{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Autoregressive Moving Average (ARMA): Sunspots data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm\n",
    "from scipy import stats\n",
    "from statsmodels.tsa.arima.model import ARIMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "from statsmodels.graphics.api import qqplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sunspots Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "::\n",
      "\n",
      "    Number of Observations - 309 (Annual 1700 - 2008)\n",
      "    Number of Variables - 1\n",
      "    Variable name definitions::\n",
      "\n",
      "        SUNACTIVITY - Number of sunspots for each year\n",
      "\n",
      "    The data file contains a 'YEAR' variable that is not returned by load.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(sm.datasets.sunspots.NOTE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "dta = sm.datasets.sunspots.load_pandas().data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "dta.index = pd.Index(sm.tsa.datetools.dates_from_range(\"1700\", \"2008\"))\n",
    "dta.index.freq = dta.index.inferred_freq\n",
    "del dta[\"YEAR\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dta.plot(figsize=(12, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1AAAAAABshEAdAAAAAAAbIVAHAAAAAMBGCNQBAAAAALARAnUAAAAAAGyEQB0AAAAAABshUAcAAAAAwEYI1AEAAAAAsBECdQAAAAAAbIRAHQAAAAAAGyFQBwAAAADARoKaugJoPDv2H9Wb2TnafbBQHduEaWxirOIjWjZ1tQAAAAAAlRCo+4k3s3N0/5ItMgxDpmnKMAy9sOp7zRndW2MSY5u6egAAAACAE+j67gd27D+q+5dskcuUylymx8/pS7Zo5/6jTV1FAAAAAMAJBOp+4M3sHBmGUe02wzC0ODunkWsEAAAAAKgJgbof2H2wUKZpVrvNNE3tPljYyDUCAAAAANSEQN0PdGwTVmuLesc2YY1cIwAAAABATQjU/cDYxNhaW9THMZkcAAAAANgGgbofiI9oqTmjeyugUqN6oGEowJDmjO6tzizRBgAAAAC2wfJsfmJMYqx6nR2ukfM+kyTdelFn3TQgjiAdAAAAAGyGQN2PxLU7GZSnDe+mFiGcfgAAAACwG8u7vj/77LOKj49XaGio+vXrpzVr1tSY95ZbbpFhGF6Pc889151n4cKF1eY5fvy41YcCAAAAAIDlLA3UFy9erGnTpunBBx/Upk2bNGjQII0cOVK7du2qNv+8efOUm5vrfuTk5Kht27YaM2aMR77w8HCPfLm5uQoNDbXyUAAAAAAAaBSWBuqPP/64Jk6cqEmTJqlHjx6aO3euYmNj9dxzz1Wb3+l0Kjo62v3Izs7WwYMHdeutt3rkMwzDI190dLSVhwEAAAAAQKOxLFAvLi7Wxo0blZKS4pGekpKitWvXnlYZCxYs0KWXXqq4uDiP9CNHjiguLk4dO3bUqFGjtGnTplrLKSoqUkFBgccDAAAAAAA7sixQ379/v8rKyhQVFeWRHhUVpby8vFPun5ubqw8++ECTJk3ySO/evbsWLlyod999V4sWLVJoaKguvPBCbd++vcayMjIy5HQ63Y/YWNYNBwAAAADYk+WTyRmG4fHaNE2vtOosXLhQZ511lq655hqP9IEDB+qmm27S+eefr0GDBunNN99Ut27d9NRTT9VYVnp6uvLz892PnJycMzoWAAAAAACsZtn6XBEREQoMDPRqPd+7d69XK3tVpmnqxRdfVGpqqkJCQmrNGxAQoAsuuKDWFnWHwyGHw3H6lQcAAAAAoIlY1qIeEhKifv36KTMz0yM9MzNTycnJte67atUqfffdd5o4ceIpf49pmtq8ebNiYmLqVV8AAAAAAOzAshZ1SUpLS1NqaqoSExOVlJSk+fPna9euXZoyZYqk8i7pP/30k1555RWP/RYsWKABAwaoV69eXmXOmjVLAwcOVNeuXVVQUKAnn3xSmzdv1jPPPGPloQAAAAAA0CgsDdTHjRunAwcOaPbs2crNzVWvXr20bNky9yzuubm5Xmuq5+fna8mSJZo3b161ZR46dEi33Xab8vLy5HQ61adPH61evVr9+/e38lAAAAAAAGgUhmmaZlNXorEVFBTI6XQqPz9f4eHhTV2dGh0rLlXPhz+UJH07+zK1CKnffZWGLg8AAAAAcHrqEodaPus7AAAAAAA4fQTqAAAAAADYCH2fATRLO/Yf1ZvZOdp9sFAd24RpbGKs4iNaNnW1AAAAgFMiUAfQ7LyZnaP7l2yRYRgyTVOGYeiFVd9rzujeGpMYe8blEvwDAACgMRCoA2hWduw/qvuXbJHLlFQxV+aJn9OXbNEFnduq8xkE11YF/wAAAEBVjFEH0Ky8mZ0jwzCq3WYYhhZn59S5zMrBf5nL9Pg5fckW7dx/tL7VBgAAANwI1AE0K7sPFqqmVSdN09Tug4V1LtOK4B8AAACoCYE6gGalY5uwWoPqjm3C6lymFcE/AAAAUBMCdQDNytjE2FqD6nFnMJ7ciuAfAAAAqAmBOoBmJT6ipeaM7q2ASnF1oGEowJDmjO59RhPJWRH8AwAAADUhUAfQ7IxJjNX7d13kfn3rRZ316b1Dz3h2diuCfwAAAKAmLM8GoFmKa3cyeE4b3k0tQur3cTcmMVa9zg7XyHmfSSoP/m8aEEeQDgAAgAZHoA4Ap6mhg38AAACgOnR9BwAAAADARgjUAQAAAACwEQJ1AAAAAABshEAdAAAAAAAbIVAHAAAAAMBGCNQBAAAAALARAnUAAAAAAGyEQB0AAAAAABshUAcAAAAAwEYI1AEAAAAAsBECdQAAAAAAbMTyQP3ZZ59VfHy8QkND1a9fP61Zs6bGvCtXrpRhGF6P//73vx75lixZop49e8rhcKhnz55aunSp1YcBAAAAAECjsDRQX7x4saZNm6YHH3xQmzZt0qBBgzRy5Ejt2rWr1v22bdum3Nxc96Nr167ubVlZWRo3bpxSU1P15ZdfKjU1VWPHjtX69eutPBQAAAAAABqFpYH6448/rokTJ2rSpEnq0aOH5s6dq9jYWD333HO17hcZGano6Gj3IzAw0L1t7ty5Gj58uNLT09W9e3elp6dr2LBhmjt3rpWHAgAAAABAo7AsUC8uLtbGjRuVkpLikZ6SkqK1a9fWum+fPn0UExOjYcOGacWKFR7bsrKyvMq87LLLai2zqKhIBQUFHg8AAAAAAOwoyKqC9+/fr7KyMkVFRXmkR0VFKS8vr9p9YmJiNH/+fPXr109FRUX65z//qWHDhmnlypUaPHiwJCkvL69OZUpSRkaGZs2aVc8jAmCVHfuP6s3sHO0+WKiObcI0NjFW8REtm7paAAAAQJOwLFCvYBiGx2vTNL3SKiQkJCghIcH9OikpSTk5Ofrb3/7mDtTrWqYkpaenKy0tzf26oKBAsbGxdToOANZ4MztH9y/ZIsMw3NfyC6u+15zRvTUmkesUAAAA/seyQD0iIkKBgYFeLd179+71ahGvzcCBA/Xqq6+6X0dHR9e5TIfDIYfDcdq/E0Dj2LH/qO5fskUuU5Jpliee+Dl9yRZd0LmtOjfzlnV6EwAAAKAqy8aoh4SEqF+/fsrMzPRIz8zMVHJy8mmXs2nTJsXExLhfJyUleZX50Ucf1alMNJwd+49qzvL/6veLNmnO8v9qx/6jTV0l+JA3s3Nq7A1jGIYWZ+c0co0a15vZORr22ErNX/2D3t+yR/NX/6Bhj63UW838uAEAAFA7S7u+p6WlKTU1VYmJiUpKStL8+fO1a9cuTZkyRVJ5l/SffvpJr7zyiqTyGd07d+6sc889V8XFxXr11Ve1ZMkSLVmyxF3m3XffrcGDB2vOnDm6+uqr9c477+jjjz/WZ599ZuWhoBp0WUZ97T5YKLOiJb0K0zS1+2BhI9eo8dCbAAAAADWxNFAfN26cDhw4oNmzZys3N1e9evXSsmXLFBcXJ0nKzc31WFO9uLhY9913n3766SeFhYXp3HPP1fvvv6/LL7/cnSc5OVlvvPGG/vjHP+qhhx7SOeeco8WLF2vAgAFWHgqqIMhAQ+jYJqy8Rb2aYN0wDHVsE9YEtWoc7t4ENRz74uwcTR/RvQlqBgAAgKZm+WRyU6dO1dSpU6vdtnDhQo/Xf/jDH/SHP/zhlGVed911uu666xqiejhDBBloCGMTY/XCqu+r3WaapsY1454Z/tybAAAAALWzPFBH80SQgYYQH9FSc0b31vSK3hmSAg1DpkzNGd27WffK8OfeBPBfTJ4IAMDpIVDHGSHIQEMZkxirXmeHa+S88nkmbr2os24aENesg3TJv3sTwD8xrwkAAKfPslnf0byNTYyttUWdIAN1EdfuZFCeNrxbsw/SpZO9CQIqTXofaBgKMNTsexPA/1Se16TMZXr8nL5ki3bWY8UQVh8BADRHBOo4IwQZQP2NSYzV+3dd5H5960Wd9em9Q2ldRLNj1VKMLHEIAGiu6PqOM+avXZaBhlS1N0GLED6W0fxYMa8Jq48AAJozWtRRL/7YZRkAUDfueU2qcabzmljVSg8AgB0QqAMAAEtZMa8Jq48AAJozAnUAAGApK+Y1saKVHgAAuyBQBwAAlmvoyRNZfQQA0JwRqAMAgEbRkPOasPoIAKA5Y3phAADgk1h9BADQXBGoAwAAn8UShwCA5oiu7wAAAAAA2Ai3nQEAAAA/tWP/Ub2ZnaPdBwvVsU2YxibGKp7hI0CTI1AHAAAA/NCb2Tm6f8kWGYYh0zRlGIZeWPW95ozufcYrMqDpuVymTEku05Rplv9UldemJNMlmaqSZpavnFHx/GS6eWLbqfepUJ5y4nnl9NPIU1lN+atuO7dDuIICm0+HcQJ1AAAAwM/s2H9U9y/ZIlfl6OrEz+lLtuiCzm0bbGJGs2qAWCnYqynwU5Ug0WVWCdKqBHWVX55uYFdDXFjrcZx+3pM/K+pQ/vxkUHsyn1lp28l6V/3/qXjuMk/+n8j9+mQg7q+a26ETqAMAAAB1VF3QVjXpVIHD6QZ+VXNVDt6qvq4cCFYEvNVtW7h2pwwZNdby72t+0ORBXSq1zHoGhBVBocdrySufPweOQH0QqAMAAKBJVAR1ZS7To1tumWnKdJ187rHNZXoEgR6tsJVaF02ZclXq2ns6XXYrB87VBcfNyf9+PixXDUG6KemH/UeVm3+8cSsFwI1AHQAAeGGCqYZ3qtbT+gSCFS2ZFc8rl1e52211v6/qds9W0fKfFS2m5d2RPVtUK/+suk/V7WWVWmYrAm40jfatHDW2pxsntgNoOgTqAADAQ3ObYMo80QpbZpa3sLpbaV2e6VXTvFpb5Rl4StVMtlTxs9J4U7r/wo6GJrTXe1v2VLvNlHRxQmTjVgiABwJ1AADg1pgTTFWnalBdduK1y2Wq9ET36LITwbTLNHWkqNS9739zDyskKKDS/hX5LKsu4LNinGG6fXAXvbD6B/elHmCUB+m3D+6iaGfoGZedm1+oldv2ad+RIrVv5dDQhPaKcYY1TMUBP0GgDgCAzXiMk61hhuIzHUtbdQbkqvu9vv7HGieYMiT9c92PuuuSru6Zh11VWp4rd3+uPNGUKelo8cmgelveYQUHBngE3mcSVB8vKXM/zy8sUWhwYN0KqAZBBvzFkG6R6tyupe5/+ytJ0ohe0RreI7peQfrKbXs1f80P7k8RQ9J7W/bo9sFdNKQbrfTA6SJQBwD4raoTWbkqv65ova0y/tZ1IpKsOh638vJBFd2rK+erHNC6KgW2J+vSBP8B1fh6T0GNE0y5JH2bW6BvcwvOqOzKQfWhYw0TVDc0ggz4m6jwk0H5mH6x9bouc/MLNX/ND+6hH9LJny+s/kEJUeH1ugkA+BMCdQCALbhcpkdQK1UJcl3yCKartuC6XJUD6oou0p6zRJe5n9Mluib+PMEUQQZQPyu37av182PFtr26vn+nRq4V4JssD9SfffZZ/fWvf1Vubq7OPfdczZ07V4MGDao279tvv63nnntOmzdvVlFRkc4991zNnDlTl112mTvPwoULdeutt3rtW1hYqNBQ/ngCaN4qxumWuUyVulwnfponf5adTC+rmAHac5jxGc0AfTJP9d2tvVuDq++6Xd1+FS3MsAd/nmCKIAN2Z/dhGfuOFNU4uMY8sR3A6bE0UF+8eLGmTZumZ599VhdeeKFeeOEFjRw5Ut9++606dfL+Q7d69WoNHz5cjzzyiM466yy99NJLuvLKK7V+/Xr16dPHnS88PFzbtm3z2JcgHYCvMU3Toytw7qHjCgkKOBF4u1TqMlVaZp58XUZAC+tZOcGU3RFkwM58YViGP/fIARqapYH6448/rokTJ2rSpEmSpLlz5+rDDz/Uc889p4yMDK/8c+fO9Xj9yCOP6J133tF7773nEagbhqHo6Ggrqw4ADaLMVR6MHy8p0/FSl4pKynS8xKXjpWUqLnWpsPhkoL7rl2O2HLML/2PFBFO+gCADduUrwzL8uUcO0NACrCq4uLhYGzduVEpKikd6SkqK1q5de1pluFwuHT58WG3btvVIP3LkiOLi4tSxY0eNGjVKmzZtqrWcoqIiFRQUeDwAoKEUl7pUcLxEew8fV84vx/Td3sP6+qd8Ze/8RZ/v+EVbdufrfz8f0a4Dx/RzQZHyC0tUVOKyzeRhQHWqTjBlhyDAakMT2tfaok6QgaZSMSyjOhXDMuygokeOUamyAYZkGM2/Rw7Q0CxrUd+/f7/KysoUFRXlkR4VFaW8vLzTKuOxxx7T0aNHNXbsWHda9+7dtXDhQp133nkqKCjQvHnzdOGFF+rLL79U165dqy0nIyNDs2bNOvODAeD3ikrLlF9Y4n69/ecjJ9LLx4MD8H3+3O0f9uZLwzL8tUcO0NAsn0zOMDzv/5mm6ZVWnUWLFmnmzJl65513FBl58g72wIEDNXDgQPfrCy+8UH379tVTTz2lJ598stqy0tPTlZaW5n5dUFCg2NjYuh4KgGbO5TJVWFKmwoqu6iVlKix2qbCkzN2FvcIvR4vppg40QwQZsCNfG5bRkEu+Af7KskA9IiJCgYGBXq3ne/fu9Wplr2rx4sWaOHGi3nrrLV166aW15g0ICNAFF1yg7du315jH4XDI4bDXBxiApnO8pExFJS53UF5YXKbjpeVpAECQAbth7Dfgfywbox4SEqJ+/fopMzPTIz0zM1PJyck17rdo0SLdcsstev3113XFFVec8veYpqnNmzcrJiam3nUG4PtM01RxqUvHikvdabt/KdT2nw9ry+5D+nzHL9q065C+zS3Qjv1HlZd/3D1mHAAAO2LsN+B/LO36npaWptTUVCUmJiopKUnz58/Xrl27NGXKFEnlXdJ/+uknvfLKK5LKg/Sbb75Z8+bN08CBA92t8WFhYXI6nZKkWbNmaeDAgeratasKCgr05JNPavPmzXrmmWesPBQATai0zKWSMlMlLpdKSsuXLSs+8bOkzKWSsvKly0rKytNMUx7d1H86VEiLGADApzEsA/Avlgbq48aN04EDBzR79mzl5uaqV69eWrZsmeLi4iRJubm52rVrlzv/Cy+8oNLSUt1xxx2644473OkTJkzQwoULJUmHDh3Sbbfdpry8PDmdTvXp00erV69W//79rTwUwCeZZsUa3OaJJV3ME+mVlncxzUrPK5545j2RJPPEi8r53Xub1adXu3+lQXamKY8lyr7fd0SBRoBKXa4TQbjJ7OgAAIhhGYA/sXwyualTp2rq1KnVbqsIviusXLnylOU98cQTeuKJJxqgZoC9lblMlbpccrmkUlf5zOIVj9Iqz12mqdKyE2mmqTJXeQuzr0xGXrn1e/9hJmkDAACAf7M8UAegk12zTwTQpWUulbhMlVVKq+i2XVqp+zYAAAAA/0OgDtTANMtbqF2m5DLLA2eXWd567XKdfF52ojW7lKAbAAAAQAMgUEeTq5gMrKTUVHHF8xNjk0/f6eUtD7ZPBtmmqRPBeHlAbpqegTmql5tfqJXb9mnfkSK1b+XQ0IT2inGGNXW1cALnBwAAwLcRqMMSLlfloLu8hbm49OTr4lKXistcKi1z+cw4apRbuW2v5q/5QYbKb48Ykt7bske3D+6iId1Yx7WpcX4AAAB8H4E66qXyJGD/zT2swADjRABO9N0c5eYXav6aHzxnjT/x84XVPyghKpxlYpoQ5wcAAKB5IFBHnZSUuZRfWHLycazEvS2/sITZupu5ldv2uVtqqzIkrdi2V9f379TItUIFzg8AoDliSBf8EYE6alXmMnX4+MnA/GhR2al3QrO170hRjbMBmCe2o+lwfgAAzQ1DuuCvCNThwTRNHSkqdQfmR46XMoYcbu1bOWptsW3fytHINUJlnB8AQHPCkC74s4CmrgCaXmFxmfLyj2tb3mFl/3hQX/9UoJxfClVQSJAOT0MT2tfaYntxAne2mxLnBwDQnFQM6apOxZAuoLkiUPdT+w4X6bu9h7Xxx4PanHNIO/Yf1S9Hi5kEDrWKcYbp9sFdZFT6qxlgSIYh3T64C3e1mxjnBwDQnDCkC/6Mru9+oLTMpYLjpcrLP+5O+2HfUSZ+wxkZ0i1Sndu11P1vfyVJGtErWsN7RBME2gTnBwDQXDCkC/6MQL0ZcrlMHS4qVUHFOPOiUpmm51JqQH1EhZ8M+sb0i+Wmj81wfvwPMyIDaI6GJrTXe1v2VLuNIV1o7gjUm5Hc/EIdOlaiw8dLVcbgcgDwC8yIDKC5qhjS9cLq8gnlpPIhXaYY0oXmj0C9Gdl9sJAx5gDgR5gRGbAvero0DIZ0wV8RqAMA4KMqZkSuafzmim17dX3/To1cKwD0dGlYDOmCP2LWdwAAfBQzIgP2U7mni8uUx88XVv/gMbkvANSEQB0AAB9VMSNydZgRGWgarP0NoCEQqAMA4KOGJrSvtUWdGZGBxkdPFwANgTHqAAD4KGZE9h1MLOY/WPsbQEMgUIft8GUGAE4fMyLbHxOL+RfW/gbQEAjUYSt8mQGAumNGZPtiCT3/Q08XAA2BMeqwDWZJBQA0N0ws5p+GdItUxrXnuV+P6BWtx8f8mkYHAKeNQB22wZcZAEBzw8Ri/qtqTxda0gHUBYE6bIMvMwCA5oYl9AAAZ8LyQP3ZZ59VfHy8QkND1a9fP61Zs6bW/KtWrVK/fv0UGhqqLl266Pnnn/fKs2TJEvXs2VMOh0M9e/bU0qVLrao+GhFfZgAAzQ1L6AEAzoSlgfrixYs1bdo0Pfjgg9q0aZMGDRqkkSNHateuXdXm37Fjhy6//HINGjRImzZt0gMPPKC77rpLS5YscefJysrSuHHjlJqaqi+//FKpqakaO3as1q9fb+WhoBHwZQYA0NxUTCxmVLoTHWBIhsHEYgCAmlk66/vjjz+uiRMnatKkSZKkuXPn6sMPP9Rzzz2njIwMr/zPP/+8OnXqpLlz50qSevTooezsbP3tb3/T6NGj3WUMHz5c6enpkqT09HStWrVKc+fO1aJFi+pUv2PFpQoqLq3HEVrrWKW6HTuNeh4vKVNpWU2hrlRUUlbt8/poyDLbtAjRb5Pj9eL/7XAH7BWzpP42OV5ntQjW8QaqN+qnod9Ldn9vUibszlfeR/5a5oD4durgDNXD734rSRreI0oXd49UVHgof9eaMV94b/pKmfxdw+k4Vlyq4EB7j+w+nZiugmGaZs2RXT0UFxerRYsWeuutt3Tttde60++++25t3rxZq1at8tpn8ODB6tOnj+bNm+dOW7p0qcaOHatjx44pODhYnTp10j333KN77rnHneeJJ57Q3Llz9eOPP1Zbl6KiIhUVnRzfXFBQoNjYWMVOe1MBjhYNcbgAAAAAANTIVXRMOXPHKj8/X+Hh4bXmteyWw/79+1VWVqaoqCiP9KioKOXl5VW7T15eXrX5S0tLtX///lrz1FSmJGVkZMjpdLofsbGxZ3JIAAAAAABYztKu75JkGJ7Tg5mm6ZV2qvxV0+taZnp6utLS0tyvK1rUP39w2CnvZPiSjT8erLXruz8rKinTlNe+kCQ9f2NfOYIDKROoA195b/pCmVyTaCi+8N705zJhb77yPvLHMvMKjuuBpV+pun7fhiFlXHuex/KHFfrGnWX7ru8FBQWKmXt6eS0L1CMiIhQYGOjV0r13716vFvEK0dHR1eYPCgpSu3btas1TU5mS5HA45HB4zxjeIiRILUIsv1fRaEKDA1UaQKB+Ko7gQIU28B9gfy4T/sdX3pu+UCbXJBqKL7w3/blM2JuvvI/8pcys7w/IkKqdZNqQtPb7A7q+fyevbS1CgmwfqJfWIfa07EhCQkLUr18/ZWZmeqRnZmYqOTm52n2SkpK88n/00UdKTExUcHBwrXlqKhMAAAAA4Bv2HSmqdSWofUeKatjavFh6yyEtLU3/+Mc/9OKLL2rr1q265557tGvXLk2ZMkVSeZf0m2++2Z1/ypQp+vHHH5WWlqatW7fqxRdf1IIFC3Tfffe589x999366KOPNGfOHP33v//VnDlz9PHHH2vatGlWHgoAAACAZiKv4Lj7+Vsbc5SbX9iEtUFl7Vs5VNOgZuPEdn9gab/vcePG6cCBA5o9e7Zyc3PVq1cvLVu2THFxcZKk3NxcjzXV4+PjtWzZMt1zzz165pln1KFDBz355JPupdkkKTk5WW+88Yb++Mc/6qGHHtI555yjxYsXa8CAAVYeCgAAAIBmYOW2vZq/5gf36+Vf5+mDr/N0++AuGtItsglrBkkamtBe723ZU+02U9LFCf5xjiwfoD116lRNnTq12m0LFy70ShsyZIi++OKLWsu87rrrdN111zVE9QAAAAD4idz8Qs1f84PHRGWuE89fWP2DEqLCFe30nqgMjSfGGabbB3fRC6t/cI9Vr/h5++AufnN+ms9MagAAAABQi5Xb9tU6UdmKbXurnagMjWtIt0glRIVrxba92nekSO1bOXRxQqTfBOkSgToAAAAAP8FEZb4j2hnq1zdN7D1/PQAAAAA0ECYqg68gUAcAAADgF4YmtK+1Rd1fJiqD/RGoAwAAAPALFROVGYYUYMjjpz9NVAb7Y4w6AAAAAL/BRGXwBQTqAIBTyis47n7+1sYcXdojSjHOsCasEQA0HD7j/I+/T1QG+6PrOwCgViu37dUDS79yv17+dZ7ufetLrfrf3iasFQA0DD7jANgRgXozUtMMlgBwpnLzCzV/zQ8yK8284zIl05ReWP2D8vKP17wzqlW15S43v7AJawP4Nz7jANgVgXoz0rdTG/WMCdfZZ4WplSNIBpE7gHpauW1frcvYrNhGi1Nd0HIH2AufcQDsijHqzUhAgCFni2A5WwRLkkrKXCooLFH+icfxElcT1xCAr9l3pKjWZWz2HSlqzOr4tJpa7qTylruEqHAmMgIaGZ9xAOyKFvVmLDgwQO1aOdSlfSv16dRGfTqdpXPat1REqxCFBNHc7i/oZov6aN/KUWtrU/tWjsasjk+j5Q6wHz7jANgVgbofCQ0OVGR4qLpGtVa/uLbq3dGpuHYtdFaLYAUGELg3R3SzRX0NTWhfa2vTxQmRjVkdn0bLHWA/fMYBsCsCdT/W0hGkDmeFqUdMuC7o3EY9O4SrY5swtQ5lfHtzwAQ5aAgxzjDdPriLDEMKMOTx8/bBXeiqXQe03AH2w2ccALtijDokSYZhyBkWLGdYsGIllblMj/Htx4rLmrqKqKOKbrbVtRRUdLNl/VCcjiHdIpUQFa4V2/Zq35EitW/l0MUJkXyBraOhCe313pY91W6j5Q5ngrW/GwafcUD98XnU8AjUUa3AAENtWoaoTcsQSVJxqcsdtOcXlqi4lInp7I5utmhI0c5QbuzUU0XL3Qurf3DfRKv4Scsd6mrltr2av+YH9+vlX+fpg6/zdPvgLhrSjZs+dcVnHHDm+DyyBoE6TktIUIDat3aofevyrpmFxWXuoL3geIlKy2oKCdFUKrrZ1tSiTjdboPHRcoeGwAoCAOyCzyPrEKjjjISFBCosJFDRzlCZpqljxWUqLnWppMyl4jKXSsrM8ucn0krKTJW5COYbE91sAXui5Q71xdAmAHbB55F1CNRRb4ZhqKUjSC1P0UBb5jJVXFoRyJ94lJqer08E9SYxfb3RzRYAmieGNgGwCz6PrEOgjkYTGGCUt8QrsNZ8plkevNfUAn8mQfyx4lL38x4dWissKEgu01SZacpllt8YcJmmXKbkcpknn5umzBPPy1yeeX1hZny62QJA88PQJgB2weeRdQjUYTuGYcgRVHswX/cyTz4PDw1Wi5D6v/UrB//949soODBQpa7yHgGlJ240lLjKn5eUmSp1uVR6YkhAqctstHH9dLMFgOaFoU0A7ILPI+sQqAMNwDAMhQQFKEQBp72PaZruAL4iuD9y/GTwHxnuUEhggEpd5eP7y1ymSk+06pe5GB4AAP6KoU2APfnjEmV8HlmHQB1oIuXBveER3IeFnOxJEB/RstaW/9Iyl8rMSgH8iZ9lVQL7iuemyoP7igC/4nVlplmefvJ5RfqJNFUeelBdvpryAgAaEkObAHvx5yXK+DyyBoE64KOCAgN85gJ2B+9Vgn+PAP/EjYPSE8MFisvKhwqUlpXPWVDqKp98sMTlUkmpSywiAMDfMbQJsAeWKOPzyAqn30+3jg4ePKjU1FQ5nU45nU6lpqbq0KFDNeYvKSnR9OnTdd5556lly5bq0KGDbr75Zu3Z4znmYejQoTIMw+Mxfvx4qw4DQAOouFYDAgwFnngEBQYo+MQjJChAjqBAhQYHqpUjSGe1CFFk61B1OCtMndq10K8iW6l7dLjO6+hU305tNKBLO/WPb6s+nc5Sr7PD1T26tc5p31Kd2rVQjDNU7VuHyBkWrJaOQIUE+cCsfwAAwGdVLFFWnYolyoC6sqxB7oYbbtDu3bu1fPlySdJtt92m1NRUvffee9XmP3bsmL744gs99NBDOv/883Xw4EFNmzZNV111lbKzsz3yTp48WbNnz3a/Dgtr3mM/AHgrD/jLg/tTKS1z6XipS4XFZTpeUqbCkjL3c1rmAQBAfbBEGaxgSaC+detWLV++XOvWrdOAAQMkSX//+9+VlJSkbdu2KSEhwWsfp9OpzMxMj7SnnnpK/fv3165du9Sp08muFC1atFB0dLQVVQfQDAUFBqhVYIBaOTw/8kzTVFGpyx28Hy8pD+YLS8pUXOpqotoCAABfwhJlsIIlXd+zsrLkdDrdQbokDRw4UE6nU2vXrj3tcvLz82UYhs466yyP9Ndee00RERE699xzdd999+nw4cO1llNUVKSCggKPBwAYhqHQ4ECd1SJEMc4wxUe0VM8O4eoX10b949uqd0enuka1Usc2YYpoFaKWjkAFBtCVHgAAnDQ0oX2tLeosUYYzYUmLel5eniIjvd+QkZGRysvLO60yjh8/rvvvv1833HCDwsPD3ek33nij4uPjFR0dra+//lrp6en68ssvvVrjK8vIyNCsWbPqfiBoNnYeOOp+/njm/3TjgDjFR7RswhrB7gIDDLV0BKmlw/tjsqi0vPW9qLRMRSXlLfIVLfMlZfSlBwDAn7BEGaxQp0B95syZpwx4N2zYIKm8paoq0zSrTa+qpKRE48ePl8vl0rPPPuuxbfLkye7nvXr1UteuXZWYmKgvvvhCffv2rba89PR0paWluV8XFBQoNjb2lPVA8/Bmdo7uX7LF/fqlz3bqxc92aM7o3hqTyPsAdecICpQjKFBSsNe2ivHwRSVlOn4ieC8qcel4aXl3epasA4D68ce1qmF/LFGGhlanQP3OO+885QzrnTt31pYtW/Tzzz97bdu3b5+ioqJq3b+kpERjx47Vjh079Omnn3q0plenb9++Cg4O1vbt22sM1B0OhxwOxob4ox37j+r+JVs8JgwrOxEpTV+yRRd0bqvOtKyjAdU0Hl6SXK7yMfEVLfKVW+IrlqMDANTMn9eqhv35yhJl3OzyDXUK1CMiIhQREXHKfElJScrPz9fnn3+u/v37S5LWr1+v/Px8JScn17hfRZC+fft2rVixQu3atTvl7/rmm29UUlKimJiY0z8Q+I03s3PKe3FU04xpGIYWZ+do+ojuTVAz+KOAAENhIYEKC6l+pnrTNFXmMsvXkneZKiszVepyudNO/nSdWG/e9NhWxhT2AJox1qoG6o+bXb7DkjHqPXr00IgRIzR58mS98MILksqXZxs1apTHjO/du3dXRkaGrr32WpWWluq6667TF198of/85z8qKytzj2dv27atQkJC9P333+u1117T5ZdfroiICH377be699571adPH1144YVWHAp83O6DhTJr6GtsmqZ2Hyxs5BoBNTMMQ0GBhoJOveJctVweAb2r/Avsibe/eeKJ6X594ueJhJOvPfNX+eGRx/260lbvbVVeV8pwrKjM/TzGGSpHcKBcpinTNOUyJZdpyuUq/ymdeH0i3Z3HZVq+xB4tD4A9VKxVXdPM2iu27fWJ1kygqXCzy7dYto76a6+9prvuukspKSmSpKuuukpPP/20R55t27YpPz9fkrR79269++67kqRf//rXHvlWrFihoUOHKiQkRJ988onmzZunI0eOKDY2VldccYVmzJihwMAz/GaLZq1jm7BaW9Q7tuHLNpqPgABDIe5Z6e3/mXisuNT9vFO7FmoRcuZ/klyu8tsFR4pK3Gm9zg4vD/5PBPNlrvIAv+xEzwXzRFr5DQBTZSduCri3maYyv83Tsyu/d5dJywPQdFirGv6oIW8Wc7PLt1gWqLdt21avvvpqrXkqt6x07ty5xpbPCrGxsVq1alWD1A/+YWxirF5Y9X2120zT1DgmkwOaTEOuxhBw4gZFcODJVUdbOoLqFfzv2H9Uz638vtqWh/mrf9Dovh0V27aFTLO8V4G7td9V5bUpj14CpspvLEie9xBr6png2ZvBrCG9cs1r/lta25/ZGgOgSsdRtXdDxXFJJ3s4mKf4PcCZYq1q+JuG7qbOzS7fYlmgDthBfERLzRndW9OXbJFhGO6VB0zT1JzRvZlIDmgivrAaw6nmuHh700/McVEDs1Jg7zpxI6P8hoXcPRhcrvJeC6Uul/u5q2K+hYrn5sn5Fyp6P5S5xHwMfmpoQnu9t2VPtdtYqxrNjRXd1LnZ5VsI1NHsjUmM1QWd22pxdo52HyxUxzZhGpcYS5AONBFfWY2BOS7OnGEYMgwpQKdekvVMVQ7eK+ZmqJiQsazSjYCagn/39kp5/D3+t/t8DKxVDX9iRTd1bnb5FgJ1+IXOES1p+QJswldWY2COC3sLDDAUGNCwNwKqBvoVQxVM82SX/oreAhXpFT0GTvw7OdxBlfJW7lXQoDU+WW/Je1LIihTvSSQrXp/c/uE3eZr3yXZ3mRVdbO+8+Fe6pHukx1CHimNsCqxVDX9hRTd1bnb5FgJ1AECj8pWWaua48D/ulReauiKNbMf+o3ryk+3VdrF9ZsV3Gt23o1cvl6rDG07eoPCcr+Fo0clJI7tEtHSv7lAxaaN7KESlcjy3nZwIsuK5r6xVDdSHVd3UudnlO/ztbxEAoIn5Sks1c1zAX5xJL5fTHd4QHHRye/twR70meKzgcpnVzn9QcZPA3QPCdXL7yd4Rnj0kPHpNVJ7Escp/hVklXKruXmPVpNomST6dDgm191qo3HPD+//B3WuiSm+OysfuVYbJ8A87sbKbOje7fAOBOgCgUflSSzVzXMAf+EovlwoBAYal8x/4u4obIR5DOTx6P0iq9LqmfFVvHLiq3CRwVbe90g2GyjdRXJVuLJQ/8+R5k+Xki9ry2R3d1EGgDgBoVL7WUs0cF2jurOzl0pDLMKJx+MuNkFMtC13foN5rfouqc0ZU7f1QJb9MqWdMuC4/L0ZLv/hJe/ILFeMM01Xnd1DHNmEeN0iq3hipPKdERZk15T1ljxMfurnR3BCoAzbCFxr4C6taqrmGgLqzqpeLLyzDCP9lGLXfjDjF5tP9LfUuoXeLs9S741n1r0o9VJ6TonIQr0rPK99oqEg/WUDlp5V6PHgNMfH8ndWnV1+WTCmwYU6abRjmqW4nNUMFBQVyOp3Kz89XeHh4U1cHPupYcal6PvyhJOnb2ZfVe9xdxReaivFhgYYhUyZfaIDTxDUEnLm3snNq7OVyJtfPjv1HNeyxldWOeQ4wpE/vHWq73jMAYLW6xKG0qAM24CvrSgN2xTUE1E9D93LxlWUYAcCuCNQBG+ALDVA/XENA/TXkfAy+NkEdANhNQFNXAABfaID64hoC7MU9QV017LQMIwDYFYE6YAN8oQHqh2sIsJexibG13jyz0zKMAGBHBOqADfCFBqgfriHAXiqWYQwwpMAAw+OnHZdhBAC7IVAHzlDVZaB27D9aS+7a8YUGqB+uIcB+xiTG6tN7h+q2wV10Re8Oum1wF31671BWYQCA08DybCzPhjNg1TJQO/cfbfB1pQF/wjUEAADsqi5xKIE6gTrqiLVhAQAAANRVXeJQur4DdeReBqoaFctAAQAAAMCZIlAH6ohloAAAAABYiUAdqCOWgQIAAABgJQJ1oI5YBgoAAACAlQjUgTpiGSgAAAAAVgpq6goAvmhMYqwu6NyWZaAAAAAANDgCdeAMdY5oqekjujd1NQAAAAA0M5Z1fT948KBSU1PldDrldDqVmpqqQ4cO1brPLbfcIsMwPB4DBw70yFNUVKTf//73ioiIUMuWLXXVVVdp9+7dVh0GAAAAAACNyrJA/YYbbtDmzZu1fPlyLV++XJs3b1Zqauop9xsxYoRyc3Pdj2XLlnlsnzZtmpYuXao33nhDn332mY4cOaJRo0aprKzMqkMBAAAAAKDRWNL1fevWrVq+fLnWrVunAQMGSJL+/ve/KykpSdu2bVNCQkKN+zocDkVHR1e7LT8/XwsWLNA///lPXXrppZKkV199VbGxsfr444912WWXNfzBAAAAAADQiCxpUc/KypLT6XQH6ZI0cOBAOZ1OrV27ttZ9V65cqcjISHXr1k2TJ0/W3r173ds2btyokpISpaSkuNM6dOigXr161VpuUVGRCgoKPB4AAAAAANiRJYF6Xl6eIiMjvdIjIyOVl5dX434jR47Ua6+9pk8//VSPPfaYNmzYoEsuuURFRUXuckNCQtSmTRuP/aKiomotNyMjwz1W3ul0KjaWda4BAAAAAPZUp0B95syZXpO9VX1kZ2dLkgzD8NrfNM1q0yuMGzdOV1xxhXr16qUrr7xSH3zwgf73v//p/fffr7Vepyo3PT1d+fn57kdOTs5pHjEAAAAAAI2rTmPU77zzTo0fP77WPJ07d9aWLVv0888/e23bt2+foqKiTvv3xcTEKC4uTtu3b5ckRUdHq7i4WAcPHvRoVd+7d6+Sk5NrLMfhcMjhcJz27wUAAAAAoKnUKVCPiIhQRETEKfMlJSUpPz9fn3/+ufr37y9JWr9+vfLz82sNqKs6cOCAcnJyFBMTI0nq16+fgoODlZmZqbFjx0qScnNz9fXXX+vRRx+ty6EAAAAAAGBLloxR79Gjh0aMGKHJkydr3bp1WrdunSZPnqxRo0Z5zPjevXt3LV26VJJ05MgR3XfffcrKytLOnTu1cuVKXXnllYqIiNC1114rSXI6nZo4caLuvfdeffLJJ9q0aZNuuukmnXfeee5Z4AEAAAAA8GWWLM8mSa+99pruuusu9wztV111lZ5++mmPPNu2bVN+fr4kKTAwUF999ZVeeeUVHTp0SDExMbr44ou1ePFitW7d2r3PE088oaCgII0dO1aFhYUaNmyYFi5cqMDAQKsOBQAAAACARmOYpmk2dSUaW0FBgZxOp/Lz8xUeHt7U1QEAAAAANHN1iUMt6foOAAAAAADODIE6AAAAAAA2QqAOAAAAAICNEKgDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2QqAOAAAAAICNEKgDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgI5YF6gcPHlRqaqqcTqecTqdSU1N16NChWvcxDKPax1//+ld3nqFDh3ptHz9+vFWHAQAAAABAowqyquAbbrhBu3fv1vLlyyVJt912m1JTU/Xee+/VuE9ubq7H6w8++EATJ07U6NGjPdInT56s2bNnu1+HhYU1YM0BAAAAAGg6lgTqW7du1fLly7Vu3ToNGDBAkvT3v/9dSUlJ2rZtmxISEqrdLzo62uP1O++8o4svvlhdunTxSG/RooVXXgAAAAAAmgNLur5nZWXJ6XS6g3RJGjhwoJxOp9auXXtaZfz88896//33NXHiRK9tr732miIiInTuuefqvvvu0+HDh2stq6ioSAUFBR4PAAAAAADsyJIW9by8PEVGRnqlR0ZGKi8v77TKePnll9W6dWv95je/8Ui/8cYbFR8fr+joaH399ddKT0/Xl19+qczMzBrLysjI0KxZs+p2EAAAAAAANIE6tajPnDmzxgnfKh7Z2dmSyieGq8o0zWrTq/Piiy/qxhtvVGhoqEf65MmTdemll6pXr14aP368/vWvf+njjz/WF198UWNZ6enpys/Pdz9ycnLqcNQAAAAAADSeOrWo33nnnaecYb1z587asmWLfv75Z69t+/btU1RU1Cl/z5o1a7Rt2zYtXrz4lHn79u2r4OBgbd++XX379q02j8PhkMPhOGVZAAAAAAA0tToF6hEREYqIiDhlvqSkJOXn5+vzzz9X//79JUnr169Xfn6+kpOTT7n/ggUL1K9fP51//vmnzPvNN9+opKREMTExpz4AAAAAAABszpLJ5Hr06KERI0Zo8uTJWrdundatW6fJkydr1KhRHjO+d+/eXUuXLvXYt6CgQG+99ZYmTZrkVe7333+v2bNnKzs7Wzt37tSyZcs0ZswY9enTRxdeeKEVhwIAAAAAQKOyJFCXymdmP++885SSkqKUlBT17t1b//znPz3ybNu2Tfn5+R5pb7zxhkzT1PXXX+9VZkhIiD755BNddtllSkhI0F133aWUlBR9/PHHCgwMtOpQAAAAAABoNIZpmmZTV6KxFRQUyOl0Kj8/X+Hh4U1dHQAAAABAM1eXONSyFnUAAAAAAFB3BOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2QqAOAAAAAICNEKgDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2QqAOAAAAAICNWBao/7//9/+UnJysFi1a6KyzzjqtfUzT1MyZM9WhQweFhYVp6NCh+uabbzzyFBUV6fe//70iIiLUsmVLXXXVVdq9e7cFRwAAAAAAQOOzLFAvLi7WmDFj9Lvf/e6093n00Uf1+OOP6+mnn9aGDRsUHR2t4cOH6/Dhw+4806ZN09KlS/XGG2/os88+05EjRzRq1CiVlZVZcRgAAAAAADQqwzRN08pfsHDhQk2bNk2HDh2qNZ9pmurQoYOmTZum6dOnSypvPY+KitKcOXN0++23Kz8/X+3bt9c///lPjRs3TpK0Z88excbGatmyZbrssstOq04FBQVyOp3Kz89XeHh4vY4PAAAAAIBTqUscGtRIdTqlHTt2KC8vTykpKe40h8OhIUOGaO3atbr99tu1ceNGlZSUeOTp0KGDevXqpbVr19YYqBcVFamoqMj9Oj8/X1L5fxQAAAAAAFariD9Pp63cNoF6Xl6eJCkqKsojPSoqSj/++KM7T0hIiNq0aeOVp2L/6mRkZGjWrFle6bGxsfWtNgAAAAAAp+3w4cNyOp215qlToD5z5sxqA97KNmzYoMTExLoU68EwDI/Xpml6pVV1qjzp6elKS0tzv3a5XPrll1/Url27U5bd1AoKChQbG6ucnBy66dsQ58feOD/2xzmyN86P/XGO7I3zY2+cH/trbufINE0dPnxYHTp0OGXeOgXqd955p8aPH19rns6dO9elSLfo6GhJ5a3mMTEx7vS9e/e6W9mjo6NVXFysgwcPerSq7927V8nJyTWW7XA45HA4PNJOdyZ6uwgPD28Wb87mivNjb5wf++Mc2Rvnx/44R/bG+bE3zo/9NadzdKqW9Ap1CtQjIiIUERFxRhU6lfj4eEVHRyszM1N9+vSRVD5z/KpVqzRnzhxJUr9+/RQcHKzMzEyNHTtWkpSbm6uvv/5ajz76qCX1AgAAAACgMVk2Rn3Xrl365ZdftGvXLpWVlWnz5s2SpF/96ldq1aqVJKl79+7KyMjQtddeK8MwNG3aND3yyCPq2rWrunbtqkceeUQtWrTQDTfcIKn87sPEiRN17733ql27dmrbtq3uu+8+nXfeebr00kutOhQAAAAAABqNZYH6ww8/rJdfftn9uqKVfMWKFRo6dKgkadu2be4Z2CXpD3/4gwoLCzV16lQdPHhQAwYM0EcffaTWrVu78zzxxBMKCgrS2LFjVVhYqGHDhmnhwoUKDAy06lCalMPh0IwZM7y67sMeOD/2xvmxP86RvXF+7I9zZG+cH3vj/NifP58jy9dRBwAAAAAApy+gqSsAAAAAAABOIlAHAAAAAMBGCNQBAAAAALARAnUAAAAAAGyEQN3Gnn32WcXHxys0NFT9+vXTmjVrmrpKOGHmzJkyDMPjER0d3dTV8lurV6/WlVdeqQ4dOsgwDP373//22G6apmbOnKkOHTooLCxMQ4cO1TfffNM0lfVDpzo/t9xyi9f1NHDgwKaprB/KyMjQBRdcoNatWysyMlLXXHONtm3b5pGHa6hpnc454jpqOs8995x69+6t8PBwhYeHKykpSR988IF7O9dP0zrV+eHasZeMjAz3st0V/PUaIlC3qcWLF2vatGl68MEHtWnTJg0aNEgjR47Url27mrpqOOHcc89Vbm6u+/HVV181dZX81tGjR3X++efr6aefrnb7o48+qscff1xPP/20NmzYoOjoaA0fPlyHDx9u5Jr6p1OdH0kaMWKEx/W0bNmyRqyhf1u1apXuuOMOrVu3TpmZmSotLVVKSoqOHj3qzsM11LRO5xxJXEdNpWPHjvrLX/6i7OxsZWdn65JLLtHVV1/tDiS4fprWqc6PxLVjFxs2bND8+fPVu3dvj3S/vYZM2FL//v3NKVOmeKR1797dvP/++5uoRqhsxowZ5vnnn9/U1UA1JJlLly51v3a5XGZ0dLT5l7/8xZ12/Phx0+l0ms8//3wT1NC/VT0/pmmaEyZMMK+++uomqQ+87d2715Rkrlq1yjRNriE7qnqOTJPryG7atGlj/uMf/+D6samK82OaXDt2cfjwYbNr165mZmamOWTIEPPuu+82TdO//wbRom5DxcXF2rhxo1JSUjzSU1JStHbt2iaqFaravn27OnTooPj4eI0fP14//PBDU1cJ1dixY4fy8vI8rieHw6EhQ4ZwPdnIypUrFRkZqW7dumny5Mnau3dvU1fJb+Xn50uS2rZtK4lryI6qnqMKXEdNr6ysTG+88YaOHj2qpKQkrh+bqXp+KnDtNL077rhDV1xxhS699FKPdH++hoKaugLwtn//fpWVlSkqKsojPSoqSnl5eU1UK1Q2YMAAvfLKK+rWrZt+/vln/fnPf1ZycrK++eYbtWvXrqmrh0oqrpnqrqcff/yxKaqEKkaOHKkxY8YoLi5OO3bs0EMPPaRLLrlEGzdulMPhaOrq+RXTNJWWlqaLLrpIvXr1ksQ1ZDfVnSOJ66ipffXVV0pKStLx48fVqlUrLV26VD179nQHElw/Taum8yNx7djBG2+8oS+++EIbNmzw2ubPf4MI1G3MMAyP16ZpeqWhaYwcOdL9/LzzzlNSUpLOOeccvfzyy0pLS2vCmqEmXE/2NW7cOPfzXr16KTExUXFxcXr//ff1m9/8pglr5n/uvPNObdmyRZ999pnXNq4he6jpHHEdNa2EhARt3rxZhw4d0pIlSzRhwgStWrXKvZ3rp2nVdH569uzJtdPEcnJydPfdd+ujjz5SaGhojfn88Rqi67sNRUREKDAw0Kv1fO/evV53k2APLVu21Hnnnaft27c3dVVQRcVs/FxPviMmJkZxcXFcT43s97//vd59912tWLFCHTt2dKdzDdlHTeeoOlxHjSskJES/+tWvlJiYqIyMDJ1//vmaN28e149N1HR+qsO107g2btyovXv3ql+/fgoKClJQUJBWrVqlJ598UkFBQe7rxB+vIQJ1GwoJCVG/fv2UmZnpkZ6Zmank5OQmqhVqU1RUpK1btyomJqapq4Iq4uPjFR0d7XE9FRcXa9WqVVxPNnXgwAHl5ORwPTUS0zR155136u2339ann36q+Ph4j+1cQ03vVOeoOlxHTcs0TRUVFXH92FTF+akO107jGjZsmL766itt3rzZ/UhMTNSNN96ozZs3q0uXLn57DdH13abS0tKUmpqqxMREJSUlaf78+dq1a5emTJnS1FWDpPvuu09XXnmlOnXqpL179+rPf/6zCgoKNGHChKauml86cuSIvvvuO/frHTt2aPPmzWrbtq06deqkadOm6ZFHHlHXrl3VtWtXPfLII2rRooVuuOGGJqy1/6jt/LRt21YzZ87U6NGjFRMTo507d+qBBx5QRESErr322iastf+444479Prrr+udd95R69at3a0WTqdTYWFh7vVsuYaazqnO0ZEjR7iOmtADDzygkSNHKjY2VocPH9Ybb7yhlStXavny5Vw/NlDb+eHaaXqtW7f2mG9DKu+p2q5dO3e6315DTTTbPE7DM888Y8bFxZkhISFm3759PZZhQdMaN26cGRMTYwYHB5sdOnQwf/Ob35jffPNNU1fLb61YscKU5PWYMGGCaZrlS3vMmDHDjI6ONh0Ohzl48GDzq6++atpK+5Hazs+xY8fMlJQUs3379mZwcLDZqVMnc8KECeauXbuautp+o7pzI8l86aWX3Hm4hprWqc4R11HT+u1vf+v+vta+fXtz2LBh5kcffeTezvXTtGo7P1w79lR5eTbT9N9ryDBN02zMGwMAAAAAAKBmjFEHAAAAAMBGCNQBAAAAALARAnUAAAAAAGyEQB0AAAAAABshUAcAAAAAwEYI1AEAAAAAsBECdQAAAAAAbIRAHQAAAAAAGyFQBwAAAADARgjUAQAAAACwEQJ1AAAAAABshEAdAAAAAAAbIVAHAAAAAMBGCNQBAAAAALARAnUAgM9buHChDMNwP4KCgtSxY0fdeuut+umnnxr0dz3yyCP697//7ZW+cuVKGYahlStX1rnMM9n33XfflWEYateunYqKiur8Oytbu3atZs6cqUOHDtWrHF9hGIZmzpxZ5/2OHTummTNnVnueKt6DO3furHf9AAAgUAcANBsvvfSSsrKylJmZqcmTJ2vRokUaNGiQjh492mC/o6ZAvW/fvsrKylLfvn0b7HfVZsGCBZKkX375pdr61MXatWs1a9YsvwnUz9SxY8c0a9asagP1K664QllZWYqJiWn8igEAmh0CdQBAs9GrVy8NHDhQF198sWbMmKE//OEP2rFjR70DWUkqLCysdXt4eLgGDhyo8PDwev+uU8nLy9OyZct0ySWXKDQ01B20N2fHjh2rcdupzk1jaN++vQYOHCiHw9HUVQEANAME6gCAZmvgwIGSpB9//FGSNGvWLA0YMEBt27ZVeHi4+vbtqwULFsg0TY/9OnfurFGjRuntt99Wnz59FBoaqlmzZskwDB09elQvv/yyu5v90KFDJVXffT07O1vjx49X586dFRYWps6dO+v666931+dMvfzyyyotLdU999yj3/zmN/rkk0+8yty5c6cMw9DChQu99q/c9XvmzJn6//6//0+SFB8f7z6uiuNwuVx69NFH1b17dzkcDkVGRurmm2/W7t27vcpdvny5hg0bJqfTqRYtWqhHjx7KyMjwyPPuu+8qKSlJLVq0UOvWrTV8+HBlZWV55Jk5c6YMw9AXX3yh6667Tm3atNE555wjqeZzI5XfwLj99tvVsWNHhYSEKD4+XrNmzVJpaWmt/5/79u3T1KlT1bNnT7Vq1UqRkZG65JJLtGbNGo//z/bt20uS+71gGIZuueUWSTV3fX/xxRd1/vnnKzQ0VG3bttW1116rrVu3euS55ZZb1KpVK3333Xe6/PLL1apVK8XGxuree++t97AGAIBvCmrqCgAAYJXvvvtOktwB1s6dO3X77berU6dOkqR169bp97//vX766Sc9/PDDHvt+8cUX2rp1q/74xz8qPj5eLVu21DXXXKNLLrlEF198sR566CFJqrUFfefOnUpISND48ePVtm1b5ebm6rnnntMFF1ygb7/9VhEREWd0XC+++KJiYmI0cuRIhYWF6fXXX9fChQs1Y8aMOpc1adIk/fLLL3rqqaf09ttvu7tu9+zZU5L0u9/9TvPnz9edd96pUaNGaefOnXrooYe0cuVKffHFF+5jWLBggSZPnqwhQ4bo+eefV2RkpP73v//p66+/dv+u119/XTfeeKNSUlK0aNEiFRUV6dFHH9XQoUP1ySef6KKLLvKo229+8xuNHz9eU6ZM8Ri+UN25ycvLU//+/RUQEKCHH35Y55xzjrKysvTnP/9ZO3fu1EsvvVTj/8Evv/wiSZoxY4aio6N15MgRLV261F2voUOHKiYmRsuXL9eIESM0ceJETZo0SdLJ91Z1MjIy9MADD+j6669XRkaGDhw4oJkzZyopKUkbNmxQ165d3XlLSkp01VVXaeLEibr33nu1evVq/elPf5LT6fR6bwIA/IAJAICPe+mll0xJ5rp168ySkhLz8OHD5n/+8x+zffv2ZuvWrc28vDyvfcrKysySkhJz9uzZZrt27UyXy+XeFhcXZwYGBprbtm3z2q9ly5bmhAkTvNJXrFhhSjJXrFhRYz1LS0vNI0eOmC1btjTnzZtXp30rrF692pRk3n///aZpmqbL5TLj4+PNuLg4j2PYsWOHKcl86aWXvMqQZM6YMcP9+q9//aspydyxY4dHvq1bt5qSzKlTp3qkr1+/3pRkPvDAA6Zpmubhw4fN8PBw86KLLvKoQ2VlZWVmhw4dzPPOO88sKytzpx8+fNiMjIw0k5OT3WkzZswwJZkPP/ywVzk1nZvbb7/dbNWqlfnjjz96pP/tb38zJZnffPNNjcdfVWlpqVlSUmIOGzbMvPbaa93p+/btq3Hfivdgxf/hwYMHzbCwMPPyyy/3yLdr1y7T4XCYN9xwgzttwoQJpiTzzTff9Mh7+eWXmwkJCTXWEwDQfNH1HQDQbAwcOFDBwcFq3bq1Ro0apejoaH3wwQeKioqSJH366ae69NJL5XQ6FRgYqODgYD388MM6cOCA9u7d61FW79691a1bt3rV58iRI5o+fbp+9atfKSgoSEFBQWrVqpWOHj3q1f35dFWMR//tb38rSe7u1z/++KM++eSTetW3qhUrVkiSu3t3hf79+6tHjx7u37d27VoVFBRo6tSpMgyj2rK2bdumPXv2KDU1VQEBJ79+tGrVSqNHj9a6deu8xqGPHj262rKqOzf/+c9/dPHFF6tDhw4qLS11P0aOHClJWrVqVa3H+vzzz6tv374KDQ1VUFCQgoOD9cknn5zxecrKylJhYaHX/11sbKwuueQSr3NlGIauvPJKr+Os7zAJAIBvIlAHADQbr7zyijZs2KBNmzZpz5492rJliy688EJJ0ueff66UlBRJ0t///nf93//9nzZs2KAHH3xQkveEZA0xe/cNN9ygp59+WpMmTdKHH36ozz//XBs2bFD79u3PaAK0w4cP66233lL//v3Vvn17HTp0SIcOHdK1114rwzAafFK5AwcOSKr+/6JDhw7u7fv27ZMkdezY8YzLcrlcOnjwoEd6TeeguvSff/5Z7733noKDgz0e5557riRp//79Ndbt8ccf1+9+9zsNGDBAS5Ys0bp167RhwwaNGDHijCeqO93/uwotWrRQaGioR5rD4dDx48fP6PcDAHwbY9QBAM1Gjx49lJiYWO22N954Q8HBwfrPf/7jERDVNCN8TS3Dpys/P1//+c9/NGPGDN1///3u9KKiIveY6LpatGiRjh07ps8//1xt2rTx2r506VIdPHhQbdq0cR9j1cnIqgaItWnXrp0kKTc31ysI37Nnj3t8esU47eommKuurKr27NmjgIAAr2Oq6RxUlx4REaHevXvr//2//1ftPh06dKixbq+++qqGDh2q5557ziP98OHDNe5zKqc63jOdnwAA4B9oUQcA+AXDMBQUFKTAwEB3WmFhof75z3/WqRyHw3FarayGYcg0Ta/luv7xj3+orKysTr+zwoIFC9S6dWt98sknWrFihcfjr3/9q4qKivTaa69JkqKiohQaGqotW7Z4lPHOO+9Ue0ySd6+CSy65RFJ5IFvZhg0btHXrVg0bNkySlJycLKfTqeeff95rBv0KCQkJOvvss/X666975Dl69KiWLFningn+TI0aNUpff/21zjnnHCUmJno9agvUDcPwOk9btmzxmo2+pv+n6iQlJSksLMzr/2737t369NNP3f93AABUhxZ1AIBfuOKKK/T444/rhhtu0G233aYDBw7ob3/7W53XvT7vvPO0cuVKvffee4qJiVHr1q2VkJDglS88PFyDBw/WX//6V0VERKhz585atWqVFixYoLPOOqvO9f/666/1+eef63e/+507gK7swgsv1GOPPaYFCxbozjvvlGEYuummm/Tiiy/qnHPO0fnnn6/PP/9cr7/+erXHJEnz5s3ThAkTFBwcrISEBCUkJOi2227TU089pYCAAI0cOdI963tsbKzuueceSeXjzB977DFNmjRJl156qSZPnqyoqCh99913+vLLL/X0008rICBAjz76qG688UaNGjVKt99+u4qKivTXv/5Vhw4d0l/+8pc6/59UNnv2bGVmZio5OVl33XWXEhISdPz4ce3cuVPLli3T888/X2PX/FGjRulPf/qTZsyYoSFDhmjbtm2aPXu24uPjPZZ2a926teLi4vTOO+9o2LBhatu2rfvcVnXWWWfpoYce0gMPPKCbb75Z119/vQ4cOKBZs2YpNDT0jGboBwD4kSaezA4AgHqrmHF7w4YNteZ78cUXzYSEBNPhcJhdunQxMzIyzAULFnjNeB4XF2deccUV1ZaxefNm88ILLzRbtGhhSjKHDBlimmb1M7fv3r3bHD16tNmmTRuzdevW5ogRI8yvv/7ajIuL85g5/nRmfZ82bZopydy8eXONee6//35Tkrlx40bTNE0zPz/fnDRpkhkVFWW2bNnSvPLKK82dO3dWO3N5enq62aFDBzMgIMCjLmVlZeacOXPMbt26mcHBwWZERIR50003mTk5OV6/f9myZeaQIUPMli1bmi1atDB79uxpzpkzxyPPv//9b3PAgAFmaGio2bJlS3PYsGHm//3f/3nkqZj1fd++fV6/o7Zzs2/fPvOuu+4y4+PjzeDgYLNt27Zmv379zAcffNA8cuSIO1/V4y8qKjLvu+8+8+yzzzZDQ0PNvn37mv/+97/NCRMmmHFxcR6/4+OPPzb79OljOhwOU5L7PFad9b3CP/7xD7N3795mSEiI6XQ6zauvvtpjBnrTLJ/1vWXLll7HU/H/AADwP4Zp1tBHDQAAAAAANDrGqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANmJpoL569WpdeeWV6tChgwzDqHGt2spWrVqlfv36KTQ0VF26dNHzzz/vlWfJkiXq2bOnHA6HevbsqaVLl1pQewAAAAAAGp+lgfrRo0d1/vnn6+mnnz6t/Dt27NDll1+uQYMGadOmTXrggQd01113acmSJe48WVlZGjdunFJTU/Xll18qNTVVY8eO1fr16606DAAAAAAAGk2jzfpuGIaWLl2qa665psY806dP17vvvqutW7e606ZMmaIvv/xSWVlZkqRx48apoKBAH3zwgTvPiBEj1KZNGy1atMiy+gMAAAAA0BiCmroClWVlZSklJcUj7bLLLtOCBQtUUlKi4OBgZWVl6Z577vHKM3fu3BrLLSoqUlFRkfu1y+XSL7/8onbt2skwjAY9BgAAAAAAqjJNU4cPH1aHDh0UEFB753ZbBep5eXmKiorySIuKilJpaan279+vmJiYGvPk5eXVWG5GRoZmzZplSZ0BAAAAADhdOTk56tixY615bBWoS/Jq4a7omV85vbo8tbWMp6enKy0tzf06Pz9fnTp1Uk5OjsLDwxui2g3qicz/aeHanSpzeY9KCAwwdEtyZ90zvFsT1AwAAAAAcCYKCgoUGxur1q1bnzKvrQL16Ohor5bxvXv3KigoSO3atas1T9VW9socDoccDodXenh4uC0D9ZuH9NDL2T8roJrZAwxDmjCkh8LDWzZ+xQAAAAAA9XI6w69ttY56UlKSMjMzPdI++ugjJSYmKjg4uNY8ycnJjVZPq8VHtNSc0b0VUOn8BRqGAgxpzuje6hxBkA4AAAAAzZWlLepHjhzRd9995369Y8cObd68WW3btlWnTp2Unp6un376Sa+88oqk8hnen376aaWlpWny5MnKysrSggULPGZzv/vuuzV48GDNmTNHV199td555x19/PHH+uyzz6w8lEY3JjFWvc4O18h55cd160WdddOAOIJ0AAAAAGjmLG1Rz87OVp8+fdSnTx9JUlpamvr06aOHH35YkpSbm6tdu3a588fHx2vZsmVauXKlfv3rX+tPf/qTnnzySY0ePdqdJzk5WW+88YZeeukl9e7dWwsXLtTixYs1YMAAKw+lScS1OxmUpw3vRpAOAAAAAH6g0dZRt5OCggI5nU7l5+fbcox6hWPFper58IeSpG9nX6YWIbaaUgAAAAAAcJrqEofaaow6AAAAAAD+jkAdAAAAAAAbIVAHAAAAAMBGCNQBAAAAALARAnUAAAAAAGyEQB0AAAAAABshUAcAAAAAwEYI1AEAAAAAsBECdQAAAAAAbIRAHQAAAAAAGyFQBwAAAADARgjUAQAAAACwEQJ1AAAAAABshEAdAAAAAAAbCWrqCqDx7Nh/VG9m52j3wUJ1bBOmsYmxio9o2dTVAgAAAABUQqDuJ97MztH9S7bIMAyZpinDMPTCqu81Z3RvjUmMberqAQAAAABOoOu7H9ix/6juX7JFLlMqc5keP6cv2aKd+482dRUBAAAAACcQqPuBN7NzZBhGtdsMw9Di7JxGrhEAAAAAoCYE6n5g98FCmaZZ7TbTNLX7YGEj1wgAAAAAUBMCdT/QsU1YrS3qHduENXKNAAAAAAA1IVD3A2MTY2ttUR/HZHIAAAAAYBsE6n4gPqKl5ozurYBKjeqBhqEAQ5ozurc6s0QbAAAAANgGy7P5iTGJsep1drhGzvtMknTrRZ1104A4gnQAAAAAsBkCdT8S1+5kUJ42vJtahHD6AQAAAMBuLO/6/uyzzyo+Pl6hoaHq16+f1qxZU2PeW265RYZheD3OPfdcd56FCxdWm+f48eNWHwoAAAAAAJazNFBfvHixpk2bpgcffFCbNm3SoEGDNHLkSO3atava/PPmzVNubq77kZOTo7Zt22rMmDEe+cLDwz3y5ebmKjQ01MpDAQAAAACgUVgaqD/++OOaOHGiJk2apB49emju3LmKjY3Vc889V21+p9Op6Oho9yM7O1sHDx7Urbfe6pHPMAyPfNHR0VYeBgAAAAAAjcayQL24uFgbN25USkqKR3pKSorWrl17WmUsWLBAl156qeLi4jzSjxw5ori4OHXs2FGjRo3Spk2bai2nqKhIBQUFHg8AAAAAAOzIskB9//79KisrU1RUlEd6VFSU8vLyTrl/bm6uPvjgA02aNMkjvXv37lq4cKHeffddLVq0SKGhobrwwgu1ffv2GsvKyMiQ0+l0P2JjWTccAAAAAGBPlk8mZxiGx2vTNL3SqrNw4UKdddZZuuaaazzSBw4cqJtuuknnn3++Bg0apDfffFPdunXTU089VWNZ6enpys/Pdz9ycnLO6FgAAAAAALCaZetzRUREKDAw0Kv1fO/evV6t7FWZpqkXX3xRqampCgkJqTVvQECALrjgglpb1B0OhxwOx+lXHgAAAACAJmJZi3pISIj69eunzMxMj/TMzEwlJyfXuu+qVav03XffaeLEiaf8PaZpavPmzYqJialXfQEAAAAAsAPLWtQlKS0tTampqUpMTFRSUpLmz5+vXbt2acqUKZLKu6T/9NNPeuWVVzz2W7BggQYMGKBevXp5lTlr1iwNHDhQXbt2VUFBgZ588klt3rxZzzzzjJWHAgAAAABAo7A0UB83bpwOHDig2bNnKzc3V7169dKyZcvcs7jn5uZ6ramen5+vJUuWaN68edWWeejQId12223Ky8uT0+lUnz59tHr1avXv39/KQwEAAAAAoFEYpmmaTV2JxlZQUCCn06n8/HyFh4c3dXVqdKy4VD0f/lCS9O3sy9QipH73VRq6PAAAAADA6alLHGr5rO8AAAAAAOD0EagDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2QqAOAAAAAICNEKgDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2Ynmg/uyzzyo+Pl6hoaHq16+f1qxZU2PelStXyjAMr8d///tfj3xLlixRz5495XA41LNnTy1dutTqwwAAAAAAoFFYGqgvXrxY06ZN04MPPqhNmzZp0KBBGjlypHbt2lXrftu2bVNubq770bVrV/e2rKwsjRs3Tqmpqfryyy+VmpqqsWPHav369VYeCgAAAAAAjcLSQP3xxx/XxIkTNWnSJPXo0UNz585VbGysnnvuuVr3i4yMVHR0tPsRGBjo3jZ37lwNHz5c6enp6t69u9LT0zVs2DDNnTvXykMBAAAAAKBRWBaoFxcXa+PGjUpJSfFIT0lJ0dq1a2vdt0+fPoqJidGwYcO0YsUKj21ZWVleZV522WW1lllUVKSCggKPBwAAAAAAdmRZoL5//36VlZUpKirKIz0qKkp5eXnV7hMTE6P58+dryZIlevvtt5WQkKBhw4Zp9erV7jx5eXl1KlOSMjIy5HQ63Y/Y2Nh6HBkAAAAAANYJsvoXGIbh8do0Ta+0CgkJCUpISHC/TkpKUk5Ojv72t79p8ODBZ1SmJKWnpystLc39uqCggGAdAAAAAGBLlrWoR0REKDAw0Kule+/evV4t4rUZOHCgtm/f7n4dHR1d5zIdDofCw8M9HgAAAAAA2JFlgXpISIj69eunzMxMj/TMzEwlJyefdjmbNm1STEyM+3VSUpJXmR999FGdygQAAAAAwK4s7fqelpam1NRUJSYmKikpSfPnz9euXbs0ZcoUSeVd0n/66Se98sorkspndO/cubPOPfdcFRcX69VXX9WSJUu0ZMkSd5l33323Bg8erDlz5ujqq6/WO++8o48//lifffaZlYcCAAAAAECjsDRQHzdunA4cOKDZs2crNzdXvXr10rJlyxQXFydJys3N9VhTvbi4WPfdd59++uknhYWF6dxzz9X777+vyy+/3J0nOTlZb7zxhv74xz/qoYce0jnnnKPFixdrwIABVh4KAAAAAACNwjBN02zqSjS2goICOZ1O5efn23q8+rHiUvV8+ENJ0rezL1OLkPrdV2no8gAAAAAAp6cucahlY9QBAAAAAEDdEagDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2QqAOAAAAAICNEKgDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2Ynmg/uyzzyo+Pl6hoaHq16+f1qxZU2Pet99+W8OHD1f79u0VHh6upKQkffjhhx55Fi5cKMMwvB7Hjx+3+lAAAAAAALCcpYH64sWLNW3aND344IPatGmTBg0apJEjR2rXrl3V5l+9erWGDx+uZcuWaePGjbr44ot15ZVXatOmTR75wsPDlZub6/EIDQ218lAAWGjH/qOas/y/+v2iTZqz/L/asf9oU1cJAAAAaDJBVhb++OOPa+LEiZo0aZIkae7cufrwww/13HPPKSMjwyv/3LlzPV4/8sgjeuedd/Tee++pT58+7nTDMBQdHW1l1QE0kjezc3T/ki0yDEOmacowDL2w6nvNGd1bYxJjm7p6AAAAQKOzrEW9uLhYGzduVEpKikd6SkqK1q5de1pluFwuHT58WG3btvVIP3LkiOLi4tSxY0eNGjXKq8W9qqKiIhUUFHg8ADS9HfuP6v4lW+QypTKX6fFz+pIt2knLOgAAAPyQZYH6/v37VVZWpqioKI/0qKgo5eXlnVYZjz32mI4ePaqxY8e607p3766FCxfq3Xff1aJFixQaGqoLL7xQ27dvr7GcjIwMOZ1O9yM2llY6wA7ezM6RYRjVbjMMQ4uzcxq5RgAAAEDTs7TruySvL+EVXVtPZdGiRZo5c6beeecdRUZGutMHDhyogQMHul9feOGF6tu3r5566ik9+eST1ZaVnp6utLQ09+uCggKCdaAeduw/qjezc7T7YKE6tgnT2MRYxUe0rHM5uw8WyjTNareZpqndBwvrW1UAAADA51gWqEdERCgwMNCr9Xzv3r1erexVLV68WBMnTtRbb72lSy+9tNa8AQEBuuCCC2ptUXc4HHI4HKdfeaAZaaigukJDjinv2Cas/MZdNcG6YRjq2CbsjOsJAAAA+CrLur6HhISoX79+yszM9EjPzMxUcnJyjfstWrRIt9xyi15//XVdccUVp/w9pmlq8+bNiomJqXedgebmzewcDXtspeav/kHvb9mj+at/0LDHVuqtM+xS3tBjyscmxtbaoj6OyeQAAADghyxdni0tLU3/+Mc/9OKLL2rr1q265557tGvXLk2ZMkVSeZf0m2++2Z1/0aJFuvnmm/XYY49p4MCBysvLU15envLz8915Zs2apQ8//FA//PCDNm/erIkTJ2rz5s3uMgGUs2KitoYeUx4f0VJzRvdWQKUiAw1DAYY0Z3Rvda5Hyz8AAADgqywdoz5u3DgdOHBAs2fPVm5urnr16qVly5YpLi5OkpSbm+uxpvoLL7yg0tJS3XHHHbrjjjvc6RMmTNDChQslSYcOHdJtt92mvLw8OZ1O9enTR6tXr1b//v2tPBTA57iD6hq6lS/OztH0Ed3rVKYVY8rHJMaq19nhGjnvM0nSrRd11k0D4gjSAQAA4Lcsn0xu6tSpmjp1arXbKoLvCitXrjxleU888YSeeOKJBqgZ0LxZEVRbNaY8rt3JoDxteDe1CLH8owkAAACwLb4NAzbSkBO/WRFUj02M1Qurvq92G2PKAQAAgIZh6Rh1AKevoSd+s2KiNsaUAwAAANYjUAdswIqJ36wKqsckxur9uy5yv771os769N6hdV6aDQAAAED1CNQBG2jo2dQrWBVUVx1TTks6AAAA0HAYow7YgBUTv1VgojYAAADAt9CiDtiAe+K3atRnNnUAAAAAvodAHbABKyZ+AwAAAOCbCNQBG2A2dQAAAAAVGKwK2MSYxFj1OjtcI+d9Jql84rebBsQRpAMAAAB+hkAdsBEmfgMAAABA13cAAAAAAGyE5joAANAoduw/qjezc7T7YKE6tgnT2MRYxTO8BwAALwTqAADAcm9m5+j+JVtkGIZM05RhGHph1feaM7q3xrCyBeqAGz4A/AGBejOS9f2BWrcfLylzP1//wy8KDQ60ukqoIyvOkS+UyXsTaN5y8ws1fckWmaakiqUoT/z8w5ItCgoIULQztOkqCMvk5hdq5bZ92nekSO1bOTQ0ob1inGFnXN7KbXs1f80PMiSZkgxJz6/6XrcP7qIh3SIbqtoAfFDSOe2augoNikAdAABYauW2fe7AqipD0opte3V9/06NXCtYrbqg+r0te844qM7NL9T8NT/INE++lyp+vrD6ByVEhXPDB0CzwWRyAADAUvuOFFUbpEvlgda+I0WNWR00gspBtcuUx88XVv+gvPzjdS6z4oZPdSpu+ABAc0GLOgDglBq6+yr8S/tWjlpb1Nu3cjRyjWA1K3pRcMMH/oi/v/6LQB0AUKuG7r4K/zM0ob3e27Kn2m2mpIsTeB81N1YE1dzwgb/h769/o+s7/EJufqEWfb5LT366XYs+36Xc/MKmrhLgE6zovgr/E+MM0+2Du8io1G85wJAMQ7p9cBfGFTdDFUF1dc40qB6a0L7W4J8bPmhO+PsLWtTR7HE3EjhzTALmG3yha+SQbpHq3K6l7n/7K0nSiF7RGt4jmiC9mbKiF0XFDZ8XVv/gXjwgwCgvjxs+aG587e+vL/wd8jUE6mjWmCEWqB/GhNqfL92MjAo/+Xk7pl8sSzE2Y1YF1dzwgb/wpb+/Vv0d8vfgn0AdzZqv3Y0E7IYxofbGzUj/ZvcvsVYF1b5yw8fu5wf25it/f636O+RLN6GtQqCOZs2X7kYCdsQkYPbGzUj/5StfYn0lqG5ovnJ+/Jndb6T4yt9fK/4OcRO6HJPJoVmzYjIbwJ8wCZi9cTPSPzHJlL1xfuxv5ba9uvetL/WfLXu07ocD+s+WPbr3rS+16n97m7pqbr7y99eKv0MVwX91KoJ/f2B5oP7ss88qPj5eoaGh6tevn9asWVNr/lWrVqlfv34KDQ1Vly5d9Pzzz3vlWbJkiXr27CmHw6GePXtq6dKlVlUfPs7KGWKZSR521dDvzSHdIpVx7Xnu1yN6RevxMb+mVcgGrLwZyWecffEl1t44Pw2vIT+PfOlGii/8/bXi7xA3octZ2vV98eLFmjZtmp599lldeOGFeuGFFzRy5Eh9++236tTJuwvEjh07dPnll2vy5Ml69dVX9X//93+aOnWq2rdvr9GjR0uSsrKyNG7cOP3pT3/Stddeq6VLl2rs2LH67LPPNGDAACsPBz7Iqsls6NLmn+zeTU6y7r3pr91X7c6qrpG+9BnnC9dlQ+NLrL352vmx4hpqyDIb+vPI14YM2f3vrxV/h3xlfL7VLA3UH3/8cU2cOFGTJk2SJM2dO1cffvihnnvuOWVkZHjlf/7559WpUyfNnTtXktSjRw9lZ2frb3/7mztQnzt3roYPH6709HRJUnp6ulatWqW5c+dq0aJFdarfseJSBRWX1uMIrXWsUt2OnUY9j5eU1bq9qNL2olPkbU4GxLdTB2eoHn73W0nS8B5Rurh7pKLCQ0/5f1advILjtY6b6dyupceHal1YcY58oUwr6phXcFxrtu/TgSPFatcqRIO6tlf0GZ4XSVqzfZ9eWrvT64vCb5PjdVHXCFvU09fem6i/Ni1C9NvkeL34fzvc57riZuRvk+N1VovgOn/O+dL7yKrr0u7atAiu9UtsmzM471bxhb9BDc2Xzo8V11BDlmnF59HPBcdrvZHyc8Fx25wfyRfe7w3/dyjpnHa1Bv/J57SrtszTiZeaWl3qaJimWdN7tV6Ki4vVokULvfXWW7r22mvd6Xfffbc2b96sVatWee0zePBg9enTR/PmzXOnVbSYHzt2TMHBwerUqZPuuece3XPPPe48TzzxhObOnasff/yx2roUFRWpqOjk3cuCggLFxsYqdtqbCnC0aIjDBQAAAACgRq6iY8qZO1b5+fkKDw+vNa9lY9T379+vsrIyRUVFeaRHRUUpLy+v2n3y8vKqzV9aWqr9+/fXmqemMiUpIyNDTqfT/YiNjT2TQwIAAAAAwHKWL89mVJ6qUJJpml5pp8pfNb2uZaanpystLc39uqJF/fMHh53yToYvWf/DL43+O4tKyjTltS8kSc/f2FeOBhg3Y0WZDemtjTla/nWeXNX0RQkwyif6GNOPm0FNxYrz8/yq7/X5zl9UXf8jw5D6d26rKUPOafJ6+tp701c+Pxq6TD7jGoYV12UFX3gfSeVddFdXGjozuGv7Mx6WYFUdfYUvnB9J2nXgqGa8Vz6U77KeURraPfKMh0tZcQ01dJlWfR59tn2/Xly7w6N7fkVX7foMm2nI82MlX6lnXQ3o0rapq3BKBQUFipl7enktC9QjIiIUGBjo1dK9d+9erxbxCtHR0dXmDwoKUrt27WrNU1OZkuRwOORweE860CIkSC1Cms9S8k09uYQjOLDB62BFmfV1aY8offB19T04TEnDe0Tbrs7+5OCxklrHnh08VlLn8xMVHlrreMOo8NA6l2lFPX35vekrnx8NXSafcWfOiuuyOnZ+H8W1a6nUdi0boEbe7PjebCx2PT8Vk6pVyNz6sz7a+vMZT6pmxTXU0GVa9Xl0ac8o9TrbqRXb9ronvLs4IbJeS5419Pmxiq/U80z4QlxXWoc6Wtb1PSQkRP369VNmZqZHemZmppKTk6vdJykpySv/Rx99pMTERAUHB9eap6YygYZWeV3LivUs7biupb+yYpkQK5b5s6KevDfREHzlfWTl8ptWyCs4ueTTWxtzWO4OdVJ5SbEK9V1SzIprqKHLtPLzKNoZquv7d9Jdl3TV9f071assK86PFXylnihn6W2HtLQ0paamKjExUUlJSZo/f7527dqlKVOmSCrvkv7TTz/plVdekSRNmTJFTz/9tNLS0jR58mRlZWVpwYIFHrO533333Ro8eLDmzJmjq6++Wu+8844+/vhjffbZZ1YeCuBhSLdIJUSFN+idWDQMK5YJqbzMX9Vucmf6RcGqZbV4b6Ih+ML7yIrr0ipVW7CWf52nD77Os10LVtWbCZf2iGr2S935CiuWFLPiGrKiTF/4PPKVJd98pZ4oZ2mgPm7cOB04cECzZ89Wbm6uevXqpWXLlikuLk6SlJubq127drnzx8fHa9myZbrnnnv0zDPPqEOHDnryySfdS7NJUnJyst544w398Y9/1EMPPaRzzjlHixcvZg11NLqKO7GwF6u+vDf0FwUrgwzem2gIvvA+8oUv8DW1YEnlLVgJUeG2qK+v3EzwV1atzW7FNWRFmXb/PLLq/DQ0X6knylnekX/q1KmaOnVqtdsWLlzolTZkyBB98cUXtZZ53XXX6brrrmuI6gFohqz68t7QXxR8IciwkhWtd7QI+h+7f4H3hRYsX7mZ4M8qhkvV9D46k+FSFay4hux+XTY0K89PQ/KVeqKc/UfcA8AZ8JUvCb5Sz4ZmReudr7QIcjPBv/hCC5Yv3Ezwd1YNl0LD8JXz4yv1RDnLJpMDAKA6Vkxm4ysT5KzctlcPLP3K/Xr513m6960vtep/e5uwVqiqISd+s2LiyIbmCzcT/J2vTPLor3zl/PhKPVGOFnUAQKOyovXOF1oE6V7sGxq6Z4YvtGDRHdY3+PtwKbvzlfPjK/UEgToAoJFZ0XrnCy2CvnAzwd9ZcTPFF2an94WbCSjnr8OlfIWvnB9fqae/I1AHADQqK1rvfKFF0BduJvg7q26m2L0FyxduJliNuSMA2A2BOgCgUVnReucLLYK+cDPB31l5M8XuLVh2v5lgJV+ZiBKAf2EyOQBAo7JiMhtfmCBnaEL7WoNAO9xM8He+MPGblSpuJtx1SVdd37+TLa4bq/nKRJQA/A8t6gCARmdF653dWwTpXmx/vtAzAw2LuSMA2BWBOgCgSVjRFZjuxagPbqb4H+aOAGBXBOrNSNI57Rr9dx4rLnU/H9ClrVqE1P8tZUWZAHCmrPhMurbv2fUuA9ZIOqedxl/QSYuzc7T7YKE6tgnTuMRYdY5o2dRVgwVWb9+nz3f8ojLTO1wPMAz9OvasJvl+BQCMUYft7Dxw1P388cz/acf+o7XkBgBr8ZnkfzpHtNT0Ed311PV9NH1Ed4L0ZmxsYqzMaoJ0STJNU+MSYxu5RgBQjkAdtvJmdo5GPfmZ+/VLn+3UsMdW6q3snCasFQB/xWcS0LzFR7TUnNG9FWBIgQGGx885o3tzkwZAk6FPMWxjx/6jun/JFrkq3diu6Io2fckWXdC5LX8wATQaPpMA/zAmMVYXdG7LcAcAtkKgDtt4MztHhmFI1XRBMwxDi7NzNH1E9yaoGQB/xGcS4D8qhjsAgF3Q9R22sftgYa3jxHYfLGzkGgHwZ3wmAQCApkKgDtvo2CasvPWqGoZhqGObsEauEQB/xmcSAABoKgTqsA1mXgVgJ3wmAQCApkKgDttg5lUAdsJnEgAAaCpMJgdbYeZVAHbCZxIAAGgKBOqwHWZeBWAnfCYBAIDGRtd3AAAAAABshEAdAAAAAAAbIVAHAAAAAMBGCNQBAAAAALARywL1gwcPKjU1VU6nU06nU6mpqTp06FCN+UtKSjR9+nSdd955atmypTp06KCbb75Ze/bs8cg3dOhQGYbh8Rg/frxVhwEAAAAAQKOyLFC/4YYbtHnzZi1fvlzLly/X5s2blZqaWmP+Y8eO6YsvvtBDDz2kL774Qm+//bb+97//6aqrrvLKO3nyZOXm5rofL7zwglWHAQAAAABAo7JkebatW7dq+fLlWrdunQYMGCBJ+vvf/66kpCRt27ZNCQkJXvs4nU5lZmZ6pD311FPq37+/du3apU6dOrnTW7RooejoaCuqDgAAAABAk7KkRT0rK0tOp9MdpEvSwIED5XQ6tXbt2tMuJz8/X4Zh6KyzzvJIf+211xQREaFzzz1X9913nw4fPlxrOUVFRSooKPB4AAAAAABgR5a0qOfl5SkyMtIrPTIyUnl5eadVxvHjx3X//ffrhhtuUHh4uDv9xhtvVHx8vKKjo/X1118rPT1dX375pVdrfGUZGRmaNWtW3Q8EAAAAAIBGVqcW9ZkzZ3pN5Fb1kZ2dLUkyDMNrf9M0q02vqqSkROPHj5fL5dKzzz7rsW3y5Mm69NJL1atXL40fP17/+te/9PHHH+uLL76osbz09HTl5+e7Hzk5OXU5bAAAAAAAGk2dWtTvvPPOU86w3rlzZ23ZskU///yz17Z9+/YpKiqq1v1LSko0duxY7dixQ59++qlHa3p1+vbtq+DgYG3fvl19+/atNo/D4ZDD4ai1HAAAAAAA7KBOgXpERIQiIiJOmS8pKUn5+fn6/PPP1b9/f0nS+vXrlZ+fr+Tk5Br3qwjSt2/frhUrVqhdu3an/F3ffPONSkpKFBMTc/oHAgAAAACATVkymVyPHj00YsQITZ48WevWrdO6des0efJkjRo1ymPG9+7du2vp0qWSpNLSUl133XXKzs7Wa6+9prKyMuXl5SkvL0/FxcWSpO+//16zZ89Wdna2du7cqWXLlmnMmDHq06ePLrzwQisOBQAAAACARmXZOuqvvfaazjvvPKWkpCglJUW9e/fWP//5T48827ZtU35+viRp9+7devfdd7V79279+te/VkxMjPtRMVN8SEiIPvnkE1122WVKSEjQXXfdpZSUFH388ccKDAy06lAAAAAAAGg0lsz6Lklt27bVq6++Wmse0zTdzzt37uzxujqxsbFatWpVg9QPAAAAAAA7sqxFHQAAAAAA1B2BOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2QqAOAAAAAICNEKgDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCME6gAAAAAA2AiBOgAAAAAANkKgDgAAAACAjRCoAwAAAABgIwTqAAAAAADYCIE6AAAAAAA2QqAOAAAAAICNEKgDAAAAAGAjBOoAAAAAANgIgToAAAAAADZCoA4AAAAAgI0QqAMAAAAAYCOWBeoHDx5UamqqnE6nnE6nUlNTdejQoVr3ueWWW2QYhsdj4MCBHnmKior0+9//XhEREWrZsqWuuuoq7d6926rDAAAAAACgUVkWqN9www3avHmzli9fruXLl2vz5s1KTU095X4jRoxQbm6u+7Fs2TKP7dOmTdPSpUv1xhtv6LPPPtORI0c0atQolZWVWXUoAAAAAAA0miArCt26dauWL1+udevWacCAAZKkv//970pKStK2bduUkJBQ474Oh0PR0dHVbsvPz9eCBQv0z3/+U5deeqkk6dVXX1VsbKw+/vhjXXbZZQ1/MAAAAAAANCJLWtSzsrLkdDrdQbokDRw4UE6nU2vXrq1135UrVyoyMlLdunXT5MmTtXfvXve2jRs3qqSkRCkpKe60Dh06qFevXrWWW1RUpIKCAo8HAAAAAAB2ZEmgnpeXp8jISK/0yMhI5eXl1bjfyJEj9dprr+nTTz/VY489pg0bNuiSSy5RUVGRu9yQkBC1adPGY7+oqKhay83IyHCPlXc6nYqNjT3DIwMAAAAAwFp1CtRnzpzpNdlb1Ud2drYkyTAMr/1N06w2vcK4ceN0xRVXqFevXrryyiv1wQcf6H//+5/ef//9Wut1qnLT09OVn5/vfuTk5JzmEQMAAAAA0LjqNEb9zjvv1Pjx42vN07lzZ23ZskU///yz17Z9+/YpKirqtH9fTEyM4uLitH37dklSdHS0iouLdfDgQY9W9b179yo5ObnGchwOhxwOx2n/XgAAAAAAmkqdAvWIiAhFREScMl9SUpLy8/P1+eefq3///pKk9evXKz8/v9aAuqoDBw4oJydHMTExkqR+/fopODhYmZmZGjt2rCQpNzdXX3/9tR599NG6HAoAAAAA4P9v795joyzTPo7/xpYOLbYjZaDThgJVKhUpRFrF1gNosUAEFQiHhSXdLNtVF9QGiYpGqUSpYBajwUM8AsZNWVerbkReqgtdCXa3RbvUvqYvrsWWSKkHmBbEVsv9/sEy69ATxUyfG+b7SSYy93PPwzVeXsFfn+EZWCkkf0f9kksu0dSpU5Wfn6/y8nKVl5crPz9f06dPD7rje1pamkpKSiRJR44c0fLly/XRRx9p37592rFjh2bMmCGv16uZM2dKkjwejxYvXqy7775bH3zwgT755BP9+te/Vnp6euAu8AAAAAAAnM1C8vVskvTaa6/pzjvvDNyh/aabbtL69euD9tTW1srv90uSIiIiVF1drU2bNunw4cNKTEzUddddp82bNys2NjbwmieeeEKRkZGaO3eujh07ppycHG3YsEERERGheisAAAAAAPQZlzHGOF1EX2tubpbH45Hf71dcXJzT5ZzVvm/7SaMf+h9J0v+umqKYqJD97AcAAAAAzlq9yaEh+eg7AAAAAAA4MwR1AAAAAAAsQlAHAAAAAMAiBHUAAAAAACxCUAcAAAAAwCIEdQAAAAAALEJQBwAAAADAIgR1AAAAAAAsQlAHAAAAAMAiBHUAAAAAACxCUAcAAAAAwCIEdQAAAAAALEJQBwAAAADAIgR1AAAAAAAsQlDHL7Lv26OBX68r/T/VfXO0m90AAAAAgJ4Q1HHG/lzZoOlP7Qw8f2XnPuX8cYder2xwsCoAAAAAOLsR1HFG6r45qvve2KPj5r9r7cbouJHufWOP9nFlHQAAAADOCEEdZ+TPlQ1yuVydHnO5XNrMVXUAAAAAOCMEdZyR/YeOyRjT6TFjjPYfOtbHFQEAAADAuYGgjjMydGB0t1fUhw6M7uOKAAAAAODcQFDHGZmbmdztFfV5mcl9XBEAAAAAnBsI6jgjKd4BWjN7rM5zSRHnuYL+uWb2WI3wDnC6RAAAAAA4K0U6XQDOXnMyk3X5iHhtrmzQ/kPHNHRgtOZlJhPSAQAAAOAXIKjjFxnhHaB7p6Y5XQYAAAAAnDNC9tH3Q4cOadGiRfJ4PPJ4PFq0aJEOHz7c7WtcLlenj8cffzywZ9KkSR2Oz58/P1RvAwAAAACAPhWyK+oLFizQ/v37tXXrVknS73//ey1atEh//etfu3zNgQMHgp6/9957Wrx4sWbPnh20np+fr1WrVgWeR0dzh3EAAAAAwLkhJEH9s88+09atW1VeXq4JEyZIkl544QVlZWWptrZWo0aN6vR1Pp8v6Pnbb7+t6667ThdeeGHQekxMTIe9AAAAAACcC0Ly0fePPvpIHo8nENIl6corr5TH49GuXbtO6xwHDx7Uu+++q8WLF3c49tprr8nr9erSSy/V8uXL1dLS0u25Wltb1dzcHPQAAAAAAMBGIbmi3tjYqCFDhnRYHzJkiBobG0/rHBs3blRsbKxmzZoVtL5w4UKlpKTI5/Pp008/1YoVK/Svf/1LpaWlXZ6rqKhIDz/8cO/eBAAAAAAADujVFfXCwsIub/h28lFZWSnpxI3hTmWM6XS9My+//LIWLlyo/v37B63n5+dr8uTJGjNmjObPn6+//OUvev/99/Xxxx93ea4VK1bI7/cHHg0NDb141wAAAAAA9J1eXVFfunRpj3dYHzFihPbs2aODBw92OPb1118rISGhx9/nww8/VG1trTZv3tzj3vHjx6tfv37au3evxo8f3+ket9stt9vd47kAAAAAAHBar4K61+uV1+vtcV9WVpb8fr/++c9/6oorrpAk/eMf/5Df71d2dnaPr3/ppZeUkZGhcePG9bi3pqZGP/74oxITE3t+AwAAAAAAWC4kN5O75JJLNHXqVOXn56u8vFzl5eXKz8/X9OnTg+74npaWppKSkqDXNjc36/XXX9fvfve7Duf997//rVWrVqmyslL79u3Tli1bNGfOHF122WW66qqrQvFWAAAAAADoUyEJ6tKJO7Onp6crNzdXubm5Gjt2rF599dWgPbW1tfL7/UFrxcXFMsboV7/6VYdzRkVF6YMPPtCUKVM0atQo3XnnncrNzdX777+viIiIUL0VAAAAAAD6jMsYY5wuoq81NzfL4/HI7/crLi7O6XIAAAAAAOe43uTQkF1RBwAAAAAAvUdQBwAAAADAIgR1AAAAAAAsQlAHAAAAAMAiBHUAAAAAACxCUAcAAAAAwCIEdQAAAAAALEJQBwAAAADAIgR1AAAAAAAsQlAHAAAAAMAiBHUAAAAAACxCUAcAAAAAwCIEdQAAAAAALEJQBwAAAADAIgR1AAAAAAAsQlAHAAAAAMAiBHUAAAAAACxCUAcAAAAAwCIEdQAAAAAALEJQBwAAAADAIgR1AAAAAAAsQlAHAAAAAMAiBHUAAAAAACxCUAcAAAAAwCIhC+qPPvqosrOzFRMTowsuuOC0XmOMUWFhoZKSkhQdHa1JkyappqYmaE9ra6vuuOMOeb1eDRgwQDfddJP2798fgncAAAAAAEDfC1lQb2tr05w5c3T77bef9mvWrl2rdevWaf369aqoqJDP59MNN9yglpaWwJ6CggKVlJSouLhYO3fu1JEjRzR9+nS1t7eH4m0AAAAAANCnXMYYE8rfYMOGDSooKNDhw4e73WeMUVJSkgoKCnTvvfdKOnH1PCEhQWvWrNGtt94qv9+vwYMH69VXX9W8efMkSV999ZWSk5O1ZcsWTZky5bRqam5ulsfjkd/vV1xc3C96fwAAAAAA9KQ3OTSyj2rqUV1dnRobG5WbmxtYc7vdmjhxonbt2qVbb71Vu3fv1o8//hi0JykpSWPGjNGuXbu6DOqtra1qbW0NPPf7/ZJO/IsCAAAAACDUTubP07lWbk1Qb2xslCQlJCQErSckJOjLL78M7ImKitLAgQM77Dn5+s4UFRXp4Ycf7rCenJz8S8sGAAAAAOC0tbS0yOPxdLunV0G9sLCw08D7cxUVFcrMzOzNaYO4XK6g58aYDmun6mnPihUrtGzZssDz48eP67vvvtOgQYN6PLfTmpublZycrIaGBj6mbyH6Yzf6Yz96ZDf6Yz96ZDf6Yzf6Y79zrUfGGLW0tCgpKanHvb0K6kuXLtX8+fO73TNixIjenDLA5/NJOnHVPDExMbDe1NQUuMru8/nU1tamQ4cOBV1Vb2pqUnZ2dpfndrvdcrvdQWuneyd6W8TFxZ0T/3Geq+iP3eiP/eiR3eiP/eiR3eiP3eiP/c6lHvV0Jf2kXgV1r9crr9d7RgX1JCUlRT6fT6WlpbrssssknbhzfFlZmdasWSNJysjIUL9+/VRaWqq5c+dKkg4cOKBPP/1Ua9euDUldAAAAAAD0pZD9HfX6+np99913qq+vV3t7u6qqqiRJI0eO1Pnnny9JSktLU1FRkWbOnCmXy6WCggKtXr1aqampSk1N1erVqxUTE6MFCxZIOvHTh8WLF+vuu+/WoEGDFB8fr+XLlys9PV2TJ08O1VsBAAAAAKDPhCyoP/TQQ9q4cWPg+cmr5Nu3b9ekSZMkSbW1tYE7sEvSPffco2PHjukPf/iDDh06pAkTJmjbtm2KjY0N7HniiScUGRmpuXPn6tixY8rJydGGDRsUERERqrfiKLfbrZUrV3b46D7sQH/sRn/sR4/sRn/sR4/sRn/sRn/sF849Cvn3qAMAAAAAgNN3ntMFAAAAAACA/yKoAwAAAABgEYI6AAAAAAAWIagDAAAAAGARgrrFnnnmGaWkpKh///7KyMjQhx9+6HRJ+I/CwkK5XK6gh8/nc7qssPX3v/9dM2bMUFJSklwul956662g48YYFRYWKikpSdHR0Zo0aZJqamqcKTYM9dSf3/zmNx3m6corr3Sm2DBUVFSkyy+/XLGxsRoyZIhuueUW1dbWBu1hhpx1Oj1ijpzz7LPPauzYsYqLi1NcXJyysrL03nvvBY4zP87qqT/Mjl2KiooCX9t9UrjOEEHdUps3b1ZBQYEeeOABffLJJ7rmmms0bdo01dfXO10a/uPSSy/VgQMHAo/q6mqnSwpbR48e1bhx47R+/fpOj69du1br1q3T+vXrVVFRIZ/PpxtuuEEtLS19XGl46qk/kjR16tSgedqyZUsfVhjeysrKtGTJEpWXl6u0tFQ//fSTcnNzdfTo0cAeZshZp9MjiTlyytChQ/XYY4+psrJSlZWVuv7663XzzTcHggTz46ye+iMxO7aoqKjQ888/r7Fjxwath+0MGVjpiiuuMLfddlvQWlpamrnvvvscqgg/t3LlSjNu3Diny0AnJJmSkpLA8+PHjxufz2cee+yxwNoPP/xgPB6Pee655xyoMLyd2h9jjMnLyzM333yzI/Wgo6amJiPJlJWVGWOYIRud2iNjmCPbDBw40Lz44ovMj6VO9scYZscWLS0tJjU11ZSWlpqJEyeau+66yxgT3n8GcUXdQm1tbdq9e7dyc3OD1nNzc7Vr1y6HqsKp9u7dq6SkJKWkpGj+/Pn64osvnC4Jnairq1NjY2PQPLndbk2cOJF5ssiOHTs0ZMgQXXzxxcrPz1dTU5PTJYUtv98vSYqPj5fEDNno1B6dxBw5r729XcXFxTp69KiysrKYH8uc2p+TmB3nLVmyRDfeeKMmT54ctB7OMxTpdAHo6JtvvlF7e7sSEhKC1hMSEtTY2OhQVfi5CRMmaNOmTbr44ot18OBBPfLII8rOzlZNTY0GDRrkdHn4mZMz09k8ffnll06UhFNMmzZNc+bM0fDhw1VXV6cHH3xQ119/vXbv3i232+10eWHFGKNly5bp6quv1pgxYyQxQ7bprEcSc+S06upqZWVl6YcfftD555+vkpISjR49OhAkmB9nddUfidmxQXFxsT7++GNVVFR0OBbOfwYR1C3mcrmCnhtjOqzBGdOmTQv8Oj09XVlZWbrooou0ceNGLVu2zMHK0BXmyV7z5s0L/HrMmDHKzMzU8OHD9e6772rWrFkOVhZ+li5dqj179mjnzp0djjFDduiqR8yRs0aNGqWqqiodPnxYb7zxhvLy8lRWVhY4zvw4q6v+jB49mtlxWENDg+666y5t27ZN/fv373JfOM4QH323kNfrVURERIer501NTR1+mgQ7DBgwQOnp6dq7d6/TpeAUJ+/GzzydPRITEzV8+HDmqY/dcccdeuedd7R9+3YNHTo0sM4M2aOrHnWGOepbUVFRGjlypDIzM1VUVKRx48bpySefZH4s0VV/OsPs9K3du3erqalJGRkZioyMVGRkpMrKyvTUU08pMjIyMCfhOEMEdQtFRUUpIyNDpaWlQeulpaXKzs52qCp0p7W1VZ999pkSExOdLgWnSElJkc/nC5qntrY2lZWVMU+W+vbbb9XQ0MA89RFjjJYuXao333xTf/vb35SSkhJ0nBlyXk896gxz5CxjjFpbW5kfS53sT2eYnb6Vk5Oj6upqVVVVBR6ZmZlauHChqqqqdOGFF4btDPHRd0stW7ZMixYtUmZmprKysvT888+rvr5et912m9OlQdLy5cs1Y8YMDRs2TE1NTXrkkUfU3NysvLw8p0sLS0eOHNHnn38eeF5XV6eqqirFx8dr2LBhKigo0OrVq5WamqrU1FStXr1aMTExWrBggYNVh4/u+hMfH6/CwkLNnj1biYmJ2rdvn+6//355vV7NnDnTwarDx5IlS/SnP/1Jb7/9tmJjYwNXLTwej6KjowPfZ8sMOaenHh05coQ5ctD999+vadOmKTk5WS0tLSouLtaOHTu0detW5scC3fWH2XFebGxs0P02pBOfVB00aFBgPWxnyKG7zeM0PP3002b48OEmKirKjB8/PuhrWOCsefPmmcTERNOvXz+TlJRkZs2aZWpqapwuK2xt377dSOrwyMvLM8ac+GqPlStXGp/PZ9xut7n22mtNdXW1s0WHke768/3335vc3FwzePBg069fPzNs2DCTl5dn6uvrnS47bHTWG0nmlVdeCexhhpzVU4+YI2f99re/Dfz/2uDBg01OTo7Ztm1b4Djz46zu+sPs2OnnX89mTPjOkMsYY/ryBwMAAAAAAKBr/B11AAAAAAAsQlAHAAAAAMAiBHUAAAAAACxCUAcAAAAAwCIEdQAAAAAALEJQBwAAAADAIgR1AAAAAAAsQlAHAAAAAMAiBHUAAAAAACxCUAcAAAAAwCIEdQAAAAAALEJQBwAAAADAIv8PWd/CDAKeLTQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = sm.graphics.tsa.plot_acf(dta.values.squeeze(), lags=40, ax=ax1)\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = sm.graphics.tsa.plot_pacf(dta, lags=40, ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "const      49.746198\n",
      "ar.L1       1.390633\n",
      "ar.L2      -0.688573\n",
      "sigma2    274.727183\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "arma_mod20 = ARIMA(dta, order=(2, 0, 0)).fit()\n",
    "print(arma_mod20.params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "arma_mod30 = ARIMA(dta, order=(3, 0, 0)).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2622.637093301387 2637.5704584089776 2628.607481146633\n"
     ]
    }
   ],
   "source": [
    "print(arma_mod20.aic, arma_mod20.bic, arma_mod20.hqic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "const      49.751911\n",
      "ar.L1       1.300818\n",
      "ar.L2      -0.508102\n",
      "ar.L3      -0.129644\n",
      "sigma2    270.101139\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(arma_mod30.params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2619.4036292456676 2638.0703356301565 2626.866614052225\n"
     ]
    }
   ],
   "source": [
    "print(arma_mod30.aic, arma_mod30.bic, arma_mod30.hqic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Does our model obey the theory?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(1.9564953616072376)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sm.stats.durbin_watson(arma_mod30.resid.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "ax = arma_mod30.resid.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "resid = arma_mod30.resid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NormaltestResult(statistic=np.float64(49.84393220876942), pvalue=np.float64(1.5015079731491487e-11))"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.normaltest(resid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "fig = qqplot(resid, line=\"q\", ax=ax, fit=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = sm.graphics.tsa.plot_acf(resid.values.squeeze(), lags=40, ax=ax1)\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = sm.graphics.tsa.plot_pacf(resid, lags=40, ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "r, q, p = sm.tsa.acf(resid.values.squeeze(), fft=True, qstat=True)\n",
    "data = np.c_[np.arange(1, 25), r[1:], q, p]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            AC          Q      Prob(>Q)\n",
      "lag                                    \n",
      "1.0   0.009170   0.026239  8.713184e-01\n",
      "2.0   0.041793   0.572982  7.508939e-01\n",
      "3.0  -0.001338   0.573544  9.024612e-01\n",
      "4.0   0.136086   6.408642  1.706385e-01\n",
      "5.0   0.092465   9.111351  1.047043e-01\n",
      "6.0   0.091947  11.792661  6.675737e-02\n",
      "7.0   0.068747  13.296552  6.520425e-02\n",
      "8.0  -0.015022  13.368601  9.978086e-02\n",
      "9.0   0.187590  24.641072  3.394963e-03\n",
      "10.0  0.213715  39.320758  2.230588e-05\n",
      "11.0  0.201079  52.359565  2.346490e-07\n",
      "12.0  0.117180  56.802478  8.580351e-08\n",
      "13.0 -0.014057  56.866630  1.895209e-07\n",
      "14.0  0.015398  56.943864  4.000370e-07\n",
      "15.0 -0.024969  57.147642  7.746546e-07\n",
      "16.0  0.080916  59.295052  6.876728e-07\n",
      "17.0  0.041138  59.852008  1.111674e-06\n",
      "18.0 -0.052022  60.745723  1.549418e-06\n",
      "19.0  0.062496  62.040010  1.832778e-06\n",
      "20.0 -0.010303  62.075305  3.383285e-06\n",
      "21.0  0.074453  63.924941  3.195540e-06\n",
      "22.0  0.124954  69.152954  8.984238e-07\n",
      "23.0  0.093162  72.069214  5.803579e-07\n",
      "24.0 -0.082152  74.344911  4.716006e-07\n"
     ]
    }
   ],
   "source": [
    "table = pd.DataFrame(data, columns=[\"lag\", \"AC\", \"Q\", \"Prob(>Q)\"])\n",
    "print(table.set_index(\"lag\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* This indicates a lack of fit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* In-sample dynamic prediction. How good does our model do?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1990-12-31    167.048337\n",
      "1991-12-31    140.995022\n",
      "1992-12-31     94.862115\n",
      "1993-12-31     46.864439\n",
      "1994-12-31     11.246106\n",
      "1995-12-31     -4.718265\n",
      "1996-12-31     -1.164628\n",
      "1997-12-31     16.187246\n",
      "1998-12-31     39.022948\n",
      "1999-12-31     59.450799\n",
      "2000-12-31     72.171269\n",
      "2001-12-31     75.378329\n",
      "2002-12-31     70.438480\n",
      "2003-12-31     60.733987\n",
      "2004-12-31     50.204383\n",
      "2005-12-31     42.078584\n",
      "2006-12-31     38.116648\n",
      "2007-12-31     38.456730\n",
      "2008-12-31     41.965644\n",
      "2009-12-31     46.870948\n",
      "2010-12-31     51.424878\n",
      "2011-12-31     54.401403\n",
      "2012-12-31     55.323515\n",
      "Freq: YE-DEC, Name: predicted_mean, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "predict_sunspots = arma_mod30.predict(\"1990\", \"2012\", dynamic=True)\n",
    "print(predict_sunspots)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "def mean_forecast_err(y, yhat):\n",
    "    return y.sub(yhat).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(5.634832972209008)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_forecast_err(dta.SUNACTIVITY, predict_sunspots)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise: Can you obtain a better fit for the Sunspots model? (Hint: sm.tsa.AR has a method select_order)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulated ARMA(4,1): Model Identification is Difficult"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "from statsmodels.tsa.arima_process import ArmaProcess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "np.random.seed(1234)\n",
    "# include zero-th lag\n",
    "arparams = np.array([1, 0.75, -0.65, -0.55, 0.9])\n",
    "maparams = np.array([1, 0.65])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make sure this model is estimable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "arma_t = ArmaProcess(arparams, maparams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arma_t.isinvertible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arma_t.isstationary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* What does this mean?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xadde5de1e8ed>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(arma_t.generate_sample(nsample=50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arparams = np.array([1, 0.35, -0.15, 0.55, 0.1])\n",
    "maparams = np.array([1, 0.65])\n",
    "arma_t = ArmaProcess(arparams, maparams)\n",
    "arma_t.isstationary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "arma_rvs = arma_t.generate_sample(nsample=500, burnin=250, scale=2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = sm.graphics.tsa.plot_acf(arma_rvs, lags=40, ax=ax1)\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = sm.graphics.tsa.plot_pacf(arma_rvs, lags=40, ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* For mixed ARMA processes the Autocorrelation function is a mixture of exponentials and damped sine waves after (q-p) lags.\n",
    "* The partial autocorrelation function is a mixture of exponentials and dampened sine waves after (p-q) lags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            AC           Q      Prob(>Q)\n",
      "lag                                     \n",
      "1.0  -0.001244    0.000778  9.777436e-01\n",
      "2.0   0.052350    1.382049  5.010626e-01\n",
      "3.0  -0.522181  139.090106  5.938063e-30\n",
      "4.0   0.146506  149.951983  2.084573e-31\n",
      "5.0  -0.091171  154.166872  1.731083e-31\n",
      "6.0   0.337059  211.891306  5.568290e-43\n",
      "7.0  -0.160920  225.075262  5.519054e-45\n",
      "8.0   0.116132  231.955610  1.142179e-45\n",
      "9.0  -0.195352  251.464207  4.895752e-49\n",
      "10.0  0.166410  265.649428  2.760836e-51\n",
      "11.0 -0.126465  273.858717  2.767679e-52\n",
      "12.0  0.115015  280.662675  5.334652e-53\n",
      "13.0 -0.159302  293.742050  4.899046e-55\n",
      "14.0  0.095846  298.486519  2.444596e-55\n",
      "15.0 -0.062853  300.531001  4.335557e-55\n",
      "16.0  0.159244  313.681886  3.718133e-57\n",
      "17.0 -0.089423  317.837389  2.317190e-57\n",
      "18.0  0.002504  317.840655  1.018533e-56\n",
      "19.0 -0.124735  325.959706  9.297882e-58\n",
      "20.0  0.093960  330.576238  4.414194e-58\n",
      "21.0 -0.016212  330.713970  1.708363e-57\n",
      "22.0  0.054804  332.291098  3.279536e-57\n",
      "23.0 -0.110592  338.726892  6.325402e-58\n",
      "24.0  0.022742  338.999620  2.166838e-57\n",
      "25.0  0.029459  339.458216  6.665490e-57\n",
      "26.0  0.095294  344.266902  2.658405e-57\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n",
      "/usr/lib/python3/dist-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-invertible starting MA parameters found.'\n"
     ]
    }
   ],
   "source": [
    "lags = int(10 * np.log10(arma_rvs.shape[0]))\n",
    "arma11 = ARIMA(arma_rvs, order=(1, 0, 1)).fit()\n",
    "resid = arma11.resid\n",
    "r, q, p = sm.tsa.acf(resid, nlags=lags, fft=True, qstat=True)\n",
    "data = np.c_[range(1, lags + 1), r[1:], q, p]\n",
    "table = pd.DataFrame(data, columns=[\"lag\", \"AC\", \"Q\", \"Prob(>Q)\"])\n",
    "print(table.set_index(\"lag\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            AC          Q  Prob(>Q)\n",
      "lag                                \n",
      "1.0  -0.007899   0.031383  0.859389\n",
      "2.0   0.004128   0.039972  0.980212\n",
      "3.0   0.018095   0.205341  0.976722\n",
      "4.0  -0.006766   0.228509  0.993949\n",
      "5.0   0.018123   0.395044  0.995465\n",
      "6.0   0.050690   1.700565  0.945078\n",
      "7.0   0.010253   1.754087  0.972191\n",
      "8.0  -0.011208   1.818176  0.986088\n",
      "9.0   0.020292   2.028663  0.991006\n",
      "10.0  0.001028   2.029204  0.996111\n",
      "11.0 -0.014033   2.130285  0.997983\n",
      "12.0 -0.023858   2.423052  0.998426\n",
      "13.0 -0.002108   2.425342  0.999339\n",
      "14.0 -0.018784   2.607562  0.999589\n",
      "15.0  0.011317   2.673844  0.999805\n",
      "16.0  0.042158   3.595554  0.999443\n",
      "17.0  0.007943   3.628344  0.999734\n",
      "18.0 -0.074312   6.504019  0.993685\n",
      "19.0 -0.023378   6.789205  0.995255\n",
      "20.0  0.002398   6.792213  0.997313\n",
      "21.0  0.000488   6.792338  0.998515\n",
      "22.0  0.017953   6.961578  0.999024\n",
      "23.0 -0.038576   7.744617  0.998744\n",
      "24.0 -0.029817   8.213410  0.998859\n",
      "25.0  0.077850  11.415980  0.990674\n",
      "26.0  0.040407  12.280577  0.989478\n"
     ]
    }
   ],
   "source": [
    "arma41 = ARIMA(arma_rvs, order=(4, 0, 1)).fit()\n",
    "resid = arma41.resid\n",
    "r, q, p = sm.tsa.acf(resid, nlags=lags, fft=True, qstat=True)\n",
    "data = np.c_[range(1, lags + 1), r[1:], q, p]\n",
    "table = pd.DataFrame(data, columns=[\"lag\", \"AC\", \"Q\", \"Prob(>Q)\"])\n",
    "print(table.set_index(\"lag\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise: How good of in-sample prediction can you do for another series, say, CPI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "macrodta = sm.datasets.macrodata.load_pandas().data\n",
    "macrodta.index = pd.Index(sm.tsa.datetools.dates_from_range(\"1959Q1\", \"2009Q3\"))\n",
    "cpi = macrodta[\"cpi\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hint: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "ax = cpi.plot(ax=ax)\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "P-value of the unit-root test, resoundingly rejects the null of a unit-root."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.990432818833742\n"
     ]
    }
   ],
   "source": [
    "print(sm.tsa.adfuller(cpi)[1])"
   ]
  }
 ],
 "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": "3.14.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
