEmNMwgkqXEGgSQ1ziCQ\npMYZBJLUOINAkhpnEEhS4/4PgBZlsNLhcOMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x175378705f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# создаем два подграфика на одном рисунке,\n",
    "# используя сетку 2x1 (2 строки и 1 столбец)\n",
    "# ax1 - верхняя строка\n",
    "ax1 = plt.subplot2grid(shape=(2,1), loc=(0,0))\n",
    "# и ax2 - нижняя строка\n",
    "ax2 = plt.subplot2grid(shape=(2,1), loc=(1,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAADECAYAAACcCZpmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwTczK4n/B9xXGGabDF/wAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17537932d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# создаем макет с подграфиками, используя сетку 4x4\n",
    "# ax1 расположен в первой строке, шириной 4 столбца,\n",
    "# все 4 столбца объединены в одну ячейку\n",
    "ax1 = plt.subplot2grid((4,4), (0,0), colspan=4)\n",
    "# ax2 расположен во второй строке, крайний слева и имеет \n",
    "# ширину в 2 столбца, при этом 2 столбца объединены в одну ячейку\n",
    "ax2 = plt.subplot2grid((4,4), (1,0), colspan=2)\n",
    "# ax3 имеет 2 столбца в ширину и 2 строки в высоту,\n",
    "# при этом два столбца и две строки объединены в одну ячейку\n",
    "ax3 = plt.subplot2grid((4,4), (1,2), colspan=2, rowspan=2)\n",
    "# ax4 имеет 1 строку в высоту и 1 столбец в ширину, \n",
    "# расположен в строке 4 и столбце 0, \n",
    "# объединение строк и столбцов не задано\n",
    "ax4 = plt.subplot2grid((4,4), (2,0))\n",
    "# ax4 имеет 1 строку в высоту и 1 столбец в ширину, \n",
    "# расположен в строке 4 и столбце 1\n",
    "# объединение строк и столбцов не задано\n",
    "ax5 = plt.subplot2grid((4,4), (2,1));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEHCAYAAACtAv3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17537932048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# демонстрируем построение подграфиков\n",
    "# создаем макет, используя сетку 2x1,\n",
    "# в каждой строке по одному подграфику\n",
    "ax5 = plt.subplot2grid((2,1), (0,0))\n",
    "ax6 = plt.subplot2grid((2,1), (1,0))\n",
    "# отрисовываем первый подграфик на основе столбца 0 \n",
    "# датафрейма walk_df в верхней строке сетки\n",
    "walk_df[walk_df.columns[0]].plot(ax = ax5)\n",
    "# отрисовываем второй подграфик на основе столбца 1 \n",
    "# датафрейма walk_df в нижней строке сетки\n",
    "walk_df[[walk_df.columns[1]]].plot(ax = ax6);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2oAAAHiCAYAAACZVz+XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niZqIiIiIiIjP/H9QUoZq7wHhEAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1753765b160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим верхний подграфик - подграфик цены закрытия\n",
    "top = plt.subplot2grid((4,4), (0, 0), rowspan=3, colspan=4)\n",
    "top.plot(stock_data.index, stock_data['Close'], label='Close')\n",
    "plt.title('Google Opening Stock Price 2001')\n",
    "\n",
    "# строим нижний подграфик - подграфик объема торгов\n",
    "bottom = plt.subplot2grid((4,4), (3,0), rowspan=1, colspan=4)\n",
    "bottom.bar(stock_data.index, stock_data['Volume'])\n",
    "plt.title('Google Trading Volume')\n",
    "\n",
    "# задаем размер рисунка\n",
    "plt.gcf().set_size_inches(15,8)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
