{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anisotropic AVO equations\n",
    "\n",
    "I will show two equations to compute the reflectivity variations with angle of incidence for anisotropic media and also write down some remarks on practical selection of default values for real applications.\n",
    "\n",
    "For more information see also:\n",
    "\n",
    "* [Agilegeo's post on anisotropy](https://www.agilescientific.com/blog/2015/2/9/what-is-anisotropy)\n",
    "* [Agilegeo's post on Blangy's equation](https://www.agilescientific.com/blog/2014/8/7/the-blangy-equation.html)\n",
    "\n",
    "Anisotropy is defined by the two Thomsen's parameters, $\\epsilon$ and $\\delta$ which are explained in layman's terms as:\n",
    "\n",
    "*  $\\varepsilon$: P-wave anisotropy, i.e. the fractional difference between vertical and horizontal velocity, and usually  $\\epsilon > 0$ (which means that acoustic waves travel faster horizontally than vertically). It is known as the _long offset term_ as it only becomes relevant at large offsets.\n",
    "* $\\delta$: is perhaps the most important anisotropy parameter, indipendent of horizontal velocity and dominates at short offsets (therefore it is also called the _short offset term_). It can be either positive or negative.\n",
    "* $\\gamma$: S-wave anisotropy\n",
    "\n",
    "$$ \\varepsilon = \\frac{V_p(90) - V_p(0)}{V_p(0)} $$\n",
    "\n",
    "$$ \\delta = \\frac{(C_{13}+C_{44})^2 -(C_{33}-C_{44})^2}{2C_{33}(C_{33}-C_{44})} $$\n",
    "\n",
    "$$ \\gamma = \\frac{V_sh(90) - V_sh(0)}{V_sh(0)} $$\n",
    "\n",
    "I will use the equation introduced by Blangy (1994) and Ruger (1997). The first one was coded by the nice folks over at AgileGeo and copied directly from their [bruges](https://www.agilegeoscience.com/bruges/) library. The second one I'm afraid I've coded it myself, and you'll never know the two hours of despair when my results weren't matching what was shown in the article; could I possibly be so stupid and not being able to simply transcribe a (simple) equation? Read on and see it for yourself.\n",
    "\n",
    "\n",
    "\n",
    "### (additional) references\n",
    "\n",
    "In addition to the two posts on Agile Scientific's blog, these are the original papers that needs to be acknowledged, plus the third is the usual hands-on, very practical book that I always recommend:\n",
    "\n",
    "* Blangy, J. P., 1994, AVO in transversely isotropic media An overview: Geophysics, v. 59, no. 5, p. 775–781.\n",
    "* Rüger, A., 1997, P -wave reflection coefficients for transversely isotropic models with vertical and horizontal axis of symmetry: Geophysics, v. 62, no. 3, p. 713–722.\n",
    "* Simm & Bacon, Seismic Amplitude: An Interpreter's Handbook, Cambridge University Press, 2014.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Various functions\n",
    "\n",
    "`blangy` and `ruger` to compute angle-dependent reflectivity curves taking into account anisotropy parameters $\\epsilon$ and $\\delta$. `rpc` is used to interrogate the online [Rock Property Catalog](https://agilescientific.com/blog/2015/10/5/the-rock-property-catalog-again)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def blangy(vp1,vs1,rho1,d1,e1,vp2,vs2,rho2,d2,e2,theta):\n",
    "    inc_angle = np.radians(theta)\n",
    "    trans_angle = np.arcsin(np.sin(inc_angle) * vp2/vp1)\n",
    "    theta = 0.5 * (inc_angle + trans_angle)\n",
    "    vp  = (vp1 + vp2)/2.0\n",
    "    vs  = (vs1 + vs2)/2.0\n",
    "    rho  = (rho1 + rho2)/2.0\n",
    "    dvp = vp2-vp1\n",
    "    dvs = vs2-vs1\n",
    "    drho = rho2-rho1\n",
    "    dd = d2-d1\n",
    "    de = e2-e1\n",
    "    A = 0.5 * (drho/rho + dvp/vp)\n",
    "    B = 2.0 * (vs**2 / vp**2) * ((drho/rho + 2 * dvs/vs)) * np.sin(theta)**2\n",
    "    C = 0.5 * (dvp/vp) * np.tan(theta)**2\n",
    "    D = 0.5 * dd * np.sin(theta)**2\n",
    "    E = 0.5 * (dd - de) * np.sin(theta)**2 * np.tan(theta)**2\n",
    "    isotropic = A - B + C\n",
    "    anisotropic = A - B + C + D - E\n",
    "    return isotropic, anisotropic, (A, -B, C, D, -E)\n",
    "\n",
    "def ruger(vp1,vs1,rho1,d1,e1,vp2,vs2,rho2,d2,e2,theta):\n",
    "    a = np.radians(theta)\n",
    "    vp  = np.mean([vp1,vp2])\n",
    "    vs  = np.mean([vs1,vs2])\n",
    "    rho = np.mean([rho1,rho2])\n",
    "    z   = np.mean([vp1*rho1,vp2*rho2])\n",
    "    g   = np.mean([rho1*vs1**2,rho2*vs2**2])\n",
    "    dvp = vp2-vp1\n",
    "    dvs = vs2-vs1\n",
    "    drho= rho2-rho1\n",
    "    z2, z1 = vp2*rho2, vp1*rho1\n",
    "    dz  = z2-z1\n",
    "    dg  = rho2*vs2**2 - rho1*vs1**2\n",
    "    dd = d2-d1\n",
    "    de = e2-e1\n",
    "    A = 0.5*(dz/z)\n",
    "    B = 0.5*(dvp/vp - (2*vs/vp)**2 * (dg/g) + dd) * np.sin(a)**2\n",
    "    C = 0.5*(dvp/vp + de) * np.sin(a)**2 * np.tan(a)**2\n",
    "    R = A+B+C\n",
    "    return R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#....................................................................\n",
    "# from https://github.com/agile-geoscience/notebooks/blob/master/Query_the_RPC.ipynb\n",
    "#.....................................................................\n",
    "import requests\n",
    "class RPC(object):\n",
    "    def __init__(self):\n",
    "        pass\n",
    "\n",
    "    def _query_ssw(self, filters, properties, options):\n",
    "\n",
    "        base_url = \"http://www.subsurfwiki.org/api.php\"\n",
    "        q = \"action=ask&query=[[RPC:%2B]]\"\n",
    "        q += ''.join(filters) if filters else ''\n",
    "        q += '|%3F' + '|%3F'.join(properties) if properties else ''\n",
    "        q += '|' + '|'.join(options) if options else ''\n",
    "        q += '&format=json'\n",
    "\n",
    "        return requests.get(base_url, params=q)\n",
    "\n",
    "    def _get_formats(self, response):\n",
    "        formats = {}\n",
    "        for item in response.json()['query']['printrequests']:\n",
    "            if item[u'mode'] == 1:\n",
    "                formats[item[u'label']] = item[u'typeid'].lstrip('_')\n",
    "        return formats\n",
    "\n",
    "    def _build_dataframe(self, response):\n",
    "        \"\"\"\n",
    "        Takes the response of a query and returns a pandas\n",
    "        dataframe containing the results.\n",
    "        \"\"\"\n",
    "        try:\n",
    "            s = list(response.json()['query']['results'].keys())\n",
    "        except Exception as e:\n",
    "            raise e\n",
    "        samples = [i[4:] for i in s]\n",
    "        df = pd.DataFrame(samples)\n",
    "\n",
    "        # We'll need to know the formats of the columns.\n",
    "        formats = self._get_formats(response)\n",
    "        properties = formats.keys()\n",
    "\n",
    "        # Now traverse the JSON and build the DataFrame.\n",
    "        for prop in properties:\n",
    "            temp = []\n",
    "            for row in list(s):\n",
    "                p = response.json()['query']['results'][row]['printouts']\n",
    "                if p[prop]:\n",
    "                    if formats[prop] == 'qty':   # Quantity, number + unit\n",
    "                        temp.append(p[prop][0]['value'])\n",
    "                    elif formats[prop] == 'wpg':  # Wiki page\n",
    "                        temp.append(p[prop][0]['fulltext'])\n",
    "                    else:                         # Anything else: num, txt, tem, etc.\n",
    "                        temp.append(p[prop][0])\n",
    "                else:\n",
    "                    temp.append(None)\n",
    "            df[prop] = temp\n",
    "\n",
    "        df = df.set_index(0)\n",
    "        df.index.name = None\n",
    "\n",
    "        return df\n",
    "\n",
    "    def query(self, filters=None, properties=None, options=None):\n",
    "        r = self._query_ssw(filters, properties, options)\n",
    "        if r.status_code == 200:\n",
    "            return self._build_dataframe(r)\n",
    "        else:\n",
    "            print(\"Something went wrong.\")\n",
    "#....................................................................."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from bruges.reflection import zoeppritz\n",
    "import bruges as b\n",
    "from IPython.display import Image\n",
    "\n",
    "%matplotlib inline\n",
    "# comment out the following if you're not on a Mac with HiDPI display\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## what are the most common values for Thomsen's anisotropy parameters?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's what the [Rock Property Catalog](https://agilescientific.com/blog/2015/10/5/the-rock-property-catalog-again) tells us:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "rpc = RPC()\n",
    "filters = [\"[[lithology::Shale]]\"]\n",
    "properties = ['Citation', 'Description', 'Lithology', 'Vp', 'Vs', 'Rho', 'Delta', 'Epsilon']\n",
    "options = [\"limit=5000\"]\n",
    "df = rpc.query(filters, properties,options)\n",
    "# df.to_csv(dirdata+'RPC_anisotropy.dat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((-0.25, 0.8), (-0.25, 0.8))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 578,
       "width": 398
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(nrows=2, ncols=1, figsize=(6,10))\n",
    "ax[0].plot(df.Epsilon, df.Delta, marker='o',mec='none', ms=6, ls='none', mfc='k', alpha=0.25)\n",
    "\n",
    "df.Epsilon.plot(kind='kde', ax=ax[1], legend=True, lw=2, xlim=(-0.25,0.8))\n",
    "df.Delta.plot(kind='kde', ax=ax[1], legend=True, lw=2, xlim=(-0.25,0.8), grid=True,)\n",
    "ax[0].set_xlabel(r'Anisotropy Parameter $\\varepsilon$')\n",
    "ax[0].set_ylabel('Anisotropy Parameter $\\delta$')\n",
    "ax[0].axhline(y=0,color='k')\n",
    "ax[0].axvline(x=0,color='k')\n",
    "ax[0].grid()\n",
    "ax[0].set_xlim(-0.25,0.8), ax[0].set_ylim(-0.25,0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Values used by Simm in his example (SA, p.86): $\\varepsilon = 0.02$, $\\delta = 0.15$\n",
    "\n",
    "In Rüger's work instead we have $\\delta = 0.12$ and $\\varepsilon$ varying between $0.133$ and $0.233$ (see figures below). \n",
    "\n",
    "Rules of thumb (SA, p.84):\n",
    "\n",
    "* generally $\\delta > 0$ in shales, may not be zero in sands\n",
    "* $\\varepsilon > 0$ for sands and shales\n",
    "* $\\varepsilon$ is usually larger than $\\delta$ by a factor of 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## reproducing Ruger's figures from his PhD thesis\n",
    "\n",
    "(it works!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gQetQVdV+h4F25K5m9Cvc4o5pmqy1wzDAbk3THNp3f4EbpZTfWClV17V/rui6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UPgzvdTsQnbkyY3s8+6pJ8N/r7Zl+WoX75t3OHszvOMqXOziBi7o8wcq8HfozrPs72iue97E9mt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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/png": {
       "height": 278,
       "width": 466
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='Ruger_1996_pag16_table2-1.png', width=1200, retina=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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556mnnmr1TQzDkC/r7uGkku/lgpmZmWw2O6TLBUA9ph9qEXo4kJAAgsrL4aSR\nSCSTyTSsEpim2bDI0IuqwOpsuYAjSjHUmH6oReiltZXaW2uqH2IQkJAAgq1QKGx6DFHDlQX24kCD\n7l5ZYPO9XDA7O5vNZrv+PEAfMP1QK7ihv1pIf1rTPp0uXN3kdW8+97e3jAgxnS6t9+fJBhoJCSAM\nvBxOKquCWq3m0oGQSqV695D5fH52dtbHcsH8/DzLBRguTD/UCm7o15YSY0KMJZY2+bP/WkU/KYSX\nV4YCCQkgPDweTvrQQw+dO3eu6ad6sWuoQbVanZ+fn5iY8LFcwI1mGBZMP9QKTujXzdovK3XKRvT3\nhPi9qFGuuHn5R48c3Uo9YCMhAYSNPJzUR1UQj8f7+ZzZbNbHcsH09LSu6ywXYMAx/VArOKFfrz73\nhW0j7b5R2racNniztEhIAGFVq9V0Xd/0cNL6qsBlcSCXy7U6urRD1Wo1mUz6WC6IxWIsF2BgMf1Q\nK0ih/13l4ue3+qsGtp5MF1dUP/9AICHhguEBF8EYHh6vLPjqV7/62GOPtfompVJpakNTcnetrq5m\ns9mZmZl2f90pvNEsGCMEPcLwUCtYof/da5f/Vb/uyYQ2KsSolnhSd/Xs4uWflmq/U/3og4KEhAuG\nB1wEaXh4vLKg1amj9Z3KPa0KLMsql8v+lguSyWSxWOzRUzUVpBGCrmN4qBXc0HvtJ4YDCQkXDA+4\nCOTw8HJlQUNVIBcHNkqn07VarUfPubq6urCw4OOI0n4uFwRyhKBbGB5qBTf01ypLT+v600uVa6qf\nZKiQkADQoK2qwOUYU03Tev2oxWIxmUy2WxXIG83K5XKvHw9ohemHWoQeDiQkADTlsSp47LHHWrUf\nGIbRn0f1vVzAjWZQhemHWoQeDiQkALjwcr3x+fPnN1YFmqb1rouglXw+H4vFfCwXcEQp+ozph1pB\nD/1atfijf0nFzp7UNrH5RcbhQEICwKa8XG8sqwJ7ScFlcaB3fQVStVrVdd3HckEsFutzzzFCi+mH\nWkEO/frKT+eOv9/jux6NxxIJCQAeeakKIpHI448/Ho1GWy0OmKapaVqro4q6K5/P+7vRTNURpQgP\nph9qBTj0V5Yf/ph9P9nILYfuYn3AAxISANrisSrI5XJNv9wwDPtl8Xi81cu6qFqtzs/Pt3tEKT3H\n6CmmH2oFN/RvXzo3PiKEGJl84JnC/zPXVRnjBIIAACAASURBVD/PkCAhAcAHf1WBXBzwXjx0Vzab\n9bFcQM8xeoHph1qBDf3VQuo2IYTYH7tcpRbwjoSEC4YHXDA8rPargvrFgY0v60//sb8bzXz0HDNC\n4ILhoVZgQy+vIxPvfSDzFuVAG0hIuGB4wAXDw+a9KkilUq1eEI/H+/nMvo8ojcVi+Xzeyz/BCIEL\nhodagQ39teLcfkGbcNtISLhgeMAFw6NBrVZLp9ObVgXPPPNM0+KhD+3FTRWLRR9HlE5PT2+6XMAI\ngQuGh1rBDf31/oE/S5d+q/pRhgkJCQBd5LEqWFhYePTRR1UtDmwkjyhtdxORECKZTHJEKXxg+qFW\ngEP/9n+nP7VFbPlg7NIVdgx5RkICQNd5qQo0TfvOd74jqwKXxYF0Ot2fbmPJX88xR5SiXUw/1Ap0\n6NfKz91/cGTkw194Ilcxr6l+muFAQgJAj3ivClp1EpdKJXtJoZ9Vgb+eY5YL4B3TD7WCG/qrJeNC\nInHu3kNjI0IIMbbn6OloPNHSBaPE/QMWCQkAPeaxKjAMY2NV0NBp0OeqwHfP8czMTDabZbkALph+\nqBXc0F8/YMgrGo8lEhIA+sBHVWAvDjToc1VgWVaxWEwmk+1WBdxoBhdMP9QKbuipB3whIQGgb2RV\nsPFKsqZVgcvhpJqm9eeygnqy59jHcgE3mmEjph9qEXo4kJAA0GemaRqGsWlVYHcbb2QYhsLnz+fz\nPo4o9XGjGQKM6YdahB4OJCRcMDzgguHRId9VgZLFgY18H1Eai8XoOQZvIGqFJPRrK6/97N8NPZ36\nSiJxIb30K8uyrGu/XP63n3LuUAMSEi4YHnDB8OgKH1WBy+JArVbr58NLHFEKH3gDUSvwob+68vLC\nQ8dvHXn3PWdM01+zLMuq6JoQIxN/mbr0CzoHbCQkXDA84ILh0UVtVQWtFgdM09Q0LR6PK7nquFqt\nzs/Pt7tcQM9xaPEGolawQ7/2RiZx+9iI893mej1wtZC6TX5g5OADP/olV5ZJJCQADAiPVUHTk0kt\nyzIMw36ZqqrAsqxsNjszM9NWVSDoOQ4fph9qBTj062uv6qe2jggxMnboC3ML+Z//+s1cYs+76wNr\n1eJz/+vkxKgQQmz728Uq1w9YFgkJAAPGX1UgFwcaXqawKvB3oxk9x+HB9EOtAIf+V5nobUKILUe/\n+bMVOddfWaqvByzLstbXfnHxr7aNCDH2ySdKLBFYJCQADKR2q4L6xYGNVYGqn8L3jWaxWCyfz6t6\nbPQB0w+1ghv6K4tnR4UQH08V3rrxoY31gGVZ77z6xIkRIUZOXnxDwVMOHBISAAaW96ogmUwOYD1g\nKxaLPo4opec4wJh+qBXY0F9vD7gtVXh3H1DTesBaL6WnBReSXUdCAsCA81gVPPPMM/F4fOOnVG0Z\n2sj3EaXJZJIjSgOG6YdagQ399euJNb3y7sea1wPyoCHqAYmEBICh4KUqiEQiDVXBICwObMQRpWD6\noVZgQ391+eH3CyH2zxXfvWCgeT3QbCUhvEhIABgi7VYFLosDmUxGyX0FNt89xxxRGgBMP9QKbuir\nxuktQoyceOLVd258qGk98FYh9XEhxJbTBucXWCQkXDE84ILhoZDHqmBhYaHVdyiVSvJl6XS6R1WB\nxxHiu+d4ZmYmm82yXDCkeANRK7ihX3/94qlxIbZMfOH7lTV5dNDGeuDqys++eXSLEGL81MXXOV/I\nIiHhiuEBFwwP5TxWBblcbuPXNnQa6Lre6poz39odIf56juVyAUeUDh3eQNQKcOjX315+ZN+IEOK9\nk9H/Xaz9rqEeWDdfX9K/dHTriBBCfPDLS29TDlgWCQlXDA+4YHgMiFqtlk6nXUqCjVWBvThQz+Wm\nM3/8jRDZc+xjuYAbzYYLbyBqBTr06795ce7TW+UQG7nl9nvP3ntoTIgtt2hfiJ7+5B773uKRI48s\n16gGJBISAAKgraqg6TFE9mtU/yjX5fN5Hz3HExMT8/PzLBcMPqYfagU99OtXXn42drs99d9gZM/s\nE4XfUAzYSEgACAwvVUE0Gr148WIkEmn6WcMwVP8QDtVqdX5+3scRpSwXDDimH2qFIfTra7X/vnzx\nW4mzJ4/skasFI2N7Pnn6/q8+sfjTinlt828QJiQkAASMl6ogHo9vrAo0Tet6F0G3+DuilOWCgcX0\nQy1CDweZkHo35PP5Yguc/wAAfealKjh//vxjjz1mdyQP2uLARtVq1ccRpYLDiAYP9YBahB4OMiEn\nmxkfH2/6rjo2NrajmbGxsfe85z3e351nnebn5+uri4WFhYaiQnWoAGD4eK8KIpFIq8UB0zRTqVTT\nc4qUWF1dzWazMzMz7VYF3F0wOKgH1CL0cJAJ2fQ3xI4dO5q+n+7YsaPVL5WxsbGmXzI5Odnwyr17\n98qqo9W79s033zw2NnbzzTc3/ez09HR9LVFfSGSzWbuEYI0YACzLqtVqqVTKvSqIx+OtLi8zDGPT\n1yjh70YzwXLBAJD/IVQ/RXgFJfRXS8aFRCKRSKSXag0f8eaCUeJ6Ysu1Hti+fXvTt9Gu1AO2Vm/W\ne/fubXjlgQMHJicnd+7c2e77vrRxIaJ+CUL1fwcA6LlSqeRyslCrGb9pmg1XHAxaVcBywTCS/wlU\nP0V4BSX0a0sJOfPU9ErDR7wZSyytqf0RBoOMRluT+/7UA61e77KkUP8aaefOnXIjk/eBYa882GWD\nLBjC+QtDxkT1U2BAMTyGVLtVgb04sPE17hcb93+EsFwwRHgDUSsooace6BIZjbYm9y71QKv+gVb1\nwMGDB1v9B2r1T7SqB26++eZWX9Jq49PNN98sOx+2b98+NjY2NjZ20003uQ0aIYQQMzMz9ZuU7EWG\nQO5Nkj+y6qfAgGJ4DDUvVUE6na7Vai73H7tfVqBqhPheLhBCJJNJVoz7gzcQtQg9HGRC1rcF239c\nb7V3f3x8vKHz+MCBA/J3Q6t32Fb1gJc/9jfYtWtX09ePjY21Ww+Mj4+3+pK2lhTqTUxM1FcL8syl\n4S0V5A+l+ikwoBgeAeClKvj6179+4cKFpp9y3zWkfIT4Xi6Ynp5eWFgY3rfuoaB8eIQcoYeDTMiu\nnDeq63oymWw4NSgSiXzmM585ceLEzp07x27Yvn27rD1aHWEkWtcDrSb3LvVAq3/Fx8Ynu16SO5HG\nx8ddmp4bNJQKnMQKYEB4qQoeeuihc+fO1X8kHo+rfnBPOlkuiMVi+Xxe9U8QTDLCqp8ivEIQ+rVf\nv3z5e/+cecXZLlzNnDumRb/+7NLrJrcT11GYkOVyuf440Xw+31Bd3H///cdvuOuuu2677TaXZgAf\nf+x3qQdaTfF9NEJ4IZsWksmkfT5SONsVACjUblUwUC3FXnSyXMClZl0nY6v6KcIr2KFfX6s8nzj6\nPiHq+gque03X5KRw2+2x5ypr1ATXDWlCrq6u1tcSFy9evHDhwvnz58+fP3/q1Kk77rjjjjvumJqa\n2rdvn8vGp927d7c7ufdRD+zevXv37t32YkJbVzTIJYVYLFa/pKA69gCCrFQqNVxavNH58+cfffTR\nVt9BthwMzmUFDTpZLpidnc1ms6p/goCQIVX9FOEV5NCvv/H8A5PvvZ61t6UK9QsEV1+++EVtz9iI\nEEKI907G/v3XVASWZYUpIf/jP/5jcXFxcXExmUxGo9FoNHrkyJGDBw8ePHjQ++S+6Yun2m+E2Lt3\nr++DU+1fS7JOkOsJ/OEKQBflcjn3qkDTNMMwmt5fZi8yRCKRga0KrA6WCziltCtkMFU/RXgFOPS/\nWUp8WAghRvad/sfnCm9u3Ba0vlYrPvfwp7YKIcSHE0u/UfGQA4eEtNVqtUwm893vfvfv//7v5+bm\nTp48qWnavn376o8eavWrcffu3U1/bdx0002tvqRVY/R73vMe7z0JDeTZR/apRxQJADrhoyoolUoN\nr4lGowO+syibzc7Ozvp7y11YWKANzB8ZQ9VPEV7BDf2VxbOjQohbTuklt4NE139hfP6DQoyMn7v0\ndt+ebYCRkF6YplkqlUqlUiKRuP/++//iL/7izjvv9DK593HqUf2X7N27t36vkY9fV+JGkSCvU6BI\nANCutqqCVh0Ig3aF2UbVanV+fn56etrH2yxtxz7I0Kl+ivAKbOivFlK3CSHel1j6rftOoPXfLiXe\nJ4TYP1e81qdn646V4qL+jbN7Rm+8/+w/O/fk00uVDn8IErJDclVheXnZMAxd1//mb/5G07Rbb71V\nXmvwgQ98oNVv0G3btjX9veLj1CMf7O1G+XyeVW8Am/JSFTz//PMuL0in06p/CE/y+XwsFvPxvkrb\ncVtk0FQ/RXgFNvTXryNrbCNupqJrYrguJLu28tI/aaNN339G99z3fzqpCUjIHqlUKqVS6bHHHksk\nEpqmHT16tOFXo7wEbeN/0V27drX6bdpqE5E8v3Xbtm3+dhnZv8nkXiPZkCBXwBkecMHwCCHDMFyu\nJ5uamrrnnnvOnz8v/7ccIXa14H6Z8aCpVqsLCwv+lgu47dgL3kDUCmzory4//H7h6a/+66X0tBDi\n/Q8vX93klYNi5SeJPc2rASGEEOMn9Fd8VwQkZD+98sormUzma1/7WiKRSKVS0WhU/qasv9Ng3759\nrX7RthoBDace7d27d9euXS5ns3pkt9nJbgR+t6EB7x7hZJqmx6pAjhD5EcMwVD+4T8ViMZlM+nsX\n5bZjF7yBqBXc0FeN01uEGDk2V3TvC3jn1SdOjAix5bQxJEt6ZnHuyPW3lj1n5xaLK5ZlWda1ypKe\nuLFm0MHeJxJSuVqtViqVDMNIp9PxePyjH/1o09+vBw4caNVn3OpX8oEDB/z9DmtFnn9qryGojhwU\n490jzLxUBfYblKZpTU8iGiKdnFI6PT2t6zr7iBrwBqJWcEO//vrFU+NCjGw9/k8vrrT6y/818+V/\nObV1RIhtn9JfHY4TR6+9NLd/VAgh9nxlaaVh1l9bShwSQghxZK7o862WhBxAsidBLiNomibvUmiY\n6NvrCX/wB3/Q6pdxq1OPhBC7du1qtWGp3d9z9CEAoSWrApeSYGpqKhqN/uAHP2j1HWRbwiAfS9qg\nXC7Pz8/7OKVU3Li+gLVWScZE9VOEV4BDv/728iP7RoQQI1uPfumpS8U3zfrZ8zXzzeKlp750dOuI\nEGJk3yPLbw9HOXC920GM7p97qckawPVTlVp81gMSclj8/Oc/LxQKhmHUbzRy90d/9EdNfyc1nHpk\nn2LU7nVprX7hyYuW2WIEhEStVkun0+5vR03PFzJN015hiEQiA34AUYNsNuuv7VheX8B5RDIaqp8i\nvAId+vXfvDj36a3vJt3oLYeOaZqmaccO3VK3/37rp+de/M2QVAPXrizeJ1cHEksrzT5/Y/XASyN1\nMyTk8KpUKrlc7rHHHmu6hmCbnJxsOLR0+/btrV68fft2P0VAa3abMgsIQLD5qAo2ri0M/rGkDTpp\nO5bnEYX2jVEGQfVThFfQQ79+5WXjoeMTrbpvRyeOP2S8fGVIigHLstYq+kkhhBAn9UrT45BWlhJ7\nhPB/XBIJGRj2LqP777/ffVPvRz7ykVafarWDSF7K1vnqgRBCXoYge5RVxwxAl3mvCuoXBza+YLgO\nI7I6uO1YCDE9Pb2wsBC2BgP5s6t+ivAKRejXzTeKl7/37VQievqEpmmadvzk2XMPz+k//Gll463F\ng23T6f6NbuPR+xav+NkxREIGmN2p7H2Lkdw1tLFreffu3fIF8vCi7du3d3K2acMvQtmBwF1pQGDU\narVWF5PZ7rvvPpfPDlFHQT3ZduzvtmMRsgYD+SOrforwIvTDZdN6YNMFhE2QkKFSKpUymcyZM2fc\nFxDsqb/caLRt27ZWSwqTk5OdFgRO9hFG+Xye8gAYaqVSadOq4OTJkxs/GI1GVT97p6rVqq7r/vYR\nCSHC0GAgf1LVTxFehH64UA+gh5aXlx9//PFN9xe56Ho90MAuD+hOBoaUl6qg4S1ouFoI3HVyfYHs\nPA5qg4H8GVU/RXgR+uFCPYD+kQ3KhmHE43H561kOD5ff4gcOHNi5c6fdqWy76aabDhw4sGvXrvHx\n8W7tLBLOzUWUB8rx7gF39SPE+1pBPB5v9Q2H9xKDDvcRBbLzmDcQtYIS+qsl40IikUgk0ku1ho94\nc8EoDcP1xNQDUKZWq8nhcfbsWU+LBVNTBw4ckFuMPvCBD9R//ODBg7t37+7KjQcNvyPt8kB1tMKI\ndw+42zhCvFQFX/3qV1s1E6fT6UgkUigU+vL4PdHJeUQiWIUBbyBqBSX0a0sJOa+wz9m0P+KN3/N4\n+qwL/cQeA+L+tT4+a22W7b3+bC9+qOB91nINZv3Xys1FZ86cOXr0qP2bW3621e/1pp/dtm2b6I2Z\nmZn5+flsNtu7cA3mZy1FuebxqQYtXIP5WUvRf0SPn+3ujyyrAvuzLu8e9V9bKpVcPtvrZ/byWaud\nUMt7zbpVGAxmQLx8tumn0AdBCX1Y6oEunDfqMSDuX+vjs1awfoEF9bOW31BnMplEIiE/21Y98Md/\n/MfyFCPnABRdOcy0QdOlg07CNZiftVTnmvtnBy1cg/lZS/V/JvfP9jQg7vWAvVZQv7Bgf7ZSaXL1\nznD9R8zn874PKhU3CgNVP3Lnn236KfRBUEJvlpd/vFx87c2VtSE7QLRN9n1kR+aKTfdNvqZrY0Jw\nHxlUMk1T3p1sNx54dPDgwcnJSXlX2oc//GF7W1EXWw4ke+mAM4uAgZLL5SKRiPsbhWEYL730UqvP\nptPp4e0rsMkGA38XHktDt5VIPrbqpwivgIR+vZSeFkKIP0uXfnvjQ7XS/11a+r+lWsAKhIquCSHE\n6P65l5rsB7qyeHZUiA6WO0hIdN3Pf/5zubPI5dbkTX3kIx/pUW0wMTFB1wEwUDatCv70T//U5bND\nd3mZC9lgMDMz4/stblgKA/m0qp8ivAIS+hubg+p20cgPDck2oDZce2lu/6gQQux5cLHyjvNztaXE\nISGEELecXXzT37cnIdFTtVrt2Wef7eRI03379n3wgx/8wz/8w05qABdy6SCfz3NgEaDWplVB0z8x\n6Lqu+sF7olqtdtJgIG4UBgP7hw/5kKqfIrwCEvob9cChh5dXHB8KXj1gdwwLIfacnVssyh/4WmVJ\nT2ij1z/+laUVP5cTWyQk+uull16S9yX7KA/k5qIjR44cO3bsQx/6kO/fke6/PpPJZDabHfw/rQFB\n1VZVoGlaADYLueuw81jcuMdg0P7qIZ9N9VOEV0BCv17Rj48IIUa2Hv3SUz/6ydLS0tKP06ffK8R7\nT6d/vOTFMG0surEpqIXxE/orPqsBEhLqyOsO5AGC7dYGU1NThw4duv322//8z/98Zmbm1ltv9f2b\n0uU3KNuKAFU8VgWGYbT6DkHaRCR1XhgIIWKx2MLCwiB0UsnnUf0U4RWU0K+/dvEvb+kkJYZqIeGd\nyk/+P615STCufSVb8V0NkJAYDPa2osOHD/uoDaampj7xiU987nOfe+CBB+6+++5O3hlamZ2dZVsR\n0E+maRqG4b6W+LnPfS6XyzX98kgkEo/Hg3TVsa0rhcHMzIyu6wrXQuVjqPrXEZjQr69V/u3h47eO\n+M2EoaoHLMuyrlWWnn4yUVcVjGuJx59e6qQWsCwSEq6UDI//+Z//eeqpp/76r//ad22QSqV0XU+n\n07FYzPcpfi7sbUWD8Dc2hXj3gLuujBAvVUEkEmmoCgzDsD8b1KrA6lJhINsM8vl8nx+eNxC1ghX6\ndfPN//rp9Q1AAd4v1EskJFwoHx61Wi2Xy/nrN5CzBF3XL1269MMf/nB+fr6TIztcfpWGtuVA+fDA\ngOviCPFSFUSjUTnvN01z4yvT6XTwdhDZulIYyE2SfftLB28gagU39IHtJ+4tEhIuBmp4VCqVTCbj\nuzaYnZ09d+7cD37wg2KxqOv67Oxs15cO5G/ThYWFkNQGAzU8MIC6PkJM09R13T3T4/H4Y4891uqz\n6XS6i88zgLpSGIi6g9d696i8gagVlNBvvI/sasm4kEhcMEpXlT7YsCEhMYzkFQef/exnfRQGU1NT\np06d+trXvra8vFwulxcWFpLJZOe/PhtMTEzMzs7Sjgx0Xa1WS6fT/nI/Eomofvw+kW9uXVkUlW9l\nXf8zh/zm3f2e8C4goQ/RfWQ9RkJi2C0vL1+4cOFTn/qUj8nBHXfccebMmR//+MemaVar1Xw+36Nt\nRT36hQqElr+qoFAoqH7wfqtWqx3efGzr7oYi+T07/z7wJyChD9F9ZD1GQiIwTNP88Y9/7PsA01Qq\nlclk7B3GPdpWZO8pCnkvMtAVbVUF8Xhc9fMqls/nk8lkV97TZOtUJ0euye/T3R8Q3gUk9GG6j6y3\nSEgEUieNyLILuf7viD3aVmT3InOGKdCJUqkUj8c3Te3l5eVW3yHArcZNdavNQLKbDdr6M4f82t79\njHAXkNCH6z6yXiIhEXiVSuWxxx67++672y0Mpm50Grzyyiv2d5OL712vDeQvVJoNAN+8VAVNTxmq\n1WpTU1PxeLxSqSh5coWq1erCwsLs7Gy33sqmp6c93uQoX9+fHxMbBSX04bqPrIdISITKD37wg/vv\nv//o0aPtFgZ33HHH/fff/+yzz9Z/t9XV1V60HMzOzobnkCKgu7xUBYZhmKZpf0kqlXIvGMJgdXW1\nR3/paHUis3yBkh8WVnDqgfDdR9YjJCTC6ZVXXnn88cfvvfdeHxuKzp8/n8vl6ucT1o3aQLYcdOPX\nqBB9Pw4cCIxSqeTeR6RpmqwKSqXSpgVD2Mgdkl1pQW5gX/RerVblR1T/rOEVrNBzH1nHSEigVCrp\nuh6NRtstDKLRaCaTabrHwG5H7tbvUfsOUZoNAI9yudymVcHp06ddCgbVP4F68q2sF6euSap/vvAK\nbujpJ/aFhISLsA0Puwv52LFjbRUGsgU5k8k0/bZdrw1mZmYG4WaDsA0PtGtARsimVUErgb+8rC32\n9sjubihS/WOFV3BDz31kvpCQcBHm4ZHJZHx0Gnz0ox89c+bMs88+23QLctd/oaq9ETnMwwNeDNQI\nabcq0DQtnI0EXth3GnR+dKnqHyW8QhL6tZXXfvbvhp5OfSWRuJBe+pVlWda1Xy7/208r5jXVzzZY\nSEjA3SuvvPK1r33t1KlTbf5tscnZRPXsc4q6db+BfXopzQZAU6ZpGobhsWWIzUIedXgcs+rHD6/A\nh/7qyssLDzn6jMc0/TXLsqyKrgkxMvGXqUu/YEuRjYQEvPvBD37g476ze++91zAMl6MM5S/U7m4o\n4vRSoCkvVcHtt9/+wgsvtPoOrBu0srq6KrdHel86UP3I4RXs0K+9kUncPtZw5tD1euBqIXWb/MDI\nwQd+9EuaiSUSEvChUqkYhtFuC7JsM3A/47xYLHbxAFNOKAKa8lIVRKPRUqnU8IW5XG4q9AcQeVSt\nVuUOSZc/dqh+xvAKcOjX117VT20dEWJk7NAX5hbyP//1m7nEnnfXB9aqxef+18mJUSGE2Pa3i1X6\nDCyLegDoTK1Wy2QyiUSircJA07R0Ov3jH//Y5TvLZoMuHgfOogHQwDRNXdfdszUej9tVgWma9vKg\npmmtjhBAU/bOovq/d6h+qPAKcOh/lYneJoTYcvSbP1uRc/2Vpfp6wLIsa33tFxf/atuIEGOffKLE\nEoFFPQB0Sa1We/zxx8+cOfPRj37Ue2Fw++23nzlzZmFhwf1vjfIO0a507wkhJiYmZKcBR5cClmXV\narV0Ou2lKjAMo+HjkUgkl8up/gmGz+rqKtMPtYIb+iuLZ0eFEB9PFd668aGN9YBlWe+8+sSJESFG\nTl58Q8FTDhwSEug6eTbRHXfc4b0wmJqakoXBpluTy+VyF08vlUeXchcy4KUqaJXU8XjcfR8gNmL6\noVZgQ3+9PeC2VOHdfUBN6wFrvZSeFtxUcB0JCfTO8vJyJpNpt83gr/7qrzKZjJeeRbk3tyvNBiwa\nAJa3qqApVgnaxfRDrcCGXl5HJjS9rkJvXg/Ig4aoByQSEugD2WaQSqXammFEIhHDMLwUBt09vVTe\naUALMkKrVCrF43HvqRqNRlU/8vBh+qFWYEN/dfnh9wsh9s8V371goHk90GwlIbxISLhgeHSdaZq5\nXO78+fNtFQbRaNTjioF1Y0NRVxYN3HcTMTzgbthHiPeqYOMxRNjUsA+PYRfc0FeN01uEGDnxxKvv\n3PhQ03rgrULq40KILacN/vZlkZBwxfDoHdl/fPz48bYKg3vuuef73/++x8JgdXW1W4sG8rKzfD5f\n//0ZHnAXjBHipSpIp9NNs5IzSV0EY3gMr+CGfv31i6fGhdgy8YXvV9bk0UEb64GrKz/75tEtQojx\nUxdf53whi4QEVKvVak8++eTMzIyPwsD7bKNbiwb2hQa0GSBUSqXSphcRbqwK5PWFtBY0xfRDrQCH\nfv3t5Uf2jQgh3jsZ/d/F2u8a6oF18/Ul/UtHt44IIcQHv7z0NuWAZZGQwMCo1WpPP/20rutt9R8/\n8MADL7zwgvfCoIuLBrOzs7QZIFRyuZz3qqBSqdgfrL/EABLTD7UCHfr137w49+mtcoiN3HL7vWfv\nPTQmxJZbtC9ET39yj31v8ciRR5ZrVAMSCQkMINl/3FZhkEqlcrlcW/sTurVoIG8649BShITHquDc\nuXMNH4zH4x43+4UB0w+1gh769SsvPxu73Z76bzCyZ/aJwm8oBmwkJDDIZGFw4sSJdguDtv4VeTxR\nLBbrsDCYnp6en59vaDMAAslLVdCqVKCvwGL6oVoYQr++Vvvvyxe/lTh78sgeuVowMrbnk6fv/+oT\niz+tmNc2/wZhQkICg69Wq33rW9+66667vM85NE176KGHCoVCu/9WPp/vfDeRvM2AwgCB568qYJXA\nYvqhGqGHAwkJDJFKpdJuYXD48OFvfetbPi5PLZfLXbnsjP5jBF5bVYGu66qfdyAw/VCL0MOBhASG\nkSwMPvvZz2qa5nEWctddd33rW9/ynLB2eQAAIABJREFU8YfJarW6sLAwOzvbeWFA/zECzEtVcPjw\n4f/5n/9R/aQDgemHWiEJ/e9qpaXFi0/MPZxIJBKJxFdS6acuLi7915smnQMNSEhg2BUKhXQ67b0w\n+OIXv+j9drN68myiWCzW4W6imZkZCgMEVVtnEIUZ0w+1Ah/6qysvLzx0/NbmDcUjtx5PPPPir3+n\n+iEHCAkJFwyP4dJuYRCPx9s9ksiWz+c7KQnswoCDiQIszG8gPqqCSCQSqlbjMA+PQRDs0K+9kUm4\nHC50vSiY/PvnKr9V/aiDgoSEC4bHkEqlUh5LAsnHWaXWjeEh2wymp6c7KQzkwUQUBgHDG4j3qiCT\nycj/q2maYRhhqAoYHmoFOPTra6/qp+R1Y2PTZ+e+v1R8vXb9NKG1lTdfK15+5mtnp8eEEGJk6yn9\n1TW2DlkWCQkElGmaly5deuCBB7xXBYcPH/7yl7/s40giSbYZdNh/TGGA4PFSFRw5cqT+/4bhVmOm\nH2oFOPS/ykRvE0KMTP6d8epbzSf762+9avzd5IgQYs+5y2HfuieRkECw1Wq173//+/fcc4/3wkDT\ntMcee8zHkUSSLAw6vM1genqaE0sRJD5OJo1GowG+1Zjph1rBDf2VxbOjQoj9sctVt7/8r1cvx/YL\nId4bzbzVt2cbYCQkEBK1Wm15eVnXde+Tknvvvfe5557z3fho9x93UhhwlQGCpN2qIBKJqH7kXmH6\noVZgQ3+1kLpNCHHrI8vvuG8EWn9n+ZFbhRC3pQpX+/Rsg4yEBEKoUqm0VRh00nksdX7NGYUBAsN7\nVeB7/97gY/qhVmBDv7aUGBNCaPrmK9wVXRNCjCWW1vrwXIOOhATCTB5J9PGPf9xjYZBOpzucoOTz\n+Q77jykMEAy5XM79NLA77rgjwL3FTD/UCmzory4//H4hxP654rVNXnmtOLdfCPH+h5dZHyAhAVhW\nqVRqq/NY0zRd1303GEidH0xEYYBhZ5qmYRjuVUFQTxxi+qFWcENfNU5vEUJ8PFVw7wt4q5D6uBBi\ny2mDu3AsEhLADaZpPvfcc8ePH/deGJw6dcowjA5vVqIwQMi1WxXUarVIJDLsW4mYfqgV3NCvv37x\n1LgQYsvRb/5spdVf/q+u/OybR7cIIcZPXXydA0ctEhLABpVK5Rvf+MaRI0e81wbJZLLz2Um5XNZ1\nvZMTSykMMLy8VwXJZFL+33g8PrwHEDH9UCvAoV83X/z67SNCCDGy5/P/uPhiZaW+P2Bt5bXlhX/8\n/B75gn2PLL9NOWBZJCRcMTxCzjTNSqXS6s5jOTzqP3Ls2DFd1ztcLrC6cZUBhcEg4A3EBy9VQYNU\nKtV50vUfw0OtYId+pZg+ufXd3wijtxw6pmmaph3eU39p8daT6eKK6kcdFCQkXDA8YJOdx+71gK3z\n84gkCoOhxhuIbz6qgnQ6PVw9BgwPtYIe+vW3Xl185PjEaItfDaMTxx9ZbHVbWSiRkAC8M03zhRde\n8DhB0TQtnU532HYsdaswKBaLnT8M0B/tVgXpdFr1I7eB6YdaoQj9uvlG8fL3vp1KRE+f0DRN006c\njiZS3/7e5eIbJqWAEwkJoC2maeZyub/+67/2/pfLaDSayWS68sfLzguD6enp+fn5crnc+cMAfeCx\nKjh8+PArr7yi+mHbwPRDLUIPBxISgD+1Wk3X9WPHjnkvDB599NFutT92pTBYWFioVjlqDkPAY1WQ\nTqeHpZeA6YdaIQj92q9fvvy9f8684jxjqJo5d0yLfv3ZpddZIqhHQgLoUKFQkAeeeFw06MoppbbO\nC4OZmZmFhYXV1dWuPA/QO0GqCph+qBXs0K+vVZ5PHH2fEBsvKn5N18aEEEJsuz32XGWNmuA6EhJA\nV8j5h8t5RBt15ZRSW+eFQSwWy2azFAYYcG1VBblcbjAPIGL6oVaQQ7/+xvMPTL73+vv6balC/QLB\n1ZcvflG7ccrQeydj//5rKgLLskhIAD0gewzi8biXqkDedtzF+UpXCgOOJMKAM00zk8lEIhH3/Lrz\nzjvt8mCgDiBi+qFWgEP/m6XEh4UQYmTf6X98rvDmxm1B62u14nMPf2qrEEJ8OLH0GxUPOXBISAC9\nU6vVLly44KUqmOreKaW2DgsDzirFUMjlcptWBXbtbV9yrBzTD7WCG/ori2dHhRC3nNJLay4vW/+F\n8fkPCjEyfu7S2317tgFGQgLoqVqtlk6nP/nJT3qsCrp4SqmtWq3quj49Pe2vMOBIIgy+tqqCXC6n\n+nmZfigW2NBfLaRuE0K8L7H0W/edQOu/XUq8Twixf654rU/PNshISLhgeMBFW8ND7iA6d+6cx6pg\nqqunlNrK5fL8/HyHhQFHEnnEG0j/ea8KlJcEDA+1Ahv6taXEmNjYRtxMRdeEEGOJJbd1hLAgIeGC\n4QEX/oaHfUrpyZMnPRYG6XS6W6eU2vL5fDKZnJiY8FcYyCOJKAzc8QaiipeqIBKJdL3ebgvDQ63A\nhv7q8sPvF57+6r9eSk8LId7/8PLVTV4ZBiQkACVqtZpsiIxGo16qgkgk0sVTSm2yMPBXFQghZmdn\nOZIIg6lQKGza06+wo4Dph1rBDX3VOL1FiJFjc0X3voB3Xn3ixIgQW04b/GHHIiEBDIC2TilNpVJd\nXy5YXV3NZrOxWMx3YSDPKu3uUwGdK5VKHquCPp9JyvRDreCGfv31i6fGhRjZevyfXlxp9Zf/a+bL\n/3Jq64gQ2z6lv8qJoxYJCWBgyB4Dj1VBj3Y7rK6udn4kUbFY7O5TAR2SJfemaRWNRr/zne/0Z7mA\n6YdaAQ79+tvLj+wbEUKMbD36pacuFd8063cOXTPfLF566ktHt44IIUb2PbL8NuWAZZGQAAaMl1lL\nvV50F1g3ziql8xhBIg/72jSnDh8+fPHixV4/DNMPtQId+vXfvDj36a3vviGP3nLomKZpmnbs0C2j\n735466fnXvwN1YBEQgIYNB4vWqoXiUS6e3eBrcMjiWZmZmgwwECRPf2bLsQdOXKkp1UB0w+1gh76\n9SsvGw8dnxht8c48OnH8IePlKxQDNhISwMAqlUr2nzOPHz++aVXQi7sLbOVyuZMjibjaDAPFNE3D\nMDatCo4dO/bMM8/04gGYfqgVitCvm28UL3/v26lE9PQJTdM07fjJs+centN/+NPKxluLQ46EBDDg\narWabBUoFAqpVMrLckE0Gu3d8eqdnFU6MTHB1WYYHB7X4u65556ur78x/VCL0MOBhAQwXGq1mpe/\na8rlAl3Xe3RqSodHEskbDNhHhAHxwgsvbJpT3T2clOmHWoQeDiQkXDA84EL58PB+4XE8Hi8UCj16\nDFkY+D6SKMAHlSofIWjX888/v+lFgXJXXudlNsNDLUIPBxISLhgecDEIwyOXy3mpB6ReX8harVZ1\nXffXeSwPKg3YPqJBGCHwYXl5+e677940oTrs1WF4qEXo4UBCwgXDAy4GZHjU9xx70dOeY6lYLPpu\nMAjSPqIBGSHwZ3l5+d577900oeLxuL8DfxkeahF6OJCQAAJAHpbS1hGl8Xi8dz3HUicNBrFYjPOI\noJzHw0l9ZBPTD7UIPRxISABBUigU4vF4MpnM5XLRaHTTqiASiXSxRbKpTq42k+cRca8Z1PJ4OGlb\nW/KYfqhF6OFAQgIIMO+7iXq9ici6cbWZ731E3GsG5XK53KarcPIYok0bjpl+qEXo4UBCAgg870eU\n9mETkWVZ+Xze9z4i7jWDcidOnPBYY7tUBUw/1CL0cCAhAYSHx3lMHzYRWZa1urq6sLDg76DS6elp\nXdfZRwQlarWa9yb+Vg3HTD/UIvRwICEBhEc6nfaySlD/B05/Z6e0pZN9RLOzs+wjghJtVQUbrwxn\n+qEWoYcDCQkgVHycRLRxKtMjvvcRBfL6AgyFUqkUj8dlphw7dsw9leobjpl+qEXo4UBCwgXDAy6G\nfXjkcjl7HnP27NlNqwKPXZKd6+Q8ounp6YWFhQHZRzTsIwTelUolXdc9FtsylRgeagU99GvV4o/+\nJRU7e1LbxKfThauqH3YQkJBwwfCAi2AMj0qlouu6/B/eTyLqwyYiy7LK5bLve81isVg2m+3DQ7oI\nxgiBD16OIWJ4qBXk0K+v/HTu+Ps9vleOJZbWVD/wICAh4YLhAReBHB7edxP1bRORZVnZbHZ2dtZH\nVSCvL1C1jyiQIwTe1W8loh4YNAEO/ZXlhz82cuNNcOSWQ3exPuABCQkAG+VyuQcffHDTqqBvm4gs\ny6pWq7qu+9tHNDMzs7CwQNsx+u/cuXPUAwMouKF/+9K58REhxMjkA88U/p+5rvp5hgQJCQBNeT87\nZWpqKpVK9WcTkWVZxWKxk31EXF+AvqnVaqwPDKbAhv5qIXWbEELsj12uUgt4R0ICQFNtHacoRSKR\nvm0iWl1dzWazXF+AAdcqj5h+qBXY0K8tJcaEEO99IPMW5UAbSEgAcOH9bmOb3ETU6+vMbNVqdX5+\n3t8+Inl9QX+eE2FWqVQaegmYfqgV2NBfK87tF7QJt42EBIBNmaaZyWRkn/E3vvENj/eapdPp/rQW\nSPl8PplM+qgK1LYdIzzsDmNN05h+qBXc0F/vH/izdOm3qh9lmJCQAOBdLpeTU/z6CsFdPB7vW2uB\nZVmrq6sLCwv+9hHNzMxw2zF6LZfLZTIZph9qBTj0b/93+lNbxJYPxi5dYceQZyQkAHSiUCi4HKpo\n62drgVQul+fn5320HcvbjovFYj+fFmHD9EOtQId+rfzc/QdHRj78hSdyFfOa6qcZDiQkXDA84ILh\nUa9Wqx0+fHjTqqDPrQVSNpuNxWI+lgvkbce+lwsYIXDB8FAruKG/WjIuJBLn7j00NiKEEGN7jp6O\nxhMtXTBK3D9gkZBwxfCAC4ZHvVwut2kxUK/PrQWWZVWr1YWFBX9tx/5OKWWEwAXDQ63ghv76AUNe\n0XgskZBwwfCAC4ZHPe/tBPX63FogyesLfFQF7Z5SygiBC4aHWsENPfWALyQkAHRRLpeLRqNtVQX9\nby2wOru+gEvN0DmmH2oRejiQkADQdfa5ipFIRN7HtOn5pEpaCyzLKpfL/m475lIzdILph1qEHg4k\nJAD0SK1Ws7cDmaZpGMamG4o0Tet/a4GUzWZnZ2dZLkB/MP1QKySh/12ttLR48Ym5h2Xz8FdS6acu\nLi7915smJ5E2ICEBoJ88bihKp9P9by2wOrjtmOUCtIXph1qBD/3VlZcXHjp+60jTt6uRW48nnnnx\n179T/ZADhIQEgP47f/68l9aCeDxeKBSUPGE+n/d3SmksFstms0qeGUOE6YdawQ792huZxO1jzWuB\nd4uCyb9/rsIdxteRkADQZ7VazUsxYFPScCxVq1Vd130sF0xMTMzPz7NcgFaYfqgV4NCvr72qn9oq\nLx+YPjv3/aXi67Xrt5Ktrbz5WvHyM187Oz0mhBAjW0/pr66xdciySEgAUKFUKqVSqbaqAlUNx5Lv\nU0pnZ2fpLsBGTD/UCnDof5WJ3iaEGJn8O+PVt5pP9tffetX4u8kRIcSec5cVdGsNIBISLhgecMHw\n6Jw8eqhh0r9pVaCq4diyrNXVVX+XmtFdgAa8gagV3NBfWTw7KoTYH7tcdfvL/3r1cmy/EOK90cxb\nfXu2AUZCwgXDAy4YHt1Sq9V0XZeVgGmahUJBnlXqTlXDseR7uYDDiCDxBqJWYEN/tZC6TQhx6yPL\n77hvBFp/Z/mRW4UQt6UKV/v0bIOMhIQLhgdcMDy6S1YC9v8tlUoNSwdNKbnh2NbJcsHCwsLq6qqq\nJ4dyvIGoFdjQX7+eWNMrm760omuCC4qvIyEBYGDJDUV//ud/7l4VKGw4lnwvFySTyWKxqPDJoQrT\nD7UCG/qryw+/Xwixf654bZNXXivO7RdCvP/hZdYHSEgAGHgXL17cdKFAVgWZTEZVw7HFcgHawfRD\nreCGvmqc3iKE+Hiq4N4X8FYh9XEhxJbTBm1NFgkJAANv01uN66k9hkjyt1wwMTGRTCbL5bLCJ0ff\nMP1QK7ihX3/94qlxIcSWo9/82Uqrv/xfXfnZN49uEUKMn7r4OgeOWiQkAAy8UqnkpcO4gcJjiCTf\nywUzMzPZbJblgmBj+qFWgEO/br749dtHhBBiZM/n/3HxxcpKfX/A2sprywv/+Pk98gX7Hll+m3LA\nskhIABgSG6uCu+++20tVoLDhWPJ31bFcLuCI0qBi+qFWsEO/Ukyf3Prum8noLYeOaZqmaYf31F9a\nvPVkurii+lEHBQkJAEOk/sqCUqm08QaDptQeQyT5vup4dnY2m82qfXh0HdMPtYIe+vW3Xl185PjE\naIt3ldGJ448strqtLJRISAAYOrVaLZPJ1P9fwzA2vctM+TFEUj6fn52dbbcqmJiYmJ+fZ7kgMJh+\nqBWK0K+bbxQvf+/bqUT09AlN0zTtxOloIvXt710uvmFSCjiRkHDB8IALhsegMU3TMIxNm49lVdCH\nhmP3EVKtVufn5ycmJtotDGZnZ7nRLAB4A1GL0MOBhIQLhgdcMDwGU6lU2nT70FRfjiHyOEKy2ayP\n5YLp6Wld11kuGF68gahF6OFAQsIFwwMuGB6DKZVKeakH7Kqgd8cQtTVCqtVqMpn0sVwQi8VYLhhG\nvIGoRejhQEICQJB4aSTYKJ1OVyoV1c9ura6uZrPZmZkZH8sF3Gg2XJh+qBWU0F8tGRcSiUQikV6q\nNXzEmwtGieuJLRISAIIol8s1NBIcPnx406pgEI4hksrlsr/lgmQyWSwWVT8+Nsf0Q62ghH5tKTEm\nhBBC0ysNH/FmLLG05v5PhAMJCQBBVV8VGIZRq9V0Xd909SAejw/CMURWBzeasVww+Jh+qBWU0FMP\ndAkJCQDBJqsCu0lAHkM0LIeTSsViMZlMtlsVyBvNyuWy6sdHE0w/1CL0cCAhASCcNu4p2qgPxxB5\n53u5YGZmJpvNslwwUJh+qEXopbWV2lusD1gkJACEmGmaR48e3bSvQNM0Xdd7dAyRD8ViMRaL+Vsu\n4IjSAcH0Q63ghv5qIf1pTft0urBJm/DVN5/721tGhJhOl7ibjIQEgBAzDGPTYqBe7w4n9aFareq6\n7mO5YHZ2NpvNqn78sGP6oVZwQy/7BzZvC1ir6CeFoIHgOhISLhgecMHwCIC2Litotyro2wjJ5/P+\nlgvm5+dZLlCFNxC1ghP6dbP2y0qdshH9PSF+L2qUK25e/tEjR7dSD9hISLhgeMAFwyMYSqVSPB7f\nOOk/duzYplWB+5UFfR4h1Wp1fn7exxGls7Oz3GjWf7yBqBWc0K9Xn/vCtpF209625bTB3wQsEhKu\nGB5wwfAIkoaqIB6PezyGyOXKAlUjJJvNzs7OtjsrmJ6e1nWd5YK+4Q1ErSCF/neVi5/f6q8a2Hoy\nXVxR/fwDgYQEAEh2VWBP8U3TzGQymx5DNDgXmdl8LxfEYjGWC/qA6YdawQr97167/K/6dU8mtFEh\nRrXEk7qrZxcv/7RU+53qRx8UJCQAoF7TXUBeDicdwKpgdXU1m83OzMy0WxVwo1mvMf1QK7ih99pP\nDAcSEgDg0dmzZ91LgqkBu8jMVi6Xk8mkj+WCZDJZLBZVP34AMf1QK7ihv1ZZelrXn16qXFP9JEOF\nhAQAeFEqlTYtBga8KpDLBT6OKGW5oOuYfqhF6OFAQgIAvGh6DNEwVgWWZRWLxWQy2W5VIG80K5fL\nqh8/CJh+qBWC0K/9+uXL3/vnzCvOe8mqmXPHtOjXn1163eQasjokJADAi1Ynk3qpCgzDME1T9U/Q\naHV1dWFhwcdywczMTDabZbmgE0w/1Ap26NfXKs8njr5PCCE03dkP9ZqujQkhhNh2e+y5yho1wXUk\nJADAu41Vwf/P3v3+uHHdh/4/fwAfVM/CBw6+wEKAUQhoDEUI4hgJVTjrBhIsN4Vg2LcduKpTOUhM\n9ebCdFWUaYBKCbAslMhKwuYHG5tJcNXrDuBWcUO54dcOI9gRyEIybEJgb83GkjK514pCLxiLUVbc\nuQ/OcnZmOHP4Y8k55Mz79Uy7pHb42c/hfj6c88MwjCtXroxsFQzDWMyuwLbtVqvFiWYRo/zQK86h\n33zn5b/Zf9fWML2v2HTfILjz1rm/MjIr8ryCu/af/Mmv6Ahs22ZAQon0gALpkWTurqBSqcgvdjqd\ncrnsNAAyQ5aoK7h586ZpmlPcLuBEsynwBqJXjEP/bqPwB0IIkfr4sW//qHljeFrQ5kan9aPTf7pb\nCCH+oNB4V8dFLhwGJBRIDyiQHmi328Vi0VfcO11BYD/gdAWmaXY6HV1Xrnbp0qWpTzRjEtGYeAPR\nK76hX6/m0kKIvU+YbdWOo5s/r/z3DwuR2nPi1fciu7YFxoCEAukBBdIDCp1OR9EPOMrl8sJ2BVOf\naMYWpePgDUSv2Ib+TrN4nxDi9wqN36hnAm3+plH4PSHEaqnFzqQMSADAHPR6PcMw1M3AUnQFtm1f\nuHBhitsFrDlWo/zQK7ahl8eRDS0jDmKZhuDksi0MSADAzFUqlTGbAXdXEHg08oK4efPmFCeaseY4\nDOWHXrEN/Z3Lp+8Z71P/zXb5kBDintOX74x4ZBIwIAEAM+deWDyRtbW1drut+/JDyRPNHn/88Ulv\nF7Dm2IfyQ6/4hv5m5dguIVKPllrqdQG33z57JCXErmMVunWbAQkAmI92u53NZocr/n/4h38I/PoS\ndQX2tCeayTXH3C6wKT90i2/oN6+fe2KPEKndjz37Zjfsk/9+763/9cTulBB3/6n5NjuO2gxIAMA8\n1et1d/W/trYW+PUl7Qpu3bo13RalrDmm/NArxqHffO/yMx9PCSFSux/+4j+92rrRc88c6vdutF79\npy8+vDslhEh9/JnL79EO2DYDEgAwf07176vv49EV2DvYovT8+fPJXHNM+aFXrEO/+e6bpU/t3h5o\n6b0HHjUMwzAePbA3vf3l3Z8qvfku3YDEgAQARKPZbAZ+vV6v/+Vf/mUMugK2KB0f5YdecQ/95vpb\nla88ti8dMuLS+x77SuWtdZoBBwMSCqQHFEgPqE2UIWOuP87n8/V6fa6XvXNTrzlO1BalvIHolYjQ\nb/beab32r98rFvLHjhiGYRiPHc2dOF0y///XreFTixOOAQkF0gMKpAfUxs+Qdrs9TjPgyGazi98V\n2NOuOd63b9+ZM2euXbum+/LnizcQvQg9PBiQUCA9oEB6QG38DFlbW5uoH1iurmDqNcfydoHuy58X\n3kD0SkjoN7pX3/hJxSwXTxUKXy43fmnbtt3/xeVXXrd6HErswYAEAOhVqVTCDjM+evRoPLoC27Yv\nXbp08uTJKW4XxPJEM8oPvWIf+jvdt85/5bF7U9tDacUwr9r21rHEqX2fLr76cw4mdjAgAQDa9Xq9\nwK6g0+m02+2RNxCWqCu4efOmaZpTrDl+6qmn4nS7gPJDr3iHfuOdWuHBlZR3BG31A3eaxfvkF1Kf\n+Jsf/4J1BBIDEgCwIHxdQaVScb7V6XRGrjleoq7Atu0LFy5MsUXpvn374nGiGeWHXjEO/ebG2+YT\nu1NCpFYOPF06f+m/fnWjXshs3x/YuNn60dePyq2H7v7r6s2wM8uShQEJAFgoTlfQ6/V834pfVzD1\nFqUnT568dOmS7sufHuWHXjEO/S9r+fuEELse/tYbW+cTdxvufsC2bXtz4+fn/uLulBArj5xtc4vA\nZkACAJbNK6+8om4Jlq4rsG17ui1KDx06tKS3Cyg/9Ipv6NerubQQ4pPF5q8HXxruB2zbvv322SMp\nIVJHz72j4SoXDgMSALBcRh5pvLxdwbVr186cOZOEE80oP/SKbei3lgfcV2xuzwMK7AfszXb5kBBi\npdBgWTEDEgCwVCqVypjNwPJ2BVOfaHbo0KHz588vxYlmlB96xTb0G43CihDCMK3trwX3A3KjIfoB\niQEJBdIDCqQH1OaUIWE7k8avK7CnPdFMLMPtAt5A9Ipt6O9cPn2PEGK11No+YCC4Hwi6k5BcDEgo\nkB5QID2gNqcMabfbYfOFXnnllZitNpZu3bp1/vz5KU40W+TbBbyB6BXf0N+sHNslROrI2bdvD74U\n2A/8uln8pBBi17HK8q2+mQMGJBRIDyiQHlCba4bU63VfV5DNZuW34rcHkSNOtwt4A9ErvqHfvH7u\niT1C7Nr39A+tDbl10HA/cKf7xrce3iWE2PPEuevsL2QzIAEAS8vdFbTbbfe3YtwVyBPNlv12AeWH\nXjEO/eZ7l5/5eEoIcdf+/D+3Or/19QObvesN84sP704JIcSH/67xHu2AbTMgAQDLTB5WUCwWA7/b\n6XS+8Y1vxLIrsG370qVLJ0+eXNLbBZQfesU69Jvvvln61G6ZYqm9Dz6Ze/LAihC79hpP5489knHO\nLU4dfuZyh25AYkACAGJs5F2CZe8K5O2CKbYo1Xu7gPJDr7iHfnP9rR+cfNAp/YekMk+dbb5LM+Bg\nQAIA4qrT6YzTDMSgK7Bt+8KFC0899dSkXYHQdLuA8kOvJIR+c6Pzn6+d+04hd/RwRt4tSK1kHjn2\n+a+drb5u9fqj/4MkYUACAOJqbW1ton4gBl3BzZs3n3vuucW/XUD5oRehhwcDEgAQS5ZlKYr+z33u\nczHuCuyd3S64dOnSvC+P8kMvQg8PBiQAIK7a7XbYLYJOpxPjPYgcO7ldYJrmzZvz2pud8kMvQg8P\nBiQUSA8okB5QW5wMGe4KyuWy890kdAX2Dm4XnDx58sKFCzO/nsVJj2SKS+jvtCtfLuzElyttjie2\nGZBQIj2gQHpAbdEyxDmswDCMXq/n+25CuoKpbxfs27fvueeem+HtgkVLj6SJS+g3GoWVKbrcbSuF\nxobuF7EIGJBQID2gQHpAbTEzpF6v12q1sO++8sorjz76aOy7AnsHtwsef/zxCxcu7HzZ8WKmR3LE\nJfT0AzPCgAQAQHJOOz569GgSuoKpjzret2/fmTNnrl27NvWPpvzQKy6h7127/NPLras3uhucJbAj\nDEgAAGzbrtVqvqL/ySefTEJuLHf7AAAgAElEQVRXYO/gqOOpdyml/NArJqHfbJcPCSHEfyu3fzP4\nUqf9743Gv7c5eXgiDEgAAHq9nmEYgUV/7HcmdUx9u0BMvksp5YdeMQn9YLrQUdPa8HyJaUATYkAC\nANBsNhUV/yuvvJKE1caOVqt15syZ6W4XjLlLKeWHXjEJ/aAfOHD6ctfzJfqBCTEgAQCwbduyrMDD\nCrLZrHzAmHsQNZtNvS9kVm7dunX+/PnHH398isZg5C6llB96xST0m5b5WEoIkdr98Bf/6ccXG41G\n46flY3cJcdex8k8b42BikcSABADAMXxYge9T/3G6grW1tXa7reslzNy1a9fOnDkz211KKT/0ikvo\nN6+e+/TeKRpWBzcSJAYkAAA+zmEFa2trgQ9IYFdw69atCxcuTHe7YHiXUsoPvWIT+s0N65XTj92b\noh/YGQYkAACB6vW6oqAvl8snTpz4yle+kqiuwN7ZoWbOLqWUH3rFK/SbvRv/8frWBCDmC02FAQkF\n0gMKpAfU4p0hnU7HqfhPnDjxjW98I2ldgW3bFy5cmHqX0ninx+KLb+hZTzwVBiQUSA8okB5Qi3eG\nFItFX8X/ta997cSJEwnsCnayS6nua0+u+Ib+Trvy5ULhy5X2Hd1XslQYkAAATKTdbodV/N/97ne/\n9KUvJbArsG370qVLk+5SqvuSk4vQw4MBCQDAREzTVJT7nU5neJOi5HQFcpfSMW8X6L7Y5EpI6De6\nV9/4ScUsF08VCl8uN35p27bd/8XlV163en3d17ZYGJAAAEwqrOIvl8sjH5OErsAeb5dS3deYXLEP\n/Z3uW+e/4tl3aMUwr9q2bVumIURq36eLr/6cJQYOBiQAANNpNptyW1L3zQHfYxLeFah3KdV9dckV\n79BvvFMrPLji24N0qx+40yzeJ7+Q+sTf/PgXbC4kMSABANgJ57CCSqUS9pgrV64kuSuwQ3Yp1X1R\nyRXj0G9uvG0+sTslRGrlwNOl85f+61c36oXM9v2BjZutH3396L60EELc/dfVm6w7tm36AQAAdqzX\n69VqtV6vF/aAbDa7trZ28eLFhHcFtm1fuHDBNE3KD71iHPpf1vL3CSF2PfytN7qy1u823P2Abdv2\n5sbPz/3F3SkhVh452+YWgU0/AADAnNXrdafcL5fLly9fpiug/NArvqFfr+bSQohPFpu/HnxpuB+w\nbfv222ePpIRIHT33joarXDgMSAAA5qfX6/nWGMiZRQmfQUT5oVdsQ7+1POC+YnN7HlBgP2BvtsuH\nBCeXbWFAQoH0gALpATUyRKpUKoG1vmEYlUolsauNSQ+9Yht6eTyxMExr+2vB/YDcaIh+QGJAQoH0\ngALpATUyRBo+ydiRzWblYxLYFZAeesU29Hcun75HCLFaam0fMBDcDwTdSUguBiQAAHPVbreHpwwd\nPHiwXq/7HjZOV2BZVtgPWiKUH3rFN/Q3K8d2CZE6cvbt24MvBfYDv24WPymE2HWsclPDVS4cBiQA\nABFwtiX13RzwGacrKJfLwwcdLBfKD73iG/rN6+ee2CPErn1P/9DakFsHDfcDd7pvfOvhXUKIPU+c\nu87+QjYDEgCAqPR6vUqlYhjGwYMH1ZN/Yt8VUH7oFePQb753+ZmPp4QQd+3P/3Or81tfP7DZu94w\nv/jw7pQQQnz47xrv0Q7YNgMSAIBo9Xo930wht06nc/DgwUql0uv1YtwVUH7oFevQb777ZulTu2WK\npfY++GTuyQMrQuzaazydP/ZIxjm3OHX4mcsdugGJAQkAwOIol8uy0JcbENkxvVdA+aFX3EO/uf7W\nD04+6JT+Q1KZp84236UZcDAgAQBYEJZl+Qr9bDYrbyY0m83ARclL2hVQfuiVhNBvbnT+87Vz3ynk\njh7OyLsFqZXMI8c+/7Wz1detXn/0f5AkDEgAABZE2H0AZ7NR36Lk5e0KKD/0inHoN961ftHd4KP/\nyTAgAQBYBL1eTy41DqvynUeO0xWYptnr9TS+HDXKD73iG/rbl07fm17Zf/Tkv7QWN/0XDwMSCqQH\nFEgPqJEhU3BvQOQz/JH/yK5ArkBYzK6A9NArtqHvt0qrQgiROfHaot8jWygMSCiQHlAgPaBGhkyt\n1+s5q4qdD/vDHrykXQHpoVdsQ7/RKKwIIcRR09rQfS3LhAEJAMAC6nQ6xWJRFvQjq/ml6wooP/SK\nb+jXf5y/OyXEPX9R+QVrCMbHgAQAYGG12+1msxn23Waz6Sw1tsfoCpzdirSj/NArxqH/jfWjv92f\nEmL3n57+UavDwuLxMCABAFhSTvVfLBadBQZhKxAWqiug/NArvqHf7LT//ac/+vZn98mzB1Yyh4/m\nThRCfbnSvqP7khcBAxIAgGVUq9V8hb6zp5BiXfKCdAWUH3rFN/SDBQRjWik0WGdgMyABAFhCYZuT\nOqca22N3Bc50oyhRfugV39DTD0yFAQkAwNKp1+uKKt/9wb/sChQPPug67ywylB96EXp4MCABAFhG\n7XY78DzjbDY7/OBOp+Pbw1RvV0D5oRehhwcDEgCA5TW8p5BiP6LF6QooP/Qi9PBgQEKB9IAC6QE1\nMiRKzjqBtbW1kQ9ehK6A9NCL0MODAQkF0gMKpAfUyJCI9Xo90zQVRXylUnEfSWZZVuB0Izf3Nqaz\nRXroRejhwYAEACD2Op2OLPENw6jVas7XwxYhuJXL5Zl3BZQfehF6eDAgAQCIvWKx6C7xfYcPRN8V\nUH7oRejhwYAEACDe2u32OIsEouwKKD/0IvTwYEACABBvvpsDPr76vt1u5/P5eXcFlB96EXp4MCAB\nAIg3xUHF5XI58CnD25jOtiug/NCL0MODAQkAQBL0ej3fNqOGYagL+vl1BZQfehF6eDAgAQBIjk6n\n40wfqlQq4zxlZFdgGIZ7J9NxUH7olZDQb3SvvvGTilkunioUvlxu/NK2bbv/i8uvvG71+rqvbbEw\nIAEASJp2u10sFhUVfLFY9B1lMNuugPJDr9iH/k73rfNfeezelHCsGOZV27ZtyzSESO37dPHVn2/o\nvsrFwYCEAukBBdIDamTI8qrX67LEX1tbsyzL962ZdAWkh17xDv3GO7XCgyuuXsDVD9xpFu+TX0h9\n4m9+/ItN3de6IBiQUCA9oEB6QI0MWVK9Xs9X8Q+vENh5V0B66BXj0G9uvG0+sTslRGrlwNOl85f+\n61c36oXM9v2BjZutH3396L60EELc/dfVm3d0X/BCYEBCgfSAAukBNTJkSVUqlTHr+3q9Hrhn0Thd\nAemhV4xD/8ta/j4hxK6Hv/VGV9b63Ya7H7Bt297c+Pm5v7g7JcTKI2fb3CKwGZAAAMBFUeLn83nf\ngxU7maq7AsoPveIb+vVqLi2E+GSx+evBl4b7Adu2b7999khKiNTRc+9ouMqFw4AEAAAOy7LCTimu\n1+uBT5miK6D80Cu2od9aHnBfsbk9DyiwH7A32+VDQoiVQoNlxQxIAAAwpN1u+1YIDN8c8BmnK8hm\ns7KpoPzQK7ah32gUVoQQhulaBh/cD8iNhugHJAYkAAAI5F4h4Nt+NMyYXQHlh16xDf2dy6fvEUKs\nllrbBwwE9wNBdxKSiwEJAADCyPq+WCyGPaDT6QwvDxjZFVB+6BXf0N+sHNslROrI2bdvD74U2A/8\nuln8pBBi17HKTQ1XuXAYkAAAYGrlclkuDxheXaDoCig/9Ipv6Devn3tijxC79j39Q2tDbh003A/c\n6b7xrYd3CSH2PHHuOvsL2fQDAABgWpZl+dYYDE8r6vV6pmnSDyyUGId+873Lz3w8JYS4a3/+n1ud\n3/r6gc3e9Yb5xYd3p4QQ4sN/13iPdsC26QegRHpAgfSAGhmSBIE7Ea2trfnOL7Ntu9PpyDsJ9AOL\nINah33z3zdKndssUS+198MnckwdWhNi113g6f+yRjHNucerwM5c7dAMSAxIKpAcUSA+okSGx1263\nFYuGAzcnlV2BYRikh15xD/3m+ls/OPmgU/oPSWWeOtt8l2bAwYCEAukBBdIDamRI7KkXDQ/fInAj\nPfRKQug3Nzr/+dq57xRyRw9n5N2C1ErmkWOf/9rZ6utWrz/6P0gSBiQAAJiabyKQZJqm+lmUH3oR\nengwIAEAwA61221nLYFhGL7tR4dRfuhF6OHBgAQAADNRr9ez2WylUgl7gGVZslWg/NArvqG/8x8/\n+Po//rj5f3ssDpgEAxIAAEQjm80ahlGpVCg/9Ipv6DcahRUhRGpl/6cL/7P6usV+omNhQAIAgAjU\najX2G10Q8Q39Vj/g2L3/6Mnnzl++2t3QfWULjQEJAADmrdfruXciovzQK8ah3+hevVw9+5W/OHC3\nZ4fRldWjJ0o/aLzd3Yj+hkG/23rZLOUyzsVkciXzxYZ1e5r/y2q88HzBSDv/VzqT+6ZZbXV3dokM\nSAAAMG++I4opP/RKQOg3ezdar5rP5A7vTbvaApHa99jfls699tavorpfsH6ldMRzBdtWj1evT7Lv\n6XrLPJ4J/q9E2nj2Snf6TVQZkFAgPaBAekCNDIFbvV7n/sDiSFLoN9bfbrxYOnF0v+d4svTew3/1\n9+dea92Y68LjfrdxKqyCF0KI9GfM62PeJbh93fxMSF8x+M+OmBO1F24MSCiQHlAgPaBGhsCn1+s5\ndwlID72SGPrNnvV69ezp3MN7XX3BSqExxxsF/SulVVnDpzO5UrW1btu2bd+2GmbB2CO/vlq6MlYN\nv17NbXUDe4yCuT3XqNuqbs9E2pur3pjuShmQUCA9oEB6QI0MQaBOp1Or1UgPvRIc+o13268+m/v4\n7gj6gX6rtCqbgcJF//z+7sVCJi2EEKul1uiGoL9ePZ4WQog9R8yfDT38tlX9wlZLYJjWVJfKgAQA\nABGj/NAreaHf7N1ovXbu7//Ku5wgdc/py3fm9SM3LPOoEEKIw6XW8Pl8Tokf+F2fbqOQEUKI9PHq\nelD34NyImLa/YUACAICIUX7olZzQ93vW68PbDaX2Ppw7Pe9jy25Uc3sVNfrg7sGKYV7d8c8aNAw7\n6weemtDJkyfNxdCatVu3bu34lwIAAFToB/SKfeg3N7pXL59/7sTRVc9pBKl9h3PPmK+2bvSm34pn\nbFdNY0U1h2dwVMIs5iwNftZYs48CyPAcDPKBD3xABNmzZ8/+EO9///sDn/KhD31o//79H/rQhz44\nJPDxQojhR37wgx9cWVkJ+xELZcy26syZMzNpe65du7bTPAIAIELyz6Xuq0iu+IZ+s/v2T8+V/vax\nfe7NhER676APiO70gZHl/mCSTzpXXd/Zj+pfN4+kxQSrk4fIMAX2A2HF+gc/+MHAxx88eHBlZSXw\nKfv37w97SlhJHfb4/fv3T/qUPXv2BD7+/e9/f2DX8cEPfvB973tf4FPe9773hb3GxbRv374pupEL\nFy6E9R43b97cWc4CAEA/oFl8Q+89nzi19+HcM+arrXci7AP8VxL+8f+oGwhj6l+vHpfrlsffvdRP\nhmuiMnox+4H3v//9YU8Ja2xWVlYmfSGK1x72Qvbs2RN4o2O5+opxKHoPxQSz8+fPM3ELAJJG/uHQ\nfRXJFd/Qyyo8te/wX3/j3Gv/2dFwGrH3SubeDzjnnQVuPTQuOSBnVRNr7AcUxX1YP7Bnz55JX8gU\n/UDYa7///vsVT3F85CMfcbqIsA4tOcbsNALvb9BgAMDikO/quq8iueIb+jvXfvqvP32r81vd1xFN\nP+A0A+nM8ZesHayJkANyVjXxcvUDU7yQGfYDU0x8Gvna77//fncv8dGPfjR+dyFmaPiGxnPPPae+\ndzH9SIsjGUbdV4HFRYZAgfTQi9Dbtr3Rtd58pXF9XvuNzr0fmKwZGLM2kjNY3JNbwubQr6ys+JYC\nj3yKXE/sM85VOQ9+4IEHxu8HnC9O0Q+Mc1UiqGQPe+T9998feFUT9QNTX1XYonD3a5dfcW5HhP0S\nEejQoUNOO+F80ddXyNbC+W7gzQrnu+pRrB7mEX93zKua7ulJ+66t6Zc45ncXLVyL+V2bX9Pk3w38\nFiIQ89Bvdt+qnS2ezD1hhPnjA/KU4p3s7eNdqrBt6/+c63rivnXxlDHRnYGgKw0QOId7J991HhD4\nrUuXLsnvhk0rn/S7Z8+e/eyAc2FHjx49cuTIZz/72Ww2++cDznf/5E/+5I/+6I8eeuihB12c7x4+\nfFgRrvFL9rAuJawfeN/73jfDfmCcGx2+5468yTNpUwc1eZvC+ae7l3BuUDjfDZv1JL+rfhOY+Xed\nqxr55sN3R37X1l1Kqr+7aOFazO/a/Jom/27gtxCBOId+81c/Obn/LjGeOfYDc9tvtG9dfDa3KoTY\n+TQhBwNyIp1Opx3C98hbt261Wq1qtfrfvf78z/9cVtWf+tSnSqVSqVQ6efJkPp/PZrOyY3300UeH\ny3rpIx/5yEqQvXv3hj1liolPv/M7vxP4lOkmfQ0vhPjABz6wFJvGLoXhKU/uJvnSpUssnwCwmOSb\nmO6rSK4Yh/7dRuEPxvkLmtpn5Iv/fPmd30z9k0b1A4PzyMLOBLBMQ4gJzyPrd688a2ydsLyaM690\np756Lwbkoul0OpWBcrm85lKpVNyPdFqR7373u2GVej6fP3nyZC6Xy+VyDz30kFOdf+ITnwh7ilO1\n+7oOZ+KTj2JhdNiPUGwS9dGPftR3ATQPMxe4Gtu3WIL+AcBcybcj3VeRXPEN/W/qhd9LCSF2Hf67\nf2v+396mvfn22UdSIvXI2bc3bXuz17l25dV/+uLDu1Ni96fPvvXePC9lwzKPCiGEOFxq9Ya+21+v\nHk8LIUSm0Bizqr9tVb+QkUMnfaR0ZYeHFngwIGNA3rWo1WoVF9M019bWLCv4HtXa2lpYsR7WjTz0\n0ENhT3F84hOfcM8mCnvY7//+77t3X3VK/w984ANhTwlbBCJPhKBnmCvfXYjAGU0tzqYAMAn59qL7\nKpIrtqHfbJcPCSHEJ4vNX299SU7TTz1hWs6snM2Nt80ndqdSh0qt385xQ9J+qyTPBQiY1dO9WMjI\n+f/Hq+vjzPjpdxunMnLcZL5QtaY8ZyAMAzKZLMuS9xaazaavAQh7Slilns/n5X9Vr9fdDcl3vvOd\nkf3DpHz9hnuhufOABx544IEHHrjvvvt+93d/13eLI+IyOsncy6zd/YMzhYlDtYGEk+8Vuq8iuWIb\n+q05PPcVm9vbBsl5Ox/O19yfWvXeKj+WEvfla7+c49UMVgwLkc7kStWW/ET/ttUwC8aera8XLo51\nd2C7f5j+0DEFBiTGJIt+d8Uv7xuYphn2+LCy/ty5c+6lF86djdOnT8+8hVB74IEH7r//fmefVme2\nku/kOAebL83D448/PnxmNjOXgHiTw1/3VSRXbEO/1Q94lvD2WqXDQtx1qPy/3fcCNq+efXi6vX0m\n4EwKChFQ3HcbhYwQwjuPSL6EcRx13QaZAAMSc9Lr9ZxC3z316ODBg7VaLfAplUolrHC/ePGi0z+4\n50T92Z/9WYTtQzDfsQ9S2KHU9BVTc09bctoG5+w5bjgAy0WOa91XkVyxDf2dy6fvEb5+4M7Nyv/Y\nJcRd+dqv3Q+VrYPnTsIcbG8MOiRtnLo4vDlQUD+wfZ9hJPoBLL12u+1uG9w6nU7gUxQLIYZnMRWL\nxbW1tT/8wz+cc4MwMXcjce+997q7iLvvvvtjH/vYxz72sQMHDhw+fPgP/mCsXRMSbviGg7POgbYB\nWBBytOq+iuSKb+jfOXc0JcRdf1P79fbNgK0m4VC57b5BIPuBnWw4Oq7bVuPF5wuuriBtFJ5/sRG8\nBiCoHwjbySgA/QBmbxHSI3A7V0dYP5DNZsOeElaU5/N5X+ewtraWz+fn1gXMxkMPPST3j1pbWyuV\nSqdOnSoWi8Vi8dvf/vaZM2ecD9T37ds3k1I7Npy7Dc4mS/QMMydDrfsqsKBID73iG/qtj9L3PmG2\nt+ti2STs+rT5898OvrT52+bff1wIcc/py3O9P7AkGJBQWIr06PV6vlsBxWIxbFWDHd4PlMvlwMcr\nFkKcOHHCuaFhGMZ8Cv6dymazzkqPSqVSq9Wq1Wq1Wm00Gq1Wy31egXsToUOHDkVeoi8ceoYdkmHU\nfRVYUKSHXjEO/W/eKv9xSgghfu/hk8+/+tavNmzb3myffWRFiF37nv7B272+bW9u/OrfS4/dI+a+\nfmBpMCChEL/0kMc7BH727zvewaHoB+r1euCPUJwIsYDy+bxzwEWlUmk2m+122zdBy300wYULF9zH\nhDstxOOPPx5hrb4oFD0DK6FliHRfBRYU6aFXrEPfe7344P8nM2xQ7t+5Wf3ru+WXVjKHjT/KrKSE\nEGLe+wstDwYkIG8vhC1RUKxyDpvIpHiKPBHCOejaWXK9CAujhxmGMbJVCHTz5s3h/sE0zZMnTyaw\nefA1DM4aaBoGJJkcHbqvIrniHfrNjXfq33v60IpIbc8G2rzxWuGwdxL+3Q9+8ZV35nj8wDJhQAJq\n7uPe5ClvzqKFKY57C/sp6hPinJ+bzWZnX/VPZepWYdi1a9dkfXzp0qXhyUuxn7nk3GGQBzVwewEJ\nIfNf91UkVxJC/9tO+1Kj7ZoNtPme1Xih+PljjxmPHX369NnaW12agQEGJDBzU/QDYcsP8vl84OMt\ny5IPOHz48LFjx5588slsNvu5z33u0UcfnUv5P4kZtgput27dcu45nD9/XrYN7jXT+kr6OfJ1C869\nhR0GE9BOZrjuq0guQg8PBiQwD/IEaLnEWX66L6fphz0+rLYOe0qn0wl7SrFYtAeToJzzp50dk+bT\nAozL1yqoN4+a2vANh+eeey6W85Scc6B9M5FmHlJg5mQO676K5Ipv6O/8V/W5f/nJm9e6G3z4PwEG\nJKCd82H/sClWOSueIvcaMk3z3Llz//Zv/1ar1ZxNmbTvkiT7JbkJkryl0Ov15hdz525DjHsGeQ6D\ns27h0qVL7IyExSGzVPdVJFd8Qz/Yqj+19+GnCt8591rrRm/oyC8MYUACC0LeUpALFeTH+YZhhBX3\n9Xo9rLAO3PXIDl/lbBiGbyGEXDLh3FvQ2yrIHqZcLlcqlXq9PpOpR2OKd88wPA2JVgFRknmo+yqS\nK76hHz66a2W/8fTps9XLV7tzP3hseTEggWU0xa5HpmmGPSVsYbS8e9But50HLE6r4NzriOZ+Qpjh\nnsFZ0rC8Z8DRKiACMtl0X0VyxTj0G92rb/zkXOnEkw/tTfne3HbvP3qidO4nb15dpzPwYUBCgfRY\nZHLyvXt9giyUw8rine96JKf0yEPN7KH0WJBWIYL1CZPy7bvqbLoaSW0/S3JxszMBaeRaBfmsyOKM\n5UJ66JWE0G9udK3Wa+dKhf9xeG/a+26W3ns4d/p7//pa650eqwxs22ZAQon0WDqKz8jD9irNZrNh\nT1HvejR+emhvFeQ65mKxKJuZKCcdjeTcYZCbJjm3F+Zf3s+S+5aCXKhw69Yt+S3dAcaCIj30Sljo\nN7pW66c//N5Xnjb2eycTuQ4oSDYGJBRIjziR5Xi5XPbV4lPvejScHr1e7+BgJo9Teaun8Qyvmojy\njIXhxQlaJh0pOCe7uScjLdfqheE+QXdQsRBkeui+iuRKbOj7Pav+jyf+mzOVaKXQYO6QzYAEEkxO\npwlbfzzdFkaBjzcMI+ynhJG3FHwbts6tL/Bzz4xaqJsJPnJnVWfpgpyJtBTdgnubVPZITSaZCbqv\nIrkSFfrNja7ValTNUiH3qQd9iwroByQGJIBAlmWFzeqR6weG1Wq1sApb0XVM9Kl8r9dz+gR5ryOy\n+wn5fF7OOFrMOwnDZLfgrFtY/POe3esT5DnNN2/e1B1FzIv8peu+iuSKfehdPYB/jpAQIrWSeeTY\n57/6vR9eaFrvsYLAZkACGMVdgsspPWGLdKfY9ch5ipzib5qmrLYnvcjA3VojaBKc6UZyj6NJL1sX\nZ9GC+8bCwrYK8ti1M2fOOPsdMekoBuQvV/dVJFd8Q9+3Xns2rAcwcoWSWW20LHYe9WNAApiVnW9h\nNM5TJuLswiTXMUcw6chpbHxbtS6LJWoV5IFrcnECk46Wjvwl6r6K5Ipv6D3nD6T3PviZz3/9e/9C\nDzAKAxLArFiW5dxGcFfehmGEPSVsto/iKTufriPveMgF1nJxwrwnHfnWWC/sggQ1ubhZTkBa2JXN\nctIRNxMWn/x96b6K5Ipv6F39QGrvw08VSma18R832FZ0BAYkgPmR03jCFg/I/YgCjbPrUTablRP6\nm83mTCps9yJmOelork2Cb0HCzq9fF3lLwVnWvJj7pTorE2STwMoE7eTvRfdVJFd8Q7/5q9bL5rdP\nfPZBz5kD8kbBP/6I+wQhGJAAdLEsK6xWNk0z8CmKXY/K5fI8LlI2CXJlwrxnHDm3EZa9Q3A4U4+e\ne+65BbyfIGccOU2C7mgli/wV6L6K5EpA6Dd7N/6j8aOzX/u876Di1N4Hn/zC17/3r6+1rO4Gtw22\nMCChQHpAYVbp0el05NQd9yyjsFsK9Xo9rJgO2/VIzg6a7XZA8r5HBNONlrpDCMsQ9/0EOe9ocdYn\nyOlGzz33HBsczZsMuO6rSK5EhV7uNfRvZ7/+hSd9242u7H/8bIvzyGwGJJRIDyjMLz0U5btpmmGl\n88gtjLLZbLlcljP453TZYYe+JbNDmDRD5PoEeU6zXMe8b9++KJqAUZy5RpcuXbp27dr8IpYoMra6\nryK5Ehv6ja51pfY/v3B491ZfwPkDEgMSCqQHFLSkh6IfCGshisVi4OPz+fy81/UOb9WaqA5hVhki\nD1JYqMUJcgtUlizvhIyk7qtIrqSFfnOja7Ve+9fvDd0ioB+QGJAAlo6zkZHzMXw2mw17sGIyT5TX\n7IhgQcLCdggz5J50JBcn6J105Ew0kpufMtFoJMoPvRIS+o3u1Td+cq50wreEQAixst94+vTZ6uX/\n+hVbD9k2AxLA8uv1emHb/E+9hZFzOFo0e4NaljW8iIIOYQryZoKcdKR9BTMTjRQoP/SKdeg31q9e\nftn89kn/aoGtHUi/c0zpor8AACAASURBVO611o1eX/dVLhYGJIAYm2ILo+GnGIYhNwaN8nCxeXcI\n+Xxenqw888XWC2h4ZUK0fcE230Qj3YHRifJDr/iG/s7l0/f4u4CV/UdPlP7lJ29eY0OhMAxIALEn\n5xfJvYCcgniKLYwqlUrEV+421w5BHqssD3NYujOVpyNnHMnj1TRON0psh0D5oVd8Q799HtnujPGX\np89WL19dZ4XASAxIAEljWVatVgubCKRYstxsNgOf0m63tUzCmWuHsLa2NtftmBbTtWvX5JoEjbcR\nEtIhUH7oFd/Q32mezX/lez/8aYsziSfBgAQAN8UuQGHzasrlsnxAPp83TXNW5yVPYX4dwsxPg14W\ncq6Rs2pZyxaohw4dit86BMoPvZIV+s1e5xeWZVm/ZL5QGAYkALjJuwfFYtG3MdGkWxjJ4w6ivPJA\nc+oQ5PwiueQ6UTcQ7KGJRlqWLD/11FNnzpyRexkt6W6nlB96JSv0gzlER02LqUPBGJBQID2gkIT0\nkGcny4UHYcW9YgujfD4f8QWPQ+526ltNsXPDC5STkCEOZ6KRPHE5yt5AuHY7XaIpRolKjwWUrNDT\nD4zEgIQC6QEF0kNqNpthJbKihZDTihZhYx/Z88jDEBRnNUzKMAyZIUmbX+RwNjXSMtHImWK0sDcQ\neAPRK1mhpx8YiQEJBdIDCqSHpNiPKGwLI3cLIacVRXbQwUjyTOVarVYul3c4v0hmiNMeOPsXLUIX\npIWcaKSlQ5A3EOQKhAU5K403EL2SFXr6gZEYkACwc7KGLhaL8rxkadItjLLZbNgWRhoNnwa9c87q\n5CScfqCgq0Nwtwe6FihTfuiVrNDTD4zEgASA2ep0OvV6XbGYWDFxf/H3/u90Ou12e7YLlGkPHLo6\nBGf5QWTtAeWHXskKPf3ASAxIAIhYWFlsGEbYU+r1+uLMKfKZ+QJlOYcqaUcfhPF1CJG1B2fOnDl/\n/vz8VidTfuiVrNDTD4zEgASAKHU6Hd+0IkexWAx7lq9WXtjewPYuUJ7J/CJnY9PFv3kSDedIhJMn\nT0az2+njjz8+8/aA8kOvZIWefmAkBiQAaOFMK3J29anVaoGPbLfbYZ+jVyqViC97UrNtD1iXHOja\ntWvOeQiHDh2KoD3Y+eZFlB96EXp4MCABQDvZG4R95F+pVMLq48XvB3xm2x7IhQfMLPKRU4zkYQgR\n3EBw7206/kVSfuhF6OHBgASABTfF+uNOp7MUs2vk5kWzWnuQz+flzKKFnUyli1yBEE174EwuUi9N\npvzQK36h39zo/Odrlf9VOl0oFAqnS2a10e5sbOq+qqXBgIQC6QEF0iMy7jlFbor1x8ViUT5A42KD\nKTLEaQ92vnORYRjOnkVzeoHLq9VqXbhwIZoFynLnouFzD3gD0Steod/4P43vHT+wkvLmXmrlwF+d\nvfxLVgyMgwEJBdIDCqRHxIbXGyjWHw9Pxclms/JQ5MgueOcZ4pzqsPODk7l1oCCXH0TQHuzbt8+Z\nWcQbiF4xCv3mzXrhUCos6VIHTr56g9sEIzEgoUB6QIH00Ej2BmGffFuWpSiLI7vI2WZIr9eb1cID\nbh2o3bx589KlS3J18rwPQND9WpMrNqHf/G2rtNUNrBzKlX7YaL1tWdfbb9b+6eSju2WWffjvGu/R\nEYzAgASAmInT+uMwsiOaycIDeeug2Wxy6yCQuz2Y+eZFul9ccsUm9O81i4eEECJ1+JnLHU/Vv/nu\nG3//x7uEECJz4jXG9ggMSACImXK5HFb7hn0iXq/XZVm8pB+Zz2pmkXO8w1KsxtbC2bzo5MmTO28P\ndL+a5IpN6K+axooQIp2rrg9/871XT+xJCbHrvuIbd6K/tKXCgASA+On1er7FBlLY490thJxOU6vV\nlvTzcrml6c5vHTCtaBzu9mCKyUW6Lz+54hL6O5dP35MS4q5D5f8dNCXo5+eO3h3aLcCFAQkA8dbp\ndORn5+VyOewxYTPys9lslJc6D7O6dSCPSeYcNDU5uWj8pcm6rze54hL6rZOHVwzzatC3u41CRggh\nDJMbfmoMSABIuAVZfxyBWd06cKYVLektlMjInYsU5x7ovsDkikvo6QdmhAEJAAlXq9XCCl/TNMOe\nFYNS2Ll1sJMNi+gNxje88ED3FSVXXEJPPzAjDEgASDg5oSjwI/Ow8wqazebBgwfz+XylUonH0lvn\neIedHIVGbzA+yg+94hJ6+oEZYUBCgfSAAukRS3I6jTPVPuxhvi2M5GFnvnW3y5sh7rMO6A3mZHnT\nIx7iEnr6gRlhQEKB9IAC6RFvnU5Hsa9O2NpcwzCc8jc2GdJutyuVyk6mFdEbDItNeiypuISefmBG\nGJBQID2gQHoklmL9sXs/olhmiGVZgRu5TtQbsE+RHdP0WCJxCf1WP3DXgcKLjQC18rG9QghxoFAJ\n+naj0fj3doezi20GJABgQorzjxVbmsav/HWWHEzdGzhHI8cvOCNRfugVl9Bv9QPTWyk0NnS/iEXA\ngAQATEouQR5eehu2/ljeUigWi3GdM7Pz3mBtbS1RZ59RfugVl9DTD8wIAxIAMDXnsLODBw8ahhH2\nMNM0fZ+LL+/5xyPNqjeIx8ZNYSg/9IpL6PtW4wVzJ15oWH3dL2IRMCABADvX6/UU9WtYZZzP5+Pa\nFUg77A0MwygWi7VaLX69AeWHXoQeHgxIAMBcKdYfK24pxI9zL2W6fYqcTYrisdiA8kMvQg8PBiQA\nYK6mW38cb5Zl7aQ3cBYi634d06P80IvQw4MBCQCYN8uy3MecOcIq2k6nE+81Bm7yfIOpzz5b0sUG\nlB96EXp4MCABAJFxNwZjrj9eW1uLzSSZkWRvMLxx0zjkYoNl2cGJ8kMvQg8PBiQUSA8okB5QU2eI\nPNgr7LuBq29lsTufi104vV6v2WyapjldbyAXGyzyyQa8gehF6OHBgIQC6QEF0gNqU2eIYv3xwYMH\nF7bAnZ8dblK0tra2gDsU8QaiF6GHBwMSALBQyuVyWGmb2PXHDmch8hSNwULdNKD80IvQw4MBCQBY\nKJ1OJ3Dx8cHw9ce9Xm8pJs3P1k4WG2i/aUD5oRehhwcDEgCwmOTiY2dHTsX641qtdvDgwXw+n5yV\nx27OYoMpJhTpumlA+aEXoYcHAxIAsOCazWa5XDZNM+wB7jrYMIxyudxut6O8wsUhFxtMd7JBlDcN\nKD/0IvTwYEACAJZa2PrjbDZbqVR0X51O7XZ7uh2KstnsvM87o/zQi9DDgwEJAFhq7sMKfIrFou6r\nWwhT3zSY35kGlB96EXp4MCABAEtNsdlOcs4rGN/Uq5Dz+fwMD0Km/NCL0MODAQkAWHaWZZXLZd+H\n34r1x51OJ4H7Efn0ej15rMGkNw2cJcg7+emUH3oRengwIKFAekCB9ICalgyRs2Jk2ao4rEB+Op6o\nA4/VLMua7qbB1LOJeAPRi9DDgwEJBdIDCqQH1DRmSKfTUeyT0+l0fLcRTNPkdoHkrDSYtDHI5/MT\n7U3EG4hehB4eDEgAQKKErT8uFouJ3aU0kNzmddIzDeTeRCMbA8oPvQg9PBiQAIBEURS4tVpN99Ut\noulmE8mDIMKWGVB+6EXo4cGABAAkh2VZin4ggWcbT0QuQZ5031Jn01J3eCk/9CL08GBAAgCSpt1u\nl8tlX9mqWH+MYc1m0zTNSWcTFYvFWq3W6XQoP/Qi9PBgQAIAkqnX69VqNaeiDVs80Ov1ZLfA6oJA\n080movzQi9DDgwEJAEi4drttmmbYd2u1mlPFZrPZWq3GtKJAclunMfcmovzQi9DDgwEJAIBC4JSY\ncrk8q5N642ecZQaUH3oRengwIAEACNNsNhUfctMSjCQ3LR1uDCg/9CL08GBAQoH0gALpAbV4ZMjw\nsmPH2tqa7qtbJpZludcfxyM9lhehhwcDEgqkBxRID6jFJkOazWbgnPiwnfWhZllWrVaLTXosKUIP\nDwYkAAAjdTqdSqXizHvJZrNhj2y32+xENBLlh16EHh4MSAAAxlev19fW1hQnGa+trcmGwXcCF9wo\nP/Qi9PBgQAIAMCuWZbnnFBmGYZpmp9PRfV0Lh/JDL0IPDwYkAACzErb+mOPMfCg/9CL08GBAAgAw\nE/Ik4zCKKUYJRPmhF6GHBwMSAICZ6HQ6YafzGobBWgI3yg+9CD08GJAAAMxQp9MxTdN3Apdpmrqv\na7FQfuhF6OHBgAQAYOZ6vV6tVnOO3wpbUtzr9SqVSgIXHFN+6EXo4cGAhALpAQXSA2pkiNRsNiuV\nSth3K5WKs+A4UV0B6aEXoYcHAxIKpAcUSA+okSHj8E0rSs42RKSHXoQeHgxIAAC0qNfrgYuP19bW\nYt8VUH7oRejhwYAEAEALZ3VBYEug++rmi/JDL0IPDwYkAABauBcc+3B/AHNF6OHBgAQAQKN6ve7r\nCvL5vO6LmjvKD70IPTwYkAAAaNdsNtfW1mQ/UK/Xwx4Wm/sGlB96EXp4MCABAFgQ7Xa7XC6HfbfT\n6Rw8eDCbzSoahmVB+aEXoYcHAxIAgKVQLpedOUXL3hVQfuhF6OHBgAQAYPHJmwM+y9sVUH7oRejh\nwYCEAukBBdIDamTIbLlvDgx3BbqvbmKkh16EHh4MSCiQHlAgPaBGhsyWoh9QLDlYWKSHXoQeHgxI\nAACWQqfTCewKOp2O7kubGOWHXoQeHgxIAACWiK8rWMabAzblh26EHh4MSAAAlo7TFShuDhSLxYVd\nbUz5oRehhwcDEgCA+KnX685q4wU8xYzyQy9CDw8GJAAAMdPr9bLZrHuNwdra2kJ1BZQfehF6eDAg\nAQCImUqlErgTUbFYXJDFx5QfehF6eDAgAQCIGcMwFvywAsoPvQg9PBiQAADETNjOpAcPHlyQFcaU\nH3oRengwIKFAekCB9IAaGaKdZVlra2sLeHPAJj10I/TwYEBCgfSAAukBNTJkQbTbbacrWJwlxaSH\nXoQeHgxIKJAeUCA9oEaGLJR6va44uazT6WSz2SinEpEeehF6eDAgAQBIOGexQWTbklJ+6EXo4cGA\nBAAgySzL8q05LpfL896WlPJDL0IPDwYkAABJ5ltzLBmGUalUer3enH4o5YdehB4eDEgAABKr0+mE\nnVQgbxTM6edSfuhF6OHBgAQAIMk6nU7gLYKDBw/Ob9YQ5YdehB4eDEgAANBut/P5vLsZME1zfj+O\n8kMvQg8PBiQAAJDq9bphGHL9wPwWD9iUH7oRengwIKFAekCB9IAaGbKker1epVJRnEVgWVaz2dzh\nTyE99CL08GBAQoH0gALpATUyJK6y2aw8qcCyrKn/E9JDL0IPDwYkFEgPKJAeUCNDYqlWq/nWGEw3\nrYj00IvQw4MBCQAAxtHr9eTqAt9JBbVabdL/ivJDL0IPDwYkAAAYh2maYScV5PP5iTYnpfzQi9DD\ngwEJAADGoTipYNL9iCg/9CL08GBAAgCA8TWbTbmk2E2xH1Egyg+9CD08GJAAAGBSlUrFWUuwtrY2\n6dMpP/Qi9PBgQAIAgCn0er1yuXzw4MGJVg5IlB96EXp4MCABAMDUFM1Ar9fL5/Ptdnv4W5QfehF6\neDAgoUB6QIH0gBoZgmKxKCcUFYtFX9tAeuhF6OHBgIQC6QEF0gNqZEjCtdttxTEFpIdehB4eDEgo\nkB5QID2gRoYk3PAeRPKYAsuybNJDN0IPDwYkAACYrWazGXZymdyclPJDL0IPDwYkAACYOcuy8vl8\nYD/Q6XQoP/Qi9PBgQAIAgDmp1WrOMQVSpVKxKT90I/TwYEACAID56fV6zkZD2Wy21+vZlB+6EXp4\nMCABAMC8tdvtbDbrnEVA+aEXoYcHAxIAAESM8kMvQg8PBiQAAIgY5YdehB4eDEgokB5QID2gRoZA\ngfTQi9DDgwEJBdIDCqQH1MgQKJAeehF6eDAgoUB6QIH0gBoZAgXSQy9CDw8GJAAAiBjlh16EHh4M\nSAAAEDHKD70IPTwYkAAAIGKUH3oRengwIAEAQMQoP/Qi9PBgQAIAgIhRfuhF6OHBgAQAABGj/NCL\n0MODAQkAACJG+aEXoYcHAxIKpAcUSA+okSFQID30IvTwYEBCgfSAAukBNTIECqSHXoQeHgxIKJAe\nUCA9oEaGQIH00IvQw4MBCQAAIkb5oRehhwcDEgAARIzyQy9CDw8GJAAAiBjlh16EHh4MSAAAEDHK\nD70IPTwYkAAAIGKUH3oRengwIAEAQMQoP/Qi9PBgQAIAgIhRfuhF6OHBgIQC6QEF0gNqZAgUSA+9\nCD08GJBQID2gQHpAjQyBAumhF6GHBwMSCqQHFEgPqJEhUCA99CL08GBAAgCAiFF+6EXo4cGABAAA\nEaP80IvQw4MBCQAAIkb5oRehhwcDEgAARIzyQy9CDw8GJAAAiBjlh16EHh4MSAAAEDHKD70IPTwY\nkAAAIGKUH3oRengwIKFAekCB9IAaGQIF0kMvQg8PBiQUSA8okB5QI0OgQHroRejhwYCEAukBBdID\namQIFEgPvQg9PBiQAAAgYpQfehF6eDAgAQBAxCg/9CL08GBAAgCAiFF+6EXo4cGABAAAEaP80IvQ\nw4MBCQAAIkb5oRehhwcDEgAARIzyQy9CDw8GJAAAiBjlh16EHh4MSCiQHlAgPaBGhkCB9NCL0MOD\nAQkF0gMKpAfUyBAokB56EXp4MCChQHpAgfSAGhkCBdJDL0IPDwYkAACIGOWHXoQeHgxIAAAQMcoP\nvQg9PBiQAAAgYpQfehF6eDAgAQBAxCg/9CL08GBAAgCAiFF+6EXo4cGABAAAEaP80IvQw4MBCQAA\nIkb5oRehhwcDEgqkBxRID6iRIVAgPfQi9PBgQEKB9IAC6QE1MgQKpIdehB4eDEgokB5QID2gRoZA\ngfTQi9DDgwEJAAAiRvmhF6GHBwMSAABEjPJDL0IPDwYkAACIGOWHXoQeHgxIAAAQMcoPvQg9PBiQ\nAAAgYpQfehF6eDAgAQBAxCg/9CL08GBAAgCAiFF+6EXo4cGAhALpAQXSA2pkCBRID70IPTwYkFAg\nPaBAekCNDIEC6aEXoYcHAxIKpAcUSA+okSFQID30IvTwYEACAICIUX7oRejhwYAEAAARo/zQi9DD\ngwEJAAAiRvmhF6GHBwMSAABEjPJDL0IPDwYkAACIGOWHXoQeHgxIAAAQMcoPvQg9PBiQAAAgYpQf\nehF6eDAgAQBAxCg/9CL08GBAQoH0gALpATUyBAqkh16EHh4MSCiQHlAgPaBGhkCB9NCL0MODAQkA\nACJG+aEXoYcHAxIAAESM8kMvQg8PBiQAAIgY5YdehB4eDEgAABAxyg+9CD08GJAAACBilB96EXp4\nMCABAEDEKD/0IvTwYEACAICIUX7oReij1O+2XjZLuYwYyORK5osN6/YM/mvrpeOZtBCZQqO7k/+H\nAQkAACJG+aEXoY/M+pXSkbQItHq8er2/k/+7/zPzyB7ZYdAPYH5IDyiQHlAjQ6BAeuhF6KPR7zZO\nbd8WGJb+jHl96rsEt6+bnxl0GvQDmCPSAwqkB9TIECiQHnoR+kj0r5RWZcWezuRK1da6bdu2fdtq\nmAVDfq6fXi1dme4WQf+66brvQD8AAACWDOWHXoQ+Cv1WaVU2A4WL/mq9e7GQSQshxGqpNUVD0H2j\nZOwRIn1v5t40/QAAAFhClB96EfoIbFjmUSGEEIdLrd7Qd/vr1ePp0O+qdRqFA0KItPHsG9UvrdAP\nAACAJUT5oRehj8CNam6vEEKsFBobAd8e3D1YMcyrk/y3gzUJ6c+Y129vNAr0AwAAYBlRfuhF6CNw\n1TRWhBDCMK3A7w9q+ZB+IcTWRKM9R8yf9bf/D/oBAACwZCg/9CL08zey3B+sNk7nquvj/qeDmUJH\nTLlTKf0AAABYUpQfehH6+Rv98f+oGwh+gw1GXbuU0g8AAIAlRfmhF6Gfv1n3A4MNRj2nmNEPAACA\nJUX5oRehn7/Z9gNbRxH7ty6lH0AESA8okB5QI0OgQHroRejnb5b9wGCmUOZUo+s5rWD8fkAAAAAs\nngmKK8wUoZ+BQS3ut9UAzGw9cb975VkjLYQ4UGh0Qq6BfgAAACylCWovzBShn4ER/cDM9hvtNgqZ\nscfUlBOHGJBQID2gQHpAjQyBAumhF6GfgVH9wOA8stVSqx/0fMs0hBjjPDL6AWhGekCB9IAaGQIF\n0kMvQh+BDcs8KoQQ4nCp1Rv6bn+9ejw9VgVPPwDNSA8okB5QI0OgQHroReij0G+VVoUQIp05/pLl\nu0WwdcywEOnj1fXA2wdjYX8hRID0gALpATUyBAqkh16EPhKDFcNCpDO5UrUllw3fthpmwdiz9XXv\n/qGToh9ABEgPKJAeUCNDoEB66EXoo+FMCgrhOml4wJkdNFaJTz+ACJAeUCA9oEaGQIH00IvQR6Vv\nXTxlBLcEaePURf80IvoBLCDSAwqkB9TIECiQHnoR+ijdthovPl9wdQVpo/D8iw3rdtCD6QewcEgP\nKJAeUCNDoEB66EXo4cGAhALpAQXSA2pkCBRID70IPTwYkFAgPaBAekCNDIEC6aEXoQcAAACSi34A\nAAAASC76Adi2vd6qmqXcqrPMOZP7pvlCY3jPIyTG7evmZ9JixTCvqh7VbVXNb+Yyzgr51VzpeRIn\npoa2QxCruZI5OE0lEG8sydHvtl52p0faKIx6L+h3Wy+bpVzGSahMrmSGbbCBWOlbLx3PpJU7oJAe\nUaMfSLzuG6WtM9GGZL5QZewlUv+6eSQthKof6HevPBu2gW7AOdxYat0r5nZZ77PHKL0R8CedN5YE\nWb9SOhL8ZhD6uw5/ilg9Xr3O+0ec9X9mHpFvDmH9AOmhAf1AwnUahQMhf+aFECJ9xGTkJc3gkxuh\n6ge6FwsZxQl7e46YPyNxYmL7j/f4v27eWJJD3ksMlznV6Pp+2f1u41RGlR/DB3QiNtwJE9gPkB56\n0A8kWr9VGnzot5orVVvyXbtvNUznvu/hUqun+zIRmX63Zbrm/4T1A71W6fDg/TxXqrbkO7oncVZL\nLQq+OHCdrZ42CqYzA6TfbVW35wKlj1fXt3/fvLEkyHo1NxjzuWedkzVvW43y4J0kvVq64nkz6F8p\nrW59K5MrDaac3bYaZmHrntLQUxAXg5vP4f0A6aEJ/UCSOVXdgUKj4/2W06Az8BKjbzWedU3WVPQD\nzvt1wCd/zgfDFHzxcKOa2xv6mVz/evX46lCq8MaSHM7vOuiWoNMqGKbl+vKgXUxnChf9xaBz45EP\nFGJpaxph+t7MvemQfoD00IV+IMmumsZK+NAa1AEMvARwzRESIvOFauP7hqIfsExDUdJtFQEUfLEw\nOPk8nasGLhx2bgWsFBobW1/jjSU51L/NQSZ4+oENyzwa/pGBcz+KDxTiZ+vTorTx7BvVL60E9wOk\nhzb0Awk2+PDG9Yfczfng56hpBX0fMTKo+vYYpy5YfafiD+wHnHfkkKVgzt0D74eCiKdB6my/jfDG\nAtu2t2eG+D4aGLQQIfkx6DBHbW6GJTO4N5j+jHn99uBtY/iPCOmhDf1AgqlqPtve/kOv2BEMMbHR\n+OrRgrm9lZsqN5zPb8LquW6jkFG8oSNWhm8W8caCvtV4YbATsX9WYeBNA5fhDhMxsDXVZ2teWfib\nAOmhDf1Aco38qzxoxPfmqjcivjZopirpRpb7gw+AvWtMEUfOViHbt+95Y0kw58OCLWnjqxd9+42O\nrOcGNxjDpqhhCQ1mCg02Fgt9lyA99KEfSK7Rn9KN+pwPsbWjfmDkDQTEhLPsxL1/KG8sCTZ4c9iy\nxyic9Z9YN/rz3VGfEGPJDD41cO1JMH0/QHrMDf1AcvFnG6HoBzCSc+KYd+sh3lgS7EY1d28m903f\nOdaeA6Qo+BJmsIzEkwb0AwuIfiC5+LONUPQDUNs+fth/XChvLLBt27ZvWxe/utUWuDtGCr5E2TrN\n0L95KP3AAqIfSC7+bCMU/QAUwpsBmzcWbAs6boKCL0EGM4WGTqqhH1hA9APJxbI/hGI9MUL0rQun\nwpsBmzcWuDm7DzsHFLBgNCn63SvPGmkRdC4h64kXEf1AgrEtIMKw3ygC3LYa5a1NJEOaAdvmjQVu\nw+8GbCiZEL7F5WrOuwHpoQ39QIKNOEeWWR8JNtZ5ZGEnRHI/N5bWr5SObC0SzRw3W+GfzfHGgm3D\nx0uNOqCa6WQxMV0/QHpoQz+QZIO6LXjgjTgmEHGmfs8dPoLKbcTxtFhC/evV46vy73baePZKVz0N\njDeWxBh8WBs6eWPwbuD6dMBpCAM/UBh1/DmWxnT9AOmhDf1Akg3meQfc+nfWgTFLL5HU/YAzJzjz\nharvsKHBuTPMDo8R53eazhx/yRq9JIQ3luQYdHdBc8Rdx9VtnUorDRaQBKXT1im2rD6KOcWkQdJD\nF/qBRBsMPCHEaq5UbcmP/fpWw3S2jw58l0fcjbgn6xR8QmRypWpLvqN7EmdoQwksJ1cF7zp0bMRz\neGNJiu30cL8V2Op3A+cDBZHO5EqDA8tuWw2zsLVU3b89JWJGtYiI9NCEfiDhnE93go1fASBWRs7R\ndKYBBPN8HIgltv23eRTPchHeWBLDNZcsxHDv58z6CMsPzwl3iB/lpgKkhx70A0nn2j1waNAZX73o\nnw2CZBi9Zst12JDfHuPUhTFmlWAJuD7pH8W7fJw3lgRRtATpI6UrQfPC+tbFUyHvH2nj1EXeP2Ju\nxCZjpIcO9AOw7b7VeOH7Bdcf77RReP6FBmMuucbbw6FvNV54vuB6295jFL5P4sTJ4M/2GIa3k+KN\nJUFuW40XPW8GmVzJfLmlmjQ49JS0UXj+xQa9YgKMsekw6RE1+gEAAAAguegHAAAAgOSiHwAAAACS\ni34AAAAASC76AQAAACC56AcAAACA5KIfAAAAAJKLfgAAAABILvoBAAAAILnoBwAAAIDkoh8AAAAA\nkot+AAAAAEgu+gEAAAAguegHgGV31TRWhBBipdDYiO6nbjQKK0IIkSk0uuM9o9soZKK/ziVjmYYg\nSNHaSuUVw7w61PI/JgAAIABJREFU/x/W7zZOZUQ6U7g41rAZDDPyYZReq3RYiAOFRkf3lQBLiX4A\nWHb0AzFCPxC9KPuB7sVCJi0ypxrd/liPpx8Y36SxBeBCPwAsO/qBGKEfiF50/UCnUTggxJ4j5s/G\nrVjpBybQX68eT49/7wWAC/0AsOz09AOTox8YA/1A9KLqB/qt0qoQYrXUGv/za/qBifSvlFbTzBoC\npkA/ACw7+oEYoR+IXjT9QP9n5pE9QuzNVW9M8Cz6gcnIWwQifcS8zqQhYBL0A8Cyox+IEfqB6EXS\nD2zdHEgfr65PUqjSD0xKriLgFgEwIfoBYNkF9gMblnlUCCHEUdPasLutqvnNXCYtpEyuZL7cCl11\n1++2XjafLxiDh4u0UXje/3jV+gHPj0tncuWGdXtEP9C3Gi98v2DsGfzIPUbh+y80rIBL3KqYZfW2\n3qqapdzq4FmruZJZba3v5HVNc0lhPJfa77Yq2/9bJlcK/L+8/UDfapjb16t+dbetxotmKZcR29JG\n4fmwK/a/OpE2Cs+rssLuW40X/NF7sWHdHj8ek1/qDtJ4+MEvNKy+9z/c+iGqfmBGr/pGNbdXCJHO\nVUN+f/1u62VXTFZzz160+qP6gYlTdHi8nGtYt72JKm29q6wUGht9q/Hs1oWljYLp+f9vW40X/eEZ\nMUgme4o//mKPUfi+WW2FrxCQGw0pQg0gAP0AsOzU/cCRUvXsdlXklvlCdbis6VsXTxlBjxYifaR0\nZfsvbEg/0O+2zIAflz5SunI9pB8IeYr823/qgr9QcGqX0ovmdmXjtnq8OjRZYOzXNc0lhdkus37W\nbZzKDP9nw7+C7X7gYufKs0FXHPTqum+UXJX9yJ/St146HvzqAqNh2/Z6yzwecP1CiLRx6uIkPdJk\nlzpdGof++tLGN18qHRFCjNcPzO5Vr1dzaRE+WSj4B6WNZ690Lob0A5OnaPdK8HhJHym99M3wfuDC\nz8zPuH6M6yWE/YdCpI2vXgxsmSZ7ym2r+oXg+MvghLSCW7/PSW/FAMlGPwAsO3U/oDL0Edr6ldKR\nkDpRPuEz5vWtv9mB/YCq0MwcL+TuHbpOu3/dVP9I/24hg4pZ+cJ8pcAEr2uaSwoz6Ace/dKJ0P/Q\ntz3i4NWlHzUeDXuK79VtTUxXxsM9nXrk4/07Nt6+7qkIh409N2PSS50qjVVJuG1kPzC7Vz2Y1B5S\noSqq3nTmxJdyQf3AxCnav149HlyIuwT0A/48dF7CxFk08VOmH4Yjui8AAegHgGU3Rj+QyZUGd9g9\nU1C8BYrrD7Azycf2TnRJr5auyCcE9QNyO8Wtn/jsYApA37r4rPtDQfd1ukoEz1QEz1V6Cy9PP7Ca\nK1W3Zox4nuIpBSZ6XdNcUhjPpe4xCubWj/b8V97dJ8Nenb3eeulU0KvrO3ce/HM5uq3q9vyT7fJ3\nayK7EGnj1Evu2Ufd1ktbFxUWPddL8L2IsTZ9n/hSp0rjsCR0z7wSI/uB2b1qe3umXODOQlvz3X3J\nedtqlN0f/3sG98Qp2nfdnhrMRAoISkA/sPUU84q38nY1S54ruG01TGdMeev1SZ+yNe1HiD1GoeKa\nFeYatqF3AAbNDFOGgLHRDwDLblQ/oPqg7nCp1Rt81fkDHPTBm1O1DGqagH5g62O5wDrJVaW5rnO7\nNg3aD8SpyTx/17cr5uGi3Kk5XPX9hK9rmksKs32pe4zSG94f3e8604HcZaLrKUO71Ae+ukGt6b3F\nMbA1bd39axr84sb89HS7LAvaNd+5pHH+t4kvdZo0ViWh+zaRuh+Y4au2leXp4NaBOjl9TfTEKerE\ndnjIuPIwuB9wJ5vzJLmtZ8iv0vm9uOv1iZ/iZMsU036UDRiAIPQDwLJT9wNBf863v+uqvbb/YI/1\nB3i4HxhRaDqF2vZ1OlWXuy1xGzzAfUlOxRz4x354f57JXtdUlxRGfamBP2vSVzdCwC/aqSblCuIR\niz+d6IWVVoMH7Piz2KCcnDiNnfI6JAm3K2xlPzDbVz2Yzx70EtRVr/Ny3L/xyVN0MPRCrtbp1QP7\ngYCfMkihwFfkfsD2b2HypzgvU+bpRGu4JxmkAGzbph8Alp+6Hwg8Pzjou4NyfswP1Yb6gaCdWzwG\nH1JuX+fgK+E/cfBTAirm4Jp4+LuTva6pLinM1sWE1kAB91ic9QOBpduYu0/2rcYLpmm691IKavzc\nMrlSYMm1VUqGvoSdfharvtSJ09gpIsOScHC16n5gtq86YPcex2DwGqYV+NxBKe/6jU+cooNSO3RD\nVSetAvqBgJLa6VLCh4C/BZriKa7GdVs6k/vmqBbWHuO9CIAf/QCw7NT9QOAf4KAyy/lkOqw08f0X\n/lp25P394f1G3XOU1YavM6RWG+4HJntdU11SmK0fHTqrJKBQU3c7of2Afw9H5dUqtqbxzLn3RG+k\nce9ZTHSpk6bxyDMughqG4X5gtq9a0Q8MfqGh9xkCfuMTp6hqa2DbtoMbBsWpJmMt8vaGZ4qn2Kr9\nnTxrLQKiRj8ATIp+AFh2Y5w/4BeDfiDkw84E9gNDW8ekjcLzpmma5guNq9fDPl/3bc/v4Zo0P9vK\neOJLnTSNRyZhkvuBSfJwIfoBe+hYBq/ghSg2/QAwBfoBYNnNqB+Y2XyhsCkBw/OFRk2WCDRpPzDZ\n65rqkqa71O1JFAFd2dj9gDNV2ii8NHxIk1P+hn82bDVe8EzXkZXWoJ4e8RImMsWlTprGM5ovNMtX\nPd58obDkDJgvNHGK7mi+kKofGL/a3nmBfttqvGianhP0RGgfRT8ATIx+AFh2M+oHRqy7dSqtrU8Z\nw9cTB27J4lrKObyeeKJlf5P2A5O9rpmuRFQvBthex+n6HU3aD4yY6R64aU8o186wg8fPbLnwdJc6\naRqPWk+8vXZirPXEs9mwUrXqQ73n0vY+oUEd4NgpOmI9sTMExuwHApYLjzTFU8K5NmMNHiesJwYm\nRj8ALLsZ9QNj7ss5+BOr3G90+MhY11aPrlJ9e7PF4y8FrREcVMwB+wuN3Q9M9rqmuqQwqq1RR+w3\nOm4/oFpN4T7oaugT9JACdGjdp1OmB52LbG8HcHTpPPGl2tOksWq/UfcRY+r9Rmf3qm173P1Gh/PN\ndZaze5PeyVNUsd+o+6SFcfsB5Ui3XW2Mq/qf9ClOSxa0p+qoRdWjl1wD8KEfAJbdrPqBcc7t2q5p\nghYpbm8RGHp0lO86XXvdpI3C81VnGkm/26qWBqeYBZ0/MH4/MNnrmuaSwvgOFws+B8r7iemU9we8\n/7/d77Ze9k4BcsLlOprK9TvyX5Wr23Ft87LHKJytbh9htt6qlgYrEMb43HfiS7WnSuMZnUc2q1dt\n2yM2I9rOt3QmVxr8IPcpXUP5MHGK7uA8MvUH8FtX8PL2eWHuo+U8PfOkT3F+j+6w+K86eBjO9vYO\nkAz0A8Cym1k/4D2wKYjrQ+XgTUtcJyj5rRZKX8oMlzau45BG/1DbnqYfmOh1TXNJYQafiGeMRzMh\n/5H/I96J1w84H/2quSfDbJ9uG8I342tU9EI/xPWZ/FKnS2NFEm4b0Q/M7lXbrk/0A1+Fu1j3/4TV\n4je/FFCWT5GirjYp1Pj9gOfeRYiheYMTPsXVxo/5Gp1fnew8ZzI3CUgK+gFg2c2wH7BVe/xljpuu\nT+nCNjHsWxdODf/VTx8pXbkesheksrjx/lDbnq4fmOB1TXNJYbYv9Y2g4jKdyZkt35yWyfcX6lsv\nHQ8uf9OZXPli9atbZ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I5o6m7Dm/79ehQ2F5pZw0Kmf+E3rVDD5ifOXx/gJIj/Zy4o8cci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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "height": 542,
       "width": 514
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='Ruger_1996_pag38_fig3-6.png', width=1200, retina=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2dnZ5eZnFe4wi0g9NghLTq6XMCcM4kSldbfO6dy/92W1jQsxkrM3+3NlQY14B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1lNW8GEgvyIY/R8LzfPGWXyPfFDE9o01uhXAIDYkrHV66vlclmm1XhumOPUaDRKpdLgsV9eFhYW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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "image/png": {
       "height": 479,
       "width": 505
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='Ruger_1996_pag39_fig3-7.png', width=1200, retina=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9xokTJxgzZgzbt29n0aJFVKxYMd2I0eHh4fzyyy+0bt2aCRMmMH36dIKCgvjy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110b017f0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 712,
       "width": 391
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110b01780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ang=np.arange(0,41,1)\n",
    "\n",
    "names=['model 1','model 2','model 3']\n",
    "shale = np.array([[3.3,1.7,2.35],[2.96,1.38,2.43],[2.73,1.24,2.35]])\n",
    "sand = np.array([[4.2,2.7,2.49],[3.49,2.29,2.14],[2.02,1.23,2.13]])\n",
    "\n",
    "f,ax=plt.subplots(nrows=2, ncols=1, figsize=(6,12))\n",
    "plt.figure()\n",
    "for i in range(3):\n",
    "    rcz=zoeppritz(shale[i,0],shale[i,1],shale[i,2],sand[i,0],sand[i,1],sand[i,2],ang)\n",
    "    thoms_d,thoms_e = 0.12, 0.133\n",
    "    rcr=ruger(shale[i,0],shale[i,1],shale[i,2],thoms_d,thoms_e,sand[i,0],sand[i,1],sand[i,2],0,0,ang)\n",
    "    \n",
    "    ax[0].plot(ang, rcr, '--k',lw=2)\n",
    "    ax[0].set_title(r'Thomsen parameters: $\\delta={}$, $\\epsilon={}$'.format(thoms_d,thoms_e))\n",
    "    ax[0].plot(ang, rcz, '-k',lw=2)\n",
    "    \n",
    "    thoms_d,thoms_e = 0.12, 0.233\n",
    "    rcr=ruger(shale[i,0],shale[i,1],shale[i,2],thoms_d,thoms_e,sand[i,0],sand[i,1],sand[i,2],0,0,ang)\n",
    "    ax[1].plot(ang, rcr, '--k',lw=2)\n",
    "    ax[1].set_title(r'Thomsen parameters: $\\delta={}$, $\\epsilon={}$'.format(thoms_d,thoms_e))\n",
    "    ax[1].plot(ang, rcz, '-k',lw=2)\n",
    "    for aa in ax:\n",
    "        aa.grid()\n",
    "        aa.set_xlabel('angle of incidence'), aa.set_ylabel('amplitude')\n",
    "        aa.set_ylim(-.4, .2)\n",
    "        aa.text(2,rcz[0],names[i], style='italic', fontsize=10, ha='left', va='bottom')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## reproducing Ruger's figures from his 1997 Geophysics article\n",
    "\n",
    "(not sure if it's ok, vertical scale looks funny)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zUgkiLBy6xbKTCRWNJWYNBcQMAB9R9PhQXE4DvtNwYpatxozNWLsnBgXEDAC/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\nYXx/Kf3ccycn6znHR6Lx0lbxv4QbEkP5mc7hb3WrX2rV7ykEMKsvng/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Cw/lm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\niLKHSGYiRIgQIaLs8f8B/jeieznvcoQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='Ruger_1997_fig2.png', width=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x114f00d30>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AChUqlKlaRfyFwqCIiB+rXr06s2fP5ujRoyxbtowBAwYQGhpKXFwc77zzDgAF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\n9Cs/zRVmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1144130b8>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 304,
       "width": 321
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ruger 1997, fig 2, p715\n",
    "ang=np.arange(0,40,1)\n",
    "rc=ruger(2900,1800,2.18,0,0,3100,1850,2.2,0.2,0.1,ang)\n",
    "rcz=zoeppritz(2900,1800,2.18,3100,1850,2.2,ang)\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.plot(ang,rc,'--k', lw=2, label='anisotropic approximation')\n",
    "plt.plot(ang,rcz,'-k', lw=2, label='isotropic')\n",
    "plt.ylim(0,0.125)\n",
    "plt.legend(fontsize='medium')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## reproducing figure from Simm & Bacon's book\n",
    "\n",
    "Page 86, fig. 5.45:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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7s5BoictQSC9NgtzeFBBhgcozxIzI29CyglW9YZ5H20FpmVVLv2VUEsx4AAcS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\nXKxmRN2clXwTnnxps6WnZxN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8QubOyklCr1pSZgS2OJwVC86eZceK3yuX8v8AkyujXTLp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\n/9H7gDiuTokMp7qBW/uvJol2AGV2VELKxQbnC7m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tNjAQGhoO+wjlZ3SsaCNhxysXGocbkRwCpo7fqVqI7NZJkcI0mAmdXX5qUP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BukHciR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\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pKW49yxIgdSR9FF7NKImed/dM9tJA6Hf3WQBkHbqlKah1dxz1hAUPHAHzUVDw\nT94k7IGKXU/iJmAeyjPSmPcwk1W46RuJ32WRhS6RM7n19VIAeI78owqtIBIhWHPKFwAA7nlSFrnd\nPorAYknrt26SrFU20+6MGA5rTxuAtIugAyCRHXsg/QFrw/kxukRY1pI/ILJNDmE7bHuqIfjiWjY9\nv6oL/9T6rgn6bryR3TaVpJslCP6wiJJ6R9VJJj1PdKNtzwkUp53HPROBUzZ3rKylojiJ/mrTDwfq\ngVXUYZ+HlS1AwgTwgwBPCdVHj7x4QBBaIM77qlMOzcfRQHeISi6EpNG/4oBTTmfUyUk7W6RA6KiV\n1bW2q0n0KlJjqLx8VNzGuYZ7tIgooeacvYBXEVsLs6jQNIDraidp4+6pMCt4f5IuX/t8uYa5vWbS\njBn2aotitLa3sralZ2lJtG2oNDKNJmzWtbsAB2CgYgagAN1lpomaqlcZ5yrRbSL6P/qH8bBwaJO5\n6N90hvgJHBWlhvM2H9lFpQunjhUCNc7uio47q1YWqCWjqOu0pUBoHXopajhI33CIAn4gAf5KQT0U\nT6SB3UkLBoBPP4qEFjAWmeCVFHiOFIW8D+CUAMnZIc88PKND/FWd69Ktrc7EhTLS0B0saZkyTsZa\nPZBdHDR13CqE9ApAOQoI6J79eFQ4tZECOEjDROxWVip7GkgR9NlqDDENLS0gEHkRKjisWdtUe2pU\nose+nBpOe1ri0jf4SRsrEFTC8MrVH1KtlbvqVBFRzqLCXA9HGN/mkPPflPK/kut/1NZC3edT6f2e\nmG6u4Abt8lUsWtkPJlxTZTq4FaFtP7jm0wxw/wBzYP4oDEr+GWQa9TzHYFbtO2ptMFjHR/mYCGn6\nK1Mf/pTkXz3VW4aWagWhrK1ZoZPVkPBafYqSin4RZQpUq1Gib2mK5+Ooy6qNeW/5SRs4f6g5Q1SP\nCLCKVoLOzxjFbemHB2ht0alMwf8AI4Q0+rNKsTS8rZLfiebcxW1vjWI2DsKumUxcU3nzqzHT998g\nz8Ox3RC39uRMdpX32qhnDEtIB0tqaXnV01A/s3D/AGfNOAKOTs7UKty9ucqpFY6qbX2rHsDiZOzn\nS3/Y6FYVTct+JVvbeVTzbSq1gTDri2aT32e1s/8Aua5SWVsL8XKbLf7NjWG13NjzTUoGm6THMNc1\nwHpoVh09en4v07yi2jcYPUtwP2jy2qGmOhafiH+0lQUUr/xfbe1w/CsJqW7RNOLh4Lj2a4D/APeY\n1SW22N+LLKdV13lmyq6ZDfKuQx+3XSXOa4ezgVAf8X+IFCy865yY91YGAy3uA8bcktjW30jUprF1\nTPOaaDKLq+Tb1vmCXhtRrwO8Oa2B7O0qCip4kXtO9ZbvyjjAY+Zc2k1zuJ2GzT8notTItfE23qV6\ntF+BYtTp0T8Vb7I90D/yZ94fQpi0bXxcy9cUKty+zxCjRpEt1vtHljiOmppIH+7SpLafi1lGpb/a\nHVLikJgU6tvVYXR1aY0u+RKLiZJ8U8ksDHOxHSKn7ppVA9vq5pbIG/PCdWrx4mZHNQMGNUJdw6Tp\nnsXRA+aNMZFLP+Ta9R1GnjdoarZGk1AJ9iYB+SlHm5hzVl/Fct4vbYfi1rWrutaoLadVusS0jiQV\naT5GxjCLbKWGUq+KWhqUKDKdf9vTGh/Ia7fY+61E2puKYcW0ni7oaK29Fwqsh/8ApMwUVL/tVu17\naZqsFRwlrdQ1EegmVJYKrCYBBI3id4QhD2nqkDqHQoJmkHgiEAwIJS0kpSbdVIZCgKChSyiih9FI\nJhOrRBEIDVfEl9w3J2IfZxqe7yw4bk6C9sxHVRbLYBzLK2a8Q8UmBzexDRsosgKQoSenRKEQspEo\ntSmytSfRqtD6VVpZUY7cOa7YgjsQs1vhyvHlLHwdmurXy1nLG6eXrmrhzKN1WoUfs1R9NzabX7Mk\nGSBHVePuf3j4849To8Lzk5Xtnv8A0YjM+53a0tOYL89Z+0VCfzV3Ll8HocvfDj/s+wvBu8xC/wDD\nnA7rFLmpeXdWlULq9VxfUI81wALjJMRG69fH0/jP5Xjx4/J5zjMmt8XR8pFAeUkFM0CgtZtJdnjF\nHa5DLC1bo9XVKh4UmxLSoHhSil6mnn3X3HexUnBcQBdmC+3maziTzwf4LUbx7dgR3PEgpsL16ZBG\n0EDss/ZPIAmJEc91YgkGTvI4232VTFFQHuB3CKcVOG0HYcFQjGcZJEfOUJS95DttpKsGEPv8004p\nqGHSDzt0WVpDp5cBMRKhCP2OxMDp1US6ttPLio7AO+w77j252RFBH3YPHfjZP0TSD8+DCqyjt+om\nEE+loAgb+vJUsGAOeArRROiYAhZ+jgt2BDRsevzSEc0cDrvKyDaQdid/eERrw//V+qpnYrzR3SQD\nJShknnshBJOw/BSNqgAJSDn0UE46JiQzuArVIrHqIJ7FRxYzj++UI+4lGs1Ilwn8UIdvyUS6RyOP\nVKAt1QQYQEDT3lKWAR6d0AEoY9UlPfhSEgSf4IRfqrViEgDsjVSsG8Rv6pUPph0jj0SrTHff06Io\nLpMz16FBjn+Zadar4h5YDKg0tZXqOpkNMNDTJEyZPG3/AApvqtKEAgAcoqqNn+aWTTBHZCixvCmt\nB2rSdPzSqUc+vb1RQL/umQqAGM33P81qoxZECZWUkuKUZ06SOuyENMbb/wB7JIVOiLUUGR6q1EGq\nTHPRQrnvhrWtK2M5xr27XMJxRzS13JDQRJ+Fo3Oo8k91F0jUInn+KUAneVJGkd1CiTuO31QlrdgI\nCkfv2Wkpqbn+yhHDS6PThROOv4JAz0InsoaV+yhoTt3RQAHPqo6hG/8AJKMRHTjhWoW7woueeHjr\nirmTOda4ZAdiDQHkQToaWhs7bAR0WYHRI4PRaQkkbFSCShGDjpC0APQlBRph0AKRxKNODJEEJ0jq\nPE+6tBY9NkDDsPxcb9FqHDlrBqECHfeHdQVOtrZzPLdRYaf+QtBb9IhCwlTDsPrhorWtGpoEM102\nO0gcASNvkoxXUwXBqtVtaph1sarYLahos1beulRYwynlgue8YNZh1QQ+KFMSPopNWzpk3J+H5axS\n7p4Tb27hSL/OpUhrY4fdLTBjfss1JgHhvkjE8vYdVusLpVq1WhTfUumlzKr3OaCZc0gnc8FMT1He\nFmSHUadBmG+WylwGVHgO/wBQmD9FYtV1vCjJ9atSrfZ69MU/u02XFVrBHEDUdO+/wwrEDPCrLlO7\nN7SuMQZWI0tcLyqHNH/i+dXyLiFYjs8NMPouqvoYriTH1RDni5OrvvtDv9wKMVqtnhq2navtWY/i\nbWudP/f+GO2njnqITiH/AKeXrbNlrRzVizQ0gkvqh/H+U7OH/uKsS12ScwCrSdTzff6WROttMvge\noAB/3ByMQPyjnP8AWLbmjnCqLWINN1vTJ2ECWzpO/MBq1iNSy94gUrirWdminUY7dtJ1qPL9PhmW\n/wC1yEanhPiS23q//HbR9Vx/ZtfbyGiejxB+rXK8oKth4oNtA2jimHVLnUSS+g5haJ/zCWu/9rVe\nVDVqPigxtAUrjCqlQEGs8U6rGxtILST9WkKhO5/iYLkBtLC/s/VwdVIPyMOH4qCUrvxJZdVBVsMO\nqWwBc0Cs9hJngOgxA7sV5PgtPEvEhtCs6rglnUqifKay40O9NiXBw/3NUFJxzxKpWrar8t29SqSZ\nFO5E9Ilh3Hyc5XlY8fOuOZwrZedb3mAttHVatJrqtO4bVZq1gt6AiT6KUe/RzPm6nWo2z8qVnUWs\na11X7TSlzwIJBEtg+pCNaZFDNWYXvreble7ZTp/d0vpl/pLSQD/tcU7UrZnTG/s7q78q34gw0N0u\n47iNQ+TSrUepnTFKdKi85av9dQS5oDS0D/UJ3/1BqLUjs9XjLhlE5YxUgt1P/ZN1N54+LS7jo5Gg\ntHP5qVbim/L2KsbQbrNT7O5wg8SB8X0DlacKPEak21ddVMAxVml2loNuS1+/RwMD/dpReTXDjvKP\njPOV/wDrLMuLYg1j6bbm7r1PLqQHt1VHbOiRIXl7X97+HM6PGf8Awz/0eAS5wOkbRsUSPV9PrHwj\nzzh2C+HOE2lXDsQc63D6Zey3c+k9zqhcSyoDpgTwS1eqV/D/AMvy7vl87/m34+JOEitQo/q7Ei6v\nHFpUlsiZjkj/AEyumvkYh8SMHHn6rHEWihvr+yVC08wJAOkmP3tKtZE+JGDjyA6xxIPrmGsNnUDt\nxyAfvD/TKtRXeJWDNZcVBZ4gWW+xeLSppc7/ACzHwn0dpVqwB4kYYatKk3C8Uc6qzzP/AJOpsPbk\nj1bKtTHydj1pmLMeNYjbUK1s9tG2ovoXLCyoNBfv7HomVN4WiUqCp+0qLzrv7p+e/CoXBMQDhmK9\neR8LqzxI25PZb+nSV7tkdqbeoWQ9dnw/d2kqah4kdh3CkT4WEgKX0x6pAcQdzHHoinVbzIIGxIUG\nM4RImTtsN0KKqnrvB7rWpSTqAIG3SFlKqjSSQEnSNPwku543QoD3HeB19jKDSRI7H++FMpsCJ5Qo\nk9ORG3f5KaNLp4/uFDA0yQTx6p3EsFMNEgieyzq0W7b/AJoWgXtaDJ3V9la2o3jfvsUpCdTpHHZD\nOjJ4iYG0Iif/1vqkb9F5vp3QfijV5MOPX1Uk9UoAJMHp1Sjkw7jfqlD3/JSB5+HndSVNM/lCEsbM\nIRx+KIAHMjkylDv6KgRSHk7D3ThQb+47pSOgGAfdCxBHHKBREEbhWpGuB9EWgdo32Cogjg/VTUpi\nJKloaQIISEiQoVACBKEPEJhjQcfFB/iTl5hqvbUFtXeWgS0kTDT+JUm8CXOidig/SwNHVQGB2VUn\nT+SgbY8iU4YKFS6J53Hoo6McT2GyRB3HHRCGY5/JSFqkPPKUhgcIAbEbjnokhoHHRGBBTamrWg+G\nz/Ovs2h1A0nsxarJe0tkFo0gEkyAII2HKk6A1o4QULPktpAxFCeWsk7QG7T81Iy0CFuo7RCEIkBK\nP/NSTooYDhIHvuUDAgxKViCf74RiSJ3ISpDO33VhqdPkVJz3wzpXDb7NlatVZUFTFqsBpBdI3JMT\nyCBz0QHQzsqUxHbQTsqlA7umhCQRI+qEQ1ANp3jhCg0nazM7LSq0OPThFUGSoj6hVCR1SrT7cqIy\nZ3UMOON/6KSHbgKOCOPRCO0QEpqfiTWp0Mm4o+qzzGupaAzaNTnAAnjhH0nqZUFFuW8LFBpZS+zU\ndLSIcBobylPaHCiKgIhCEb+yUOyjgqCAKJvySAQh91ARCjERpRaWCjUmygkJTSvFKk2plfQanl67\nu2Y0gxu6oBuZERMrNTb7YaKNNg4a0D6CFKMgbjdJqJGDH4oIwJlATdRHqJ46qMuXXzzjn6NVziuI\nXV+zHqbPtVepWLHW7vhFR5cBIfuRK5dlftOn/FPV4Sce2WR5x/Rbvi7SMwUPLjk275ntAcjsr2cf\n4tv3wd2yVlz/AArlfDsAeWPqWVIUqlSnIa9wJJdB7yusmPxPzOv+/rcup/zXWwQP5JeREpIB6bKG\nBpHZRSAFBrOG1KT8446xrIqMoWYdU/zbPP4I+02MdVtEdsFJU7gypp591u10+4UnAb6amO354cKz\n+OBuVrXR71gwxqaSTEyUao9hvAIPME9la0s5DiOY/NIVkFsnr1Waqx3OIEl3z/huoseodgRx06fR\nAUuO3ExvHE/VKipxBEdfqg1W6Wg9ugQGNVqgS0EBx+vstRKhUbIBO+23r7oOq3v6g7BS0KT9e3bo\ngLZPfb8UIuodFLTmqI3Ee6jqNcSZhQpvNJ9+qicFzgSOB+CyMYlV7vM4np8kyNMqlw0DaVYF4ERP\nSVnRDSCd9iryX//X+pmOkQdivM9BuJI3RgO3iTtKQkjpukiDHrCkMjqFIduSVICdv4+qkopEAu6S\npLR0RWaYOAPqrDB1dk1UC8Rusr6Q1BA79gtaSh/WduygdroG/wDRShudyEKiCA0xsFClaRPooCTp\nKDhgZ9kRFJ3gbwlDKlCF/wAUf8KtVO0mdypYnz9E0oTG34IWOeYmWVPFnBqdSlD6WH1ajap3BJLg\nP3uQJ4HVTLoTY+9KcJi4cn6KABwnn2KIjbxulJEqahlCpqUcTqoJM8fzQAneOnRNhN/coAtceyia\nVBJlMNFaQQBtzv0KyHPfCx906nmJ1ct/++LqNJafikB0lvrxupOhFSNwElBHVAH35UkmN1EduqQA\njv8ANKMN/dCRSH2Kkmnt9EoYUhLVakiPospI3VqQgaZjomiubeFlJjKuZHU6zqtJ2KVizUZIA6/M\nkrMLpQgLeM1IEbiYRYlWkgyAYCl9oA55LdwQpopt3uce0coxLadEMMcnqtRLIPRFZTSZ59EHRaCA\noBpIPzSsPp7BVaNBQhAPyUqJYT77pQN1DaeFJY3j+CU0nxWuH0Mj4q6nT81z2NZpjVAc4AmIPAWU\n2PBS4YPYFzdDjb0y5vY6Bt8kp6jZInqpHB2lSGQpDJ7o1CCVaR/4ShH4J1IoUVlB03QsEDdOAVY0\nikPCRqSFIVLGleJn2V+EWVvctJ86/t2MI6bnUfpKzam5MaAwBvEbLUUMNjvwomVEM7qQyhClApIe\nEAAoGU0CkiRqJKcIAFKa3hb3PzTjwNLS1jbVoqcFx0OKzPabD6rZI729FJU/hRedd7tcOApOCXMH\nGL1zd5uHiT6OKm3v2R+FsHfeVJ6rQC0HrG0JaOXkNhp/v2USvfDZARExS6RtuePVapU1ZAnY77BZ\n+xil28yFKRU5wbEN+Kf7ChaxqrnaSfvHopPOHxO+Od+ygWr+zgjlBFxhsjmEgaMmSOOizpX8+3dB\nI9pj+4SFDmx7HgypQWO0iSSRCTRD3knv6qC+hUhpaeo3WYYqeCXCNzM+oSNXjzGw6eUJksdLQSRP\nBhZoITVHKGn/0PqRpgAbErzvQcE9OO0IRxJ25UMN1n6zslIBvvsFfSSRHdKSZ2jdA0Dwe6lqkBwJ\nhvt0UtOC6N9o6Io8JKvs4U1I4CdOkc9xiZgLFRw6RwlJJB9CnUYVARJ6IRzVYrQPmAtJER3SyArM\nJgEI0j5rD+8giKg0xKmU1gGSo4cuBBnoqKKXOAeO6sS0dxG/99VpJO8dEDCveWkFqTrn9S9r1fFq\njQDP2FLDHNLwJguJMzB6wFJ0FrwANXzUkDgRBHzGyKk21bGFRHB+GOSlDvJI4Uh5G5VB9hP09ENp\nOqOZUyaZBKSBPpA7qook89T+KEFNxdv8u6lVnHHKQIdCiM7QOEgo57b8rJaB4UUHU8IxN5qa6dTE\n7o0tydmv0kgkNG5BOwhMDoA4jqeFE09lAQTCtKT34CKBJHQyeqYkViT1Ckm+yoh3PVaQjlCSRv8A\ngjUb1CUIMGeikkmI+hQkk9FIHAEbcpTnXhMyxdaY9cWTHM87FbkvY/eAIDep3jvuiM66OOnZaMMB\n6fVBQqZzyLWjspoxAhSROpBEQhmijUke26YcA+nAUljR9FEUI7eNlJCtAB26ohpvRSaT4qm6p5Ix\nE2hAqONJrpj7pqNnnuiqNowxlX9XWbawisKFMVB0DtIlKZrRAUjhSEQoD19FYR2QEUTBKqKCKMQL\nKogd1AVpofyUKkICaVRpIhKaV4k1jSscHYKbajX4nba2uMS1rpIHTfZZobq37rfYJRoCqSnb1UyY\nKI9VEUpEICpI1KwUKIoVErEUUUgUGtYMy6GZsxurQbfzLbyY6fsBIKomwpRXeqSqcpPNux8LukAl\nULgdao1+MXXQGu/jiS4oae9YgujV2gR13Snr0jyP3W+kbpbNwAggW6jE7DeesqirHIG8H2IWsLGq\nuJcAOnp3HdAVOEdd/TaENKXxEeqKwoqEH4BsR1hZDBf8FU7fD36LSVVCXuiJEGNvVBR4+Ede47KR\nqJ0tI6E8/wDCFF4b36KiHSCCDupRj3B0Ab8nqkwGaXNlx+L2SfsSABMfhCmcCm7c9+0IXpDJqQDt\nPqpRmEt8vb6+qyiWxkuHff5ItTKLB1/BET//0fqOHdF5noFsz23+aktG2446JCCDJ43VEYCBt2Qh\n3/l7JAgx80ARJO30TowIBJ26qSHfcBBgx0PTookqbAAbcoowrd+RJRUB2PEdlNCIO6WagjiPdBh9\nDSfXotUI6mCCCNuUtKTSAWGaXRGwB9e6dOmDAe6yqdrCesHutLT+WDyUAjqTYAHTqEorjUE7/wAk\nU0zRUIHsmAHh43dupOfuoXr/ABXNVtU/Z2YbqLZIaGl8QRtuTuqJv8vPA9yimCHP4cNuiVTBzug3\n7JZHU/gCfyWShe6RIPolU/m9+UhNR5Cjoh4G56oRvNaPdJL5rXR/l5mVWlHVB02PuhhKbh6KS4Ol\nSqalNAHt7790yshVcGMc4ngOM89FWlzzwabaf4Yuqtpq8u4xG6eQ6JBBEAbuPEfeOpQrpHCtSA9k\nIQdvoooSUoA6THzlERh+C1qGVlDsOfqmAHGNk75RdTuQVE9MyJRYDSQlCDupJshGEHlS0tQwx3WA\ndvZI1oPhK4VcEvq5pupuq4jdOfqk7lwMCe3CC6DPqtKjKKIgJ4QTA90oZUzqTP8AFVOiFaR6oQqR\nDyFVLWmBupDPbqpGBPHRSGU1ApUwSmgeMJqf4Ncyk6K1W7tWMbv8TjUG22/r8kVa3i1Dm21Fjzqc\n1jQ5w6kBQZA+kqIgx/BSRAEHv7JIjupDv2+aFphwkigUFIVAeimkSkQBhKRCibpLTPEB12Tl6jbs\n1sqYpQ82Whzfh3bMrPIRujUo35JQH1UkAI3CzUMpSKKSoUCpaLeFaTKQISLUSJSIGhCk1fAaRbmX\nNFXzC8Pr24LZB0kUG9vQontNkSQctBS7qovOu48t++0H8kQvn0tjE6oO81XyfXUUxuNktCQWRyBB\nPp2TTHss2HA1Tvuhs2kBsgyFrFGPrG0fdnryqwKnGSQD+aKmO4nXHTrJhCU1DG3z/FIqpzpgcb7L\nFMUPa2Z4B2JCEpcxruY7EcJ0ELGNmBsBv0QiimKjtwdJ3JRV6Eta0Q3baAnUm/B54lEQNbPBWkQ0\ny90OB2PzUgbRPxCN/wAVIdDpIbxvKWjNpgCeTCGSeU41NUz6opqyXn4eYj2+aGWRRp6ZA5MrJF9T\nyz7/AN9kyHX/0vqZvaduq8tdzmAVIJE+i0TagNo3nlWA3wgbKxB8Ukj5IJxxv8u8pCEmNuiBhZj+\nKhhpHbZTSSPyVUR8kADlSVtfpdCFgucHbqCdO52UE2Ank91K07XAxzPZIYgxfDn3Jsqd1RqXTZDq\nDKjHVARyC0EkFRZBeDxwspASQSRxypqQoeOI9dgqs1a0g7g8fmlG1CVJUaoD4/uFKUznNjn6qNh2\ncCOenzTaMGoB2koTm9h5L/FjE3MuJqsw6m19KBOqW7AkkkAb7AcqTpDWjT27oUo6QYTFU0t7cdVp\nBIPyWQMB39eVGn0t+XdIIILt+vSEEzmDr0RhxWIJ34lJQMEkQIUzpSyTHb6KSaB+CIjgc7bpitEN\nJ4/BWGUGtg7KZLcfsqNVzt2hpc4ewmE4Wg+DjxUym+uxoZ5l7dOIaIaSXyIEACAQ3bbZQdB/aEbc\n+iaUD6g2OxWQcPeVEwc70UgBc0z16lSP5jh+7Ckms9WqqEVR1EJiKag46ISa2xHKUdtSNunooUxq\nbpZMH77n2S0JqDiVkmFQcA+6ASrUcKT/ACo8wNJZMxqiRPK0saF4Omu7KVR9xGp1/d8RBPmHUdu7\npVGXQgYj8gqtJKhgghVIzBVAM7co1WCCAFEdo2UhB7qQyP5JRHmXABCNqbx7KR/VMRgUIZSgDh3V\nqNwqBoXi1QtrnL9lb3VV1JtTELZrHN5BJIJjrAJ2gqpjeqX3G9gAN+dkJaP6KSSlGUhCKBkJSD8E\nEQZUTAyJQqiUilBn0+aEMpCSoIkxEKpKg0nPgruxTKjaTg1pxISNtzpH/wDDq6IsMbx7LREFCRST\nZSQyoID3UhlSoHqqLBBTVBlBRIRUWpKUnRQDqotWy62j+v8AND2GapuqLXj0FBsfjKImy8bpJXdU\npS8xKi829jyagPGkyR6qT58DicQr/wD4x257SUttpsINMath0kJaeqwiY51bduFNHmBpOwHH5qGq\nTq5MRPAUFJ3MHtI2/JFSl8CSefzQmNV254jlX0lEN77+izURx29TvKFiiRqMck9QlFJaDz6GR1Qp\n6F5DdiN+kgIsN8q3uMyevP8AYSAGr6/PZU8GLACQZ69FVFAIM9J/JWqrdYDeN+g67p0F1B33RMIU\nojnc/XsrUdo+c8oIiOw3QDh2lpjYmVLQDGVPvQXDlaWv/9P6lDiP5eq8ruO53ieiieDG3zCQAHA/\nJSEKRpj1/NCqa53+qVBknnZCAkA/y4SIgcNihYeZMfX2SgI+qqgLQP5qiSNvTlRBzQRwgEP3d/ml\nOPeK2PY9i2O4X4X5WuDZXmKgXGLX9MkVKFk07gEREwffj95ArI//ACe8jUsIFLDBdWOP0marfHad\nxVbctueRUMOjnkBSen4QZrxTHMJvcFzG7VmnLty6wxJ5+9UDZ0VT6u0kH2TidCvXXP6vunWDWvvB\nSf8AZmVDDTVj4QewmFRVyK28Ic24839aZ1zpiVPGK0PbbYRV8m2oRuABsDHt9VCnwHGM1+Huc8Oy\nFm3EjjeBY6yo7AMbrgMuW1qe5oVuZnoZ/wAvsBN08ScavsByLjmLYZX+y4ha2z6lvXDWv0PEAGHA\njr1UXNsu4Z434/gljjtlnWzH22gysKFzYtB+MTBLWQfdIjp2ScMzxY2lwzPeJ2WKXjqjTaVMPpOo\ntbTDfiDwQJJd6Ia1tgkbFSE9Y5Tgc3wd1s/xUxtoYBXpWdEOIJJJOkkmAANiAJMrKdIZBE/gmAxj\nqmNVW53bnulmFmPiQVjHe6Ac8FKIfvenuhqCIP8ARRBwJdxuoaIaY4TjJY33GyEIHfkqNPG+3KVD\ndP5qNVgHXwoKcRLmWNw5ka2sdpB4mNpSmmeE3ntyRZsrtIf5tydR5fNZ3xGSeTPy6LKb4wbADn80\nj7RwA6boWlG3sgmYe6UbWCY6jp+SgsPAIUSujhSJH4piMWxt9VIopyqIwbKqkO2w9t1MINiBwEJN\nMlRHSOE6KpumvbbVnMMEMf8AETsPhME+y0o0TwcoVqeSqBqVTVZUubipReST+z1kASQJ3BPHVZWO\nhgPPJ+a0YbTU/wA26ySy8HlSOHPPJ3QBFR23C0YIqSRA90IQ/wDHolG8wxuNlJPMQg1BxH5KgNqg\n78JJxVGwjZCN5gATKjB4OyERzgSFJYHhSaB4sVbUYbgzLoPNF2KWxeWbkMDt+oG/G6qo35hEADfs\nQpLWuCgE9jskgUI1Oo1wkH/kKR59UoQf+UFJG3ZShuBshA0pUNOygIIKEi0qPVQFTSLIqKWNHzoy\nnVzRk+k+t5Z+11H6TMHQ3V06zA3VU3ocJSdVEyECUO6ABSU67qCHhRRSFUSAzwtaBHdFWITASsJq\nJKFiSotcy4ZxTMR8vR/64CYguAos3+qImw/klFcfotJQ8qLy7/8A7bj6HZCfP1Fx+219R/8AqO1e\n8mVpvG0WckcyEtR6jXT3kfTdLRtxtuJ/vqrGQeRt09Vmpjv2GxA2VUoqSYB2PdRjFJ+KOg6ooI8u\nAn84Wa1FJJGxHSYKFSObG8/RTKtzoG3zKI1CkzMnvv7pBSTJPp3SMQOMR06RurDIdjjxxP0RmpBs\nTzp6KVEO5B4JG3qn0sQvHDYDjsB/BYDzbbMODXWJPwq3vqFXEKbZq27KjXVGgckgGRumh6gqR8M7\nnZu6MTFxTFLLBbGriV9VFO2oN11Hno0fjPollzSvn3Pd+x2L4Bl3XgQBqM+0v0XFWmP3msHEjhWB\nuOTc52GacIbiFP8AZXDT5d1bO2fSrN+80qwv/9T6mHrsQvK7nbHuJUg9UJAd06RB+aoEJJB6LSVM\ncQdLhsEFeD2QC1CGgk7kJSsFxEwgnpvJ2cPi7KgWfL+H5LQSdtup4QTTt6d1BDHB2KBqt5ZHMeqi\n4xlvysR8e823NVxL7CyoUbcdIeGAhV9B2gD4dMbGEJxrKMWPjrnezoD9he2tC8qNHDanwgzvzLim\nh2VmzZP0UTEgmeiqnE/E+sMX8Vsg4DQOqtY1amJ3IZ8TqVID4SY4nQmJtHi057/DXMVGmx1Z1S0L\nBTa0udu9s7AHgKTUMl+NGScBwPCMEx117hVa2t6Nsa97aVadDW1sH4wDtPWE4narO/tL+1pXtjXp\nXVpXaKlGvRcH03tPBDmyCsplB88dlJC6OdkiOf4BWdV8S8yNqUC1zLe3a2qW/uDjfVB1GTs1BdDD\nhHPCkR79gOndSVE9lIxJAG6lFjDI/NJpum+34ovtBB5nuikzYn5JZMBvvutYEP49kEpbueyEYCNu\nvdQolpKTDQfmo1VDpJGwJMo1VhYw178LvWlwYTQqBtT/ACnQYJ3HHKdZap4SUajMiYYHvFQHznMe\nCDLDVdp4AA25CC3hgcNuVX2DHURvypQI52QhEzuklYSahMdgCEBkdx9VqEHDqFWAjm6vZMQkxzPZ\nRMBt6IADfiPUqqTaQOUg4AG6CBIJjqFIP3j+HdTOsbFzS/VV8azyyh9nq+ZUby1mgyRG/Ck07wdZ\nQZkTDvs79bHvr1CYGxNR22xPGyU6COJ+SCJaOvKirgTB4T9oxjoEJIkKSaQqDRaASPT0UcO4SEog\nA6gShGDQTuPdVRoCkhaNzHKEOkET1ViRrQTvulGcAIgKQkHndSc88Ui1/wDhu1cwVBVxSi8ggbtY\nRIB35noq+lHQKYgR+HohLIPqlCJKkbQT1ViKGGNipH0vHHVQOA5GNDDvRaEo/FH8llUBqHThSEag\nTITEIJKkaUn7TUUKiCVAdR6IxJqI6J+00bNVS0Od8psqbXbX13DjdhZtt6uRVG9B+wMfVaVHUjAI\nJAVhHUpJqQBnmVqECQpBqUTooA8FKpZAUTgoAPmISYCknRSa3lt1Z2J5hbWbpaL79kT1aaTFme6o\n2JaRXzBSlD9h6qLycR2oVHDeA78B0Unz7bO8y7qmIOsn6krTo2qxdIHoFF6TCDxwflsmFa7sDG39\nEwEdtHxd5RSodBBg+sLIYtRpHPRWlSYBgnaNkVRW8zBbtJk9kJTU1byNunyUVDnQCJ3lTKs12bzE\nmfyViBlTVsNyd1YAcSBvxyjEgcDt19E1ohqHmf7CkdtSZIPr25UqsDh1AJUNat4k395h2TMXvLBz\nmXVOgdFRv3mgkNJHqAeVRm15PhtljAcHwOyxKxt6b7u7otqVr8gOq1C8Aul5k89Fm+Qzcz55tMNw\nbEK2C1qd1i1B4s2Umw8MuaphrXAEe6sVrwsPyVnLHqTaOdMZpXeE1WtqPtLdmh3mMcC0EwJHdVvk\nPezpmN2W7GxwnBqNO5zBiJFrhdmdmCBBqOjhrUSFzW88O/EfAqv2vLeKCrcYmPOxUU3MosbcN3+E\nOG4h20LUsZx//9X6nXkeg3O/TiE4APfopAd5H4StEQ6AoEdVA53PYKSl1TUduQs1L2OLmz35TKS1\nTqhvIPRZCxg+Efj8kkHESD1G3qpLBPVISQCZVqEHqFQVrmc8CzDj9lbUcuZgqZfuqNQ1H16dJtfz\nGlunQ4OIgdVDGoWOR/FizvLevVz+Luzp1WOuLepY0pqU2OBc3UDI1DaUank4Wx+A+PWMULlumjmT\nD6VxZvc3bzbf74BPP3XKTsbX9fWJ4+aanGPDGt+vfE/PuabcGpYCpTw61rt/7b/Jd8Wlw2P3VJ2t\nrwWzO6yY8DOGb8FyXglxjeM1xToUm/s6c/HVqkHRTYOrnEQEhonhRlvFLu5xLxEzbQ8rMeYXaqNu\n5pDraxbHl0wHcSAPWAoOpGmwEQB25T6JLrDrDErOpZX1rSurOqC2pb1mNqU3NIiCHSFanGfC1tXK\n+e82+Hdk9xy7Y1aeIYdTcdRp/aA3UwHtuP8A2oqjsOKUMSq4fUZg9ena4gYNGtXpmtSBBEhzAWkg\njbYqTTqbfF5tWu0vwmtTAmmHa2CRxpIAIn/yBSHkWOH+K2FYniOPnD7C9u8RbSZUoCqG6RS2GmYk\nenmKT26+YfEu2Ns2plWjV1wazqN01zRMbHqwiez2+qrCDs352p3r6FbJtw+iGlwdRr03kR2dOh31\naUIaOfMeFC4q3WTcUb5BgeW0PJcNz8JDXRHVoeEBW7xOfTtmXVzlnFqFOo7S2aAc3aZOsGBuIh2k\npS13ipg1vcMt7rDcUoPqQWh1lUD/AIhP3OXf7NSSen4vZNNWrSr17i3dSJ1Oq29QNAG0kwdP+8NU\ntW0PF3ItVjqjsS8sCPgfTe15nsC3f5IWs2n4mZFqU21W47ahj43L40kmBrmNPH7yVr0mZwyu64ba\nsxizdXcJYwV6e4idt99j0QGTb5iwS61/ZsRt6hpAmoG1mEtDeSd9ohSZjL+zqMbVZcU303khj2va\nQ4jsZhWlkCqI2mEhDUAAM+xSYDK9N+zXTHRCptTdjIHqhPOx80v1HiXnOLaP2Wv5jm/eDfLdMesK\nTXfCk0BkTCfJcC0se54kkNc6o4lu+8hJbvPZSD2UhgD++iEH9hIEHffjooGO/oggTLoHK0EiN+nq\nrEhaDz3VCb92PSQVAGt+Inv2QULZMqA6fmmIA2TM/ioUS3cGfkpPNzG+lTy/ilS4aXW7bWsarRG7\nNBkb7cKqrXvCalQp5Fwhtu0tZoqOcDP3nVHEncD8kwN6AHCsKFZViuJ35PdSiOBlMMMBI9UIYiSp\nAAQ70UjzKkmkBp790gGmBBQRndOISdtkUaLdt+qojNURiYSBdx6KLQPEKrctxTKNChTNSk/FGOe3\neNTW7E8DYFx5WTG+s3446JCw/RKQHeOvRSP+akjCT/NAWSojzz9UkdoQymykMDaOiUJG3ogpsrVi\ne6iPrylCgRBypIB6bK+y0nMXlvz7lmmaOosZcv8ANh2xLfhHboUX2G7gCPdIGEqCprEQkUBhSxIU\nUgcp1IihHJVIJKlDiVJHbpWhCCWYCQ1nKrqjsQzGajpAxFwYJ1EAUmbfiswtmSiugeycTHqEkFJe\nViNQMo1CZDQ1xPPb0QY+eLB+q5eT/wDhCd+eStNtwsh8GnpClHp0xA7A8Ec7LWtHLjydj2UlVQ7i\nN55g7otCl5cCP7iVhMeod56dR0SWO+NzHPQyhapmN+nKL6Cl88idJ6KOsV1TctO/SOm6WVb6YcOO\nB34S1VTHFr4O3RLJnP6TsskNYEA8IlMTjcDoo2lpveHR0J3+imVxraY23I2UqwMcubVmD3tS+pur\n2fkvbXoUxrc9hbu0AckqjLhWT77NFnmCwyrc3lzguBue67wmlXphlxWoh0ikSZjbkJEet4l5bOB4\n5Y5ytC8YTUu6L8aoM+6Hs4qQB2mVCu2YXe295YW91bPFSjVYHte0yIduudLnfiFb3+D5qwPOtO3q\nXuFWNOpQu6dIFzqIefvwJMbpgJV8VcRv4/wng11e27P/AJirUZ5TdTuA3U0kxBlWF//W+pQY25Xl\ndz6gY226JQE/5VIoO4geysIkwJiShKI1P36b7pSxzWFvG8Ayqo9MfAFItRp+iEtYRG+6tRHOBqDt\nwmpbJiO/AUFeqHfF7bIEM2XE9u/ROmrBt7nukJz1+SzS0nxDyLVzZTw/FMHuxhmbMEq+dhWIQXNk\nn4qdQDlroH9eCwNMxar4+45ZnL9LDMMwVtcGle47RudcUzAL6LCS5pInpq9lBu+UskWeSMpfqLCN\nT67aT31K/wC/VunN+Kpv1c7gdFYceV4b3We7TKl1c58trmtjNGrVfSt9FJ1xUoNa3S1raMBxJmFl\nOQ4liubsw55oZmz3knGbjAMJeXYLgdvbF9NlQH4alUEjU/qek/joN+PjnZs2uMp5htqk76rOdvk6\nZ9FVPUzB4jX+D22D4/RwHEL7K+IUDVv61Ki77XZOMFvmUeeCdW/z7n2mJX/SD8PaOH+bh9xcYniL\ng4UMJt7aqbh74kNMtAaO5lWA3hHlnMBv8bz9m6ibPHMy1WPp4eRBtrOn/wBtjhsQ47TPZVMda4b6\nwpUtMfEo4t5242UDGPulSBrGA7cKWDAHRQnkYH81QoWgxq30mWnqPZUKh9tQc91Ty2Gq8aXvLRqc\n3sTEwkMZ2B4JUpGhUw61fbuOo0jRp6C7vEIDGr5Sytc1KVStgtk59D/snyKYLY7QBt6JhYFz4dZI\nuKxr1MCs/MmXRTDWO7ywQ38FWp5p8KshvD2NwhrQ4bOZUqh7P9Dg6W88DZZ1Ed4P5HqUBQpW1xQh\n2vXSuKg325BJaeOrZWkNTwky+99F9LEcTt20YLGU7twAgzDTGpg9GFoQFbfDB36wqXzc0YyW1AZa\n6uNQMQN9OlwEfvN+aSrHhvmWhRrU7bOt+wPl1MOYHMkjkjVqH+xzVJY7J3iFTtaDbXOtSpcUzNR1\ne3p79BpcASRH+cPQleIZW8Tbxps3ZmtK2HVKZo3Gqz8t9Rj2kO1saSJ35Y9icDCwDLfirlixGE4b\nc4PXw63kUGVRVaSCS4wQwQST+9qUnofb/GOjZv14ZhVxcgw0squFSBuCGl4Y4dPvMPoorDj/AIp0\nadsamV7aq54BrGjdA9d5ad2GP/xg9UJd/jLOtK++y3OSrk0QBqqULmk8z10O+472LmFQJbeIeOVG\nXT7nJuKUW2xPxMZ5hcN4lkNcON9IqBKUu8XrKhYnELzL+MW9NrwwB1qS0kxsKgOkETw4tVCyD4w5\nTpst31qWIUvtUaab7OsKgBMA6Ylw/wDKnrCEvo+L/h/VuTbfrXy3AwalWlUp0gfVzm/DHXXpVEzq\nHiXkWs57GY3bioyZZUJpkxyWhwGr/bK1qZFDP2Tbqg25t8bs3W5dpNQ1WABw6OBPwn/VCs8p6LMw\n4HUdTZTxK2c6qA6kBWYdbT1bv8XyUGdSu7Wq51KnWY+s0BzqbXAuDTwYmYWcR/OYQXNILQdyCCJT\niQVWnqmI4O2yhpuBsUrXj5trVLfLGL1qDHVK7bWsWMYHFxOg8Bu/0RVrzfDJwGR8E2H/AMs3iN/i\nMHk88o0Nun/haSEjojDqCP5hCH09VadTbjhKN8llCQOvVSCB2WkYQeFBIHVFKBs+yYh0KCaO/CBB\nDOx+SSYtKSJbKE5x4h2t5d5pyXTt6rWU2XtSpUpkwSGhpJ47Aj5rNLorWbADoEg2kj2ShA3lSMeE\noWiGwPVCEEgoR5Sk5UBURj6qgQIpgqaQKApWj7rKFQqKUaZiz3O8RMDYactp2tyWvHepIM+wb+Kr\n7LcwtMmRSiIkSRCfpChIAqpN5UkVQB4VADQkweioUJVoLKkPI9UrGqZOpUWXGY6lJxcX4tcF8mYc\nGMBj02WYm0rRI7lRUP6wpPHxUxa1yePLcfwKVHz1h5c2sdpLzM8Rup0bbZl2lvTuOm6dMeu1wA9F\nNCSDzt1QypcYduJdyOijVbgHGAdwEJjVC13WP6eykx3Bp1SdwOymYqLgDJ3BPI6IpVuPXp2TYox3\n02apJiPaFTwlZgSP+UpjBw8yO3ed04lrgw/EDufxQvtS8/F09EJbqb5W/b2WYldJ4bu487bDhILS\nqNqVeQY3g78KS+4aws+ESfT1VE1bPOUP8T4MPsTzb45Yf+owy4adDhVaPuk8w7hSefk/GaGeMuVL\nLFaYF4wvtMUsXffY9stMtPExIVWWBkepf5SzBdZExFlZ9kdVzgd274mfZ5k05HBB7rNEdQq0xoLS\nAdQgjnZDWBQo0mthlMBogAMEAD2CKH//1/qbfsvK7pMH06pqSRtG6oU1c9EgoMxCzEV9OTqGx349\nUkG0iR8XP8EVLnAxA27qiV6dW5JjYJQanNOlpkjbdCNTaRBPOykdzw3br06SoEO+59FJdTJIiNhO\n6UYu7qlWKjUMjqULC6yXw4afwUhLgPnM/NECSAP6pKxjgRMfis6Ee/cwSk1QIa7ndxkzuSjRixxb\nu3aTEhWnFDbDDadb7TStKDLkyPObSY1++x+ICUysrQ7QRtA/io4fVI27bqLDucTssNpOub+5p2tu\nOatdwY0dYlxHaVRarw3MeC4y178HxG2xBlMw99rWZWAnbcsJSzXph4JJmQOFIwc2IdypaZpnf6bq\njQl3rM9FoRNUjbhZKc8dvxUKBMbnZAgayYPdLSpznatvxRVUZuNRG6AtYTq4KRiw8Jw4FMgiEo7/\nALk7ccIKpjwYaee/qqMrJCQgI6cIiHUB0UTAfgpCI1ccpqw0Dg8HlAwA0CY68+qYUdTp1Axr2h+k\n/BqAIEduyEpfh1i+t9pq2lF9wQR5zqbC+CNwXETulPOrZWy1Uo1qNTB7J1KvAqsdb0tLo420oiee\n7w7yVcUBbVcDtBSbJboZ5bwTzDmEO/FKY9Xwm8Par2P/AFHSplgA00n1KbHR1cxrtJJ6kiVaGLU8\nHMiG9+3MtbqlWDS1raV5Xa1oIgaSHamx0AdCqMY1Dwey/Q899tieLUKtckvey7Mkk76hp0v/AN7X\nH1TDhK3hKxlm21w/M+LW8ODiTV8xhIkCGmCyJ/cc1QXO8Ps2NFsyzz7iIZSDQ4XFOnUcY+9pc3TI\n7CoHx/mUln+EvEqlfCrQzsx9sGwG1rOm4kjjUwfD7lpahMf/AA74vVLW/s7vMWG3NG6pPpMa+2LT\n+0BHwvY0Fhj/ADCp7JWMbCMH8Xsv4Hb4bZfqm5bagU6bHmoKraY4+Iwx8f7CgPSrYp4vUKdv/wDA\n8LrPJHnPp3DwImN2FwLe/wAJqJOLHZl8S6V6yjUydRqUHRqfSvmFn3dy2oQI34D2N91AaOeM2m5r\n0brJN8yjTBLXsqMe7buPuu/2Pd7KSun4mX4ta91dZRxei2kY1MomqyB/mhoe3509P/khDW8W8KtL\nKld3uC4xbeYRLKloQIP7zX6tB36ag70VqWv8YcpUKtKjdMvrepVGrRVs6rXtETLmRqII3BaHKWrm\n+MHh+65+yvxUUoEmtVpVWUmns55bDT/r0pDLt/FDIVxqDcct6bwCQ2qTTLgN/g1Aa+P3ZUdZVDxB\nyTc0XV6GP2T6bBNUeaA9g7uaYcBvyQhMtmb8r1aDLqljNk+1qENZWbcUiwk9J1RPopM6njGFvqto\nC8oec9ocyn5rNTgeCBO49knWYyvQe5zWVWF7fvNDgSPcDhWLVjXamlw3b3HGyBDDcjYwtEZ3UtQu\nHHy5QXOs6UqFXPuTPMuBSe2pcObTcSA4BoI6gEk7cEoTo0j5JwD+SvsorEHVSP0QhA3lSHhKEfip\nYPbspDKkkgqQqKT0UkkqQoSfkhGSGk3hu3eJlhH/AMqzDq0biPv77T3Leiz9puwWwZBTdGGIoIki\nPbdVAqQyohsUDEjulYnoFGIpJ8lIPVaSDnZAapkryXNxupSZpL8Vuy/ruHAfwWYm0LRVuj5KSl45\nK0niY3tY3HT9m/f5FRfP+HDVVJmSDs3qUa6NssoeGkDbmOFovTBY4TO5O/uhoSCOm3blTCuq0Pc3\nfg7duEwqXjiT0+sKTGe4EmeR7dlFUZ09IjohKHE8njqqsqiSTA/FRI6OoGyo0qdBBdtPollT5QmR\nyeiFRdShupnI57bIoeXa4pht5fXVnQrtfdWLg24bv8LnCQN+8oTJuK1KhQq3FV37GkwvqHmGtEmA\nPQIGuSYRYZg8T6tzjF9itzheXHVHMw+ys3Gk6symSNbnbnla1k+J5Yzb4fUnZgy3ilxiuHWwDsQw\nm8d5r3UQZc6m47yAoulYDj9nmDCbPErBxqULlnmDUIc2eh9QjFHtskCI+aza002lkqvY56/xVhNd\ntC1umuZitsdhVJEtcAOHTyjVje/KpvIqPZ8WxJjdCXO0xHHv1hMKt5bsOw3hEZf/0PqXeOvcBeWT\nw9Ae6cA8z0/orSk7KSARHT2RgMPT+ykVAY9FUm3hZwhHU/VITSJ33UNDbbuinVb2y4EbpJ+gnnt7\nqBmSB2B79UI8qiU1HgQB94JUIAS7V16hWmmMDn5IBzGiep2UitJA/isEWOk/Fst4incyhGZT/eO5\nPB4VgFzBsYgIRdIOx3WoEc0gGNwpVwK1wt3jb4gYxXxyo+t4dZar/YrHDWvdTp3N02dT36Y1DYn/\nAE6R3l9B6GffDHD8l2H+PPDO2ZgePZfH2u5tbdz2215a0zNSk+mTp4343/KlTqWTsxW+acBw7HrR\npZQxCgy4ayQdJcN2mOrTIQnvOJaNtj2SBExJ47oi0C8zp/MJ1qGD3Dbn0UVonp8laivMNPbsVBW2\nYJCDAdzMeqEZro54QFuoH+i0IV1URE8dEtCx2+/yUJTvdsG9TsI3VBrxm5mwJmYv8JvvAMwm3+2M\nsYcXG3kt1zEdO8qT1y46o6d0FXdXVtaUXXF1WZb0Gb1KtVwZTaO7nGAEwMOxxvCsVBfhV/bXzBGp\n1rWp1gJ76CY+aQ9VrgQNJ2Uodu7o4KtaOZ6LLIRvvtwlDBCkhIPorEHIkDupAwhp0nb1STg7bbpw\nI8yJ7dEYi0yHAmOeiULjDT6o1DT3B32EwpYsHWUDDbd+AtRYEGVfaMAOnRNWDMGfzQUiQrUMDkc9\n0RAWtIIIkHmU4EfRo1dqlNr2jgPAcPxUlTrGydWNy+3pG4cNJqmm01C3tqImEphnLOXXMq0jhFk6\nnXOqsw21Itee7gWwVlY8+vkTJlW3FnUwGxNuDqY3yGAtdES1wGofIpxYxqvhfkKtTY04FbUyzfXS\nDqbnejyxw1f7pVgx59x4PeHte5pXJwnyxSILaFKtVZR2/wD2erSPlCKsBvgzklt0LxrL1lSCBovK\n4cNoEPDg8R0GqFRYW38HMBtHV6tti2MUqtcl3mMvXtif8zQNL/8Ae0qWC3wsq07V1tbZrxmkCSRN\ncOYP8vwEQI/8S1Khqvh5mc2lG2oZ4xMeUdQdUDHEH/xe2Hx6Pc9RWXGTM9+dRNvne48mns41Laia\npA6Ethj/AHczUpPPufD7PF5jNvit3mW3r17El1jWqWf3CdyHUw6IPo4KwPStML8VrdtZtfGcNuon\nyg+g5pcenxMA0x6iolFo0vF6hZVC+phV1dyWtY7XTe0Dhwc0Fjv9Jaz3RUFe98YLe1pGnh+FXFbl\n+iq9pIP7rqbyACP8zan+1ES25xnxTo1aLKWXbGsNhVfTuppuJ7F2lzPmx/ukaLMz+I4vhQq5PaaM\nHU5t3TiQJ+F41NPpqDFVtZRznnDz67LjJV39npg6H061M1HQOjXQ1wn/ACvJUmOzxGx0srGvkvFK\nbqJiWBr2zEgOBAePcNcjViHxNuaNi28ussYrRJ4BpB7HbSYeySD/AK2tVqX1PFLD6Ao+dg2LUnVo\nAZUtCHSf8u+l3ppcrUsq+K2XKN1TtXW+IeZUbqIdZ1Wvb6GmQH8f5WlWpKXixlSrdOtfNrhwMCoa\nDywxvPwgkf7mhEqWW3ixkquajXXrqXl7A1aT2MfvHwPjSfqm2Jk0vE7JVWi+s3EwDTdpdScx7ahn\nqGloLh6tVsTJb4i5JNNtVuM0C1xiBqLgf/Jkah8wrYlwz5k12gtxu0LX/deKgLenJGw56q2FkMzh\nld9cW4xe084/dYarRPsSYPyR4C6nmfLtZzqdLFLV1Rs6meazUI52mU+E0utjeFf9Sbe9ZitA4e/D\nnte4VW+WKjXwGl3E/vRKz9pvf68wdtJlZ+IW7aNWRTqGszQ6OxmDyt6lrsVwtlWnQde0G1qoDqdM\n1GBzmnggTuChUzMQsKlR1Fl1RdVYNT2Co3U0dyJlSMy/snsdUZc0nU2/ee17SB03M7KqE3lo1jap\nr0xTeYa8vbpJ9DKUIu7bW2marA933W6hJ9hO6yhF5aEvArMJZ/3BqEtjmeyVofbrHyvO+00vJ48z\nW3T9ZhS0HX1owsa6vTDn/wDbaXtBd7b7q0gzEbF73023FJ1SnJqMD26mgdxOylpXYthraXnuvKIo\nSB5nmN0SdgJmEeEhxbC21GUXXtBtWp9xjqjAXD0BO6ZYmM/MmX2Mq1HYpa6KDtNY+cz4HcQ7fblW\npW/NmWaTqdN+LWgdWE0v27IdHYzCrYmBW8Qsl0dWvGbbWx+h7Gu1Pa71aAT84TsSvIl0L/DsRvab\nQLaviN1UtntENqUi4Q8e6IG0LSVlBU1PRJeHjrgLC5nYeW8fgn6MfP8Ah5AqOEbk8jopqeW3WZAY\n0Hn8Vr209Bmofuy0f30RYVpJPSfZEBHkAgk79h2+SjGLUcZ1cxPzVVWO8tgnr/EqgUl31VQrd067\n/wDKzaYx3mOBt0TqtVOI1gHnqqUmMAb8pCqZnjnZCQTEEfDyT6BVicAzvmWvY5ru8wZJpVWNYBaY\n5ePoufaMqF2kP0/vFnUqxl0vAMFquyzVsamJ1sUqYhScX3lU7l1ZkfANwBJ2EoF9PJ8Ir9jMDfly\n5HlYxgdSpa3ds4Q/4XHS8jsQeVURveI1ranYXTrosNsKTzX8wjR5ekyD6QpqtF8EqNR2VXEki0+0\n1jZ6o/7OvYbfxRb5XF0/ygG7d4WGhp0Wg6zJmf7KgtLo5PvskSqbq8oW9B9atVZTpNBL3vOlrQN5\nJMAIxa5Ni/jJh9O+q2uXMPucbp0HFte5tmnyg7oARM8FaxnX/9H6mdsNt15o9BSHbCFaEgj1HdCi\nRI1H6p+ykxE+6BDxP80oQIkdFIYUU37IAwCNkpBA9vRCDYlURS0SD26KQ8AAfgpLCRsqJUWO5j3V\nSGgiFkFIdMR7IRjLW9zyrTgDcSR6KBWte07fdJ2WoRO71Jc3iOPwWdBahIb/ACSgZECOffulMTGK\npo4RfVm/fp29R7YPVrCZRU5Z+jzbU6eQKd21o827vLmrVdtLnag2SfYJpdKxygy8wm/t68eTXtq1\nOo08aXUyDKmXNv0eq1R3hzYMe/VTt61zQpDgaG1SRv15VU63PdSXNHwpgUho1T27pMWaRMrKqwbj\n5KOhV49lIKXB1bIQOjVA4+q1gtF4AG25UCl0GAhAGCZ6FSWBgPKapDBmkzP1UK4sHkfpMViQXE5d\na1o50/tNzt3T9J2g/E4DkkiI9Vlp89U7Ct48eImN22N1qp8NMoXIsqWGUajqbL69Ete6o5hEwQTt\nw3S0fectsvVz/wCEeEZHwmpnnwotn4HmPA2i5rWtvVebe8tKXxVaVRji6Tpk+v4iTqeT8y2mbssY\nVmSwMUMRt2Vg0GdFTipTJ7teC35LKbCxx5ncc91E4c50du6sCF7mmD05URL4HpCgjXFx9inVqB5H\n8kIvmAmSN0k4qQFoDrBPupA12nZFSOeHbD6rNTxswZwyxlC3bdZlxa1wyk8Sz7TVax7hMfCzdzt+\nwUXl5a8WvDzNt4cPy/mC1u7/APdttRpVXdPgbVDC7/aoN017wfolI+rTpgue4NY3dziYAHclSJb3\nlpdMNS1r067GmC6k9rwD66SVJcHDkcKRmkbKIymAZHVKEHbos0jtKUI2UFdTYgwfUJ1LBxKyiP3c\nCDwrUuadlIRHZJwdigYKSO3f+aAidSCITqsQFCkMBO6ok9lDEAHZKGB0RpKBDvz9VJb6q1BpBEEC\nOigrdTYXtOkSOD1UTfZ6GrX5bQ+I1ACY7SqJR9is2lzW29MNqf8AcAY34vfbdSQ4ThjqXkGyoGjO\nry/KZpnvEQpFrYFg1wKYr4fb1BSM0tVJhLfYxsrEqdlnLj6wuXYTaG4AgVfJZrj3hCU/4OyrrfUO\nD2hdUkPmk2CDztEKxMc5BycWOYcFtjTd+6WAgH/xn7p/0wqREd4e5NdRFucIohjTLHt1NqDedqgc\nH/8A2lYgPh1kx2knCKIe0AamFzS4D/NBGr5pxIfDjJTqorfqegHD90agzYz9ydPPorDpP+meSi91\nQ4Y1xd0NSp8P+k6pHPRWAjfDDJTA8Nw4tNQy+oK9YVD6F2uSPQosi0anhlk6pbttjZODBJLm1agL\npM/FDgD7rOJUfC7Jxr0q/wBjdppfdo+dUNKe+guIHyTiX/8ATXKLqtWs+0e+pVEFzq9YuA9Dqn8V\nYlf/AEuyY22dbixfpcSXPFaoHuB6EgiR7qxCzwxyXrp1P1cf2f3aZrVSz/2l0fROQo/wwyU6s6uc\nO1VHAiTVrS2edJ1yOEYFn/TTJZphhw1sgzrD6gefRxDviHujDq8eHmSxUbVOC2zi0EBrwXM3ETpJ\nLZ9YTkCDw8yQGuacDtTqcHlxaS4EbbOJkD0GychZdLJuVKFXzqGD2lOoW+WS2k0S2IgiIKs0Minl\nzAaTGU6WGWrGU3a6YFFg0u5kbbFOJ6DKbKTQxjQ1u8NaIEn2UUUlZCipqTJKU1/MTgMLvCdx5T9u\nJ27pMcCw6BUI53+Lop0jb7JrmtbKTXosJ6+5B5SdPsADvHsgVW9zRu7gmI+SkpcAJMgjsoMeoZkl\nvw/JELDqlwdEbcKBC7VsP6osLHqvNM7x39lBTqa8g/j1RhaJjGY8Ty7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buS4nZUThGXhc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\n1wd+CQyGuBOkR32VvhC4iVYKDGyDvvPHulQ0wAOfRRRp3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YAxtwkVN4jokrWcAKBnN2Uh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cycHsNgd4SlVYfATJlFF8RjsIgxxwFpQfL1GRtt1VUsLdI27DlYp+jMGpvMdOUIC1zDpP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\ndMfmsSNa/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "image/jpeg": {
       "height": 750,
       "width": 562
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='Simm_2014_fig5-45.jpg', retina=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x115226390>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r8MYbyO9iIcqJUg0sNU2zAmoDp/IoEgtU0TTNJY98j8z3HMcrpeKAW0CDLMmG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\nNyJXuAARDj0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114a94a58>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 306,
       "width": 331
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# simm & bacon, seismic amplitude, pag. xxx\n",
    "ang=np.arange(0,50,5)\n",
    "rc=zoeppritz(2438,1006,2.25,2953,1774,2.036,ang)\n",
    "rc0=ruger(2438,1006,2.25,0.15,0.02,2953,1774,2.036,0.,0.,ang)\n",
    "rc1=ruger(2438,1006,2.25,0.00,0.00,2953,1774,2.036,0.,0.,ang)\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.plot(ang,rc,'-k', label='zoeppritz')\n",
    "plt.plot(ang,rc0,'-sr', label='ruger anisotropic')\n",
    "plt.plot(ang,rc1,'-db', label='ruger isotropic')\n",
    "plt.ylim(-0.25,0.1), plt.xlim(0,50)\n",
    "plt.grid()\n",
    "plt.legend(fontsize='medium')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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