ch2_IntroductionTo_TimeSeries_Modeling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import quandl\n",
    "import matplotlib.pyplot as plt \n",
    "import warnings\n",
    "warnings.filterwarnings('ignore') \n",
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "oil = quandl.get(\"NSE/OIL\", authtoken=\"=\",\n",
    "start_date=\"1980-01-01\", \n",
    "end_date=\"2020-01-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(oil.Close)\n",
    "plt.ylabel('$')\n",
    "plt.xlabel('Date')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yfinance as yf \n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "import datetime \n",
    "import statsmodels.api as sm \n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    }
   ],
   "source": [
    "ticker='^GSPC'\n",
    "start=datetime.datetime(2015, 1,1)\n",
    "end=datetime.datetime(2021,1,1)\n",
    "SP_prices=yf.download(ticker, start=start, end=end, interval='1mo')\\\n",
    "    .Close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seasonal_decompose(SP_prices, period=12).plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(SP_prices)\n",
    "plt.title('S&P-500 Prices')\n",
    "plt.ylabel('$')\n",
    "plt.xlabel('Date')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm.graphics.tsa.plot_pacf(SP_prices, lags=30)\n",
    "plt.xlabel('Number of Lags')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fredapi import Fred \n",
    "import statsmodels.api as sm "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "fred=Fred(api_key='=')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2010-01-01    83.5479\n",
       "2010-02-01    84.7376\n",
       "2010-03-01    81.8281\n",
       "2010-04-01    79.2697\n",
       "2010-05-01    82.5214\n",
       "2010-06-01    84.1151\n",
       "2010-07-01    83.3129\n",
       "2010-08-01    83.4754\n",
       "2010-09-01    83.4206\n",
       "2010-10-01    80.5708\n",
       "2010-11-01    81.4790\n",
       "2010-12-01    85.6763\n",
       "dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "energy=fred.get_series('CAPUTLG2211A2S',\n",
    "observation_start='2010-01-01',\n",
    "observation_end='2020-12-31')\n",
    "energy.head(12)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(energy)\n",
    "plt.title('Energy Capacity Utilization')\n",
    "plt.ylabel('$')\n",
    "plt.xlabel('Date')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dCWEAAICGxtTAmpubq1WrVumtt95S165d1bVrVyUnJ2vlypVlAmtYWJhx2+l06pVXXtFDDz2kbt26SZIOHTqktm3bKjo62swSAQAAUMeYOmW5b98+ORwOxcfHG20JCQlKSkqSy+Wq8HFr165VZmamHn74YaPtwIEDatOmjZnlAQAAoA4ydYY1NTVV4eHh8vPzM9qioqJUUFCgjIwMRURElHmM2+3W22+/rbFjxyooKMhoP3jwoBwOh0aPHq2UlBT17NlT06dPV9OmTStdj91uk91uu7InVQm+Phdyv91uk68vSxe8wefHcffxYby9gfH2Lsbb+xhz72K8va8uj7mpgTUvL88jrEoy7hcWFpb7mG+++UanT5/Wz372M4/2Q4cOKSIiQtOnT5fb7dYrr7yiRx99VKtWrZKPj0+l6omICJLNVvOBtUlWgXE7KMhf4eFBl9gbZgsJCaztEhoUxtu7GG/vY8y9i/H2vro45qYGVn9//zLBtOR+QEBAuY/ZtGmTbrrpJo81rZK0YcMG2Ww243Gvvvqq+vXrp6SkJF133XWVqic9PccrM6zZ2fnG7ZycAp07l1PjPxPF7xBDQgKVlZUnp7PiJScwB+PtXYy39zHm3sV4e59Vx7wyE32mBtaYmBidO3dODodDvr7FXaempiogIEAhISHlPubLL7/UpEmTyrQHBnqm/8jISIWFhSklJaXS9bhcbrlc7io8g+pxlPqlu1xuORzWeRE0BE6nizH3Isbbuxhv72PMvYvx9r66OOamLmLo0qWLfH19tXPnTqMtMTFR3bp1K/eUVOnp6Tp27JgSEhI82s+fP6/rr79e27ZtM9pSUlJ07tw5tWvXzsySAQAAYHGmzrAGBgZqxIgRmjlzpn7/+9/rzJkzWrZsmebMmSOpeLa1SZMmxsf8ycnJ8vf3V8uWLT36CQ4OVkJCgubMmaMXXnhBPj4+mj17tvr3769OnTqZWbLl7Pg+VRu2HtGJtBy1iArS8L5tdF1HTu0FAAAaLtMPE5s+fbq6du2q++67T7NmzdLkyZN1yy23SJL69eunjRs3GvuePXtWISEh5R4YNXfuXF1zzTUaP368xowZoxYtWmjBggVml2spO75P1eK13+nwqWwVFrl0+FS2Xlv7nXZ8n1rbpQEAANQa0690FRgYqLlz52ru3Llltu3fv9/j/u23367bb7+93H5CQ0ONmdmGYsPWI2Xa3JI2bD3KLCsAAGiw6t6JuOqxE2nln13gZAXtAAAADQGB1UJaRJV/WofYCtoBAAAaAgKrhQzv26ZMm03SHX1be70WAAAAqyCwWsh1HaM1emB7435sVGNNGtVN8axfBQAADZjpB13hynS6Ksy4/cDtXdQ+NrT2igEAALAAZlgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgab61XQBqxo7vU7Vh6xGdSMtRi6ggDe/bRtd1jK7tsgAAAKqMGdZ6aMf3qVq89jsdPpWtwiKXDp/K1mtrv9OO71NruzQAAIAqI7DWQxu2HinT5pa0YetRr9cCAABwpQis9dCJtJxy209W0A4AAGBlBNZ6qEVUULntsRW0AwAAWBmBtR4a3rdNmTabpDv6tvZ6LQAAAFeKwFoPXdcxWqMHtjfux0Y11qRR3RTPWQIAAEAdZHpgLSgo0DPPPKOePXuqX79+WrZsWYX7PvbYY+rUqZPH12effWZs//Of/6z+/fsrPj5ezzzzjPLy8swut97qdFWYcfuB27sQVgEAQJ1l+nlY582bp927d+vdd9/VyZMn9fTTTys2Nla33XZbmX0PHjyo+fPnq2/fvkZbaGioJGnTpk1avHix5s+fr8jISE2fPl3z58/X888/b3bJAAAAsDBTZ1hzc3O1atUqzZgxQ127dtXQoUP10EMPaeXKlWX2LSws1PHjx9WtWzdFR0cbX35+fpKk5cuX67777tOgQYPUvXt3zZo1S2vWrGGWFQAAoIExNbDu27dPDodD8fHxRltCQoKSkpLkcrk89j106JBsNptatWpVph+n06nvvvtOPXv2NNp69OihoqIi7du3z8ySAQAAYHGmLglITU1VeHi4MUsqSVFRUSooKFBGRoYiIiKM9kOHDik4OFhTp07V9u3b1axZM02ePFkDBgxQVlaWCgoK1LRp0wuF+voqLCxMp0+frnQ9drtNdrvNnCd3Cb4+F3K/3W6Tr2/13weU7svXx17tvszqR5IS95/R374+ouOp59UyOlh33thGCZ2aXv6BNcznx+fo48Oxg97AeHsX4+19jLl3Md7eV5fH3NTAmpeX5xFWJRn3CwsLPdoPHTqk/Px89evXT+PHj9enn36qxx57TO+//76ioqI8Hlu6r4v7uZSIiCDZbDUfWJtkFRi3g4L8FR5e/fOdlu6rSZOAavdlVj9bvzulhat2GfcPnczSq6t3afp9vdS3W/Nq9Wm2kJDA2i6hQWG8vYvx9j7G3LsYb++ri2NuamD19/cvEyhL7gcEBHi0T5gwQWPGjDEOsurcubP27NmjDz74QL/5zW88Hlu6r8DAyg9yenqOV2ZYs7Pzjds5OQU6d676V5Qq3Vd2dn61+zKrn/f+UXYJhttd3N65ZUi1+jSLj49dISGBysrKk9PpuvwDcEUYb+9ivL2PMfcuxtv7rDrmlZlUMzWwxsTE6Ny5c3I4HPL1Le46NTVVAQEBCgnxDDd2u90IqyXatWunAwcOKCwsTP7+/kpLS1P79sXnE3U4HMrIyFB0dOVPz+RyueVyua/wWV2eo9Qv3eVyy+Go/ougdF8Op6vafZnVz/HU8+W2n0jNuaLnaSbnFTw/VB3j7V2Mt/cx5t7FeHtfXRxzUxcxdOnSRb6+vtq5c6fRlpiYqG7duslu9/xR06ZN0/Tp0z3a9u3bp3bt2slut6tbt25KTEw0tu3cuVO+vr7q3LmzmSXjMrjMKwAAqG2mBtbAwECNGDFCM2fO1K5du7R582YtW7ZMY8eOlVQ825qfX/xR9eDBg/W3v/1NH374oY4eParFixcrMTFR9957ryTpl7/8pZYuXarNmzdr165dmjlzpn72s59VaUkArhyXeQUAALXN9AsHTJ8+XTNnztR9992n4OBgTZ48WbfccoskqV+/fpozZ45GjRqlW265Rb/97W/1pz/9SSdPnlSHDh309ttvq2XLlpKk4cOH68SJE3r++edVWFioW265RU899ZTZ5eIySi7zuvrzg5KKL/N6103tuXIWAADwGtMDa2BgoObOnau5c+eW2bZ//36P+3fffbfuvvvuCvsaP368xo8fb3aJqKKLL/PaPja04p0BAABMVvdOxAUAAIAGhcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA039ouAA3Hju9TtWHrEZ1Iy1GLqCAN79tG13WMru2yAACAxTHDCq/Y8X2qFq/9TodPZauwyKXDp7L12trvtOP71NouDQAAWByBFV6xYeuRMm1uSRu2HvV6LQAAoG4hsMIrTqTllNt+soJ2AACAEgRWeEWLqKBy22MraAcAACjBQVfwiuF922jx2u882myS7ujbunYKAgA0eC63W3L/+F2S2/h++cdWYpdK7uQ9TpdbeQUO5Rc65HC4yt3HbrPJr5GPlyu7PAIrvOK6jtEaPbC9Vn9+UJIUG9VYd93UXvGcJQAAUAGX2y2n0y2Xyy2ny1183+WW0+kqbnOX2ua6EDbdchd/L3X74mBamVBa3/j42NQku1DZ2XlyOssfgAB/H7VpFuLlyi6PwAqv6XRVmHH7gdu7qH1saO0VAwDwKpfLLYfTJYfTLYereHavwCWdy8hVYaHTCJ4l4dPpcjXIUInyEVgBAEC1FYfQ4iDqLBVIS+4XOV3GLGlpPj42NSlyKzs7v8LZPqAEgRUAgAbG7S7+eN3l0o/f3T+2Fc+ElrS5fmxze7RJzlKBlFlQeAOBFQCAGlJyUI/Hmkq3W25dWEdZHPhK2kq1q7jB5b5wMJCr1LYLj3df1G/pPjx/7oVwWksDAlQTgRWAZXjM9JTM/JSa1bmwrdTMT6mjeo2/wSVtxv0L39wX/aWu6h9ut5cO+/Xxsevs+SJlZefJ6Sz/aN7aUpfDzqVq9/GxqUlWgbKz8z2OoC77OrrQSXn9VeVIcwCVQ2AFcEVKz9q4XDKO5C195K7H/dKB86KPI/kDf4GPj0uN/BzKL3Cwvs9LfFw2FRa5VFjkZMwBiyGwAg1I6Y8Dy6xbc7t/XKcmj1nMkn1tdpsy8hzKyMhVkcN1IYy6+MMOAKhZBFbUSTu+T9XGbUd1Ii1HLaKCdHuf1rquHp7T9cLMZdkZyTLbSg6WMO7/uL8RPK9sBtPHxybZfZTHjB8AwMsIrKhzdnyf6nHVrEMns/Ta2u80cVQ3y4bWknMKlpxj0OksOd/ghZnKC23F7RwYAQBAMQIr6pwNW4+UaXNL2rD1qNcC68UnwHY63ca5CC+c9LokhHLaFwAArgSBFXXOibSccttPVtBeWSWXACwJnUYAdZYNp6zbBADAewisqHNaRAXp8KnsMu2xUUEVPsbldsvhKL7iivHd6VaRw+URTAEAgPUQWFHnDO/bxmMNqyTZJA3t2VKZOYVy/BhCi4xgShgFAKAuI7CizihyuFRQ5FSbZk10a69W2rT9mCQpKjRA/bs3V1iwv05VcVlA8vEMbd2TorOZ+YoMDVDfrjHq0DKsBqoHAADVRWCF5TicxcG0oNCpgiKnCouK75deNxodGmjcvr1vazULb1zln5N8PEPrvjxs3D+dnqt1Xx7WyP5tCa0AAFgIgRW1xuEsvqJMQdGFgFro8N4VZrbuSSm3fdveFAIrAAAWQmCFV7jdbhUUOI37x86cV1FR7V4f/WxmfrntaRW0AwCA2kFgRY0pcjiVk+9QTl6RcvIdOp2ea2xzWeAgqMjQAI+aSkSFBtRCNQAAoCIEVpjG5XYrN9+hnPwi5eQ5VFjkvPyDalHfrjEea1hL9LkmphaqAQAAFSGw4ooUFDqLA2q+Q7n5RXXqik4dWoZpQFystiSdlCRFhgToprjmrF8FAMBiCKyoEpfLrazcQuNjfoejdtehXqlWTYON28N6X3XJiw9cDqfIAgCgZthruwBYX+mj9o+fOa+TqTnKPF9Y58OqmUpOkXU6PVdFTpdxiqzk4xm1XRoAAHWe6YG1oKBAzzzzjHr27Kl+/fpp2bJlFe77+eef66c//ani4+N155136v/+7/88tvfs2VOdOnXy+MrJubLrxaNyXG63MnMK9UNKtk6knjfa69JH/t50qVNkAQCAK2P6koB58+Zp9+7devfdd3Xy5Ek9/fTTio2N1W233eax3759+zRp0iRNnTpVAwYM0FdffaVf//rXWr16tTp37qyUlBRlZ2dr8+bNCgi4cNR248ZVP0E8Ki+vwKHMnEJl5RQaJ+onpF4ep8gCAKDmmBpYc3NztWrVKr311lvq2rWrunbtquTkZK1cubJMYF2/fr369OmjsWPHSpJat26tf/7zn/r73/+uzp076+DBg4qOjlarVq3MLBHlKHK4lJVTqMycQssf2W9VnCILAICaY2pg3bdvnxwOh+Lj4422hIQEvfHGG3K5XLLbL6xAGDlypIqKisr0kZ2dLUk6cOCA2rZta2Z5KMXldut8bpEycwrr3NH9VlTfT5GVfDxD2/amKC0zX1GhAepzDQeUAQC8x9TAmpqaqvDwcPn5+RltUVFRKigoUEZGhiIiIoz29u3bezw2OTlZW7du1S9+8QtJ0sGDB5WXl6cxY8bo8OHD6tKli5555pkqhVi73Sa73XaFz+ryfH0uBHG73SZf3+ovDS7dl6+Pvdp9VdRPXoFDGecLlJVTJJfLZdR8KXYfm8dtH5/qjalZ/ZTpy177NXVuHa6B5wv0+bfFp8iKCg3QgB6x6tgqrFr9Wcn3xzI8wvips8UHlN01oF29eH5WZf/x33Dxdw5w9AbG3LsYb++rzJj7XEH2qEmmBta8vDyPsCrJuF9YWFjh49LT0zV58mRdd911uvnmmyVJhw4dUmZmph5//HEFBwfrrbfe0v33368NGzYoODi4wr5Ki4gIks1W84G1SVaBcTsoyF/h4dU/NVLpvpo0Cah2X6X7CWzsryLZlJFdoIJCpyS7goL8K91XUK7jwu3G/mrSJLBaNZnVz8V9BQb4WaKmLm2jjMB6980d1SqmSbX7spJv/vt9Be1nlHBNcy9X0/AENa78v1WYgzH3Lsbb+y415oH+vleUY2qKqYHV39+/TDAtuV/6wKnS0tLS9MADD8jtduvVV181lg0sXbpURUVFCgoqHrQFCxZowIAB+uyzz3TnnXdWqp709ByvzLBmZ184sCYnp0DnzlX/TAal+8rOzq92X6X7+e/BNGVGVf9gtZzcAo/b2dnVe9mY1c/FfeXlFyo7O89SNV1JX98fy9C/dp9WWka+osICdMO1zWp1JjPlbNm1uZKUkp5b7XHH5dl97Apq7K+c3AK5nMw+eQNj7l2Mt/dVZsyLCn117lwjr9ZVmYBsamCNiYnRuXPn5HA45Otb3HVqaqoCAgIUEhJSZv+UlBTjoKvly5d7LBnw8/PzmK319/dXy5YtlZJS+dMEuVxu40j3muQo9Ut3udxXdH7S0n05nK5q9VVY5NSptAtB1+l0eZxLtapcpR7rcrqr3ZdZ/ZTpy2XBmqrZV8n5XEucOpurNVsOaWT/trW2ZvRSB5RdyXjhcor/7buu8N8vqoIx9y7G2/suP+bOamaPmmbqIoUuXbrI19dXO3fuNNoSExPVrVs3jwOupOIzCjz00EOy2+1asWKFYmIuHJzidrs1ZMgQrV271mP/o0ePql27dmaWXK84XS6lnMvV4VNZys13XP4BsBwrns+1b9fyDxyrzgFlyccztHzTfr3yQZKWb9rPhRUAAJViamANDAzUiBEjNHPmTO3atUubN2/WsmXLjFnU1NRU5ecXf1T95ptv6ocfftDcuXONbampqcrOzpbNZtPAgQO1aNEiffPNN0pOTtbUqVPVrFkzDRgwwMyS6wWX2630rHwdPJGlc1kFHPFfh1nxfK4dWoZpQFyscT8qNKBaM75cDQwAUF2mXzhg+vTpmjlzpu677z4FBwdr8uTJuuWWWyRJ/fr105w5czRq1Cht2rRJ+fn5uvvuuz0eP3LkSP3hD3/QU089JV9fXz3xxBM6f/68+vTpoyVLlsjHx8fskuu0rNxCpWbkqajIetP3qDozz+eafDxDW/ek6GxmviJDA9S3a/VPRdWq6YUDHW/v21rNwqu+JvpSs8ecIgsAcCmmB9bAwEDNnTvXmDktbf/+/cbtTz755JL9+Pv7a9q0aZo2bZrZJdYLeQUOnTmXp7wCPvqvT8w6n+vFa2FLZjNrcy2sFWePAQB1g/VOtIVLKixy6kTqeR09nU1YrYcu/vg9MqR6H79bcS1sZAWzxFwNDABwOQTWOsLpcunMjwdUZeeWvUIY6o/SH78P631VtWZErTibaebBWwCAhoXAanElB1QdOpmldA6oQiVZcTbTrNljAEDDQ2C1sJx8hw6fytKZc3mcow5VYtXZTDNmjwEADQ+B1cLSznH0P6qH2UwAQH1i+lkCUH1FDqdSMzhiGua4eDYzNsp614YGAKAyCKwW4HS5dDYzX+eyC5SbxwFVAAAApRFYa5Hb7da57AKdzcpnjSoAAEAFCKy1hCtUAQAAVA6B1cvyCx1KSecKVQAAAJXFWQK87Fx2AWEVAACgCgisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABL863tAgCgOpKPZ2jrnhSdzcxXZGiA+naNUYeWYbVdFgCgBjDDCqDOST6eoXVfHtbp9FwVOV06nZ6rdV8eVvLxjNouDQBQAwisAOqcrXtSym3ftrf8dgBA3UZgBVDnnM3ML7c9rYJ2AEDdxhpWAHVOZGiATqfnlmmPCg2ohWoAwPqSj2do294UpWXmKyo0QH2uqVvr/plhBVDn9O0aU257n2vKbweAhqxk3f+ps7kqcrh06mzdW/dPYAVQ53RoGaYBcbHG/ciQAI3s37ZOzRYAgLfUh3X/LAkAUCe1ahps3B7W+yrFRgXVYjUAYF31Yd0/M6wAAAD1WGQF6/vr0rp/AisAAEA9Vh/W/RNYAQAA6rGL1/1Hhda9df+sYQUAAKjnSq/7v71vazULb1yL1VQdM6wAAACwNAIrAAAALI0lAQAatOTjGdq6J0VnM/MVGRqgvl3r1tVfAKAhILACaLBKrv5S4nR68dVf6trBCADqJ95QX0BgBdBgXerqLw31jwKAK2dG0OQNtScCK4AGqz5c/cVbmOkBKsesoMkbak8cdAWgwaoPV3/xhpI/wKfTc1XkdBl/gJOPZ9R2aYDlXCpoVgVvqD2ZHlgLCgr0zDPPqGfPnurXr5+WLVtW4b579+7V3Xffrbi4ON11113avXu3x/b169dryJAhiouL08SJE5Wenm52uQAasPpw9ZfLST6eoeWb9uuVD5K0fNP+aoVMs/4AAw2BWUGTN9SeTA+s8+bN0+7du/Xuu+/qt7/9rRYvXqxPPvmkzH65ubkaP368evbsqbVr1yo+Pl6PPPKIcnNzJUm7du3SjBkzNGnSJL3//vvKysrS9OnTzS4XQAN28dVfIkPq3tVfLsWsmVFmeoDKMytoNoQ31FVhamDNzc3VqlWrNGPGDHXt2lVDhw7VQw89pJUrV5bZd+PGjfL399fUqVPVvn17zZgxQ0FBQUa4XbFihYYNG6YRI0aoc+fOmjdvnrZs2aJjx46ZWTKABq701V+G9b6q3oRVybyZUWZ6gMozK2jW9zfUVWXqQVf79u2Tw+FQfHy80ZaQkKA33nhDLpdLdvuFfJyUlKSEhATZbDZJks1m03XXXaedO3dq1KhRSkpK0sMPP2zs37x5c8XGxiopKUmtWrWqVD0HT2aa9Mwu7URqjnH7eOp5OZyuCvc9m5mv87lFFW5Py8wr93ZVmdVPXagpNSNPLqfbUjVZYZwYb+/XZCa7j01BuQ7l5BZUe7xTM8p/PqkZeTqZllPutvJ0ahWm0+m5Zdo7tgyrUj9WZ8aYo/Lq63gHBTRSfIdIfZt8VpIUGuSnHldHKSigUZX/vQT6+xi3r+8cXa0+SlT2/3E/P7ucLu/+PqKjm1x2H1MDa2pqqsLDw+Xn52e0RUVFqaCgQBkZGYqIiPDY9+qrr/Z4fGRkpJKTkyVJZ86cUdOmTctsP336dKXrmb08sTpP44osXf9f0/r6ZLs5s8lm9WNmX2bW9PdtP5jST30eJ8bbu/1YncPp1opPv7/ifrYknTShGqB+y8wpNOXfihX/HzfL315qedl9TF0SkJeX5xFWJRn3CwsLK7VvyX75+fmX3A4AAICGwdQZVn9//zKBsuR+QEBApfYt2a+i7YGBgZWu57n7esput1V6/ytht9sUFOSvnJwCuS4xlZ6WmafsSywJQOXZ7TYFBvgpL7/wkmMOczDel/ZDSrY+/7bsLMrA+FhdFXP5j7tKbNh6tNyDnKJCA3R739bVqmv3oXRlnC9QWLC/rm0XUaV6asLuQ2e14/s0ScUfl8Z3jKpWTakZecZM0bA+Vyk6rPJ/Hy7V1/AbWisypHrrc2uqpivpy+o1Xcl411RNVzpOVlWZ/8f9G/koNirIy5VdnqmBNSYmRufOnZPD4ZCvb3HXqampCggIUEhISJl909LSPNrS0tKMZQAVbY+Ojq50PW2bh1x+J5P4+toVHh6kc+dy5HBUvIbVz9euTH9mic3g42NTkyaBys7Ok7MerX+yKsb70v5Rwcd1+3/IUK/OlT/YIut8+f8/ZOYUqll44yrX1Sy8cZV+fk1LPp5hhFWp+Hl9/u3Jah1MUnoNXmSTgGqNT7l9hVS/rxqr6Qr6snxNVzDeNVbTFY6TVVXm//EAfx+1ruU3teUxdUlAly5d5Ovrq507dxptiYmJ6tatm8cBV5IUFxenb7/9Vm538YC53W7t2LFDcXFxxvbExAtrUE+dOqVTp04Z2wHASjj3YuVwTlcA1WFqYA0MDNSIESM0c+ZM7dq1S5s3b9ayZcs0duxYScWzrfn5xf9533bbbcrKytLs2bN14MABzZ49W3l5eRo2bJgk6Z577tFHH32kVatWad++fZo6daoGDhxY6TMEAIA3ce7FyuGcrgCqw/QLB0yfPl1du3bVfffdp1mzZmny5Mm65ZZbJEn9+vXTxo0bJUnBwcF68803lZiYaJzGasmSJWrcuHgKPj4+Xr/73e/02muv6Z577lFoaKjmzJljdrkAYAozz704sn9bNY9sLD9fu5pHNq5X516s7zPIAGqGqWtYpeJZ1rlz52ru3Llltu3fv9/jfvfu3bVu3boK+xo1apRGjRpldokAYLqSoLltb4rSMvMVFRqgPtfEVCtodmgZps6tw+vlmuG+XWO07svDZdrrywwy6q5jZ84bt//+zVHdFBdbb94o1gemB1YAaKg6tAzjD9xlmBnsCRgwS/LxDI9zpZ7NKtC6Lw/Xq0836joCKwDAq8wI9gQMmOlSBwPyerIG09ewAgBQ0zjbAMzEwYDWR2AFANQ5BAyYiYMBrY/ACgCocwgYMFN9P51cfUBgBQDUOQQMmKn06eQa1cPTydUHHHQFAKhzzDzbACBxlg+rI7ACAOokAgbQcLAkAADQ4JU+p+uGrUeVfDyj9ooBUAaBFQDQoJU5p2tmvtZ9eZjQClgIgRUA0KBxTlfA+gisAIAGjXO6AtZHYAUANGic0xWwPgIrAKBB45yugPURWAEADVrpk8b7cdJ4wJI4DysAoMHr0DJMnVuHq0mTQGVn58npdNd2SQBKYYYVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAExy7Mx54/bfvzmq5OMZtVcMUI8QWAEAMEHy8QxtSTpp3D+bVaB1Xx4mtNYw3iQ0DARWAABMsHVPSrnt2/aW3345BLHL401Cw0FgBQDABGcz88ttT6ug/VIIYpVj9psEWBeBFQAAE0SGBpTbHlVB+6UQxCrHzDcJsDYCKwAAJujbNabc9j7XlN9+KQSxyjHzTQKsjcDqZREhAQoObFTbZQAATNahZZhG9m+r5pGN1cjXruaRjTWyf1t1aBlW5b4IYpVj5psEWJtvbRfQ0Pg38lHLpsHKyS/SmXN5Kih01nZJAACTdGgZVq2AerG+XWO07svDZdoJYp5K3iRs25uitMx8RYUGqM81Mab8DmAtBNZaEhTQSG2a+Sorp1CpmflyOFy1XRIAwCIIYpVn1psEWBuBtRbZbDaFBvurSWM/pWfnKz2rQC6Xu7bLAgBYAEEMuIA1rBZgt9sUFRqodrEhCmviL5uttisCAACwDgKrhfj62NUsorHaNAtREAdmAQAASCKwWpK/n49aNQ1Wq5hg+fv51HY5AAAAtYrAamHFB2Y1UfPIxvL15VcFAAAaJg66sjiPA7Oy8pWezYFZAACgYWHaro6w222KCis+MCs02I8DswAAlXLszHnj9t+/Oark4xm1VwxQTQTWOsbXx67mkUEcmAUAuKzk4xnaknTSuH82q0DrvjxMaEWdQ2Cto0oOzGrZlAOzAADl27onpdz2bXvLbwesytTA6na7tWDBAvXp00e9evXSvHnz5HJVfAWnnTt36he/+IXi4+N16623atWqVR7bf/KTn6hTp04eX99//72ZJdd5wYHFB2Y1i2wsXx/efwAALjibmV9ue1oF7YBVmXrQ1TvvvKP169dr8eLFcjgceuqppxQZGalx48aV2Tc1NVUPP/yw7rnnHv3hD3/Qnj17NH36dEVHR2vgwIFyOp06cuSIVqxYoTZt2hiPCw8PN7PkesFmsyks2F8hHJgFACglMjRAp9Nzy7RHhQbUQjVA9Zk6Jbd8+XJNmTJFPXv2VJ8+ffTkk09q5cqV5e67efNmRUVF6fHHH1ebNm00fPhwjRgxQn/7298kScePH1dRUZG6d++u6Oho48vXlxMbVIQDswAApfXtGlNue59rym8HrMq09JeSkqJTp07p+uuvN9oSEhJ04sQJnTlzRk2bNvXYv3///urSpUuZfs6fLz6a8cCBA2revLn8/f3NKrHBKDkwK6JJgNKy8nU+t1BuJlwBoMHp0DJMI/u31ba9KUrLzFdUaID6XBOjDi3Dars0oEpMC6ypqamS5BFMo6KiJEmnT58uE1hbtmypli1bGvfPnj2rDRs2aPLkyZKkgwcPqlGjRnrkkUe0e/dutW3bVlOnTlX37t0rXZPdbpPd7p1pRp8f14/6WGgdqa+vXUGNG8npcikrp0iZ5wuUV+Co7bJMY/9xrIu/V7xWGuZgvL2L8fa++jrmnVuHq3Nrc5bT2X1sHrd9fKr3N9ajH3v1+0HVVOY17uNjt+TFiqoUWPPz85WSUv6Rhbm5xWtk/Pz8jLaS24WFhZftd/LkyYqKitLPf/5zSdLhw4eVmZmpu+++W1OmTNEHH3yg++67Txs3blTz5s0rVW9ERJBsXv5cPCQk0Ks/r7KiIou/5xc6lJFdoIzsAhU56sd/yEGNmYX3Jsbbuxhv72PMKxaUe2HSI6ixv5o0qd7fvNL9BAb4VbsfVM+lXuOB/r4KDw/yYjWVU6XAmpSUpLFjx5a77amnnpJUHE5LPsYvCaqBgRW/EHNycjRhwgQdOXJEf/3rX419X3jhBeXn5ys4OFiSNHPmTO3YsUMfffSRHn300UrVm56e49UZ1pCQQGVl5cnptHYQ9LdLTUP8lJPvUOb5AmXnFsldB9cM2H3sCmrsr5zcArksPub1AePtXYy39zHml5eTW+BxOzu7eh/Ulu4nL79Q2dl5V1wbLq8yr/GiQl+dO+fd87xXJiBX6ZXWu3dv7d+/v9xtKSkpmj9/vlJTU42P+kuWCURHR5f7mPPnz+uhhx7SDz/8oHfffdfjbAC+vr5GWJWKj4Rv165dhTO85XG53F4/Wt7pdMlRR2YuAxr5KCC8saJCf1wykFOg/AJnbZdVBcXj7HK65HTWvcBd9zDe3sV4ex9jfjmuUuPicrqrPU5HT2Ubt//29RHd1L0562q94vKvcavmGNMWKcTExCg2NlaJiYlGW2JiomJjY8usX5Ukl8ulSZMm6fjx4/rLX/6iDh06eGwfM2aMFi9e7LH//v371a5dO7NKxo987HaFN/FXm2Yhats8RBEh/pzTFQBQI8pcfSszn6tv4bJMPUfUPffcowULFqhZs2aSpJdeekkPPvigsT09PV3+/v4KCgrS6tWr9c033+hPf/qTQkJCjNnYRo0aKSwsTIMHD9Zrr72mLl26qG3btlq+fLmys7M1cuRIM0vGRfz9fNTUr7Giw9zGkoHzeUWcZQAAYIpLXX2LWVZUxNTAOm7cOJ09e1aTJk2Sj4+PRo8erfvvv9/YPnr0aI0cOVKTJ0/Wpk2b5HK59Mgjj3j00atXL/3lL3/R/fffr4KCAr344otKS0tTXFyc3nnnHY9lAqg5NptNwYGNFBzYSA6nS9m5RcrJK1JugYOLEgAAqo2rb6E6bO66eLRNJaWmZl9+J5P4+toVHh6kc+dyLLn2wywut1t5BQ7l5BUpJ9+hgsLaW/Pq42NTkyaBys7OY72ZFzDe3sV4ex9jfnkn03K04tPiS6TfO7SjYqOqfjT58k37y736VvPIxhpzS6crrhEVq8xrPMDfR22ahXi1rujoJpfdh4WKqBK7zaaggEZqGt5YbZuHqH2LUDWLbKwmjRt57YwMAIC6i6tvoTq4zimuSCNfu8KC/RUW7C+32638Qqcx+5pf6GDtKwDAQ+mrb53NzFckV99CJRBYYRqbzaZAf18F+vsqSpLD6VJuvkM5+cUBtj4vlQAAVF6HlmHq3DqcJRioNAIraoyvj10hQX4KCSq+4llBoVM5+cUHbhUUOeVwuJiBBQAAl0Vghdf4+/nI389HET/ed7ndKih0qtDhUkGRU4WFThUUOevNJWMBAIA5CKyoNXZjCYFnu8vlLg6wRcUBtqDIZczIAgCAhofACsux2y+shS3N6XKp8MfwWlDklNPllr+fj3LsNtY/AYAXHDtz3rj992+O6qa4WA6WglcQWFFn+NjtCvS3G0HWOPdtEz/lFzjkcLrkcLpV5HCp6MdrITucF26zXhYAqq/MJVWzCrTuy8Ma2b8toRU1jsCKesHXxy5fn0ufVtjhdKnoxxBbHGydKnK6jWDrcBJqAaAiXFIVtYnAigajMqHW6SoOs84fQ63T5TbCrNPplqPUdsItgIaES6qiNhFYgVJ87Hb52CU18rnsvuWFWIfTJaerOOg6fwy8LpdbThcBF0DdFhkaUO4lVaNCA2qhGjQ0BFagmopnbCV/XT7cSsWzty6X25i5dRnB1iWn2zPgOn7c1+VyE3QBWELfrjFa9+XhMu1cUhXeQGAFvKRk9rZRFf/VudwlwdUtl0vFodbtNtpdxn153je+F/fhdhOAAVRf6UuqpmXmK4pLqsKLCKyAxdltNtl9bKb15/4x7LpLAu6PodatkpArI9yWBGG32y273abgYD+5HA4VFbnkcl+YEXa5SMFAQ9ChZRgBFbWCwAo0MDabTT62HwNw5VYzSLpwGrEm/j5lLuLg9pjxLTUL7CoVakvfLzXb6zkbzAwwAKAsAiuAK1YSgi9zEoZKuRB+L1oO4TEj7Dn7qx9DrrtUHxf689xW0uAu1XipjOyupQTt62tXcONGchY55HRylbfLudJfk1tu+fgUn+e5qNC3nDdlnvv+eKNUm+cNt4rffJW8fngjBlwZAisASzEz/NZlxoUxAsuGJ9QMY8zPNTJ9zN3u4pjrdl/4FKHkdvF7rrK3peI3bSpZplPqcSXtLl140+b68UGl38i53J59udxuuUu9GQTqCgIrAAA1zGazyVZ8o7ZLMZQE5vIO0iwOthd9smHsJ+Nc1Q6ni+ALryCwAgDQANlsNtlskl22Kq1nv5jL7fYIsCXnpS7igiswEYEVAABUm91mk93Xp1Kn7Ct9wRVJCgoOlL9dKixyylHqrCNcdAUXI7ACAACvKH3BleI1w4HyleuSa4YvDrDOMqG2+OvCOmHPtcIX1vaWrAfmoLi6iMAKAAAsy263yW4vWft7BWsXLqG8g+KurL8r76OaP/mSW3187QoPC9K5DD85K3iTYLPQOuvSCKwAAKBBs+JBcTXB19cuv0Y+8vP1kUN167k28BPHAAAAwOoIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNJMDaxut1sLFixQnz591KtXL82bN08ul6vC/V988UV16tTJ42vFihXG9vXr12vIkCGKi4vTxIkTlZ6ebma5AAAAqAN8zezsnXfe0fr167V48WI5HA499dRTioyM1Lhx48rd/+DBg3riiSc0cuRIoy04OFiStGvXLs2YMUOzZs1S586dNXv2bE2fPl1vvvmmmSUDAADA4kydYV2+fLmmTJminj17qk+fPnryySe1cuXKCvc/ePCgrrnmGkVHRxtfgYGBkqQVK1Zo2LBhGjFihDp37qx58+Zpy5YtOnbsmJklAwAAwOJMC6wpKSk6deqUrr/+eqMtISFBJ06c0JkzZ8rsf/78eaWkpKhNmzbl9peUlKSePXsa95s3b67Y2FglJSWZVTIAAADqANMCa2pqqiSpadOmRltUVJQk6fTp02X2P3jwoGw2m9544w3ddNNN+slPfqJ169YZ28+cOePRlyRFRkaW2xcAAADqryqtYc3Pz1dKSkq523JzcyVJfn5+RlvJ7cLCwjL7Hzp0SDabTe3atdO9996rf//733ruuecUHBysoUOHKj8/36Ovkv7K66sidrtNdrut0vtfCR8fu8d31DzG3LsYb+9ivL2PMfcuxtv76vKYVymwJiUlaezYseVue+qppyQVh1N/f3/jtiRjXWppI0aM0KBBgxQWFiZJ6ty5s44cOaL//d//1dChQ+Xv718mnBYWFpbbV0UiIoJks3knsJYICal8fTAHY+5djLd3Md7ex5h7F+PtfXVxzKsUWHv37q39+/eXuy0lJUXz589XamqqWrZsKenCMoHo6Ogy+9tsNiOslmjXrp22bdsmSYqJiVFaWprH9rS0tHL7qkh6eo5XZ1hDQgKVlZUnp7PiU3nBPIy5dzHe3sV4ex9j7l2Mt/dZdczDw4Muu49pp7WKiYlRbGysEhMTjcCamJio2NjYMmtRJWnhwoX69ttv9ec//9lo27dvn9q1aydJiouLU2JiokaNGiVJOnXqlE6dOqW4uLhK1+RyueVyua/gWVWd0+mSw2GdF0FDwJh7F+PtXYy39zHm3sV4e19dHHNTz8N6zz33aMGCBWrWrJkk6aWXXtKDDz5obE9PT5e/v7+CgoI0aNAgLVmyREuXLtXQoUP11Vdf6cMPP9Ty5cuNvsaMGaMePXqoW7dumj17tgYOHKhWrVqZWTIAAAAsztTAOm7cOJ09e1aTJk2Sj4+PRo8erfvvv9/YPnr0aI0cOVKTJ09W9+7dtXDhQr366qtauHChWrRooZdeeknx8fGSpPj4eP3ud7/Tq6++qszMTN1444164YUXzCwXAAAAdYDN7XZ79zNzL0pNzfbaz/L1tSs8PEjnzuXUuWn2uoox9y7G27sYb+9jzL2L8fY+q455dHSTy+5T985rAAAAgAaFwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACzN18zO3G63XnrpJa1evVoul0ujR4/Wk08+Kbu9bC6eNm2a1q1bV6a9d+/eWr58uSSpZ8+eys7O9ti+Y8cOBQUFmVk2AAAALMzUwPrOO+9o/fr1Wrx4sRwOh5566ilFRkZq3LhxZfadMWOGnnjiCeP+iRMnNGbMGI0dO1aSlJKSouzsbG3evFkBAQHGfo0bNzazZAAAAFicqYF1+fLlmjJlinr27ClJevLJJ7Vw4cJyA2uTJk3UpEkT4/60adN02223aciQIZKkgwcPKjo6Wq1atTKzRAAAANQxpgXWlJQUnTp1Stdff73RlpCQoBMnTujMmTNq2rRphY/dunWr/v3vf2vTpk1G24EDB9S2bVuzygMAAEAdZdpBV6mpqZLkEUyjoqIkSadPn77kY5csWaKRI0eqefPmRtvBgweVl5enMWPGqF+/fnr44Yd1+PBhs8oFAABAHVGlGdb8/HylpKSUuy03N1eS5OfnZ7SV3C4sLKywz2PHjmnbtm2aMWOGR/uhQ4eUmZmpxx9/XMHBwXrrrbd0//33a8OGDQoODq5UvXa7TXa7rVL7XikfH7vHd9Q8xty7GG/vYry9jzH3Lsbb++rymFcpsCYlJRkHRV3sqaeeklQcTv39/Y3bkhQYGFhhn5s2bVKXLl109dVXe7QvXbpURUVFxhkBFixYoAEDBuizzz7TnXfeWal6IyKCZLN5J7CWCAmp+LmiZjDm3sV4exfj7X2MuXcx3t5XF8e8SoG1d+/e2r9/f7nbUlJSNH/+fKWmpqply5aSLiwTiI6OrrDPL7/8UjfffHOZdj8/P4/ZWn9/f7Vs2bLCGd7ypKfneHWGNSQkUFlZeXI6XV75mQ0dY+5djLd3Md7ex5h7F+PtfVYd8/Dwy5+u1LSDrmJiYhQbG6vExEQjsCYmJio2NrbCA67cbre+++47Pfroo2Xahw4dqgkTJmjUqFGSipccHD16VO3atat0TS6XWy6Xu5rPqHqcTpccDuu8CBoCxty7GG/vYry9jzH3Lsbb++rimJt6Wqt77rlHCxYsULNmzSRJL730kh588EFje3p6uvz9/Y2P+U+cOKGcnJwyywFsNpsGDhyoRYsWqUWLFoqIiNDChQvVrFkzDRgwwMySAQAAYHGmBtZx48bp7NmzmjRpknx8fDR69Gjdf//9xvbRo0dr5MiRmjx5siTp7NmzkqTQ0NAyfT311FPy9fXVE088ofPnz6tPnz5asmSJfHx8zCwZAAAAFmdzu93e/czci1JTsy+/k0l8fe0KDw/SuXM5dW6ava5izL2L8fYuxtv7GHPvYry9z6pjHh3d5LL71L3zGgAAAKBBIbACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLq5HA6na79eCDD2rt2rWX3O/YsWO6//771aNHD91+++366quvPLb/61//0h133KG4uDiNHTtWx44dq4lyAQAAYGGmB1aXy6UXX3xRX3/99SX3c7vdmjhxoqKiorRmzRr99Kc/1aRJk3Ty5ElJ0smTJzVx4kSNGjVKq1evVkREhCZMmCC32212yQAAALAwUwNrSkqK7rvvPv3zn/9USEjIJffdtm2bjh07pt/97ndq3769HnnkEfXo0UNr1qyRJK1atUrXXnutHnzwQXXo0EFz5szRiRMntH37djNLBgAAgMWZGlj37Nmj5s2ba82aNWrSpMkl901KStI111yjxo0bG20JCQnauXOnsb1nz57GtsDAQHXt2tXYDgAAgIbB18zOBg8erMGDB1dq39TUVDVt2tSjLTIyUqdPn67UdgAAADQMVQqs+fn5SklJKXdbdHS0x2zp5eTl5cnPz8+jzc/PT4WFhZXaXhl2u012u63S+18JHx+7x3fUPMbcuxhv72K8vY8x9y7G2/vq8phXKbAmJSVp7Nix5W577bXXNGTIkEr35e/vr4yMDI+2wsJCBQQEGNsvDqeFhYWXXRtbWmRkcKX3NUtISKDXf2ZDx5h7F+PtXYy39zHm3sV4e19dHPMqBdbevXtr//79pvzgmJgYHThwwKMtLS3NWAYQExOjtLS0Mtu7dOliys8HAABA3VBrc8JxcXHas2eP8vPzjbbExETFxcUZ2xMTE41teXl52rt3r7EdAAAADYNXA2t6erpycnIkSb169VLz5s01ffp0JScna8mSJdq1a5dGjx4tSbrrrru0Y8cOLVmyRMnJyZo+fbpatmyp3r17e7NkAAAA1DKvBtbRo0dr2bJlkiQfHx+9/vrrSk1N1ahRo/Txxx/rtddeU2xsrCSpZcuWWrRokdasWaPRo0crIyNDr732mmw27xxEBQAAAGuwubl0FAAAACys7p3XAAAAAA0KgRUAAACWRmAFAACApRFYAQAAYGkEVhMUFBTomWeeUc+ePdWvXz/jTAioGZ9++qk6derk8TVlypTaLqteKiws1B133KFvvvnGaDt27Jjuv/9+9ejRQ7fffru++uqrWqywfilvvF988cUyr/cVK1bUYpV1X0pKiqZMmaJevXqpf//+mjNnjgoKCiTx+q4plxpzXuPmO3r0qMaNG6f4+HgNHDhQb7/9trGtrr7Gq3SlK5Rv3rx52r17t959912dPHlSTz/9tGJjY3XbbbfVdmn10oEDBzRo0CC98MILRpu/v38tVlQ/FRQU6IknnlBycrLR5na7NXHiRHXs2FFr1qzR5s2bNWnSJG3cuNE4JR2qp7zxlqSDBw/qiSee0MiRI4224GDvX3a6vnC73ZoyZYpCQkK0cuVKZWZm6plnnpHdbtfUqVN5fdeAS435008/zWvcZC6XS+PHj1e3bt20bt06HT16VI8//rhiYmJ0xx131NnXOIH1CuXm5mrVqlV666231LVrV3Xt2lXJyclauXIlgbWGHDx4UB07dlR0dHRtl1JvHThwQE888YQuPuvdtm3bdOzYMb333ntq3Lix2rdvr61bt2rNmjWaPHlyLVVb91U03lLx633cuHG83k1y6NAh7dy5U19//bWioqIkSVOmTNHcuXN100038fquAZca85LAymvcPCWXsZ85c6aCg4PVpk0b9e3bV4mJiYqKiqqzr3GWBFyhffv2yeFwKD4+3mhLSEhQUlKSXC5XLVZWfx08eFBt2rSp7TLqte3bt6t37956//33PdqTkpJ0zTXXqHHjxkZbQkKCdu7c6eUK65eKxvv8+fNKSUnh9W6i6Ohovf3220ZwKnH+/Hle3zXkUmPOa9x8TZs21R//+EcFBwfL7XYrMTFR//73v9WrV686/RpnhvUKpaamKjw8XH5+fkZbVFSUCgoKlJGRoYiIiFqsrv5xu906fPiwvvrqK7355ptyOp267bbbNGXKFI/fAa7ML3/5y3LbU1NT1bRpU4+2yMhInT592htl1VsVjffBgwdls9n0xhtv6IsvvlBYWJgeeOABj49OUTUhISHq37+/cd/lcmnFihXq06cPr+8acqkx5zVeswYPHqyTJ09q0KBBuvXWW/X73/++zr7GCaxXKC8vr0xQKrlfWFhYGyXVaydPnjTG/I9//KOOHz+uF198Ufn5+Xr22Wdru7x6r6LXO6/1mnHo0CHZbDa1a9dO9957r/7973/rueeeU3BwsIYOHVrb5dUL8+fP1969e7V69Wr9+c9/5vXtBaXHfM+ePbzGa9Crr76qtLQ0zZw5U3PmzKnT/4cTWK+Qv79/mV90yf2AgIDaKKlea9Gihb755huFhobKZrOpS5cucrlceuqppzR9+nT5+PjUdon1mr+/vzIyMjzaCgsLea3XkBEjRmjQoEEKCwuTJHXu3FlHjhzR//7v//LH3ATz58/Xu+++q1deeUUdO3bk9e0FF495hw4deI3XoG7dukkqPqjzySef1F133aW8vDyPferKa5w1rFcoJiZG586dk8PhMNpSU1MVEBCgkJCQWqys/goLC5PNZjPut2/fXgUFBcrMzKzFqhqGmJgYpaWlebSlpaWV+YgJ5rDZbMYf8hLt2rVTSkpK7RRUj7zwwgt65513NH/+fN16662SeH3XtPLGnNe4+dLS0rR582aPtquvvlpFRUWKjo6us69xAusV6tKli3x9fT0WLCcmJqpbt26y2xles3355Zfq3bu3xzvE//73vwoLC2O9sBfExcVpz549ys/PN9oSExMVFxdXi1XVXwsXLtT999/v0bZv3z61a9eudgqqJxYvXqz33ntPL7/8soYPH2608/quORWNOa9x8x0/flyTJk3yCP27d+9WRESEEhIS6uxrnER1hQIDAzVixAjNnDlTu3bt0ubNm7Vs2TKNHTu2tkurl+Lj4+Xv769nn31Whw4d0pYtWzRv3jw99NBDtV1ag9CrVy81b95c06dPV3JyspYsWaJdu3Zp9OjRtV1avTRo0CD9+9//1tKlS/XDDz/or3/9qz788EM9+OCDtV1anXXw4EG9/vrrevjhh5WQkKDU1FTji9d3zbjUmPMaN1+3bt3UtWtXPfPMMzpw4IC2bNmi+fPn69FHH63Tr3Gbu7wT/6FK8vLyNHPmTP3jH/9QcHCwxo0bV+YdI8yTnJys3//+99q5c6eCgoL0i1/8QhMnTvRYJgDzdOrUScuXL1fv3r0lFV9BZcaMGUpKSlLr1q31zDPP6IYbbqjlKuuPi8d78+bNevXVV3XkyBG1aNFCv/nNb3TLLbfUcpV115IlS/TSSy+Vu23//v28vmvA5cac17j5UlJS9MILL2jr1q0KDAzUvffeq0ceeUQ2m63OvsYJrAAAALA0lgQAAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAqg3ho8eLAGDx6s8+fPl9k2bdo0jRkzpsZ//qJFi2r0Z1TWd999p2HDhunaa6/V3Llzy2xfu3atOnXqVAuVAcDlEVgB1GsnTpzQvHnzaruMWvfmm2+qUaNG2rhxo8aPH1/b5QBAlRBYAdRrrVq10vvvv69//etftV1KrcrMzFSXLl101VVXKTw8vLbLAYAqIbACqNd+8pOfqG/fvpoxY0a5SwNKdOrUSWvXrq2wbdGiRbr//vu1ePFi3XDDDYqPj9fzzz+vU6dO6ZFHHlFcXJyGDh2qzz//3KOP1NRUPfTQQ+rWrZsGDx6slStXemzfsWOHfvWrX6l79+4aOHCgZs2a5VHn4MGDNXfuXN1+++3q3bu3tm/fXm79n3/+uX72s58pPj5e/fr105w5c5Sfn2/0sX37dn344Yfq1KmTjh8/XunxK+0///mPxo4dq+uuu07XXnuthg0bpo8++shjnz//+c8aPHiwunfvrgceeECLFy/W4MGDje0ffvihhg8frm7duql///6aPXu2CgsLq1UPgIaDwAqgXrPZbJo9e7YyMzPLXbtZFf/5z390+PBhrVy5Us8++6zef/99jR49WsOGDdPatWvVvn17TZs2TW6323jMBx98oJ49e+rjjz/WAw88oNmzZ+vTTz+VJO3bt08PPPCA+vfvr48//lgLFizQnj179OCDD3r0sWLFCj377LN6++231aNHjzJ1ffrpp3rsscc0cOBArV27VrNmzdLGjRv1+OOPS5JWr16t+Ph4DRs2TF999ZWaN29e5eeekpKicePGqVu3blq3bp0+/PBDde/eXTNmzFBaWpokaeXKlXrllVc0YcIEffTRR+rVq5dee+01o499+/bp2Wef1eTJk7Vp0yb9/ve/10cffaS33367yvUAaFh8a7sAAKhpLVq00NNPP63nn39et956q/r161etflwul2bNmqXg4GC1bdtW8+fPV58+fTRixAhJ0j333KPPPvtMqampatq0qSRpyJAhevTRRyVJbdu21c6dO7Vs2TINHTpUS5cu1Y033mhsb9OmjV566SUNGTJE27dvV+/evSVJAwYM0A033FBhXUuWLNHQoUM1YcIE4+e43W5NnDhRBw4c0NVXX61GjRopICBA0dHR1XruBQUFmjx5ssaNGyebzSZJGj9+vD788EMdOXJEUVFRWrp0qcaOHavRo0dLkh577DHt2bNHe/fulSQdP35cNptNLVq0UGxsrGJjY7V06VIFBwdXqyYADQeBFUCD8POf/1ybNm3Ss88+q/Xr11erj8jISI9w1bhxY1111VXG/YCAAEny+Ig7ISHBo4+4uDht2bJFkrR3714dPXpU8fHxZX7WwYMHjcDaunXrS9b1/fffa/jw4R5tvXr1MrZdffXVl31ul3PVVVdp1KhRWr58ub7//nv98MMP2rdvnyTJ6XTq3LlzOnHiRJkZ4J49exqBtX///oqPj9fo0aPVsmVL3Xjjjbr55pt17bXXXnF9AOo3AiuABuPFF1/UnXfeqTlz5lx2X4fDUaatUaNGZdrs9kuvrLp4u8vlkp+fn3H7zjvvNGZYS4uIiDBulwThipRePlD650iSr685/80fOHBAv/zlL9W1a1fdcMMNuuWWWxQeHq67777b4+eUV0sJf39/LV++XHv37tVXX32lr776So8++qhGjBhRqd8JgIaLNawAGozY2FhNmzZNq1ev1n/+8x+PbY0aNfI42Ono0aOm/Mw9e/Z43E9MTFSHDh0kSR06dNCBAwfUunVr48vhcGjOnDk6depUpX9Gp06dtGPHDo+2kufXvn37K3wGxd577z1FRkbqnXfe0cMPP6wBAwYYa1fdbreaNGmiFi1aaOfOnR6PK31/y5YtWrx4sa655hqNHz9ey5cv15QpU7Rx40ZTagRQfzHDCqBBufvuu/XJJ5+UOfioR48eWrVqla6//nq53W7NmTPHmAm9Ehs2bFDnzp01cOBAbd68WZ9++qneffddSdKDDz6oX/3qV5o1a5buvfdeZWVladasWcrPz1ebNm0q/TMeeugh/frXv9brr7+uYcOG6ciRI3rhhRc0aNCgKgfWL774okxbp06d1KxZM50+fVpbtmzR1VdfrT179ujFF1+UdGEJxMMPP6y5c+eqXbt2SkhI0ObNm7Vp0yZjnBs1aqTXXntNwcHBuvnmm5WZmanPP/+83CURAFAagRVAg1OyNKC0mTNnaubMmfrZz36mpk2b6te//rVOnz59xT9r3Lhx+uyzz/Tyyy+rRYsWeumll4y1qT169NDbb7+thQsXauTIkWrcuLH69u2rp59+ukph+dZbb9XLL7+sP/3pT3r99dcVERGhO+64Q1OmTKlyvQ8//HCZtjlz5mjs2LE6dOiQpk6dqsLCQrVp00aPP/64Xn31VX333Xe66aabdM899ygzM1N//OMfde7cOfXq1UsjR45UYmKiJOmGG27Q7NmztWzZMr3yyisKCAjQgAEDNG3atCrXCaBhsbkvteAIAIBK+uKLL3T11VcrNjbWaHvuuef0ww8/GLPKAFAdrGEFAJjio48+0oQJE7Rz506dOHFCH374oT7++GP99Kc/re3SANRxzLACAEyRkZGhP/zhD/ryyy+VlZWl1q1ba8yYMfr5z39e26UBqOMIrAAAALA0lgQAAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0v4f0mJocaoEucwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm.graphics.tsa.plot_acf(energy, lags=30)\n",
    "plt.xlabel('Number of Lags')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The test statistic and p-value of ADF test ar(0.03029512007292596, 0.9609669053518538)\n"
     ]
    }
   ],
   "source": [
    "stat_test=adfuller(SP_prices)[0:2]\n",
    "print('The test statistic and p-value of ADF test ar{}'.format(stat_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "diff_SP_price=SP_prices.diff()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(diff_SP_price)\n",
    "plt.title('Differenced S&P-500 Price')\n",
    "plt.ylabel('$')\n",
    "plt.xlabel('Date')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm.graphics.tsa.plot_acf(diff_SP_price.dropna(), lags=30)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "seasonal_index=energy.resample('Q').mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "dates=energy.index.year.unique()\n",
    "deseasonalized=[]\n",
    "for i in dates:\n",
    "    for j in range(1,13):\n",
    "        deseasonalized.append((energy[str(i)][energy[str(i)]\\\n",
    "            .index.month==j]))\n",
    "    concat_deseasonalized=np.concatenate(deseasonalized)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Deseasonalized Energy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>1.002119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-01</th>\n",
       "      <td>1.016389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-01</th>\n",
       "      <td>0.981491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-01</th>\n",
       "      <td>0.967072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-01</th>\n",
       "      <td>1.006742</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Deseasonalized Energy\n",
       "2010-01-01               1.002119\n",
       "2010-02-01               1.016389\n",
       "2010-03-01               0.981491\n",
       "2010-04-01               0.967072\n",
       "2010-05-01               1.006742"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deseason_energy=[]\n",
    "for i, s in zip(range(0, len(energy), 3), range(len(seasonal_index))):\n",
    "    deseason_energy.append(concat_deseasonalized[i:i+3]/\n",
    "    seasonal_index.iloc[s])\n",
    "concat_deseason_energy=np.concatenate(deseason_energy)\n",
    "deseason_energy=pd.DataFrame(concat_deseason_energy,\n",
    "index=energy.index)\n",
    "deseason_energy.columns=['Deseasonalized Energy']\n",
    "deseason_energy.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm.graphics.tsa.plot_acf(deseason_energy, lags=10)\n",
    "plt.xlabel('Number of Lags')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm.graphics.tsa.plot_pacf(deseason_energy, lags=10)\n",
    "plt.xlabel('Number of Lags')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu=0\n",
    "std=1\n",
    "WN=np.random.normal(mu,std,1000)\n",
    "\n",
    "plt.plot(WN)\n",
    "plt.xlabel('Number of Simulations')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  2 of 2 completed\n"
     ]
    }
   ],
   "source": [
    "ticker=['AAPL','MSFT']\n",
    "start=datetime.datetime(2019,1,1)\n",
    "end=datetime.datetime(2021,1,1)\n",
    "stock_prices=yf.download(ticker, start, end, interval='1d')\\\n",
    "    .Close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_prices=stock_prices.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The ADF statistic and p-value of AAPL are (0.30197458557904566, 0.9774348980254369)\n",
      "The ADF statistic and p-value of MSFT are (-0.7838047612900167, 0.8238330701563908)\n"
     ]
    }
   ],
   "source": [
    "for i in ticker:\n",
    "    stat_test=adfuller(stock_prices[i])[0:2]\n",
    "    print('The ADF statistic and p-value of {} are {}'\\\n",
    "        .format(i, stat_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "diff_stock_prices=stock_prices.diff().dropna()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "split=int(len(diff_stock_prices['AAPL'].values)*0.95)\n",
    "diff_train_aapl=diff_stock_prices['AAPL'].iloc[:split]\n",
    "diff_test_aapl=diff_stock_prices['AAPL'].iloc[split:]\n",
    "diff_train_msft=diff_stock_prices['MSFT'].iloc[:split]\n",
    "diff_test_msft=diff_stock_prices['MSFT'].iloc[split:]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# diff_train_aapl.to_csv('diff_train_appl.csv')\n",
    "# diff_test_aapl.to_csv('diff_test_aapl')\n",
    "# diff_train_msft.to_csv('diff_train_msft')\n",
    "# diff_test_msft.to_csv('diff_test_msft')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(2,1,figsize=(10,6))\n",
    "plt.tight_layout()\n",
    "sm.graphics.tsa.plot_acf(diff_train_aapl,lags=30,\n",
    "ax=ax[0], title='ACF-Apple')\n",
    "sm.graphics.tsa.plot_acf(diff_train_msft, lags=30, ax=ax[1], title='ACF-Microsoft')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "short_moving_average_appl=diff_train_aapl.rolling(window=9).mean()\n",
    "long_moving_average_appl=diff_train_aapl.rolling(window=22).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(10,6))\n",
    "ax.plot(diff_train_aapl.loc[start:end].index,\n",
    "diff_train_aapl.loc[start:end],\n",
    "label='Stock Price', linestyle='--')\n",
    "ax.plot(short_moving_average_appl.loc[start:end].index,\n",
    "short_moving_average_appl.loc[start:end],\n",
    "label='Short MA', linestyle='solid')\n",
    "ax.plot(long_moving_average_appl.loc[start:end].index,\n",
    "long_moving_average_appl.loc[start:end],\n",
    "label='Long MA', linestyle='solid')\n",
    "ax.legend(loc='best')\n",
    "ax.set_ylabel('Price in $')\n",
    "ax.set_title('Stock Prediction-Apple')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "short_moving_average_msft=diff_train_msft.rolling(window=2).mean()\n",
    "long_moving_average_msft=diff_train_msft.rolling(window=22).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(10,6))\n",
    "ax.plot(diff_train_msft.loc[start:end].index,\n",
    "diff_train_msft.loc[start:end],\n",
    "label='Stock Price', linestyle='--')\n",
    "ax.plot(short_moving_average_msft.loc[start:end].index,\n",
    "short_moving_average_msft.loc[start:end],\n",
    "label='Short MA', linestyle='solid')\n",
    "ax.plot(long_moving_average_msft.loc[start:end].index,\n",
    "long_moving_average_msft.loc[start:end],\n",
    "label='Long MA', linestyle='-.')\n",
    "ax.legend(loc='best')\n",
    "ax.set_ylabel('$')\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_title('Stock Prediction-Microsoft')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm.graphics.tsa.plot_pacf(diff_train_aapl, lags=30)\n",
    "plt.title('PACF of Apple')\n",
    "plt.xlabel('Number of Lags')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+XGoDAABA5VBhc1gBAACAsiCwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAAS/MweoN5eXmaPn26/vWvf8nb21vDhw/X8OHDi603ePBg7dy5s9h4fHy8Zs6cqaysLLVv395lWZ06dbRjxw6jSwYAAICFGR5YZ82apT179mjp0qU6ceKEnnnmGYWHh6tPnz4u682fP18XL150Xk9OTtb/+T//Rw8//LAk6dChQ6pTp442btzoXMfNjQPCAAAA1Y2hgfXChQtatWqV3nnnHbVq1UqtWrXSwYMHtWLFimKBtU6dOs7LhYWFevXVVzVy5EhFRUVJkg4fPqzGjRsrJCTEyBIBAABQyRh6yHLfvn0qKChQTEyMcyw2NlbJyckqKioq9XZr165VVlaWHnvsMefYoUOH1KhRIyPLAwAAQCVk6BFWu92ugIAAeXp6OseCg4OVl5enzMxMBQYGFruNw+HQu+++qyFDhsjX19c5npKSooKCAg0cOFBpaWmKi4tTQkKC6tatW+Z63NxscnOz3diDKgMP919yv5ubTR4eTF0wg/v/77u7O/02A/02F/02Hz03F/02X2XuuaGBNScnxyWsSnJez8/PL/E2O3bs0KlTp/Tggw+6jB8+fFiBgYFKSEiQw+HQq6++qieeeEKrVq2Su7t7meoJDPSVzVb+gbXW2TznZV9fLwUE+F5hbRjN39+nokuoVui3uei3+ei5uei3+Spjzw0NrF5eXsWC6eXr3t7eJd5my5YtuuOOO1zmtErSpk2bZLPZnLd7/fXX1blzZyUnJ6tt27ZlqufMmWxTjrCeO5frvJydnaeMjOxyv09ceofo7++js2dzVFhY+pQTGIN+m4t+m4+em4t+m8+qPS/LgT5DA2toaKgyMjJUUFAgD49Lm7bb7fL29pa/v3+Jt/nqq680ZsyYYuM+Pq7pPygoSHXq1FFaWlqZ6ykqcqioyHENj+D6FPzqH72oyKGCAuvsBNVBYWERPTcR/TYX/TYfPTcX/TZfZey5oZMYWrZsKQ8PDyUlJTnHEhMTFRUVVeIpqc6cOaNjx44pNjbWZfz8+fNq166dvvnmG+dYWlqaMjIyFBERYWTJAAAAsDhDA6uPj4/69++vadOmaffu3dq6dauWLFmiIUOGSLp0tDU395ePzw8ePCgvLy81aNDAZTt+fn6KjY3VzJkztXv3bu3du1d/+tOf1KVLF0VGRhpZMgAAACzO8K+JJSQkqFWrVho6dKimT5+usWPHqnfv3pKkzp07a/Pmzc51T58+LX9//xK/GPXyyy/rlltu0ahRozR48GDVr19fc+bMMbpcAAAAWJzN4XCU/yTPCmK3nzPlflJOZGnGskRJ0nOPtlPD0Fqm3G915+HhpoAAX2VkZFe6uTiVEf02F/02Hz03F/02n1V7HhJy9dxU+U7EBQAAgGqFwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACzN8MCal5enKVOmKC4uTp07d9aSJUtKXffJJ59UZGSky9/nn3/uXP7++++rS5cuiomJ0ZQpU5STk2N0uQAAALA4D6M3OGvWLO3Zs0dLly7ViRMn9Mwzzyg8PFx9+vQptm5KSopmz56tTp06Ocdq164tSdqyZYsWLFig2bNnKygoSAkJCZo9e7b+8pe/GF0yAAAALMzQI6wXLlzQqlWrNHXqVLVq1Uq9evXSyJEjtWLFimLr5ufn6/jx44qKilJISIjzz9PTU5K0bNkyDR06VN27d1fr1q01ffp0rVmzhqOsAAAA1YyhgXXfvn0qKChQTEyMcyw2NlbJyckqKipyWffw4cOy2Wy66aabim2nsLBQ33//veLi4pxjbdq00cWLF7Vv3z4jSwYAAIDFGTolwG63KyAgwHmUVJKCg4OVl5enzMxMBQYGOscPHz4sPz8/TZo0STt37lS9evU0duxYde3aVWfPnlVeXp7q1q37S6EeHqpTp45OnTpV5nrc3Gxyc7MZ8+CuwMP9l9zv5maThwffZTOD+//vu7s7/TYD/TYX/TYfPTcX/TZfZe65oYE1JyfHJaxKcl7Pz893GT98+LByc3PVuXNnjRo1Sp9++qmefPJJrVy5UsHBwS63/fW2frudKwkM9JXNVv6BtdbZPOdlX18vBQT4lvt94hf+/j4VXUK1Qr/NRb/NR8/NRb/NVxl7bmhg9fLyKhYoL1/39vZ2GX/qqac0ePBg55esWrRoob179+of//iH/vSnP7nc9tfb8vEpe5PPnMk25QjruXO5zsvZ2XnKyMgu9/vEpXeI/v4+Ons2R4WFRVe/AW4I/TYX/TYfPTcX/TafVXtelgN9hgbW0NBQZWRkqKCgQB4elzZtt9vl7e0tf39/l3Xd3NycYfWyiIgIHTp0SHXq1JGXl5fS09PVpEkTSVJBQYEyMzMVEhJS5nqKihwqKnLc4KO6uoJf/aMXFTlUUGCdnaA6KCwsoucmot/mot/mo+fmot/mq4w9N3QSQ8uWLeXh4aGkpCTnWGJioqKiouTm5npXkydPVkJCgsvYvn37FBERITc3N0VFRSkxMdG5LCkpSR4eHmrRooWRJQMAAMDiDA2sPj4+6t+/v6ZNm6bdu3dr69atWrJkiYYMGSLp0tHW3NxLH5/36NFD//znP7V+/XodPXpUCxYsUGJioh555BFJ0sMPP6zFixdr69at2r17t6ZNm6YHH3zwmqYEAAAAoPIz/IcDEhISNG3aNA0dOlR+fn4aO3asevfuLUnq3LmzZs6cqfj4ePXu3VvPPfec3nzzTZ04cULNmjXTu+++qwYNGkiS7rnnHqWmpuovf/mL8vPz1bt3b02cONHocgEAAGBxNofDUf6TPCuI3X7OlPtJOZGlGcsuTV947tF2ahhay5T7re48PNwUEOCrjIzsSjcXpzKi3+ai3+aj5+ai3+azas9DQq6emyrfibgAAABQrRBYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRkeWPPy8jRlyhTFxcWpc+fOWrJkSanrfvHFF7r//vsVExOje++9V//3//5fl+VxcXGKjIx0+cvOzja6ZAAAAFiYh9EbnDVrlvbs2aOlS5fqxIkTeuaZZxQeHq4+ffq4rLdv3z6NGTNGkyZNUteuXbV9+3b98Y9/1OrVq9WiRQulpaXp3Llz2rp1q7y9vZ23q1mzptElAwAAwMIMDawXLlzQqlWr9M4776hVq1Zq1aqVDh48qBUrVhQLrBs3blTHjh01ZMgQSVLDhg312Wef6eOPP1aLFi2UkpKikJAQ3XTTTUaWCAAAgErG0MC6b98+FRQUKCYmxjkWGxurt956S0VFRXJz+2UGwoABA3Tx4sVi2zh37pwk6dChQ2rcuLGR5QEAAKASMjSw2u12BQQEyNPT0zkWHBysvLw8ZWZmKjAw0DnepEkTl9sePHhQX3/9tR566CFJUkpKinJycjR48GD9+OOPatmypaZMmXJNIdbNzSY3N9sNPqqr83D/JYi7udnk4cF32czg/v/77u5Ov81Av81Fv81Hz81Fv81XmXtuaGDNyclxCauSnNfz8/NLvd2ZM2c0duxYtW3bVnfeeack6fDhw8rKytL48ePl5+end955R8OGDdOmTZvk5+dXpnoCA31ls5V/YK11Ns952dfXSwEBvuV+n/iFv79PRZdQrdBvc9Fv89Fzc9Fv81XGnhsaWL28vIoF08vXf/3FqV9LT0/Xo48+KofDoddff905bWDx4sW6ePGifH0vhb85c+aoa9eu+vzzz3XvvfeWqZ4zZ7JNOcJ67lyu83J2dp4yMjiTgRnc3d3k7++js2dzVFhYVNHlVHn021z023z03Fz023xW7XlZDvQZGlhDQ0OVkZGhgoICeXhc2rTdbpe3t7f8/f2LrZ+Wlub80tWyZctcpgx4enq6HK318vJSgwYNlJaWVuZ6ioocKipyXO/DKbOCX/2jFxU5VFBgnZ2gOigsLKLnJqLf5qLf5qPn5qLf5quMPTd0EkPLli3l4eGhpKQk51hiYqKioqJcvnAlXTqjwMiRI+Xm5qbly5crNDTUuczhcKhnz55au3aty/pHjx5VRESEkSUDAADA4gw9wurj46P+/ftr2rRpeumll/Tzzz9ryZIlmjlzpqRLR1tr1aolb29vvf322/rpp5/0t7/9zblMujR1oFatWurWrZvmz5+v+vXrKzAwUPPmzVO9evXUtWtXI0sGAACAxRn+wwEJCQmaNm2ahg4dKj8/P40dO1a9e/eWJHXu3FkzZ85UfHy8tmzZotzcXD3wwAMutx8wYID++te/auLEifLw8NCECRN0/vx5dezYUYsWLZK7u7vRJQMAAMDCbA6Ho/wneVYQu/2cKfeTciJLM5YlSpKee7SdGobWMuV+qzsPDzcFBPgqIyO70s3FqYzot7not/noubnot/ms2vOQkKvnpsp3Ii4AAABUKwRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWJrh52EFYA27Dti16esjSk3PVv1gX93TqZHaNg+p6LIAALhmHGEFqqBdB+xasPZ7/XjynPIvFunHk+e0cO332nXAXtGlAQBwzQisQBW06esjxcYckjZ9fdT0WgAAuFEEVqAKSk3PLnH8RCnjAABYGYEVqILqB/uWOB5eyjgAAFZGYAWqoHs6NSo2ZpPUr1ND02sBAOBGEViBKqht8xAN7NbEeT08uKbGxEcphrMEAAAqIU5rBVRRkTfXcV5+9O6WahJeu+KKAQDgBnCEFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaR4VXQBQVew6YNemr48oNT1b9YN9dU+nRmrbPKSiywIAoNLjCCtggF0H7Fqw9nv9ePKc8i8W6ceT57Rw7ffadcBe0aUBAFDpcYTVZPuOZlR0CVWGu7tNtU7n6Ny5HBUWOiq0ltVfpBQbc0hasy1FNb0q5n+zE+nZzstHT57TxYtFN7Q9K/W7OqDf5qPn5qLf5itrz1s0DDCxqrLhCCtggNNZuSWOp5cyDgAAyo4jrLiqg8cz9fXeNJ3OylVQbW91ahWqZg3qVHRZlhJU21unzlwoNh5c27sCqgEAoGrhCCuu6ODxTK376kedOnNBFwuLdOrMBa376kcdPJ5Z0aVZSqdWoSWOd7yl5HEAAFB2BFZc0dd700oc/+aHkserq2YN6qhrdLjzepC/twZ0acyRaAAADMCUAFwRczPL7qa6fs7LfTvcrPBg3wqsBkBFYAoVUD44woorCiplDiZzMwHAFVOogPJDYMUVMTcTAMqGKVRA+SGw4oqYmwkAZcMUKqD8MIcVV8XcTABGqqrzPDm9HVB+CKxVVFV9QQBQMYx6Trk8z/Oyy/M8q8InN51ahbo8tsuYQgXcOKYEVEFM/AdgJCOfU6ryPE+mUMFoB49natmW/Xr1H8latmV/tX4d5whrFXSlFwSeOAFcKyOfU4yc52nFT5KYQgWjVOVPI64HgbUKYuI/ACMZ+Zxi1DxPXsxR1Rl98Ong8Ux980Oa0rNyFVzbWx1vqfg3eNfC8CkBeXl5mjJliuLi4tS5c2ctWbKk1HV/+OEHPfDAA4qOjtbvfvc77dmzx2X5xo0b1bNnT0VHR2v06NE6c+aM0eVWSZw7FcBlRnykaORzilGnyqvKUwsAyfhPI9Z99aNOnr6giwVFOnm68k0VNDywzpo1S3v27NHSpUv13HPPacGCBfrkk0+KrXfhwgWNGjVKcXFxWrt2rWJiYvT444/rwoVL77x3796tqVOnasyYMVq5cqXOnj2rhIQEo8utkjh3KgDJuLmnRj6nGDXPk0+SYDSrzRc18o1iVXiDZ2hgvXDhglatWqWpU6eqVatW6tWrl0aOHKkVK1YUW3fz5s3y8vLSpEmT1KRJE02dOlW+vr7OcLt8+XL17dtX/fv3V4sWLTRr1ixt27ZNx44dM7LkKomJ/0DFsNoLnlEvUkY/p/x2nuf1bIdPkmAkK35Z2cg3ilXhDZ6hc1j37dungoICxcTEOMdiY2P11ltvqaioSG5uv+Tj5ORkxcbGymazSZJsNpvatm2rpKQkxcfHKzk5WY899phz/bCwMIWHhys5OVk33XRTmepJOZFl0CO7slR7tvPycft5FRQWlbruifTsUpcZycfL3Xm5XYsQ+XrXuO77Ts/KKfFyRTr283ntOXJGWefzVNvPS7c2CnR5EawIVuuT0fW4udvke6FA2RfyVFTouOHtVTXHfj6vbcknnNcvv+B1jQ6/rn3TiH7bM0v+d7dn5lzz84HVnlMib6pT4lzY5g3qXHddRvTcas8DVmal55Qvf/X/ruv4Sfl61zC5mkt8vWsoplmQvjt4WpJU29dTbZoGX9f/e/6+NXT6bF7x8ZqeJW6rRg1zTyIVElLrqusYGljtdrsCAgLk6enpHAsODlZeXp4yMzMVGBjosm7Tpk1dbh8UFKSDBw9Kkn7++WfVrVu32PJTp06VuZ4ZyxKv52HckMUb/2f6fV7NJzuNOypt5LaMcjor1yUoWIHV+mS1eqoTq+2bklRQ6NDyTw9c9+2t/JxipX7z/13ld/ps7g39v2KkrOx8w/dvqzy+f85tcNV1DI3QOTk5LmFVkvN6fn5+mda9vF5ubu4VlwMAAKB6MPQIq5eXV7FAefm6t7d3mda9vF5py318fMpcz5+HxsnNzVbm9W+Em5tNvr5eys7OU1FR6R9t/Hjy7BW3Y8/M0cff/CRJ6tvxZoXUKfvjtTqjHtvfPz2gghI+PvJwt+nhXs0rpCYjWb2me25rqCD/65snaNRj+yntnL74rviRhm4x4bo59OofLZVHTZu+PlriPLHg2t66u1PD667pRvotXerVnsNnlHk+T3X8vHRrROA196iqM3J/MpJR+6aRzynlUdON7uNG1GT0PmDF53HpUlbx8fZUTm7+FbNK4zB/E6sqG0MDa2hoqDIyMlRQUCAPj0ubttvt8vb2lr+/f7F109PTXcbS09Od0wBKWx4SElLmesxsuIeHmwICfJWRka2CgtLnsObkFlxxO7+exxNUy1v1AmoaVmNFM+qxBdf2KXHuWkgdn2vephX7bfma/K+/JqMe279K+ah1/0+Zat/i2r6QYFRNd7QOK/FnObu0Drux/fIG+i1J9QJqXnNPqhsj9ycjGbVvGvmcUi413eA+bkRN9QJqKsDPy7DzlFrxeVyS3N1tqlXLR+fO5ajwCvOGG1rwTa2hUwJatmwpDw8PJSUlOccSExMVFRXl8oUrSYqOjtZ3330nh+NSwxwOh3bt2qXo6Gjn8sTEX+agnjx5UidPnnQuR/XFabtgxW+8NmtQRwO6NFZYUE3V8HBTWFBNzs5RSVhxf4L5mjWoo8G9I/WnB6I1uHck/+9ajKGB1cfHR/3799e0adO0e/dubd26VUuWLNGQIUMkXTrampt76QmgT58+Onv2rGbMmKFDhw5pxowZysnJUd++fSVJgwYN0oYNG7Rq1Srt27dPkyZNUrdu3cp8hgBUXb8OBp4Eg2rJqqc04gWvcrLq/gTgF4aftyAhIUGtWrXS0KFDNX36dI0dO1a9e/eWJHXu3FmbN2+WJPn5+entt99WYmKi8zRWixYtUs2alw6bx8TE6Pnnn9fChQs1aNAg1a5dWzNnzjS6XFRSzRrU0bC+LTTtsU4a1rcFwaCa4Sg7jMT+BFifoXNYpUtHWV9++WW9/PLLxZbt37/f5Xrr1q21bt26UrcVHx+v+Ph4o0sEcI2O/XzeeXnT10d1R+uw63qT8OvtfLzjqO6IDr+u7Vw+yl6Zfxcb1vHr/el0Vq6C2J8AyzE8sAKoWg4ez3Q599/prFyt++rHa56GUWw7Z/OuazuXNWtQh0ABwzRrUEctGgaU6QspAMxn7k8ZoFr77dG1iv7ZSpSNUT/vWRV+yxoAUDEIrDBFaUfXCK3WZ9Q3qPkmNoDqggM0xiOwwhQcXau8jPoGtVW/ic0LC6zKivumFWuyGg7QlA8CK0zB0bXKy6hvUFvxm9i8sMCqrLhvWrEmK+IATfkgsMIUVj26hqsz6ry3VjyxvlVfWH57VgYCQfVjxX3TyJqq8j7OAZrywVkCYIpOrUJL/NlKznNYORj1DWqrfbPfii8sRp2VAZWbFfdNo2qq6vt4UG3vEn8+nAM0N4YjrDCFFY+uAVY88m/FI2swnxX3TaNqqur7uBWnP1UFHGGFaax2dA2w4pF/Kx5Zg/msuG8aVVNV38f5YZPyQWAFUG1Z8YWFjxMhGbtvWu0X5qrDPs4BGuMRWAGLMerFBWVjtRcWKx5ZQ8UwYt+04i/MsY/jejCHFbAQThsDo87KAEjWnC/KPo7rwRFWk7VoGHDF5TVq/PIeomFYLTUJr13eJVVaHh5uCgjwVUZGtgoKiq5rG1br96ovDpU4nnTotO69vbHJ1bgyot8omxYNAzSgaxP6bbKquI+fOVfyvNAzZ/Ou+npUnozcx632PG5llXkf5wgrYCGp6dkljp8oZRwArqR+sG+J4+GljANWRWAFLIQXFwBGuqdTI9l+M2aT1K9Tw4ooB7huBFbAQnhxAWCkts1DNDo+So3D/OVVw12Nw/w1Jj5KMc1DKro04JowhxWwkMsvLpu+PqoT6dkKD/ZVv04NeXEBcN3aNg9RW55DUMkRWAGL4cUFAABXTAkAAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACV1v6fMp2Xl2z6n3YdsFdcMSg3BFYAAFAp7Tpg1+ovUpzXT56+oIVrvye0VkEEVlRrvDMHgMpr09dHio05JG36+qjptaB8EVhRbfHOHAAqt9T07BLHT5QyjsqLwIpqi3fmAFC51Q/2LXE8vJRxVF4EVlRbvDMHgMrtnk6NZPvNmE1Sv04NK6IclCMCK6ot3pkDQOXWtnmIRsdHqXGYv7xquKtxmL/GxEcphp+3rnI8KroAoKLc06mRFq79Xo5fjfHOHAAql7bNQ9SWgFrlcYQV1RbvzAEAqBw4wopqjXfmAABYH0dYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGmGBlaHw6E5c+aoY8eOat++vWbNmqWioqJS109KStJDDz2kmJgY3XXXXVq1apXL8vvuu0+RkZEufwcOHDCyZAAAAFicoT/N+t5772njxo1asGCBCgoKNHHiRAUFBWnEiBHF1rXb7Xrsscc0aNAg/fWvf9XevXuVkJCgkJAQdevWTYWFhTpy5IiWL1+uRo0aOW8XEBBgZMkAAACwOEMD67JlyzRu3DjFxcVJkp5++mnNmzevxMC6detWBQcHa/z48ZKkRo0aaceOHfrnP/+pbt266fjx47p48aJat24tLy8vI8sEAABAJWJYYE1LS9PJkyfVrl0751hsbKxSU1P1888/q27dui7rd+nSRS1btiy2nfPnz0uSDh06pLCwMMIqAABANWdYYLXb7ZLkEkyDg4MlSadOnSoWWBs0aKAGDRo4r58+fVqbNm3S2LFjJUkpKSmqUaOGHn/8ce3Zs0eNGzfWpEmT1Lp16zLX5OZmk5ub7bof07Vwd3dz+e/18vjV7T3c3eThwffiSmNUz1E29Ntc9Nt89Nxc9Nt8lbnn1xRYc3NzlZaWVuKyCxcuSJI8PT2dY5cv5+fnX3W7Y8eOVXBwsH7/+99Lkn788UdlZWXpgQce0Lhx4/SPf/xDQ4cO1ebNmxUWFlamegMDfWWzmRNYL/P397mh29c6m/fL5VreCgjwvdGSqrwb7TmuDf02F/02Hz03F/02X2Xs+TUF1uTkZA0ZMqTEZRMnTpR0KZxe/hj/clD18Sm9MdnZ2Xrqqad05MgR/f3vf3eu+8ILLyg3N1d+fn6SpGnTpmnXrl3asGGDnnjiiTLVe+ZMtqlHWP39fXT2bI4KC0s/M8LVnDuX63I5IyPbiPKqJKN6jrKh3+ai3+aj5+ai3+azas/LcnDumgJrhw4dtH///hKXpaWlafbs2bLb7c6P+i9PEwgJCSnxNufPn9fIkSP1008/aenSpS5nA/Dw8HCGVUmy2WyKiIgo9QhvSYqKHCoqcpR5fSMUFhapoOD6d4KCX+1ABTe4reriRnuOa0O/zUW/zUfPzUW/zVcZe27YJIbQ0FCFh4crMTHROZaYmKjw8PBi81clqaioSGPGjNHx48f1t7/9Tc2aNXNZPnjwYC1YsMBl/f379ysiIsKokgEAAFAJGHpaq0GDBmnOnDmqV6+eJGnu3LkaPny4c/mZM2fk5eUlX19frV69Wjt27NCbb74pf39/59HYGjVqqE6dOurRo4cWLlyoli1bqnHjxlq2bJnOnTunAQMGGFkyAAAALM7QwDpixAidPn1aY8aMkbu7uwYOHKhhw4Y5lw8cOFADBgzQ2LFjtWXLFhUVFenxxx932Ub79u31t7/9TcOGDVNeXp5efPFFpaenKzo6Wu+9957LNAEAAABUfTaHw2HuJE8T2e3nTLsvDw83BQT4KiMj+4bmhaScyNKMZZemVUwdEqsm4bWNKrHKMarnKBv6bS76bT56bi76bT6r9jwkpNZV16l8J+ICAABAtUJgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgtZj9P2U6Ly/Z9D/tOmCvuGIAAAAsgMBqIbsO2LX6ixTn9ZOnL2jh2u8JrQAAoFojsFrIpq+PFBtzSNr09VHTawEAALAKAquFpKZnlzh+opRxAACA6oDAaiH1g31LHA8vZRwAAKA6ILBayD2dGsn2mzGbpH6dGlZEOQAAAJZAYLWQts1DNDo+So3D/OVVw12Nw/w1Jj5KMc1DKro0AACACuNR0QXAVdvmIWpLQAUAAHDiCCsAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIMDawOh0Nz5sxRx44d1b59e82aNUtFRUWlrv/iiy8qMjLS5W/58uXO5Rs3blTPnj0VHR2t0aNH68yZM0aWCwAAgErAw8iNvffee9q4caMWLFiggoICTZw4UUFBQRoxYkSJ66ekpGjChAkaMGCAc8zPz0+StHv3bk2dOlXTp09XixYtNGPGDCUkJOjtt982smQAAABYnKFHWJctW6Zx48YpLi5OHTt21NNPP60VK1aUun5KSopuueUWhYSEOP98fHwkScuXL1ffvn3Vv39/tWjRQrNmzdK2bdt07NgxI0sGAACAxRkWWNPS0nTy5Em1a9fOORYbG6vU1FT9/PPPxdY/f/680tLS1KhRoxK3l5ycrLi4OOf1sLAwhYeHKzk52aiSAQAAUAkYFljtdrskqW7dus6x4OBgSdKpU6eKrZ+SkiKbzaa33npLd9xxh+677z6tW7fOufznn3922ZYkBQUFlbgtAAAAVF3XNIc1NzdXaWlpJS67cOGCJMnT09M5dvlyfn5+sfUPHz4sm82miIgIPfLII/r222/15z//WX5+furVq5dyc3NdtnV5eyVtqzRubja5udnKvP6NcHd3c/kvyh89Nxf9Nhf9Nh89Nxf9Nl9l7vk1Bdbk5GQNGTKkxGUTJ06UdCmcenl5OS9Lcs5L/bX+/fure/fuqlOnjiSpRYsWOnLkiD744AP16tVLXl5excJpfn5+idsqTWCgr2w2cwLrZf7+Za8PxqDn5qLf5qLf5qPn5qLf5quMPb+mwNqhQwft37+/xGVpaWmaPXu27Ha7GjRoIOmXaQIhISHF1rfZbM6wellERIS++eYbSVJoaKjS09Ndlqenp5e4rdKcOZNt6hFWf38fnT2bo8LC0k/lBePQc3PRb3PRb/PRc3PRb/NZtecBAb5XXcew01qFhoYqPDxciYmJzsCamJio8PDwYnNRJWnevHn67rvv9P777zvH9u3bp4iICElSdHS0EhMTFR8fL0k6efKkTp48qejo6DLXVFTkUFGR4wYe1bUrLCxSQYF1doLqgJ6bi36bi36bj56bi36brzL23NDzsA4aNEhz5sxRvXr1JElz587V8OHDncvPnDkjLy8v+fr6qnv37lq0aJEWL16sXr16afv27Vq/fr2WLVvm3NbgwYPVpk0bRUVFacaMGerWrZtuuukmI0sGAACAxRkaWEeMGKHTp09rzJgxcnd318CBAzVs2DDn8oEDB2rAgAEaO3asWrdurXnz5un111/XvHnzVL9+fc2dO1cxMTGSpJiYGD3//PN6/fXXlZWVpdtvv10vvPCCkeUCAACgErA5HA5zPzM3kd1+zrT78vBwU0CArzIysivdYfbKip6bi36bi36bj56bi36bz6o9DwmpddV1Kt95DQAAAFCtEFgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAICleRi5MYfDoblz52r16tUqKirSwIED9fTTT8vNrXgunjx5statW1dsvEOHDlq2bJkkKS4uTufOnXNZvmvXLvn6+hpZNgAAACzM0MD63nvvaePGjVqwYIEKCgo0ceJEBQUFacSIEcXWnTp1qiZMmOC8npqaqsGDB2vIkCGSpLS0NJ07d05bt26Vt7e3c72aNWsaWTIAAAAsztDAumzZMo0bN05xcXGSpKefflrz5s0rMbDWqlVLtWrVcl6fPHmy+vTpo549e0qSUlJSFBISoptuusnIEgEAAFDJGBZY09LSdPLkSbVr1845Fhsbq9TUVP3888+qW7duqbf9+uuv9e2332rLli3OsUOHDqlx48ZGlQcAAIBKyrAvXdntdklyCabBwcGSpFOnTl3xtosWLdKAAQMUFhbmHEtJSVFOTo4GDx6szp0767HHHtOPP/5oVLkAAACoJK7pCGtubq7S0tJKXHbhwgVJkqenp3Ps8uX8/PxSt3ns2DF98803mjp1qsv44cOHlZWVpfHjx8vPz0/vvPOOhg0bpk2bNsnPz69M9bq52eTmZivTujfK3d3N5b8of/TcXPTbXPTbfPTcXPTbfJW559cUWJOTk51fivqtiRMnSroUTr28vJyXJcnHx6fUbW7ZskUtW7ZU06ZNXcYXL16sixcvOs8IMGfOHHXt2lWff/657r333jLVGxjoK5vNnMB6mb9/6Y8V5YOem4t+m4t+m4+em4t+m68y9vyaAmuHDh20f//+EpelpaVp9uzZstvtatCggaRfpgmEhISUus2vvvpKd955Z7FxT09Pl6O1Xl5eatCgQalHeEty5ky2qUdY/f19dPZsjgoLi0y5z+qOnpuLfpuLfpuPnpuLfpvPqj0PCLj66UoN+9JVaGiowsPDlZiY6AysiYmJCg8PL/ULVw6HQ99//72eeOKJYuO9evXSU089pfj4eEmXphwcPXpUERERZa6pqMihoiLHdT6i61NYWKSCAuvsBNUBPTcX/TYX/TYfPTcX/TZfZey5oae1GjRokObMmaN69epJkubOnavhw4c7l585c0ZeXl7Oj/lTU1OVnZ1dbDqAzWZTt27dNH/+fNWvX1+BgYGaN2+e6tWrp65duxpZMgAAACzO0MA6YsQInT59WmPGjJG7u7sGDhyoYcOGOZcPHDhQAwYM0NixYyVJp0+fliTVrl272LYmTpwoDw8PTZgwQefPn1fHjh21aNEiubu7G1kyAAAALM7mcDjM/czcRHb7uauvZBAPDzcFBPgqIyO70h1mr6zoubnot7not/noubnot/ms2vOQkFpXXafyndcAAAAA1QqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWFq5BFaHw6Hhw4dr7dq1V1zv2LFjGjZsmNq0aaO7775b27dvd1n+n//8R/369VN0dLSGDBmiY8eOlUe5AAAAsDDDA2tRUZFefPFF/fvf/77ieg6HQ6NHj1ZwcLDWrFmj+++/X2PGjNGJEyckSSdOnNDo0aMVHx+v1atXKzAwUE899ZQcDofRJQMAAMDCDA2saWlpGjp0qD777DP5+/tfcd1vvvlGx44d0/PPP68mTZro8ccfV5s2bbRmzRpJ0qpVq3Trrbdq+PDhatasmWbOnKnU1FTt3LnTyJIBAABgcYYG1r179yosLExr1qxRrVq1rrhucnKybrnlFtWsWdM5Fhsbq6SkJOfyuLg45zIfHx+1atXKuRwAAADVg4eRG+vRo4d69OhRpnXtdrvq1q3rMhYUFKRTp06VaTkAAACqh2sKrLm5uUpLSytxWUhIiMvR0qvJycmRp6eny5inp6fy8/PLtLws3NxscnOzlXn9G+Hu7ubyX5Q/em4u+m0u+m0+em4u+m2+ytzzawqsycnJGjJkSInLFi5cqJ49e5Z5W15eXsrMzHQZy8/Pl7e3t3P5b8Npfn7+VefG/lpQkF+Z1zWKv7+P6fdZ3dFzc9Fvc9Fv89Fzc9Fv81XGnl9TYO3QoYP2799vyB2Hhobq0KFDLmPp6enOaQChoaFKT08vtrxly5aG3D8AAAAqhwo7JhwdHa29e/cqNzfXOZaYmKjo6Gjn8sTEROeynJwc/fDDD87lAAAAqB5MDaxnzpxRdna2JKl9+/YKCwtTQkKCDh48qEWLFmn37t0aOHCgJOl3v/uddu3apUWLFungwYNKSEhQgwYN1KFDBzNLBgAAQAUzNbAOHDhQS5YskSS5u7vrjTfekN1uV3x8vD766CMtXLhQ4eHhkqQGDRpo/vz5WrNmjQYOHKjMzEwtXLhQNps5X6ICAACANdgc/HQUAAAALKzyndcAAAAA1QqBFQAAAJZGYAUAAIClEVgBAABgaQRWA+Tl5WnKlCmKi4tT586dnWdCQPn49NNPFRkZ6fI3bty4ii6rSsrPz1e/fv20Y8cO59ixY8c0bNgwtWnTRnfffbe2b99egRVWLSX1+8UXXyy2vy9fvrwCq6z80tLSNG7cOLVv315dunTRzJkzlZeXJ4n9u7xcqefs48Y7evSoRowYoZiYGHXr1k3vvvuuc1ll3cev6ZeuULJZs2Zpz549Wrp0qU6cOKFnnnlG4eHh6tOnT0WXViUdOnRI3bt31wsvvOAc8/LyqsCKqqa8vDxNmDBBBw8edI45HA6NHj1azZs315o1a7R161aNGTNGmzdvdp6SDtenpH5LUkpKiiZMmKABAwY4x/z8zP/Z6arC4XBo3Lhx8vf314oVK5SVlaUpU6bIzc1NkyZNYv8uB1fq+TPPPMM+brCioiKNGjVKUVFRWrdunY4eParx48crNDRU/fr1q7T7OIH1Bl24cEGrVq3SO++8o1atWqlVq1Y6ePCgVqxYQWAtJykpKWrevLlCQkIqupQq69ChQ5owYYJ+e9a7b775RseOHdOHH36omjVrqkmTJvr666+1Zs0ajR07toKqrfxK67d0aX8fMWIE+7tBDh8+rKSkJP373/9WcHCwJGncuHF6+eWXdccdd7B/l4Mr9fxyYGUfN87ln7GfNm2a/Pz81KhRI3Xq1EmJiYkKDg6utPs4UwJu0L59+1RQUKCYmBjnWGxsrJKTk1VUVFSBlVVdKSkpatSoUUWXUaXt3LlTHTp00MqVK13Gk5OTdcstt6hmzZrOsdjYWCUlJZlcYdVSWr/Pnz+vtLQ09ncDhYSE6N1333UGp8vOnz/P/l1OrtRz9nHj1a1bV6+99pr8/PzkcDiUmJiob7/9Vu3bt6/U+zhHWG+Q3W5XQECAPD09nWPBwcHKy8tTZmamAgMDK7C6qsfhcOjHH3/U9u3b9fbbb6uwsFB9+vTRuHHjXP4NcGMefvjhEsftdrvq1q3rMhYUFKRTp06ZUVaVVVq/U1JSZLPZ9NZbb+nLL79UnTp19Oijj7p8dIpr4+/vry5dujivFxUVafny5erYsSP7dzm5Us/Zx8tXjx49dOLECXXv3l133XWXXnrppUq7jxNYb1BOTk6xoHT5en5+fkWUVKWdOHHC2fPXXntNx48f14svvqjc3Fw9++yzFV1elVfa/s6+Xj4OHz4sm82miIgIPfLII/r222/15z//WX5+furVq1dFl1clzJ49Wz/88INWr16t999/n/3bBL/u+d69e9nHy9Hrr7+u9PR0TZs2TTNnzqzUz+EE1hvk5eVV7B/68nVvb++KKKlKq1+/vnbs2KHatWvLZrOpZcuWKioq0sSJE5WQkCB3d/eKLrFK8/LyUmZmpstYfn4++3o56d+/v7p37646depIklq0aKEjR47ogw8+4MXcALNnz9bSpUv16quvqnnz5uzfJvhtz5s1a8Y+Xo6ioqIkXfpS59NPP63f/e53ysnJcVmnsuzjzGG9QaGhocrIyFBBQYFzzG63y9vbW/7+/hVYWdVVp04d2Ww25/UmTZooLy9PWVlZFVhV9RAaGqr09HSXsfT09GIfMcEYNpvN+UJ+WUREhNLS0iqmoCrkhRde0HvvvafZs2frrrvuksT+Xd5K6jn7uPHS09O1detWl7GmTZvq4sWLCgkJqbT7OIH1BrVs2VIeHh4uE5YTExMVFRUlNzfaa7SvvvpKHTp0cHmH+L///U916tRhvrAJoqOjtXfvXuXm5jrHEhMTFR0dXYFVVV3z5s3TsGHDXMb27duniIiIiimoiliwYIE+/PBDvfLKK7rnnnuc4+zf5ae0nrOPG+/48eMaM2aMS+jfs2ePAgMDFRsbW2n3cRLVDfLx8VH//v01bdo07d69W1u3btWSJUs0ZMiQii6tSoqJiZGXl5eeffZZHT58WNu2bdOsWbM0cuTIii6tWmjfvr3CwsKUkJCggwcPatGiRdq9e7cGDhxY0aVVSd27d9e3336rxYsX66efftLf//53rV+/XsOHD6/o0iqtlJQUvfHGG3rssccUGxsru93u/GP/Lh9X6jn7uPGioqLUqlUrTZkyRYcOHdK2bds0e/ZsPfHEE5V6H7c5SjrxH65JTk6Opk2bpn/961/y8/PTiBEjir1jhHEOHjyol156SUlJSfL19dVDDz2k0aNHu0wTgHEiIyO1bNkydejQQdKlX1CZOnWqkpOT1bBhQ02ZMkW33XZbBVdZdfy231u3btXrr7+uI0eOqH79+vrTn/6k3r17V3CVldeiRYs0d+7cEpft37+f/bscXK3n7OPGS0tL0wsvvKCvv/5aPj4+euSRR/T444/LZrNV2n2cwAoAAABLY0oAAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAqqwePXqoR48eOn/+fLFlkydP1uDBg8v9/ufPn1+u91FW33//vfr27atbb71VL7/8crHla9euVWRkZAVUBgBXR2AFUKWlpqZq1qxZFV1GhXv77bdVo0YNbd68WaNGjarocgDgmhBYAVRpN910k1auXKn//Oc/FV1KhcrKylLLli118803KyAgoKLLAYBrQmAFUKXdd9996tSpk6ZOnVri1IDLIiMjtXbt2lLH5s+fr2HDhmnBggW67bbbFBMTo7/85S86efKkHn/8cUVHR6tXr1764osvXLZht9s1cuRIRUVFqUePHlqxYoXL8l27dukPf/iDWrdurW7dumn69Okudfbo0UMvv/yy7r77bnXo0EE7d+4ssf4vvvhCDz74oGJiYtS5c2fNnDlTubm5zm3s3LlT69evV2RkpI4fP17m/v3af//7Xw0ZMkRt27bVrbfeqr59+2rDhg0u67z//vvq0aOHWrdurUcffVQLFixQjx49nMvXr1+ve+65R1FRUerSpYtmzJih/Pz866oHQPVBYAVQpdlsNs2YMUNZWVklzt28Fv/973/1448/asWKFXr22We1cuVKDRw4UH379tXatWvVpEkTTZ48WQ6Hw3mbf/zjH4qLi9NHH32kRx99VDNmzNCnn34qSdq3b58effRRdenSRR999JHmzJmjvXv3avjw4S7bWL58uZ599lm9++67atOmTbG6Pv30Uz355JPq1q2b1q5dq+nTp2vz5s0aP368JGn16tWKiYlR3759tX37doWFhV3zY09LS9OIESMUFRWldevWaf369WrdurWmTp2q9PR0SdKKFSv06quv6qmnntKGDRvUvn17LVy40LmNffv26dlnn9XYsWO1ZcsWvfTSS9qwYYPefffda64HQPXiUdEFAEB5q1+/vp555hn95S9/0V133aXOnTtf13aKioo0ffp0+fn5qXHjxpo9e7Y6duyo/v37S5IGDRqkzz//XHa7XXXr1pUk9ezZU0888YQkqXHjxkpKStKSJUvUq1cvLV68WLfffrtzeaNGjTR37lz17NlTO3fuVIcOHSRJXbt21W233VZqXYsWLVKvXr301FNPOe/H4XBo9OjROnTokJo2baoaNWrI29tbISEh1/XY8/LyNHbsWI0YMUI2m02SNGrUKK1fv15HjhxRcHCwFi9erCFDhmjgwIGSpCeffFJ79+7VDz/8IEk6fvy4bDab6tevr/DwcIWHh2vx4sXy8/O7rpoAVB8EVgDVwu9//3tt2bJFzz77rDZu3Hhd2wgKCnIJVzVr1tTNN9/svO7t7S1JLh9xx8bGumwjOjpa27ZtkyT98MMPOnr0qGJiYordV0pKijOwNmzY8Ip1HThwQPfcc4/LWPv27Z3LmjZtetXHdjU333yz4uPjtWzZMh04cEA//fST9u3bJ0kqLCxURkaGUlNTix0BjouLcwbWLl26KCYmRgMHDlSDBg10++23684779Stt956w/UBqNoIrACqjRdffFH33nuvZs6cedV1CwoKio3VqFGj2Jib25VnVv12eVFRkTw9PZ2X7733XucR1l8LDAx0Xr4chEvz6+kDv74fSfLwMOZp/tChQ3r44YfVqlUr3Xbbberdu7cCAgL0wAMPuNxPSbVc5uXlpWXLlumHH37Q9u3btX37dj3xxBPq379/mf5NAFRfzGEFUG2Eh4dr8uTJWr16tf773/+6LKtRo4bLl52OHj1qyH3u3bvX5XpiYqKaNWsmSWrWrJkOHTqkhg0bOv8KCgo0c+ZMnTx5ssz3ERkZqV27drmMXX58TZo0ucFHcMmHH36ooKAgvffee3rsscfUtWtX59xVh8OhWrVqqX79+kpKSnK53a+vb9u2TQsWLNAtt9yiUaNGadmyZRo3bpw2b95sSI0Aqi6OsAKoVh544AF98sknxb581KZNG61atUrt2rWTw+HQzJkznUdCb8SmTZvUokULdevWTVu3btWnn36qpUuXSpKGDx+uP/zhD5o+fboeeeQRnT17VtOnT1dubq4aNWpU5vsYOXKk/vjHP+qNN95Q3759deTIEb3wwgvq3r37NQfWL7/8sthYZGSk6tWrp1OnTmnbtm1q2rSp9u7dqxdffFHSL1MgHnvsMb388suKiIhQbGystm7dqi1btjj7XKNGDS1cuFB+fn668847lZWVpS+++KLEKREA8GsEVgDVzuWpAb82bdo0TZs2TQ8++KDq1q2rP/7xjzp16tQN39eIESP0+eef65VXXlH9+vU1d+5c59zUNm3a6N1339W8efM0YMAA1axZU506ddIzzzxzTWH5rrvu0iuvvKI333xTb7zxhgIDA9WvXz+NGzfumut97LHHio3NnDlTQ4YM0eHDhzVp0iTl5+erUaNGGj9+vF5//XV9//33uuOOOzRo0CBlZWXptddeU0ZGhtq3b68BAwYoMTFRknTbbbdpxowZWrJkiV599VV5e3ura9eumjx58jXXCaB6sTmuNOEIAIAy+vLLL9W0aVOFh4c7x/785z/rp59+ch5VBoDrwRxWAIAhNmzYoKeeekpJSUlKTU3V+vXr9dFHH+n++++v6NIAVHIcYQUAGCIzM1N//etf9dVXX+ns2bNq2LChBg8erN///vcVXRqASo7ACgAAAEtjSgAAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAsjcAKAAAASyOwAgAAwNIIrAAAALA0AisAAAAs7f8BiRaQTR9ilWkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm.graphics.tsa.plot_pacf(diff_train_msft, lags=30)\n",
    "plt.title('PACF of Microsoft')\n",
    "plt.xlabel('Number of Lags')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.ar_model import AutoReg\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_aapl=AutoReg(diff_train_aapl.values, lags=29)\n",
    "ar_fitted_aapl=ar_aapl.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_predictions_aapl=ar_fitted_aapl.predict(start=len(diff_train_aapl),\n",
    "end=len(diff_train_aapl)\\\n",
    "    +len(diff_test_aapl)-1,\n",
    "    dynamic=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==================================================\n",
      "predicted values:1.6538& actual values:1.320000\n",
      "==================================================\n",
      "predicted values:-0.8347& actual values:0.860001\n",
      "==================================================\n",
      "predicted values:-0.9992& actual values:0.559998\n",
      "==================================================\n",
      "predicted values:1.1373& actual values:2.460007\n",
      "==================================================\n",
      "predicted values:-0.1101& actual values:3.669998\n",
      "==================================================\n",
      "predicted values:1.7878& actual values:0.360001\n",
      "==================================================\n",
      "predicted values:-0.9174& actual values:-0.139999\n",
      "==================================================\n",
      "predicted values:1.7353& actual values:-0.690002\n",
      "==================================================\n",
      "predicted values:-1.5159& actual values:1.500000\n",
      "==================================================\n",
      "predicted values:1.8259& actual values:0.629997\n",
      "==================================================\n",
      "predicted values:-1.2438& actual values:-2.599998\n",
      "==================================================\n",
      "predicted values:-0.5361& actual values:1.459999\n",
      "==================================================\n",
      "predicted values:-0.1062& actual values:-0.829994\n",
      "==================================================\n",
      "predicted values:-0.6179& actual values:-0.630005\n",
      "==================================================\n",
      "predicted values:1.3191& actual values:6.099998\n",
      "==================================================\n",
      "predicted values:0.2425& actual values:-0.070000\n",
      "==================================================\n",
      "predicted values:0.4512& actual values:0.889999\n",
      "==================================================\n",
      "predicted values:-1.3076& actual values:-2.039993\n",
      "==================================================\n",
      "predicted values:0.5883& actual values:1.569992\n",
      "==================================================\n",
      "predicted values:0.2458& actual values:3.650009\n",
      "==================================================\n",
      "predicted values:0.0188& actual values:-0.919998\n",
      "==================================================\n",
      "predicted values:0.9917& actual values:1.009995\n",
      "==================================================\n",
      "predicted values:0.2662& actual values:4.720001\n",
      "==================================================\n",
      "predicted values:0.8269& actual values:-1.820007\n",
      "==================================================\n",
      "predicted values:0.1524& actual values:-1.149994\n",
      "==================================================\n",
      "predicted values:0.5554& actual values:-1.029999\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(ar_predictions_aapl)):\n",
    "    print('=='*25)\n",
    "    print('predicted values:{:.4f}& actual values:{:4f}'\\\n",
    "        .format(ar_predictions_aapl[i], diff_test_aapl[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_predictions_aapl=pd.DataFrame(ar_predictions_aapl)\n",
    "ar_predictions_aapl.index=diff_test_aapl.index "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_msft=AutoReg(diff_train_msft.values, lags=26)\n",
    "ar_fitted_msft=ar_msft.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_predictions_msft=ar_fitted_msft.predict(start=len(diff_train_msft),\n",
    "end=len(diff_train_msft)\\\n",
    "    +len(diff_test_msft)-1,\n",
    "    dynamic=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_predictions_msft=pd.DataFrame(ar_predictions_msft)\n",
    "ar_predictions_msft.index=diff_test_msft.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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",
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