{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# OFTI Introduction #\n",
    "\n",
    "by Isabel Angelo and Sarah Blunt (2018)\n",
    "\n",
    "OFTI (Orbits For The Impatient) is an orbit-generating algorithm designed specifically to handle data covering short fractions of long-period exoplanets ([Blunt et al. 2017](https://ui.adsabs.harvard.edu/#abs/2017AJ....153..229B/abstract)). Here we go through steps of using OFTI within `orbitize`!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import orbitize"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Orbit Generating\n",
    "\n",
    "Orbits are generated in OFTI through a `Driver` class within orbitize. Once we have imported this class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import orbitize.driver"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we can initialize a `Driver` object specific to our data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "myDriver = orbitize.driver.Driver('{}/GJ504.csv'.format(orbitize.DATADIR), # path to data file\n",
    "                                  'OFTI', # name of algorithm for orbit-fitting\n",
    "                                  1, # number of secondary bodies in system\n",
    "                                  1.22, # total mass [M_sun]\n",
    "                                  56.95, # total parallax of system [mas]\n",
    "                                  mass_err=0.08, # mass error [M_sun]\n",
    "                                  plx_err=0.26) # parallax error [mas]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because OFTI is an object class within orbitize, we can assign all of the OFTI attributes onto a variable (`s`). We can then generate orbits for `s` using a function called `run_sampler`, a method of the `OFTI` class. The `run_sampler` method takes in the desired number of accepted orbits as an input.\n",
    "\n",
    "Here we use run OFTI to randomly generate orbits until 1000 are accepted:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": []
    }
   ],
   "source": [
    "s = myDriver.sampler\n",
    "orbits = s.run_sampler(1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have now generated 1000 possible orbits for our system. Here, `orbits` is a (1000 x 8) array, where each of the 1000 elements corresponds to a single orbit. An orbit is represented by 8 orbital elements. \n",
    "\n",
    "Here is an example of what an accepted orbit looks like from orbitize:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.93916907e+01, 8.90197501e-03, 2.63925411e+00, 2.44962990e+00,\n",
       "       9.31508665e-01, 1.20302112e-01, 5.74242058e+01, 1.22728974e+00])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orbits[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To further inspect what each of the 8 elements in your orbit represents, you can view the system.param_idx variable. This is a dictionary that tells you the indices  of your orbit that correspond to semi-major axis (a), eccentricity (e), inclination (i), argument of periastron (aop), position angle of nodes (pan), and epoch of periastron passage (epp). The last two indices are the parallax and system mass, and the number following the parameter name indicates the number of the body in the system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sma1': 0,\n",
       " 'ecc1': 1,\n",
       " 'inc1': 2,\n",
       " 'aop1': 3,\n",
       " 'pan1': 4,\n",
       " 'tau1': 5,\n",
       " 'plx': 6,\n",
       " 'mtot': 7}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.system.param_idx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting ##\n",
    "\n",
    "Now that we can generate possible orbits for our system, we want to plot the data to interpret our results. Here we will go through a brief overview on ways to visualize your data within orbitize. For a more detailed guide on data visualization capabilities within orbitize, see the [Orbitize plotting tutorial](https://orbitize.readthedocs.io/en/latest/tutorials/Plotting_tutorial.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram ###\n",
    "\n",
    "One way to visualize our results is through histograms of our computed orbital parameters. Our orbits are outputted from `run_sampler` as an array of orbits, where each orbit is represented by a set of orbital elements:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 8)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[4.93916907e+01, 8.90197501e-03, 2.63925411e+00, 2.44962990e+00,\n",
       "        9.31508665e-01, 1.20302112e-01, 5.74242058e+01, 1.22728974e+00],\n",
       "       [4.69543031e+01, 1.31571508e-01, 2.52917998e+00, 1.34963602e+00,\n",
       "        4.18692436e+00, 4.17659289e-01, 5.73207900e+01, 1.23162413e+00],\n",
       "       [5.15848551e+01, 1.18074455e-01, 2.26110475e+00, 2.98346893e+00,\n",
       "        2.31713931e+00, 3.94202277e-03, 5.69191065e+01, 1.15389146e+00],\n",
       "       [3.89558225e+01, 3.71357464e-01, 2.94801131e+00, 3.08542398e+00,\n",
       "        4.77645562e+00, 7.15043369e-01, 5.72827098e+01, 1.05721164e+00],\n",
       "       [8.19463988e+01, 1.45955646e-02, 2.11512811e+00, 4.52064036e+00,\n",
       "        4.44802306e+00, 9.32004660e-01, 5.72429430e+01, 1.35323242e+00]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(orbits.shape)\n",
    "orbits[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can effectively view outputs from `run_sampler` by creating a histogram of a given orbit element to see its distribution of possible values. Our system.param_idx dictionary is useful here. We can use it to determine the index of a given orbit that corresponds to the orbital element we are interested in:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sma1': 0,\n",
       " 'ecc1': 1,\n",
       " 'inc1': 2,\n",
       " 'aop1': 3,\n",
       " 'pan1': 4,\n",
       " 'tau1': 5,\n",
       " 'plx': 6,\n",
       " 'mtot': 7}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.system.param_idx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to plot the distribution of orbital semi-major axes (a) in our generated orbits, we would use the index dictionary `s.system.param_idx` to index the semi-major axis element from each orbit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sma = [x[s.system.param_idx['sma1']] for x in orbits]\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.hist(sma, bins=30)\n",
    "plt.xlabel('orbital semi-major axis [AU]')\n",
    "plt.ylabel('occurrence')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use this method to create histograms of any orbital element you are interested in:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ecc = [x[s.system.param_idx['ecc1']] for x in orbits]\n",
    "i = [x[s.system.param_idx['inc1']] for x in orbits]\n",
    "\n",
    "plt.figure(figsize=(10,3))\n",
    "plt.subplot(131)\n",
    "plt.hist(sma, bins=30)\n",
    "plt.xlabel('orbital semi-major axis [AU]')\n",
    "plt.ylabel('occurrence')\n",
    "\n",
    "plt.subplot(132)\n",
    "plt.hist(ecc, bins=30)\n",
    "plt.xlabel('eccentricity [0,1]')\n",
    "plt.ylabel('occurrence')\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.hist(i, bins=30)\n",
    "plt.xlabel('inclination angle [rad]')\n",
    "plt.ylabel('occurrence')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition to our `orbits` array, Orbitize also creates a `Results` class that contains built-in plotting capabilities for two types of plots: corner plots and orbit plots.  \n",
    "\n",
    "### Corner Plot ###\n",
    "\n",
    "After generating the samples, the `run_sampler` method also creates a `Results` object that can be accessed\n",
    "with `s.results`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "myResults = s.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now create a corner plot using the function `plot_corner` within the `Results` class. This function requires an input list of the parameters, in string format, that you wish to include in your corner plot. We can even plot all of the orbital parameters at once! As shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000.8x1000.8 with 36 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corner_figure = myResults.plot_corner(param_list=['sma1', 'ecc1', 'inc1', 'aop1', 'pan1','tau1'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A Note about Convergence\n",
    "\n",
    "Those of you with experience looking at corner plots will note that the result here does not look converged (i.e. we need more samples for our results to be statistically significant). Because this is a tutorial, we didn't want you to have to wait around for a while for the OFTI results to converge.\n",
    "\n",
    "**It's safe to say that OFTI should accept a minimum of 10,000 orbit for convergence. For pretty plots to go in publications, we recommend at least 1,000,000 accepted orbits.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Orbit Plot ###"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What about if we want to see how the orbits look in the sky? Don't worry, the `Results` class has a command for that too! It's called `plot_orbits`. We can create a simple orbit plot by running the command as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: ErfaWarning: ERFA function \"d2dtf\" yielded 1 of \"dubious year (Note 5)\" [astropy._erfa.core]\n",
      "WARNING: ErfaWarning: ERFA function \"dtf2d\" yielded 1 of \"dubious year (Note 6)\" [astropy._erfa.core]\n",
      "WARNING: ErfaWarning: ERFA function \"utctai\" yielded 1 of \"dubious year (Note 3)\" [astropy._erfa.core]\n",
      "WARNING: ErfaWarning: ERFA function \"taiutc\" yielded 1 of \"dubious year (Note 4)\" [astropy._erfa.core]\n",
      "WARNING: ErfaWarning: ERFA function \"dtf2d\" yielded 8 of \"dubious year (Note 6)\" [astropy._erfa.core]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1008x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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18jQ/yATWysrKWGPiSbTW9Hq9fDzFerjJ5Yrvyywsy8K2bWzbFlt4QRAEQTgqSqkHgPcDF4EUeFxr/S6l1I8AbwVeA3yr1vozo+W/D3gH4AEh8A+11v9h9No3A78FlMma6v6slrCcINyTzBJZvu/nkazTFlmzjCEsy8KyrNxVME3TvPlwrVYbaz4cxzGtViuvxTK1XEaYJEmSW8MXRYqp1TICy3XdXGCZGqyiwCqVSrmL4GRvLiBP/zPiajgcTm2ifBxc181rw5IkIU1T0jTF9/25vnciuARBEIS7nRj4ea3155RSdeCzSqmPAl8Efhj4zYnlt4H/Rmt9XSn1tcBHgEuj194NvAn4BJngegPwh3fgGARBOAOcdZGltSYIgql1VK7r5gIpTVNs22ZpaSkXRWbck2YXRqRNc/krYlkW9XqdarVKrVbLnQQHgwHNZvNYAiuO41wg9vt9BoPB1DTAYuTtsHtfk+IKsoif53l5LVoURQRBkE/zSisUwSUIgiCcGU4iWKS13gA2Ro87SqmngUta64/C/osIrfV/Ljx9CigppXxgGVjQWv/paL33Az+ICC5BuKs5SGQtLS2xvLx8qiJrVh2V4zi4rksURXl0aDKKZb7/jEgzlu2zvouLfbaAPHpVjIoNBgNarVYusIwwM+fL1GA5jkOSJARBQKvVIggChsMhw+EwF0STGFFmUh+nNVg2x25SJM17FkURrutSqVTy8xKGYT5NcpQUxKMigksQBEE4O5xwcp5S6iHgtcAnj7jK3wD+s9Y6UEpdAq4VXrvGS5EvQRDuIma5C54FkWXcAGfVURkxEccxjuOwuLiYiywjWJIkodPp0Ol0aLfbUwWOSTk0r2mtqVQqucAql8sAeU3XjRs39gks0werUqnk4spEvKalBE4KOpOGaMYwa5yO4+SiErL3z7ZtyuVybvJholadTufA8+v7ft7za16I4BIEQRDODPrWFdeqUuozheePa60fLy6glKoBvwf8nNZ6vyfxBEqprwH+GfD9ZtaUxaR+SxDuEg4SWaedLjjL7MJ1XXzfJ4qi3H2vUqmwtLQ0Zq9uRFq73abdbk81lzBGESayk6ZpLrCMaFJKMRgM6PV6bG5u7hNYi4uLlMtlbNsmiiKGwyFbW1sEQbBPSFmWlYtDg7GgN9ucJsiMw2Mcx/mycRzn1vOWZRHHce7AeBCe51Eul/OpVCpNNee4XURwCYIgCHcD21rrx2a9qJRyycTWB7TWHz5sY0qpy8C/A35Ca/2V0exrwOXCYpeB67c+ZEEQTps0Tdne3t7XjNjzPJaWlk5NZBlziaJBBGSiyHEcbNsmDEOiKMK27THbdiNIoihid3eXVqs1Zq9umBRYSZJQLpfHolKWZeUCa3t7e0xgGddBE10Kw5B2u02z2cz34TgOpVIpTzeMoojBYJALqaJxhxnDtDEaMwvjNlgqlXL3xDRNCYKAXq83tZ9WcSyVSiVvcnxS4mrqvu/IXgRBEAThCJyE35/KihTeCzyttX7nEZZvAH8A/ILW+v99aWx6QynVUUp9G1lK4k8Avz7/EQuCcJKkacru7i7NZnMs0uO6bi6y7tSFeJEwDHOB1ev1xiJHpVKJKIpywwfT9Lder1Mul3NR0ul08vqpWeLFuAomSZJHpUwUqyiwdnZ2xgSW4zh53Vccx2O1T0opSqVSHlWzbTuPMk0bi6FYg2X6fxUjXEmSUCqV8DwP27ZzU5DhcDi1t1fxWMvlMtVqNY9eHeU9NcJxMBiMidfbRQSXIAiCcLfzeuDHgS8opT4/mveLgE8mmNaAP1BKfV5r/QPAm4FXAL+klPql0fLfr7XeBP4+L9nC/yFimCEI54I0Tdnb22N3dzePFkEmshYXF1ldXb3jzYiLlu2dTicXL0bYJElCGIYEQYBlWdRqtTyK5bouWmv6/T4vvvgivV5vX/rdNIHleR4LCwtjzoBGFO3u7o4ZZpjeXGascRwTx3He1HhxcTGPXiml8gjT9vb2kXtemW0Def8v3/dzcRVFEf1+f+w9m0Qphe/7Y7VlR30vkyRhMBjkToj9fj8Xh5cvX6bRaBxpO4chgksQBEE4E2gNOj0Rl8I/YXr9FWRpg5PLvw1424xtfQb42vmNThCEk6TVauWRGoMxklhbW7ujImuWZbsRDOVymTAMc2FTKpVYXV2lXq/n9VNBELC9vT0m0Aymt1ZRYBlBadwEHccZE1hFm/ZJw4o0TSmVSvsmk87Y6/Vot9tjNWUHMbn9aeJqOBxOdQwsYpwGJ1Moj3r+i+KqGOH0PI9qtYrneXn64bwQwSUIgiAIgiDcNfR6Pba2tsaiNZZlsbCwwPr6eu5adydIkoRer5enCpoolOu6lMvl3LlvOBzmUSwTyXJdlzAMaTabbGxs7DOeMALL1DelaYplWWMpgkZgtdvt3LxiGiYFryisirbxURTlaYbdbnemHfssHMcZSwtMkuRIjYuNKKvVaiwuLo41ZD4MUy/W7/dzkVUUl7Zt43lePp5Je3jLslheXj7Wcc5CBJcgCIJwZjiJGi5BEO5+hsMhm5ubY2LANOJdX1+nVCrdkXEYN0CTJmgia5Zl4ft+LqKiKCKKInzfZ3V1Ne9NlSQJrVaLq1evMhwO99U4GcFSFFim2bBJETR275ubm1MFjeM4lMtlKpVKLq5Mk2LDYYYbB2HquUzNlGkmfJQ0Q9OEeGFhYawZ8yzSNM23PxgM8gbJpvfYLIqNks15LVrgm/nzQgSXIAiCcGY4icbHgiDcnYRhyNbW1lgfKaUUtVqNtbU1qtXqHRmHaTxsolhGWJgUNRPNGQwGWJY11nzYsqw8+jQYDPZFjooCy3w/miiYEWjGGfDGjRtT1y+VSnlKYalUmipihsMhzWaTTqdzqFiZxKTgAbmZxkGGFtPGVq/XxyJqQO4+aMRpcTpMVBnLedd184imcTg06xsDEnMM5vyY6N48I6EiuARBEARBOBMopR4A3g9cBFKyfmrvGr32D8gMTWLgD7TW/2g0/xeAnwYS4C1a64+M5r8BeBdgA+/RWr/jDh+OcAKkacrW1hZ7e3tj0Ztyuczq6upcm9XOYlbjYcuy8ov1IAjyFLViFMvzPPr9Pq1Wi5s3b+6rfZo0kgByceU4DnEc0+122dzc3BcxMpElEyGqVqtTozTGzXBvb2/MJOIoOI6D4zi5U6ERL0W3wlkYUWOMLZRSuYDqdrvs7u6Oiaqj1oV5njcWqSumaZp6teL4jZuicX/0fT93Jyw2Zl5bW5tbHZcILkEQBOGMoCXCJcTAz2utP6eUqgOfVUp9FLgAvBH4eq11oJRaB1BKPQr8TeBrgPuBjymlXjna1m8A30fWP+3TSqkntNZfusPHI8wB4zC4s7MzVoPk+z7Ly8ssLS2deK8sI3RMJMuIAeOOZ6JY/X5/LIpljDDa7TbXrl2bKpKAsfS2SqWC53kopfJoUbu9v1d7UTwsLi5ONY8w4rDVauVGG0f9nrUsKxdXSZLkZh5xHM8UVsXjKJfLU6NfN27cyJsWT9ufiU4Za3kjPo2gLJVKY6LPGHi0Wq2xbZVKJRqNRi6sPM/Lo2ZBENDpdNje3s6bRk9izDnmgQguQRAEQRDOBFrrDWBj9LijlHoauAT8XeAdWutg9NrmaJU3Ah8czX9OKfUs8K2j157VWv8lgFLqg6NlRXCdIzqdDltbW2MOg67r0mg0WF1dPdFeWVprBoNBLrBMipwxcTCOgWbyfZ+VlZX8Ar3b7bK1tbWvhmqawDICwrjodTqdqWMyESJTszV5/GZ94x44HA6PFb0yNvBGDKVpShiGU8XVLLEE5Kl6xqzCYIwzKpVKLqiKhhWTDoVGzJrjjOOYIAjGGisbh8darZaLKsdx8iiXiVYdNWJ2UojgEgRBEM4MEuASDEqph4DXkjWZ/j+A71RKvR0YAv+z1vrTZGLsE4XVro3mAVydmP+6Kft4E/AmgCtXrsz3AIRbwphfdDqdMYdBY+N+kg6DJoplUgXNBXqpVJoZxapUKti2nacY7uzsHLgPpRSu6+bCxvSZmoapbzIpeEWBVWzQ2+l0pvbhOmwcxkLekCTJTPfBw6JipsasKKg8z8v/WpY1ZmzRbrfHxJWpt/J9P+/5ZcSswVjnLy0t5efQWMkbu/2jGHMchuM42LZNrVa77W3l25zblgRBEAThNtBaTDPOK0qpo3gnp1rrvSNurwb8HvBzWuu2UsoBloBvA74F+JBS6mVM76+mgWn5Zfs+XFrrx4HHAR577DH58J0ScRyzublJq9UaM78wDoPlcvlE9muiWEZgzYpimaa7JoXRdd0xcXYQSqk8emXS44IgQCm1L3JknAar1SrlcnksTdLYsvf7fbrd7oGNgGeNo/j9aiJY087JrHnGRn1yMmLJHE+apnn91N7eHoPBYEw42badp0MmSTJWtwXkjZXr9XoeBTMCrN/vj4nxWcc661gmlzPuhGma5p89kzY5z98jEVyCIAiCINwu10fTQT7KNnBoGEkp5ZKJrQ9orT88mn0N+LDOroA+pZRKgdXR/AcKq18ejYMD5gtngDRN2dnZyY0SDCdtfjErimXS0uI4HotiVSqV3FSh3++zu7t74PaNkDJixqTMFXtmmeUqlUousIrugXEc5+LKTCdxM2rWNk3qn4nsGTOKaXVyRlyZtMvhcDgmBs1xmzQ/cz6SJMlFlzH3MHVixkRj1vhMdM4cw0EisbiOEZ3mNTMW3/dzgW2E13GihUdBBJcgCIJwZpAI17nlaa31aw9aQCn1nw/biMpuTb93tL13Fl7698D3AB8fmWJ4wDbwBPA7Sql3kplmPAJ8ikz4PaKUehh4kcxY48eOfVTC3ClaoBs8z2NpaYmVlZW5m18ctxbL8zwWFhbyFDhjlHFUTETLOPCZfllKqbEIVqlUykXGYDBgZ2cnF1cnUWs067vVGEMY98BipGqSYuRqmrgyoqYYTTPHbgSciazFcZzb6U+jGH2atMW/ld8Jx3HG6sbMGExK4jRmNYm+FURwCYIgCGcG0Vvnlm+f0zKvB34c+IJS6vOjeb8IvA94n1Lqi0AI/OQo2vWUUupDZGYYMfAzWusEQCn1ZuAjZJG192mtnzrOAQnzY1pdlm3bNBoN1tbWprrr3Q7HcRQ0bnrlcjkXP8XaooMwhg0mchWGYf7XcZzc3KIYJTP73d7ept/vzz2SUhwbjIsT13XzdMVyuTyzJxfsF1eTaYHTMDVcRZFkolnT+nIZUTWZOmm2lSRJHs2arDebJrosy8pTHM0xTEtZnDYOY3dfjJzNy6EQRHAJgiAIgnCbaK2HAEqpHwH+aOQw+Etkphdv01p/zixzyHb+hNlpif/djHXeDrx9yvwngSePeAjCnInjOO+XNVmXdeHCBUql0tz2NasvloliAWNRLCM8jKiYZVoxSbEZrkk9NNERExkzESzHcXKTiO3t7SMJllvBiBEjUAy2befCqlKp7DPdKGIEkTkXg8HgUCFohJIRViZVcvIYjagy0SqzP1MjZQSZed227X3CajLiVzTiMJEqEzGbjLpNMlnLZvYxTZA1m825GWeI4BIEQRAEYV78ktb63yqlvgP4fuDXgHczxSFQuPsw/bK2t7fHokQnUZdl0tGMyDLudCaKVTRZMJEo13UJw/DAaIfBcRzK5TKO4+RRK+OGZ/aztLSUR4zSNM0jQTs7O8c2tTgMy7LGRI45v0boGHFlplmpgSaFztSIBUFwYArjrFopI5TgpQiREX+mFsr0/Coua6KZtm2PpQlOjqEY2ZoUdUd5/2ZxnHTEg5o4HxcRXIIgCMKZQWq4zj3mqum/At6ttf59pdRbT3E8wh2g1+uxublJr9fL57muy/Ly8tzqsoo9qrrdbr4vy7LyyFMxiuU4Dr7vj0U+ZmF6YVUqldyu3bgXGsrlMisrK7mYMZbs29vbDIfD+TrajeqNTBpdEARjtWClUomVlZV8zCaNb9r56vV69Hq9vMfVYe5+k68XTT6Mu2BRCBnxU7RjL9ZymbEYjmrbPinUbpfJ8Rz2fpn0xHkhgksQBEE4M4jgOve8qJT6TeB7gX+mlPKZbtEunHPiOObmzZu0Wq38otyyLBYWFlhfX5/LxWqapmO1WCaqYXo9FZvbmos5yJoAACAASURBVCgLvJSyNuvi3nGcPM0OyGuVTA8t4yC4traW116ZaNnOzs5cv6eKNUfmeMzYTWRuaWmJUqmU111Niqs0Ten1erm1vdnGcdFa56KqaFhhzCWOKoAOEjTTRN2tYCJ+ZqzFmjHzd9IG/zj7NRHLeSGCSxAEQTgbaKZ0ShLOGT8KvAH4Na31nlLqPuAfnvKYhDmRpinNZpOdnZ2xlMFqtcr6+jrVavW292GcAU0zX611LjxMXVQYhoRhmNcGmYvraWlmxiGvVqvlfZ+MG2C73Qay9LZKpcLi4iK2befpiDs7OzMbAR8XE4kzdVQm6maOxRxjo9HI0wKNIYfBpBK22+285sr09jruWMxkKAqVk3BJNBwmelzXzSN85m/RMj4Mw1yQ3k5q4VE4am3fURDBJQiCIJwJRG+df7TWfaXUfySzZP+ro9nzLWYR7jjTUgY9z2N5eZnl5eXbShlM0zRvZtvpdHIhZ5rfJkmS109NNgueJgxMyt3i4iKu6+aRqWazmQsTY4VuIksmPfCwJsZHxfSxmmzaayImZozFyFVRXBnxuLe3R7/fz2vHjlt/VDxXRVFWrIe6UxiB53lefrzGpt1Y85tjjaIoT6M8TaTxsSAIgnAXotGpSK7zjFLq7wA/S9Zo+PPAtwF/StZDSzhHxHHM5uYme3t7YymDi4uLrK+v52LlVoiiKBdYvV5vX6+mIAjy6EVRNExLC7Msi3K5TKPRwLIsBoMBvV6Pmzdv5ssaIw3jajccDvPo1u1iHPOMCUQURYRhmEdHLMvKxVUxcmVS66IoYjAYsLu7m1vSz0NozEqhm1dK3ySmubHv+3nqo23buUmHiUwa4Xke0sfnafIigksQBEEQhHnxs8C3AJ/QWn+3UurVwP92ymMSjsgsl8FKpcKFCxduOWVQa51Hsbrdbm5gYds2nuflKWLTbNMnL8xN+l+j0UBrnbvtvfjii/kyvu/nPZSKRhq3i6m3MmmMk46Htm1TKpWo1+t55MrzvDwVcDgcsrOzk9dZ3aroMNGiW4lU3Y7QMS6JxebGJhXRuBKGYTi3SOFpM8tG/1YQwSUIgiCcGc7BTU/hYIZa6+HogszXWv+5UupVpz0o4WCGwyE3b96k2+3mF+S36zJomg8bkWXS/zzPw/M8wjA8Ur2Q4zjUarW8b1a/36fX6+UX9ZZl5emHReF2OwJLKZXXEBWdAo2ggOz8lMvlsbRApRRRFNHv92m1WmxsbBy7HsqYf5iLfZOSWNzOaaQEAide33VSGIt5836aNEYjHosi0jzXWkuESxAEQRCEM8k1pVQD+PfAR5VSTeD6KY9JmEKapnnKoHG0My6DFy5cOLbLYLH5cKfTyeuVzIUukEeFDsJ13dzgwtizt9tt9vb2gJeiLCbKlKbpbYkrMz6zXWPMMGlmsbCwkEesijVHzWYzb+J7VGzbzgWd6Vk1HA7HzD9O0gzibqFoVW9qw2q1Wp7ieZYQwSXsI7PWLEw6q6vQ2uQEj/7CRIW7BqVQAAoUTNwxAKVMKFxhWeMFnYIgCOchr1+Yjdb6h0YP3zoyz1gE/ugUhyRM0Ol02NzcHLO8LpfLrK2tsbCwcKxtJUmSR5s6nU4u3IyYMA56B4ksx3Go1+u4rpsLrGazmb8+GV27nSiLEWrmYtzUS5nxmRqkSqUyVpMVBAGtVisXfUfBCAEjqoxV+7z7S93NGEFl6uTMe1Mul29JUBXr2op/p80DxiKNt4sIrruc7B9bE0UJcZwQRilxlBAnKXGUEicpSaJxHIt+PyRJMpFVq3kMh/FIKCnKZYcwTEbiCVzXJo7TXFwB2LZFEqeZ05jOthlFaS7gtAbfd+j3w1zMAdRrHsMgxrYzIWbbFr5vo1Owney5Y1vYtoXtKBzHxnWsfHlBEO4Ssi+P0x6FMCe01v/3aY9ByIiiiJs3b9Jut/NUNMdxaDQarK+vHytl0DQf7nQ69Pv93La9uI2DojOu61KtVnNDhUmBNa3H1K1gLtZNrZMRf0ZEGYMOE2EyzXvjOB5zYzxsH+bYJ/s+GVE1j9qx88ak0clBmHo0I4TNZNL6itNgMMg/cwdNZr/TxNRxuHLlyrFvQsxCBNddQPZFkRIEMUEYMxwmhGFMGCQkaSaoPM+mWvFIR0LIcSxKvovjWNi2Gk02tn3nIk8mWpakKTrVudhLkpQ01cTxS4IwDCPiKCEx80eTbSlqNY840biuhevYOKO/rpf99TxbommCIAh3AKXUY8D/AjxI4RpDa/31pzaoe5RZBhi1Wo0LFy7kTX+Psp1ptu1FtzsTtZmGaTKslMojWAdFim7lwrhYh2OibKb2yVzQmwia2X6xHutWMRf0p21fftY4boNhI4gNxeyo4lR8zTye7FM2uf9p79Gkg+Os96/VaonguldJU81gENHrhwwGEcNBTJykaA0l36ZUcvA9h3rdw/ccXNfCcc5WHqvBRMss69bGZ6J3cZwSxQlxlBJFCVGcEgyzO0r9fkQYZT8CrmvjuRblsotlW3heJsZ8z8Z1bRFkgiAIt88HyBodfwGQq9BTIAgCbty4MWaA4XkeKysrLC0tHSmaFUXRmOHFtAvSWRfVjuNQKpWAl0TNvCzYDSZqVRzLrIvm0zKYuNeYJo5mpepNPp5klqX9naaYdnu7iOA648RxSq8X0OmG9HohSkGaQqXiUq16rKxUKZccbPvWmw6eVzInH5VF6w75KCdJShglRGGSRQPDmE4nIAyzaGAcp9TrJdI0xfedbPJsfN/B8+x78vwKwmlwBn5jhdtjS2v9xGkP4l4jTVN2dnbY3d3N0/mUUiwuLh7JAMOka5kolrFtPwrGsMCYZhh3wpPkOAJQuDOcFZE0T5aWlua2LRFcZ4zsSy+i3Q4YBjGt1pB63adScbl0/wLlsisX/7eAbVuUbYtyaXqjxjTVWRpmmBCECUEQ0+uGBKN5tq3wfYeS7+CXRn9HYkwiY4IwH0z9p3Cu+WWl1HuAPwby4hWt9YdPb0h3L4PBgBs3bozVHJVKJdbW1g61tE6SJI9iFWu7DsPU2Jg0MDMJwmlRrKUzf4u1YUVL+Ekb+ElLeHgpRfaoabdHQQTXGSEIYnabfZrNAZ5rUyq5LC9XuPJAQ4wh7gCWpSiVXEpTBFn2o5IyHMYEQZwL4SCI8TyHNNWUSg7lkkOp5FIuO5KiKAi3iOitc8/fBl4NuLyUUqgBEVxzIk1Ttra2cjtyyFLsjAGGsWCfRhAEucX6Uc0cTAqiEWTisHd3M+3a5U7cCJtlnjFppFFsvmxSSdM0zR/Pmmf6vpnXisvMis4tLy9z//33z+X4RHCdIlprWu0hzd0B3V7I6kqFB68sUam4crF+hrAsC8+z8Lz9/y5xnBAECcNhzGAY0dnuMRxGJIlmcbGEZSkqZZdy2aV0j6Z+CsLxEMV1zvkGrfXXnfYg7kZ6vR43b96k3+/n88rlMuvr69Tr9anrJElCq9Wi2WwyHA5v6cJZ6p/OF5P1U0fFCJ5Zgus4BiGTwsiI9mIUqbhts00jgowwOu00xXlGbkVwnQJaa5p7A/b2hkRRwvpajQcfXJJI1jnEcWwcx6ZaHc+Pj+OUwTBiOIjo9SO2d/oMhzGeZ1MuO1QrHqWyQ6Xs4Th3RoTl/dW0xrYslJp+J0sQThOJcJ17PqGUelRr/aXTHsjdgGlO3Gw286iSbds0Gg0uXLgwtUdVp9Nhd3eX4XAoYukewLbtsdQ4GHeQhHHBVIz6FJllLnIr1wlHNSopbnuaEDttRHCdY7rdgOsbHRRw8WKNWs2Xi967EMexqNd86jU/n5cVFMcMBhFhmHDzRpf+IMJxLCoVLzNCqbhzq9NL05R2O6DXj2i3h9i2Rb8fUat5dLsBlYpHEqf4fiYYazVfoqvC6XIXFl3fg3wH8JNKqefIargUoMUW/nhMi2ZVKhUuXLhAtVoFzG/KkG63S7vdZjAYyP/PPchJp3ee5GfqqK6FJ0UxGlgUq4Z5WcKDCK47RpKkbNzoMBzGrK5WWGqU5cL2HkMpRXmUXghw8WI9+8EMYvr9iH4/ZG9vwHAY4fsOlYpHtZpN/hRzDtOzLPuO0qMQviJNNVvbPTqdAAU0lso8eKWB74+nNCZJShgmDIYR/X7EC1f38l5mjaUy9Zp3rGaYgiAIwBtuZ2Wl1APA+4GLZDVgj2ut36WUeivwd4Gt0aK/qLV+crTOLwA/DSTAW7TWHxnNfwPwLsAG3qO1fsftjO2kmRXNWlpaYn19Pe+HdePGDTqdzj3ZUPesc1r1T3czJg3R1HE5joNt27iui+M4uK6L53m4rott23kEz9QaGlOX4uPJeXB86/rjIoLrDhBFCc89t0u54vLQg0t3LIVMOPsopSiXXMoll5XlCpD96A6GMb1eSLs9ZGOjQ5pqfD9r4BxFCa5r0+2G1Os+w2FEuezS64Z4vs1gEOO6mSNjpeplzaAde1/Kqm1blMtZX7LlkfNpGMbstYZsbfW4enWP1ZUqKysVXPds9nITBOFsobV+/jY3EQM/r7X+nFKqDnxWKfXR0Wv/Qmv9a8WFlVKPAn8T+BrgfuBjSqlXjl7+DeD7gGvAp5VST5zFVMdZtVmNRgOtNf1+n2eeeUaMKs4Bd0pcGWFnWRZa67Gbo9MiNcXxHbcea94Ua7rM34NSHYuvmZYHxW1NNuCeF7ZtH9pO4TiI4Dphoijhy8/usLJcZn29JlEt4VAsy6Ja8ahWPOKllJ2dHjdudlEqq29xXZt+P8qiXxWXC+s1qlWXbi9kY6PD5UuLVCpu5qg4jNnZ7dPrhVTKLpalqNV8ajWPUsnJv6iCICYIErTWuI7N+lqVJNW020Oef2EP33e4sF7D80R4CSeL3Aw+nyilPqe1/qbbXUZrvQFsjB53lFJPA5cOWOWNwAe11gHwnFLqWeBbR689q7X+y9G+Pzhadq6Ca2NjA8gEUrlcxvO8I/3Op2nK9vY2Ozs7uZBSSuH7Pkmc8NT7n+Lhv/EwSmq7zyVF0TMpgKbVLc2qtyo+L2Kem8/OearVM5brcPvpkCdpqpEkCe12+9D2CkdFBNcJkiQpX/1qk5XlMhcuTHcQEoRZtNtDNrd6+J7Nq1+1hu+/9O+aJCm9Xki3G3L9eov+IEYp8Dybvb0+e63RF7oGpaBW9WAk2JrNPtc3Wiil8siVsbb3fZswTEjTzCq/3R5Sr/n0ewFP/3mPtbUq62t1idIKJ4IGdCqK65zyGqXUnx3wugKOdeWilHoIeC3wSeD1wJuVUj8BfIYsCtYkE2OfKKx2jZcE2tWJ+a+bso83AW8CuHLlynGGB0Cr1RorrLcsKxdfpVJpnwgbDAZcv36dwWCwb1taa7ae3uIL7/wCGx/f4MZ/usHX/U9fR/1huX44b5xExEW480z7P71VRHCdIFvbPVzPZn29dtpDEc4ZzeaA3d0+F9ar1Oulfa9rrQmjJOsPFiRYFnmNVpKkDAYRnmfh+w6WpbAsSNLsYjZJNNnNME1W8gBpCtWqxUK9RL3+kpFLmmp6vZBePyTZ7bO7O2Rrq8/6epUL6zWp8RIEwfDqIyxz5NvZSqka8HvAz2mt20qpdwO/QvbF9SvAPwf+ezIhN4kGpn057bv61Vo/DjwO8Nhjjx376njSxczUWRUbEY+O50gX30mYsPHxLGq28fENHn3zo8cdkiAIc6JSqcxtWyK4Tog4Ttja6vLKR1YljVA4FoNBxO5un/vvX8gNNgxJkrKz0+fmzS6LiyNxNLqsWF2p0twbEIZZXzDHsRkOY5IkJU3B9220ztJcq1WXKEpI4hSUwrah1RrSbGZ3cxYXfS5eqFOpeNTrPvV69rzfD9m40WFzs8fWZo+HHlpiYWG/IBSEW0XuCJ9P5lC7laOUcsnE1ge01h8ebf9m4fV/Dfxfo6fXgAcKq18Gro8ez5p/okz7DB/lc61Tze6f7Y7Na7yqMbdxCYJwPERwnQP29oYsLpbxfffwhQWhwOZWJqYmxVa3G3Bzs4ttW7zylav4vkMYxty42aFccnj2KzusrFRYWanwwOVFkkQTxwlJohkGETs7fYJhjO87JLFmYaFEY7GE49oMBplTYacTEMeZnXyrFeA4FkuNMvfdV8e2M/v6l79shSiKuXq1xVf+cpdq1eXhh5bFWEMQhNtGZXco3ws8rbV+Z2H+faP6LoAfAr44evwE8DtKqXeSmWY8AnyKLPL1iFLqYeBFMmONHzvJsetU89zvPXfs2iudap7+zafZ+9IeGx/fYO11a3zjP/lGLF8yCIR7l5NyfCw2YzY1dpPPzXJimnEOyPodidgSjsdgENHthlx5oEGaaoIgIgxTdnZ79HsRpbJDHKc8/8IecZwQhglaZ+6Ctm2xs9Nna6uXG2x4XhbV0joTX5VK1mi534/Y2xuyvZ25YpV8G7/ksr5Wo1SyiaKUTmfIzu6Are0eW9s9PM9iqVGhXHZxHMWlS4tcuJDw/At7fPGpm1y+tMDamqTPCreBFtOMuwGllAVYWutb6Rr6euDHgS8opT4/mveLwN9SSn0jWVrgV4H/AUBr/ZRS6kNkZhgx8DNa62Q0jjcDHyGzhX+f1vqpWz+q6RiRtfrNq3zxX3xxrPaq9mDtUAHWea6T12wZtj65RZqkLDwwvx5AwvlimtFGcSoyaa5xK+6DRdFhpsl9Ttv3JLMaLE8+PkqN2zyzHaads6Jhx6zx+L5PrTaf6xoRXCdEkmocV06vcHTSVLO52cW2Fc8+u0N/EFEuOyRxSpJqGktlqhUPy1YoNBs3uiiVUPIdUNndmErFxXVtbBvSJEsfHAxjut0gs47vh3ieTbns4pccXAeCMDPg6HQCWq1hLtYsKzPcsCxIEgjDlJubmVtiZuChUcqiVvPxvYRrL7bZbQ542cMS7RJuHUkpPN+MRM4vA6FSahv4da31e466vtb6T5hel/XkAeu8HXj7lPlPHrTe7bL9zDZ/+rN/ysbHN1h9bJXtz2wDWe3Vgz/04JHML4o1W0UklfBsc9RSkVv9PrtV041izyojnMxj08eq2M/K9LEy885KCYzWmiiKCIKAKIoIw3Bf76w0TafayM/a3rTHhzEcDm9p/NMQRXBCWJaSW7XCoWQF1hHN5oDm3hDHUfi+w9pqlWrVI4pSrl7b48H7M6t3yL4s/vK5XYIgJk1hdbXK0lJ5rKmxQWvNX3x5mwceaLCyXCFNs/TCVmtIux2MtpF9Tl3XxvNs0iSlP8i2bcSX4yjiWGPbmfgaDjNXxIUFB8+zCIIYx1EMBhFffOomr3j5CvW6f0fPpSAIZ4KfB75Oa31DKXUf8KtKqcta67ee8rjmTtgLc7FkxJaheql6JPOLSWH1w5//YXrXe1OXFc4OZ/XGUDF6dKuW65ORruJUFG/ThJ1ZvziWyciWeX6Uv5OPT9r+fjKyKDVc5wDXtQhDaVIoTEdrTacTsHGjg21Z1Ooer37VKtdebLOyXMmNKK5ea7G4UBoTWy9cbdJuBzQaJVzXZnW1OnM/7fYQz7NZXioDEIQxGxsdwjBhdbWS9fqKU/r9kH4/pj8IiaIUy8qElm1bpGlKHOvcCt7z1OjuU0qrldV6LS2Vuf++Ots7fXZ3Bzz7lR3W1spcur9xZu6YCeeDk7iQUUo9ALwfuAikwONa63cppX4EeCvwGuBbtdafKazzC8BPkznrvUVr/ZHR/DcA7yJLU3uP1vodcx/w+aYLbELWU0sp9dPA58nO813FxW+8OPb8B578Aar3V+ld71F7YDwN6aCIVXE9Zat96wpnm8nfOONIOeu3zwiPaT24zgIm3e5ebLQ9GVmUCNc5oFxy6HTD0x6GcAYZDmM2brQZDGLuu69OY7E0ZsNuvqO73YBeN+DKA1nrGq01115s0W4FXLmySL8X4R/SiLjVDlhYyLafNVDu4HkOaarZ2OiQJNmXim2r/HHxNyKO06mPzXKWyuzmm80BzeaAxQWfVz6ywvMvtNjaGjAcxrzs4dUs4isIh6A5scSAmKxv0+eUUnXgs0qpj5IZL/ww8JvFhZVSj5KZLHwNmRHDx5RSrxy9/BvA95G5431aKfWE1nquzXTPOe8G/q1S6h9rrZ8FrgD9Ux7TiWBZ1phYajzcoFQqsXZhjXK5zN97+u+x+opV2i+0WXrZEkmSEIYhYRjmaVJBEOC93CMMQxFa55RZTYkPE1JnTWidRabVkJmoWtHoovjXRN9M25pifdrkNqdhUhbjOGZhYX51lCK4ToiFhRIbN7oEQTzWsFa4d9Fas7s74Pr1Nhcv1nnowaV9//ClkkOSZMJme7vH+no9/5K4ebPLcBiPIlYVut0WpdJsY5Y4Tmg2B6yuVPiLL2/R60UAJHFEperiOC5pqgmDmDjJ+nPZ9qgZstak2tzpysYzGcnXGpKJ34tWO6DVDlheKlGtuOw2B3zxqQ0efc0FHEfquoTTYeRutzF63FFKPQ1c0lp/FKbWY7wR+KDWOgCeU0o9C3zr6LVntdZ/OVrvg6NlRXCN0Fr/K6XUDeA9SqmvBxaAD4yiiZ/XWn/5dEc4X173htdln59v2P/a4mJ2s2zpZUsA2LadN0WeJDM2inNBNhwOGQ6Hee2KXJwL82bSoW9a6qDjOPky5jNoUvtMFKxYWzWJbdtjNWKTvTuTJBnb3mRaYTFF0hBF0ZGOb1oa5GF/i+M1688LUQInhG1bLC743NzscuUBKX6919Fas7HRptePeMUrVvZZvhtsSzEcZj+ucZKyuJjVQXW6Ab1eiOfa+DUPpRS9XsCFGU21tdbc3OziOBbP/EVWW1DybZSlRg6E06OvSaJJklsxFhtnt5mF4V0Xogie+tJNHn3NBTHTEE4dpdRDwGuBTx6w2CXgE4Xn10bzAK5OzH/dHId3VzDqnfVhpZQDPEp2vv8K8PeB7znNsc2beaVMK6VwXRfXdalW96eJp2nKcDik1+sxGAxyM4GDalrmlbLmui6+7+cX32Y8xQvt4gXyPJjlkgfsuxCfdMYTjsY86r0MB7kZmmjutM+qUgrHcfA8D9/38X0f13XxPA/XdbEsKxdj5vMWRRFRFO0Te0mSjL3/RsgVm5Mf93/iypUrc4tyieA6QS5cqPHMX2zR6QRiIHAPo7Xm+kaHTifkFS9fyWuhplGpuOy1hoRhQhSleJ6D1pl74fJyhWZzQK2WfZZs28Jx9v/Y93ohL1xtMhyOf4EOg+y5UpkQimMolx3CMBmlMqo8pVHPyZ7b3IhKU/jiUzd5zavXsqhcNIAP/RT86G+Bu/9ur3CPcnsXTKtKqc8Unj+utX68uIBSqkbWUPfntNbtA7Y17SpaA9P+eeUKbwYjW/g/G02/fcrDOddkLrSVfUX8WutciPX7fYbDIVEUHSo+ihGLwzAXuJPrO45DqVSiUqlQr9fxfX/0OzIe/SimUEZRtE+kTWOe5ggmxWyaGJgl2k5LvE3rD1Ucs3nfDhOct+pyeKvc6v6MG+FRolaT0TgTkfJ9fyyCZs5R0WjDfN6Kfw8SmWYf86xjE8F1gjiOzeXLDV683hpdaMvd/XuRnd0+QRAfKrYAqlWfrz6/x+JCKY8GdbshQRBTLtts3IgJw5hmM3M33N7uk2pNmmjiJKHTCffVWk3iONbImVDT7xejWeYL83aO9mCe/vMtHn3NOv6n3wNf/ih86r3w+jef3A6Fc8dtfP62tdaPzXpRKeWSia0PjCIwB3ENeKDw/DJwffR41nxBuOMopfalKZr0xMFgwGAwYDgcMhgMxu703+6FePFCudPpcPPmzfw1k4rm+z6VSoVarUaj0ZiZnpWmaW4BHgRBLsyK4mzWsR/lWJIk2SdazHrzECbzNL8whhXH2fekAHEcZ0yATKbWQfYeGeOOSQdBEykqCpZZLoLAgWmA8xR8xTGeNOa4w3B+XgwiuE6YxYUSvV7I1WstHryyJOYB9xhhGLNxvcMrXjFdbGVfrpowjAnDrJGx61pc32iTppqnvnQzdwR89itNoihhe6ePOxLvUZyQJJpuNySKktzwwvdtkiRzFwTwPQvHtRkMsgbJ5ZJNtxfgOhZxku6rz7pdsjB+SpqkgEJZCi/pUBq8yHN/avHIf3obNsAfvw0e/s5spaWHoLw434EI54+TcSlUwHuBp7XW7zzCKk8Av6OUeieZacYjwKfIIl+PKKUeBl4kM9b4sbkPWLgr0Knmc+/5HN/0d75pZuPjk6CYnlhMh0qSJK8NK07Fi2Jj7X3U/kbTMBeqYRjuE2MmMua6LqVSCd/3KZfL+eNpFMVdUYwVI2eTFAWGiXqYbRVFxWHHWFx/MvI0a6xmKtYnnRTzdBQ8zA6+OBXnTZ7r4vmeHOs0cXbQPHN85m8xlbAoBk8qkjcYDOa2LRFcd4D7Ltb56vNNXnyxxaVLiyK67iE2t3qsr1fxPJvBIGI4jImihF4/IghibCvrXeX5NtVKVptVKrn0+yHlksuly4t85Ss7vPpVa5RKDs8+u8PLX76MZVn82Rc2CIaZlXtm4a7wXJtq1cX1bDY2ugDUah5BkLBQ93ng8iJbW316/SEl36E/uP16LYPWmuEgpNeLiOMU17VxHCsTmik89Pm3cnHrj8kk2GidNITHvxsFtB74a4RveDeN1QquGM3cs5xQgPX1wI8DX1BKfX407xcBH/h1YA34A6XU57XWP6C1fkop9SEyM4wY+BmtdQJ5Y9+PkNnCv09r/dTJDFk4z2w/s83H/tHHeOaJZ/jyH3yZ7/3fv5fVV62e6phs26ZarY7ViGmtCYJgTIANBoN9IswIMRM9u9UL3KJ46vf3m1eai3dTx1MUZJNjL26zaDgyKcaCINi3juu6lMtlXNfNGwAXhYIRMQdNB2GEh+d5B4qSogA8igkFMCb45hlJmqd4KzIZXTxsKgrcyfU9z8vnFbdvxj95Lme9X0VxOSkOi6J52uftVpGrmjuAUooHrzR47rkmzz/f5MEHJdJ1NxPHCcNhTLsTsL3dw/NsmnsDxitykgAAIABJREFU0jRzIaxWPRYXfHw/E2KTRhJJkvLMM5sAOLZFHCX4fpaDPhjGBEHCzm5n5CoIkAmtxUWfwTAmSWF7JLYcx2J1pUqjUSKKEr785W2SNCX77pnfXbfhIGJ3p0eqNfV6icVGCdd1AA1agYL1rf9INtoC5jdCQfWrf8SvvuX/xPIcLr1imVd87QUe+66HWb1Qn9s4hbNNZgs/f8mltf4TptdlAfy7Geu8HXj7lPlPAk/Ob3TC3Ug8jHnmiWcAeOaJZ/iuf/pdpzqeWWQ3+UqUSqWx+VEU7YuEFYWLZVm5m5tSKhcIxbTFW8FELQ4TZCZK5vt+Pv5yuTxTkBnxVRRiJgI3eTFuhJKZSqVS/th13alCyURcigYOxSkMw6nGDtMouuVNRueKomjauI1QNSLSvD9FUVoUdMdJ0ZsURJPTYfVwZ8nY5Kjicl6mOCCC645hWRYve9ky115s8eVnt3nZw0ujC1LhvBOGMZ1OQK8f0euFeY2UUlCr+dx/X51SyT2yyLZti1LZJRgmRFFCre7nd3p83+arzzep1z08V9HpRlSrHpfur/PcV5vYtkW7/dKP4mtevUaaZv27dnb6c8rW0sBLX67bW1067az58eJSOcsNL6RRKAUKxf/31z/D1z/5Oiwis4mcYWjxxn/1P+JWrtJYq3L55csEQcSH/vWn+eb/4mFe950Pz2PggiAId4SL33DxwOdnHZOSWK+/dMMrTVOCIMjrwsxUvGA3UaniRX4QBHNLqysKslnpXkXBYpzvjGCqVCpTrcmLIqxozd/pdPYJhKIYm5yOYiN+UBSmKOAm5x12DoupnNNEjRGpxgnTRA+NiCz2iTMumMYVsJgeeZT3shipLEYRi/VlJuI3WT82y+hi1rzjCMbJeraieDTpicX3wER254Fc8d9BlFJcvrTIjZsdnv3KLg9eaVCpeKc9LOGYxHFKtxvQ7gREUUK/H1GretRqPisrFcojcfXMX2xxYb12S+/x+lqNZ7+yQxgluQlGqzVgMIhYXalQr/lsbfUplx0efmiJF19sE0UJw2FCueywulLh6rU21zc69PuZ6cb8biqZIlu4fnWPOE65//ICpVJ2nNmXnwI0lqWoVT0uXKhTr/uob74Gv3JhX6zhB//lPwBlo2NNa6fPf/zQF3BLLo9++yX+5GPPotF823e+bF4HIJxlTv/mpyDMhbd85S0sPrhI6/nWaQ9lLliWNdWgY1o0rFhXZRwWTTpYkiT5Bf1Roh1HMaUoRiKKUaVerzd1eSMGjLmHsb2vVqssLi7mFviT0bHi1O/3913sm+0VRZh5XjSsMNGo4zAZ3TqKYDORNyCPbM0SqpO9qFzXpVKp7KvfMmOZjBoaYVYUQwcJ48nzZsRY8bFJ/SwKtklRe6tizQjt4rxp52ReiOC6wyiluO/iAqWSywsv7LGyUmF1tTrXsKUwf8IwZm9vSK8f0h5Fc0q+w9pqhVLJ3ff+JUnKcBhTrR7vC9VQrXo4jsXWZgffd2i3A1642mJ1pUIca65ea2FZsLJSIUlStnf6KJX12nr5y1Z44eoekBVtB8OYtPA7ZVlq5FJ4PF6yi8/E1gvP7aCU4srDy3n0zrxm25nj4kMPLuF5ha+Z5/6fqdt+9OILfGkzE1RprImjFK0ivvrUFt90pcHv/+4X+diHvsi3f+8r+MZvv8LKjP5jgiAIZwXT8Nj8vRtRSuXCYtKgY7I2rN1uT42G2bad15JN69c0TWgZ0XKYc10xgmG2NZmS1+12Z65rekQZcWaiZMV0yqLwMMfQbrf3pasV+03NEmOHnWsjOo5DMRXRiK5iFKvoBmmeD4fDI217UqSVSqX8vJh9F/thmYjZJEVhWBzzYedh2lQU08WxHOU8TYozc5NgHojgOiWWGmVKJYfnn2/S64dcun9RmsKeMeI4obk3ZHe3j1IK33dYXi7z4JXZ9raGMMrcBm/17ojZ32AYo/sR7faQl42EzZef3UYBK8sVwjDhq8838/XWL1R55i+28Lxsv7vN8TtLrmsRRcdP7VioO7Q7cW4je/WruySp5uGXr2BZKndbVEpj2zbra1Xuv39h/xfdJ9+T/a2uwT98hvDtL8cLm/zwt/wZT/3BwyhLYTkWaEgjTXt7wCee+HP+6k99A4+99jIbV1u8623/gQv3L/At3/EQ3/Atl/HFYOPuQd+5vjGCIJwctm3v6xt21GiYiWgAM1MSp6WSGYFkmuUeFLkA8mUnDUFMHVoxRe8gTLTKXOSbKFlREBYb9k4TY0WTkElRdrs35Iu1V4dF1UzaqBGOpnZvMk2xmJZntm+iiua8HzYmI5oNkw6FkxTTEM3yJsX1oNrBg8TZrFTH40Yfj4JcqZwi5ZLLKx9ZY3Ozy58/s8Wl+xdYWipLtOsU0TqzWG+1MqG1vFLh4sU6C3X/WO9LEqeH9tw6jMZimZ2ky2AAl+6vU6v57DZ7pCksL5ep1Xxu3OwSBNGoXszjxo0el+5fYONGZ9/2sibJxxdbFy9U2LiRpWUopdje7NHrBjzymv+fvTcPkiQ/z/OeX96VmXVXnzM99+zsiYNcLE5KIEHxEmWSUlBhUzIv0xRDpGXasmnaIiVbkm3JsqWgwzIthMQwYJEgJZM0wSMArGCSJggCWOwCC2Bndmfnnun7qCursqry+PmPrKzJrumea3t3Z3fyiajt3uysrMzqqex88/u+950bV8ti+r0RlWqB4SBkcaHI3H5GFz/4f0L3OtRPAtD5sa/wC9/1j1nZslB1hTiSIGIUXUEvaCAgGET82a+fxbvR5af/7rfzHT/wJC9/fY1LF7f5w//lT3jXuxd55n1HqFbzAOW3A7neysl5e3Iv1bBer7dLKKXzR6lBx17tiPvlJimKMrGcz7af7XeRPl1BSS/w00rW9PPS100rN7ebKcpa4k9XgdL2u+nn7yXE0hbIg75e3KttNN3HbFZa+pie4UuDiNP9zFYC76YV8nZxBLczuRBC7Jk9lr4/aYVtMBjc1rhkWoTV6/Vb3ov7JRdcbzKKIpifT+ZbNjY8mi2fw4fK+V37N5g4jmm1BjRbA0bDkNlZhyeemENV7080pY6Er4Vi0WR1rQMwOUEsL7dRFIGqKui6gu/fLM0LAYcPl7h6tXXLyUTXBbZt0G7fao97O0olg3ZqwiFhFISsrXY4dqKGpilEYYTnjajXbbzuiGPHqvuLLQDDmIgtgJUrLeqPP8Xqn15DU5LfgwB0Q0PGEsPRkDGEo5AX/vAyP/3Fj/G3/qfv5KlvOsyT717kW5o+X/rCNZ799HlqtQLvff9RisW9s1xycnJych487rYall7kZ0md/G4noOI43nOOKBU/aUtj9sI/rUbtta+mae5qWQN2ZYNNk1aDsm5+6ezQ7Soz2cpRr9ej2+3e8vO0MpY6NaaOigc5e5S+ViqWs0YqWWOUrAibruKpqjrZP9M0J6Yde5lSZFsQ93N+zLZBpkItW53cj+lMsaw9f/a1R6MRvu9TLh9cNmh+Vf+A4DgGR49W2dz0ePXCFvWazdyce+AfmpzdSClptX1WVro4tkGjXqBUsl7zXSNFgcHgtWVZpILNshTWN3qomopp6EgkzaaPlDfvKhUKOo26w/JyEpg8ffOmWrXZ2Nh7eHg/hIAjSxW+9vUkfFlVFa5faVIsmbhFE4FkZ8en0bAJw5jZWZeFhdKdN5zh0rkNnnjmMNfOb9FrDhGhQDEU4ihGEQrBIKK44BB4AYqiMBqG/NLPfZpHnznEz/zit1GtFvjO7z7DYBDw/JeX+bX/6wXe/4GjPP7kHJqWt+i+FclbCnNycvarhqUtb9NtidmL+7S6cScL9qw1epZUAKZtjdmL+bQaNy380gpL1j4+FXLZjLC9HASns8Cy131ZwTG9v1LKyTan59DSlr2sM+G0UJxu0bsfsiHbrntztjorxFKxPBgMaDabuypiabVvWjDe76xaWinMtkXuZehxt/EFB/n3KBdcDxCKIpibK1KpFlhZ6XD23AaLC3mb4etFvz9idbWLRHJkqXKglRFVVYii12aDmzoLJidxwfq6R6GgUy6bNJs+Ozs379i5rsHKapcgiNC03XNac3Mu29t7DwXfjkdONzj/6iYwFpB+QKvp89S7F9E06HkBtq3jOCaeN+D48XsbDI+jmKsXt/n+H/1m/vQPzjPwAuIoRkhQTIVoGOGUbaJhhLtYJOgFxKMYKeD8C6v8l3/tN/gP/pP384FvPYVl6XzwQ8d457sW+MrzN/i93znL+z54lPn5exOAOTk5OTkPLvs5JabtYlkxtldO1Z0MOdJrreFweEsOmKqqu8KS09bE9KI+FUXT1bS0RTF1/UsF2bTTX7/fv20mmOu6E3GTVoayYjBr5Z5Wh/YSh9OkYjE703a7R3adrCHJ9Db3E2LZymX6+8pW77LZcNnHnSzas22F07ly2defFsDprNpeYvi15splyQXXA4hpaBw/VsPrjdjY6LK+4bG4UKJUurc5opy9kVKyutal2fRZmC++LoJW15WxYJL3ve1ud0ilbNJqDzAMdXznJsIydSwzoNcLsCyVwSCaBCwXiyaed/PkahgKOzs97vWcYZoqqiYYDmPCMMIwNJavb1Op2ZRKJqahsrrc5YknZ7l2rcM737lwz3fJXnphBcvWOfZIA1VXUA01cU8UEkVVUBwFvzXArhXwd3zKh0oEfkg4CFB0hVgIPvG/f4nPfeYCP/6zH6Ix5+K6Jt/y509y/VqLy5ea9Pshx49X88/NW4i8wJWTk3MvZC/up9vdsm1ug8HgjgYLaWthlmkzDs/zbmmXSwOYs3NmaYUla5gxLeKyYqxUKk2qUMAuMbZXJli2pTBtKyyVSrsywdIq2LRJSdrSmB5zKtCyfytvN0+V3Yesgca0IJvOvEq/Tytb2YreXq6WzeZNU7DUIj4bdH2vc2zZfyvTIdnp7z7rOLlXkPb9kguuBxjXMXCO1Wh3Bqytd9nY9JibdZM8o/wC8r4YjUJu3GiDEDxyuv66hU9rmoqhqwwGIYXC/bndBGGEbRuoqkqz5WMYGoNBSBhGtNrJHTTX0RkMInRdUK/ZbGwmphqTbQTxvV/ASiiXLc6e3ZxkgMVxzPqqx7vfs8CRIxU+/7mrLCyW2N4eUK/Z95w1JqXky398mXd94Mh4+xLVUIhCAbFAKKAayYl01A9wiwZDb4g7n1S6hu0BwlRQFMHGhsf/+HO/z7d+z6N8x/c/gWFqLB2pUG84fPnLN5BScuJELf/MvAWQ5DFcDztCiCXg48A8icvPR6WUv5T5+X8B/BNgRkq5JZIP9i8B3wP0gR+VUr4wXvdHgF8YP/UfSik/9sYdSc6bTbZSkp3FmTbp8H3/tuHMe5lxpBbvqYAYjUa0Wq1bjD5M08R13YmJRLbN7m7EWOqYZ9v2pN0OuKVKs18m2HQeWLFYnOx3tgKWFabTs2upqMvOvKVzT9lMq/T7rFPh/YQSpw/TNCeiMd1er9ej0+lMnpdWAFPBm86IZatvd/u3P2uWkp0nPChywfWAI4SgUi5QLlm0WgOWlzuomsLsjEO5/NpnjR4mRqOIS5d3KJct5ueKr/t7Vypb9P3RfQuuwSCkXLKYnbXY3OqhqgLTVLmx3CaKwC5obG0nWRlF12J7p4+qikk1634t4BHQbPpEYRK6bJoq/X6AqgmefvoIly5tA7B0uMzXv7bGo+8/es8v8cqLq1w+v8UP/2cfBCAIY3RLI/BDUAFJUvXSBH5rlFS1VMGwPcCZd5MqWCyQCsRhjKJrvPiVFV74s2v84E88w2NPzmHbOu973xIvv7LFykqHQ4cObvg153UkV1wPOyHwt6WULwghisDzQohnpZRnx2LsLwDXMut/N3B6/Hgv8MvAe4UQNeDvAU+T/Kt6XgjxSSllk5yHmv1MOrJtif1+H9/39zTOgJshwinpzFl6wQ9MqiQ7Ozu7KkVpdadYLO5ql/N9H9/3d4mx24UVp2IsFVKmaU6EUFaMeZ53S1Uv26o4LcZSATktxqZDpNPjME1zUnlKRVL2fb1dGPFe/59dllbi0sdezpSpcG639w4YT0VX1iTjTl/T79Oq40GQC663CEIIqtUClYpFuz1gbd1jda3L7KxLtWLl5hp3IAwjLl7aplF3mJk5uBLx7ShYOp32gHrtPl9vfF4xDG08lxVhGhrh+ISjqDcFY7szoFIpsLNz8w5ZKrbSwOK7eslYIhRBGMYoqkI8jFAUhU7Lp1630TWVV85tcObxOTY2e9iOgWHcmzlFHMX81sde4K/8xNOoqsLADxiFEU7FYtgNQIBuqSiagoxj3FmboTfCsA1kJBExlOaLtG90sIsmYSxxKxY9P2RxqcSnfu8cX3l+me/9/scplS3OnGlw8eI25bKF6+YOhg80twm7zHk4kFKuAqvj77tCiHPAIeAs8M+AnwN+J/OU7wM+LpN/OF8QQlSEEAvAh4FnpZQ7AEKIZ4HvAj7xRh1LzluH27UlZlv6UhG21yzY9LxU2mrYaDSwbRsp5b5zS8CkSlMoFKhWq5MWxVQI9vv9yWtkHfr2CinOhjZXKpVdeV5pVS09rmzFKH0vsmLMcRyq1epk7iwVY+mxeJ63p6BMjye1iT+IbKusgJsWaFmRmHWZTPO9shWvbBh0Nvsr/ZoeT7rvB0EuuN5iCCGoVAqUyxbd7pDtnT4rK21mZlwadec1Zz+9XVlb8ygVzTdMbAGUyiY3ltvEsURR7r2aZlpa5kOv4PuS4Sgcb0vS6wUTMRWGkjiKd7UTlssm7fbwnloKozhGU1SkTNr8UtUnpcQtWSyvtNENjVMnG/zR/3uBp96xcM/H9blnX+Xo6TrveM9hAL7+5RsoQlCZKdDZ6lNfcGlt9hCKAKGAAlbRSNwXFfA2PGZO1lB1hTBKTqLDQURjzmV7x2fxSJXZOYd//s8+x0e+8xGefu8S83NFVle7nDr12kMkc15fcr2VkyKEOAa8G/iiEOLfA5allC9OfYYPAdcz/39jvGy/5Tk5d40QYnLRPd2WmFq1+74/aaPLEkUR/X5/V6ugpmkUCgXq9Tqu6+6q0KSVtWylJm2tSythrutOKmJZJ8B+vz/ZRirG9nMwhJvVsUKhMAlpFkLsEi/pc6dvgmXFWGoCkg0+TvdjWlBmK4BZIXavM1jpfNidyAYjZ6uH6fGk5hq2bU+MWFJRmBVpB0UuuN6iCCEolSxKJYu+H7C56XH23Dr1uk21YmPbB5+S/Val1x/h9YacOtl4Q19X11TKZYt226davfd+YFUR+H44PgHC/LzLykqXmyLopqgCaLZu3uUSQL+/dyvE7YgiSerEGgYRQijjNkWJoQuWb7RpzDjEcRLs3LhHAbu96fG5Zy/w4//5hyYnsj/+7EUUVaE861Le9Ck2HLbXPDRNmVTcNEtFqAphP8Qqm/idIZXFIt2tPsJQQRGomuD0Y7Ocf2UL29b4sb/xDJ/8zZc49401vvcHHk9aEochlpV/NnJyHnSEEC7wm8DPkrQZ/h3gO/ZadY9l8jbLp1/nJ4GfBDhy5Mj97m7OQ4aqqpRKpVsCnD3Pm4iwvdwBwzCk2+1OxEhaWbNtm3q9PqmE3Y2BRFa8lEolZmZmdoUpZw03UhGUtUffrzqWHl+auZW1js8Ksr3mxtJ5L9u2qVQqu2a99qqoZQVt9nhS85HXQnaGr1qtTt6XdG4vfWxubk6ekwrirAi7G3F3N+SC622AXdA5eqRKEIRsbfW5dHkHXVeYaThUKoX7qq68nWi3B9Rq9ptS/SuXLLa2e/cluGzbYHmljZRFhsOImYbDykp3UsVyXR3PC1BViKKblQEhkkehoKPrIf3+3eeBRVGMEEl1K4qTDeq6Qq83wrZ11tc83vPMYXreCL8f3FMwdBzH/Nq/+BLv+7YTzI/nqV59ZZONG20UTaG+VKa53mf9RguhKCiqQApQdBVVUxGqIPADrKKBoiUZXbqlQRijFU28fsiZWoFvfs8hzp3d4DOffpUf/6n3cvYba/zb3/gap8/MUK0UcsGVk/OAI4TQScTWr0opf0sI8RRwHEirW4eBF4QQz5BUrpYyTz8MrIyXf3hq+R9Nv5aU8qPARwGefvrpvL6ac9+oqkq5XJ5UwtKL+16vR6/X29P2PSuMWq0WcFOEOY5DrVajUCjsmjHLPqbt1LPVsLQ9MdsiCTdNQFIXxayJRyqgoiiaCJK9yLZgZsODU5v6vWz5UxMR27Z3CbjUMOR2lb27tYa/E0KIW2IF0iqj7/uT2b30fV1aWjqw8OOHTnAJIb6LxNFIBf6llPIfvcm7dGDousbCQon5+SKdzpB2Z8CN5TbVaoF6zXloq16DQcjCfPHOK74OlMsWq2sdfD+4Z/MMxzFQ1WR2S1NvddqplC1832PqBhNSgmlqKIpAoAB3J7iklGiaiqoqhGGIrqvIOLlRbBgqne6QcBhRq9m0WgMqtcIdt5nl2d99mZmFIh/+7jNAkuv1qd87R+CNQBOcfHKBL/zOy6AnYkvRFeJIotsaqqZMlOSwPaQ06xIMQhRTxbENhv6IMJJ8+bllfupvvg9VU3n57Dq//Ztf4/v/8lMsHanwu588y+aGx1/83scolvbO6Mh588lnuB5uxq6D/wo4J6X8pwBSyq8Ds5l1rgBPj10KPwn8jBDi10lMM9pSylUhxKeB/0EIkQYEfgfwX7+Bh5LzkJO9uG80GpMMqlR8pTNZ2fXTVrZUhKVVrWwlrFQqUa1WJ1lg09Wwbrc7EW+QCJ2sAMtWkqZJHRynBdl0y2QqAMMw3DXzlCWdI8s6BQZBgO/7ezoqpkIsfR/CMKTVau3advZYsq6Er6UapijKxESlXq8DTIxKssLstfJQCS4hhAr8cxKXoxvAc2PXorNv7p4dLEIIymVr7MaXzLVcuryD4+g4jkG1UkDXD6ZE+lYgjuI3bbZNUQTVSoH1DY9jR+8tGFhRBLqu0u4MMC2N4TCkUFDx/URA9XqjcQVTsrm5+y5UpWzRbPn3XN00DJUwjBOhJZPA4yiKqVQLbG31qVYtjLGY63ZuH6aY5fzZDZ7/s6v8zM9/GEVRCMOYT3/qFdYu7aCoguqMw1NPzhGOYgpFk7AfouoqxBHFWYdBd4SUoOsq/fUe+hMqhYJGqzWkPwqZbdi0+yGapvB//5uv8WP/8TMMhwE3rrX4vU+e5S985yM88/4jbK57/Nq//grf9u2nOP3IzD29NzlvDLneeuj5IPAfAl8XQnx1vOy/kVL+wT7r/wGJJfwFElv4HwOQUu4IIf4B8Nx4vb+fGmjk5LwZZM0o0ha3MAwn4qvX6+2qKKWW6NMiLCum0jksx3EoFovMzMygadpEMKQzTIPBYNcs1+3ChacdHOFmRtV+Ymz6OFNbdmCXC+Fe70k2h2svJ8JsKHPabjl9LHtVwzTt/iWOpmm3VAZfKw+V4AKeAS5IKS8BjO+IfR+J+9HbEsPQWJgvMj/n0vWGNHd81la7OK5BfRxi+3Z3OEwsTqM3TWTOzrqcPbvBYBBiWff2kZtpOFy91kTTxkHK8U3XwWZryKmTNa5c3e1yrIyLQbqu4vv3PscFEEvJaBhhOwY9L8CyNNpNH6IkGNEqaOiGeldDpZvrXT7xr57jh3/qvZQqBcIg4tnPnKe93Sf2Q0ZBxKPftMj2ahfVUFELavLV0pCRpDTr4re2UC0dVVPoxZJhe4BSs6nWC7R2fPqBRJGwdKTM9WttvvD5Kzz9niUGvYDmdo/PPnueE6dneP8HjvLoo7N85YVlNjc83vPeIw/VzYecnAcdKeXn2Hv+KrvOscz3Evjpfdb7FeBXDnL/cnIOEk3Tds2CxXG8S4BNG26k5hSpeEnd+Paai7JtG9M0J46HQohbQpCnZ8NSY4u9woXTjKq9AoOzIc23E2Np1Str0Z5tRdxLlKXzZnuRbiMMQ9rt9r6VvYOqhr0WHjbBtZdr0XvfpH15QxFCUCpalIoWURTTbg9otnyuXWtRKllUqwWKRfNtOe9VKGh0OgMc597CeQ8KVVWYm3PZ3PJYOly5p+c6jkHB0hkME2EShjGGoTAcJielldUuYShRFCathXGcVL/6/QBNE0TR3ZUM0hNf4lSUhEQXCjqqKigWTXa2+riuThTFuK5JzxuyutJh8Tb5Vl53yG//+tf4nr/8BMdPN/C8IX/6uStYBZ31y01qC0X8ywF/9cef5hP/xxeSy6woRi/oKIpIrOHH7ouGpqCZGsUFh82LTQ6VLGbmSrSbA6I4RmgCVVGYm3d48SurHD1R5ZueOcyX/uwqUkq2t3pcv65z/Hidb/vIKZ770nU+9fvn+NCfO0G1dvAhhzn3jiRvKczJyXl4URQF13VxXRdIzoe+70/EV6/Xm4iSVABNi5V0dmzaECO1qU8fae7WfiYd2edl2xGnhUu2cjdNtjI3LcSmM87S19F1fVLRygqyVFymxh/AbYOVwzDE87xbXBoNw5gYYxzUbNjd8LAJrty1iEQA1Go2tZpNEES02gPWNzw2tzx0TaVSeXuJr2rV5sLFLRoN502rZjQaNmfPbVIpDykW7y3TYXbW5cLFbfq9AWEkMS2FtO273w/QVNB0lcHg5h2gTnc0dhvcv3qpKGJs/b4bIZKfCUWwueExv1hCAt/8nkO8en6T5eU2R45UOfPoLC+fXWdhsbTnHaPhMOQ3PvY8R0/UeM8Hj3Hl8g7PP3+Do8eq/H+/+zLDYUivP2LpeA23ZPHyi2uomoKMQLc1FE1B0RX63SGakeRymQWNaq3KhS8sE/QCrPFcnKIoGLpgc9PjJ37qffzqx1/g2T84zwf+/HHe874jfPmL1zlzZga/H3L9eovDh8u8/4PHuHxpm88++yrvfNcCpx6ZedPufOXcJJdbOTk5OQlCiF0tfqmYSsVXr9ebiI9UsKTzT0EQ7LqBlRphZKtmcNOgIg0wrlQq6Lo+aSFMRdj29vZke9mWxKwQm+6YyroQn3blAAAgAElEQVQQ7mfeMS3I+v3+LUHNaaZYamNvGMakbTEVnNltpAJ0L0GWvt50UHJqApIVlQcpxh42wbWfm9EuHibXIl1XmWk4zDQchsOQTmfAxobH1WtNyiWLYsmkXLLuyY3uQcOyNGo1m9XVDktLlTflolpRFA4dKnFjuc2ZRxr31MbpOAalkkmnO0QIGA13n0DCKDmRalpi354SRUng8x1JnyJAIDANGA5BVRSCIMQpaHj9gMeemOW5L1zna19dYWmpwvETNW7caPEnf3yJ933g2K4A5NEo4uP/8jkWDpV51zOHefZTryBUwYmTdf7sM6+ys9Nn4USN3stbfOQvPc6zv3MWoavotkYcxlglC7Og0gslwTBCM1U0U8OwNOaPVNha7uA1fUxLw7R1VAUQClEkefGry5w83eDC+U1efXmDYycbLB2p8MrLW3z39z7GhQvbXLq0w/HjNY6fqFOvO1y4sM1LL23w2GMzb+l/6zk5OTk5b1+yRhz1en1SncpWwFKxklqcCyEmLX/TrXnpDFWa55UVKNNiqV6vT1oaUyE23ZKYDW9Ov+4nWBRFmYibaVIzkGkx1ul09nU/zNrRpxU3RVFuEY7pNqdbGNPqWVaQVqtVDh06mPi+h01wPQecFkIcB5aBfx/4oTd3lx4cTFNjZsZlZsYlCCI6nQE7Oz7Xr7dxHINy2aJUMjGNt94/m7lZl0uXd1hZ7bC4sHdF5vWmUrbodJJq4sJ86c5PyHD4cJlvfGMdTRMEYXqHKZnlSr+6rkGrddPI4k6dWbdUt8b/2/djEj0oEAh2mj6mpbO9M+B9HzjCF//0GidPN3jssTm+5c+d5LkvXuNTv3+WE6ca1Oo2AvjDZy/guAZ20eD5566zcLiCJuD5P7nClStNFk/VGPUCKtUCh09U+e3f+CojP0DoCrqhYLo64TBEt5PWQmEbCF3Bsg16rQGzJ6p4Wz6WqWEaGl5vxPy8SRDEvPT1Nd719GFmZx06nSHra10+/OHjfPbfXeTypS0efXSWixe3OX9+k1OnGpTKFu981wIvvbTBc88t8653zefW8W8WN7O2c3JycnLuQLbSlAqw0Wg0qX5NC7BisYiu6wRBMMnlylaT0lktXddRVXUS3jxdDTIMYzIflgqqtMrU6/V2rZ8ae2SFWBowvB+Kotxi356SZnpNC7K9xFiaC5YKsrSNMg1rnp4/S63wU1fGvdok75e33pXza0BKGQohfgb4NIkt/K9IKV96k3frgUTXVep1h3rdIYpiOt0h7faAdtsnDONJ6LJjv/ZwujcCVVU4cbzG5StNrl1vc/hQ6Q2vZAghWJgv8sorW1TKhXuyidc1Fcu62TaoaQIhkqDiVFj1e0k/tGmqDId3rmxJKVEVQSwhlvHEujUKJJquoKigasrYcUgwGkUcOlJh5sI2v/3rL6L+0Lt45Mws7//gMdbXuly+tM3VyztsjEOLzzwxi1u0kBK2Vjqc++oKG5t9jj8xx7vevcgf/Nuv8z0/8Di/+YmvUqhacLWNWlAxbINSvcDG1Q6qIVBVBWGoFKsWlq1jkqSgag2FMIhQNcHcvItuKJOw6I21LrUZF93QGA1CXnppk4XFEhcu7HDiZIPTpxtcvdrk3LkNzpxpYBgaTz01x9WrLb74xRs89dQ8tXu0vc85GHK9lZOTk3N/ZKtStVptTwGWZkylhh2maU7aDVMRlp2vUlUVx3EmQimtGA2Hw105YOk2TdPEdV0URZm0+/m+v2suLK2+TYuwu7meVFV1XzGWir5pQdZqtW5pL0yFV1aQOY6zS4wdJA+V4AIYW8vuZy+bsweqqlCtFKhWkvC9Xm9EpzPkxvUWoyDJZSpYOsWiuaut7EFDVRWOH6uystLhypUms7PuPc9TvVYMQ2NhscjKaofjx2r3NCdXqdisrSUnN11T8DMzW5oKQZicTCxLu73gypxDxjFbIJOKmCISkSWlRFUVdEOl1xshSSqgnjfiWz5ykj/81Hn+n3/zDU6cqvPhbz/J3HwRy9L51x9/nifeMc+Ro1U21jpcPb/FhXMb6IZKoCg0lsr80F97N//b//wnzC8UOXt2nVEQsbPSRbNUNF2jUDRpb/XRHQ3d1DFMheqsyyiIaTZ9zpyu07raYulYlZ0Nj2LRYDiM0A0D1YRYjui0Bzz62CzPLXc489gsVy7tcPpMg3K1wOXLO5w5M8vRo1VWV7tcudLkyNEqlqlx7FiVYtFkY9NDSkm9nptpvNHkphk5OTk5B8PdCLC0GqXrOsViEdu2kVJOQoCz62e36boui4uLaJo2EWDpo9Pp7BI4aftgatWehg1nBVsqpFIRVigU7lqEpaRGIvvZ2u9l3tHv9/cVY7Ozs7ds63556ARXzmtDCIHrmriuyeJiidEoousN6XQGLK900DWFYtGkWDRxXeOBm4dRVYWlpQqtts/GpsdO02dxofiGmmnUazadzoCV1Q6Hb+PwN42u3TzppGIrrXpJBOWyTqs1GlvgKwRBcgLRdZgyA0ISA8mwaRKQnBhoSCUxzJAytZdXaDd9+r0RM7MuhqHi+yEf+sgpXnpxhZXlNh/9Xz+PpioEYURj1uUrn7/GueeXaW71qdZtqnMusRBsbvb4j/760/y7z7yKgkSzdWIJrfaAOIgxXRPdNdBtFb87xK5YyBgWjtawCho3riYBiGEUg5BUZ2w+/+llTr5znlLVTtoLLY047mKZOsvLHao1m3LZYvFQmdU1D9vWWV7pcuJEHV1XWVwssbXd48KFLU6eqFMo6NTrNo5jcPHSNsNREpr9Vqjivl3I9VZOTk7O68NeAiydAUurX6m1elrxmZ2dRdd1PM+j1+vtcjPc3t4GbrYNFotFFhcXJ1bt00JsMBjcYoih6/pkrn06LyzrkHi/Iiw97juJsb1mxg7yBmAuuHJeE4ahUq/Z1Gv22L40oNMd0mr5XLnaxLI0iq6JWzRxHf2ByfyqlAsUXZP1dY9zL2/QaDjMzDjo2usvvIQQHFmq8sr5TVzHoFK5u9a1VnuAqu62eU9bDBVF0OkE6Dr4fsjsjM3GZjL4OXVuQyKJIkjarhOhpSgKURCjqALTVBiNYjRNRdcjTEunWrXY3uwxu5C4DAVBzFPvPsSgH3Dl8g52Qcf3A4SEnjskCCWPLJWTmcBZh88+e4G/8lef4sqVbb7+/A2KZQvL1rh+rYNhqCi6gu6YqArIYYxu6xTLJkdPNbAdk7NfW0MBFpbKRBJOnpml3xvitQfIOGZhwaXZHKCpAsc18LwRxYqFZigMBiFPvWOez33uClJKKhWLtfXuxKK/UXdQFYULF7c5cbyG4xhYlsYjjzS4dGmH0SjiyFLlbePamZOTk5OTA3vPgKXBwmn1KzXFME0Tx3FoNBpYlkW/36fT6eD7/q48sOXl5Ynzoeu6VCoV6vX65DWzlabsY1rgZEVYWl1Ll2cF2P2KsOx7sF/G2EGSC66cAyOxLzWw7WTIcClO2g+73pC1tS6+H1AuWxiGiuMYuM6bWwFTVYXFxRKNhs32dp9z5zZo1B2q1Xubr7ofNE3h2NEqq2tdLEu/YyByq+UzHEaTi/4kef6maUYcJQIpOVnFE7GVrLt7W8lJSRJF8fj9T3qVVU0QhmlVLNmW4xoEQcTGepennlpgbcNjNAzRDZUo1NB0hWMn6yjA1lafnjdkZqFErVZgbq5EFMd8+UvXeeKpWV5+aY3P/9FlbMdg4UiJ1RWPcsWiudrFLFlEowinZNJujjh2us7JMzN0ukPOfn01MfFQBcWSSRRLytUCQsDsoRKtzT4bpR5u0aLWcLh2ZQenaKEbKiBotwfousrjj89yY7kDSLqd4a7Q5mq1gKIKLl3a4eixKqWiia6pnD7V4Oq1Jteut1g6XH7gKrY5OTk5OTkHRVaANRqNiQ19KsCazSY7OzsAWJaF67pUq1Ucx2EwGNBut+n1egyHw4kBxebmJkIIdF3Htm3K5TKO49wygzWd2ZV9ZEnDoadFmGVZ2LZ9ICLs9SAXXDmvG4oiJu2FAFEU0+uP8LwRGxseV/oBpqniOiaOa+DYBrquvOEfEMPQWFgo0Wg4bO/0uXBxm1LJxHEMqpXC63aRnWzf4tLlbR45PYOm7f06QRhx/Uab48eqXLy0Q7Fo0G4P0fXEBl5KiCSoMqZYtNjZ8XcZbNxKEpQcBHLsRijH1rCCMIiRaiLGEhMNiesaRFHMK69usnSkzHCoM/AD1lY7hGHEkWM1hKpw7ESN2VkHvx/Q3PGTKuelbRRFsLbqceHcBk7JolyzaO4MKBR0DF1hW1WQQYhVUKnNFHnH01V0XWFjrcO1a21MU2M4CDj5yAwLh0vEsWRro0cYRNTni2zcaFOp2oRBxJGlEhfPW/R6Af1eQGPGmcyzzc66rK11EYqC1xvh+8Hk5gBAuWRx/HgigmUsKZctFEVw7GiV6zfaXLi4zckT9X1/TzmvnTz4OCcnJ+fBIWtDPzMzQxzHkyBmz/PY3t5ma2trsp7ruiwsLGDbNlEU0Ww28Txvlx172rKoaRqWZVEsFimXyxPDjb0yu7JGHdkZrFSMpSIsa+metk+m+2Xb9h3dEV9PcsGV84ahqgqlokWpmGQuxHHSgtj1hjSbfW7caCMEOLaB7Rg4tk6hoL9hVQVdV5mfKzI369IeW+I3d3xUVaFSSSzxtQNuOazXHfxByJWrTU4cr+7Zcrm+5lGrFnBdE9NQEQJsO2nhcxwjMbWQMAoktapNrze6g0uhIH2Z0SjCMG6+pqoJBoOQQkGf5HOYlkJJSnZ2fFrNIYoi6PdHDPoBmi649Oomuq4wv1jB84aEYUxru8eFV7fxvBGOq9HaHqKZGtW6RRhKGrMuQoHzL21imhonTtU4cWYGvx9w/uwG5YrF1nYfu5CkzT/53iU0XaVYtPjGV5fp9wPqMy6lmsXGWhcEbKx12FgvMztf5Ma15jh/rcDaqjdumxSUSha9/gjDUNnY6HHs2G7LV9c1WVwQXLq8wxJlKuUkw2TpcJmV1S6vXtji1Mn6mxag/TCQ662cnJycBxNFUXAcZzLbFcfxZP7L8zw2NjZuWW9hYQHTNJFS4nke7XZ7YsbheR6e57G6urrLjKNSqezK51JVdVcAdMpeVbGsrXs6a5a2Rabtg6ZpYtv2xKXxjbjRnwuunDcNRRE4joHjJBe9yQcnotcb0esHNJs+yT1vgW3r2AUd2zYoFLTX9cMhhKBSLlApF5I8su6QVnvA9RttCgWdStnCdY2JKHmtHFoscf16i+s32hyZCmbudoe02j6PPToLgKIKgkCiaQqapuD7AbMzDusbSWn9ytUdjh6pcPVamzCMsUyFwfDWpHUQ6LqC74cMhxLL0pAymeVSlBjfDzBNDSHGKfSWTrki2dnuI2PJ7GyRSqVAGMX4/REDP2JtpY0QknLFoTbj8qiusb7e4frVFrqhUK4YzMyVKFcLbKx32Vzr88jjM8wvFNnZ9nnx+RWaOz2On6zj+yN0XUFVFOYWE3v3hYUiVy9vMxxGCEVQqVp0WgMUS0eGEQuHyvT9MKnMkdjY9/shiiLY2enRaLgIRWAYKpal02z5HApKt4gnxzE4eaLGxUs7IKFSSUTXocUSqiq4fqPN4UPlB9qRMycnJycn5/VGURSKxeKkIhWG4S4BlrWgdxwH13WZn5+fVJoGgwGtVmvShpgKpK2tLSAx7igUClQqFRzHueWm9HQ4c5Z0ViydARsMBpNZsyAIbhGIuq5jWRaO40y2qarqgV1v5oIr54Eh+eBomKZGrZYsS6tg/X5Arzdic6vHaBThugaGrlIo6OOH9roYcuj6TVOQOJZ43pBeP+DqtRZBEFGtFCYzafdbjRNCcOhQmQsXt1ld7bK4mIQiSym5sZxc3KfbNQwVzxtRsHQW5otcu97G6404eqQ8FlmStXWPgqXR9Ub7iK2EZKhVodcLQYJpaUBiBx8EAaNhhKYrQIyUYNsGuqawvt7j2tUmyBjD0jAtnUrNBmlhWjqdts9oGCIUwalHZjn1yAyqqhBFMc1mn6tXdhgNI0Qcc/HsBis32vT9AMNQOHSkihBJ7phpaswfKuO4Jteu7HB0qcTmeo8jRys4RQvfD2jMuqyuevT6IaapsL7aoeAYHF6qsLraZWbGoVQyabYGk0y5uVmXjbFAXV5pc+xo7Zb3xrYNTp6oc/HSNhKojo1N5ueKrG94XLi4xelTjbzSddCkg4k5OTk5OW85NE2jXC5TLicOzKmlfFrJSi3oUwMO13WZmZlhfn4eSARbu92m2+3uakNMn5dax2fbEPcjm9dVrVYny1NjkG63S7/fn2SPpRWybGjz3NwcMzMzB/PeHMhWcnJeJ3ZXwRL3mChKKjC+H9Drj9ja7jMYhJhGIsBsR8c0NQqWhq4f3N2JtCWtVLJYmC8SBFEiwHoBN5Y7CJF8kO1Csr+mqd61CFNVhRMnaly8uI2+pTLTcNja6qFpCuXyzbJ6FEkKlk7fD5ibL1Ium7TbQ6pVSaNus7Xdp9cLUMbHbNsq/f7+7YVJD7Wk54XjVHUVVVMwDJVeL6AgdOJYjNdV0A2Nw0tlOm2fdnPAaBTh9/qsr3QZDAKiUFKfcajUCgz9EWsrbcpliyhKwpRtx+TJdyzSafsIBEEQARLd0ECC7ep0WgO2NnuUyiZRJDl/doNTZ+p846UN5hdLFMsWg0GIqipYBZ35BZf1tS4f+pajnDu3iaprHD1dY2uzR98PqFQLdLsj2p0Bg0FIqZTMuZlj8drpDCiVrFveG9vWOXmyztUrSStCKrrmZl2klLx6YZvTp/L2woMm11s5OTk5bw/SPKtqtbrLAdHzvF0GHLZt47ourutSq9UmroZpy2K73abf79/Shpi6ITqOQ7VaxTTvnK2aNQbJEgTBxIwjFWIHOfOVC66ctxyqqkyywFLiWDIchvT9gNEoZHOzh+8HxLGkYGmJE2BBwzKT7w/CnEPXVapVm/TGSbYaNxyGbG33GAxCLEtLxME4J8oyNQxDxTB2i0FdUzl+rMaFC9vEUczGZo9TJ+u71lEVBcfV6XSHRGFEvW7T7wfcuNFh6XBpkr8Vj69aB4OIer3A9ra/73GYZtIa2Wkn81du0cQwkorhYBCgCAVVS1r0TFMlCGKsQuJGGYYx/vh4e94wEUIKbK52iCKZtIkOQoIgQtEUtjf6eN4IQ1eozzpU6/ZYVEuGw4D1tZAwiLEKGp32kKPHHSpPztHvjZCxZPFwmS9/8Tozsw6zc0Vsx6Bes9nc6HH6kRlefmWLUtnE0NWkJVFVku3bOuvrHrVa0h44M+Nw8dIOc7Mu6+sermvuaftuF3SOHq1w8dIOihAT8Ts/VySOkwrk0uFKbqRxgOSCKycnJ+ftx7QDYtZtMG3v29jYmMx/pQLMdd1d7YLZNsTBYDBxQ0zNO3Rdx3EcyuUytm3fdfeTruu7qnMHbeCUC66ctwWKIibthVnCMGYwCPAHIYNB0pboeSPiWGKaGpaVtDBa41ZG01Tv26RjeiYN0tJ1yHAYMRiGSVWuN6LnjQjCCE1TsW0NIRQMXUHXVWZmbFZWuxQsHU1TxuHEyT5JJKqioOsKm1s9jh+roaoKxaLF9RsdGo1EXAkBcZw82q0hipJ8vxdSSnRdpVYv0O0OaW73sR0dq2DguiZe1yceKZimRs8boRvqpEXQ9wOiWKKoSSSAqgi63SGMbeajiGSdSNLZ7DMahmiaoD7rcPhoha3NHrWaTc9L8jcUIbBsleEgIgpjJJIwiOj3RrznmSUqlQJff3GVctXGLRoULJ3VSDLwg7EtrEa/N0LVVNxS4jIYhTGFgkanO6ReTwZu09+RqgmEItje6TPT2Dt/I2kvTGa6jorKpBo2P+eyvNLh8uUdTp6s5zldOTk5OTk5d4miKBNBNTc3N5n/SitY6fyXruu7xJdlWZMWREjaEFut1i1tiKlRRhp2XCqVKJVKdy3ADtorIBdcOW9rNO3WahgkQmw4DBkMQ4aDkGbLZzgM0bQkKNc0NUxDxRh/NcdVKU27t8pYckdHx7J0ylM/S01CRkFEMIoIgojRKGI4CpES+n7A2XMbFCwNfxCiqmJSyZNS0usFXLiYpLyPRgG2rbO15Y+3nTnWaP85Lkgqc1KCokCpZBFFMf3eiI21DuVqAbdYAAmDwRDDUJESet0hqiYoVwp0Oz4DX9L1hoyGSatfGCWCKY5jBsOQfj8gDKFULfCub1pEAGsrHWZnXYIgRtMURkGIUAVed4TrGCgFDcPQaLcGfNM3H2J21uWll9Y4cqzKxlqXRs2mUNAwzKQ1MIpibMdAEcn75I6FkeeNCMKYKIwnwdbJvKBKzxuxuFBkeaVDvWbvK5ps2+DE8RqXLu9w7GiVYtFEURQOHypz5WqTq1ebHDtWfaAyP9665CWunJycnIeN7PxX6j6Ynf1KBVRq814sFikUCmiaRqPRoNFoAEkbYrfbnbghpoHMnU4HuBmcnGaI3W4O7ECP7w15lZycB4zE5W93NQoSERQEMcNRyGiYiJ92Z8ho1GM4jLALGkEQoxtq0rY2/moYN7+/20pH1iQky6VLOywtVSi6BhcublOuWJwcGz6sb3jIWDJUVRQlsXV3bJ1Od0S9VkDXFTqd4S7BlVa39qtyKYogiiTBKEZRBKomcIsWbtHC90c0d3pj4WgQRRLfH2I7Sdtht+UTSyhVCjRmXFpNnzCM8LpD+mN7ek1XKZVV3vHOBYQCnpc4B5ZryTFJKfEHAQIYDoJEUK12WZgvs7XZ4/jxGsWixasXthkOY65c3KZULhBLSbs9ZGbGpVS2WFvt4DomURSztdUjjmJmZhy2tvuYlkahoBEEEYahjX/X0OuPsG1j7GTYp7FPlQuSqtixY1WuX29x5EgF10msZI8eqXL5yg5ra10WFkp39bvP2Z+3Q0uhEOJrd7HappTyI6/7zuTk5OS8xci6D9brdaSU9Pv9iQDb3Nxkc3NzV5XMdV0Mw0BRlF2tgcBkDqzX602MPHq9Huvr67e1oz9I7ii4hBC3WnjdSiylbB3A/uTkvKkIISbzVbi3/jwMI4IgnlSlRkFE1xtOqlNhGAMSw9ASkwldRdcUtPFXXVfRNIGm7V0t87wh/iDg2LEqiiI4fao+rmIJZmcc7IJB1xtSKprEcUy5bNFuDyiXTcIo5sTxOv4g4Pz5LeI4uXLNiqy0WjZ9zKoKQiTVPTkC00wqQaapYeiJkYbfT1oDZQzNrT5RHI+FV3Isfn9ELBOXw1K5gFnQmTd1dF1F1QQSQRTFmFYifIJRiNcdUChohEFEwdI59vjsOCcjmUXTdAXdUFhebhOGEavLLbY2+iwdq6HpiWPi0998iCefnGNlpYthadTrLusbHqahIsfVkrlZh7X13jh3TBsfd2JCEoZj58LNHvW6fdsqVdE1OXyozOXLTU6drFMo6ChKIrrOn9/EMDXqNXvf5+fcniT4+M3eiwNBBb7nNj8XwCffoH3JycnJeUsjhJjkemXbD7vdLp7nTapXqXByXXeXjXz63JS05dDzvFvs6LNzYPV6/cAE2N1UuFbGj9vdtleBIweyRzk5DzCJUFJvmRVLieOYKJaEQUwQRsnXIGkX9PsBQRgRx5LRMCKMkoqSpiqomoKmCvxBiGVqrK13E2MPBI26zeZWD88bUiwahGEEQmMwDJmbcxmNzUKiSNJs9qlWbR57dIaXzm5M7RsMhrvFlqom1a1EdCV5Z6NRSKc9RIjEKl5VBSM/Si6GkWiGhuOaxLHEdgz6vVESkqwm+9tq9tne7tNo2DQaDrquMhgESCQK0PGGDP2AIIioN1yWrzeZmSsyv1hC01SuXdnBMDWsgkaxaCbCSxUUTIPNDY8Tp2roukJzx5+4BEop6feGGKZKLBOFqagicWxUBM3WEEWIsSBOhLMQAtcx8AcBrmMwvNHG80YUi7d3OSqVLA4fKnPx0janTzUwzURcHz9R48Kr21imdkvlNOeh429IKa/ebgUhxN98o3bmrYQQYgn4ODAPxMBHpZS/JIT4B8D3jZdtAD8qpVwRyR2SXyIRuP3x8hfG2/oR4BfGm/6HUsqPvbFHk5OT83ow3X6YdT/c2dlhe3t7ItLS9kPDMCY3VA3DYG5ujrm5OWC3HX0anDwajVBVdde82Gva57tY55yU8t23W0EI8ZUD2ZucnLc4SXBw4jhY4PZ2olJK4jipsERRTLc7xB+ElCsWcSQJQ0kQhMSxxDK1XYYfAz8kCGPa7TVMU2UwSKzfr1xtcfVqC0UVKIqYVLluvubufYii3QuS0rqOoWt4vRH9/iiZxYokupGYdcg4ZjQCgWR9tUOnPSAcRfT7AVJCwTU4eaqGRNJq+dh2Ij4Gg3DcbjhASHBcnbWVNkdP1qlVbVRN4HVGaJqCYWrYlo6UUKsWmJlx+cynXqYxW6RStxMHw6MV6nWbMIwn4lXVFEajCEURSAmHD5W5sdxhNAwxzJv27b3eCEUINF1lOAgpuiaNuk27M7ij4AKoVgtEUcyFi9s8cjrJ4ypYOktLZdbWuhw9WkHTcrv4+0G+DWa4pJSfE0KowMeklH99v3Xe4N16qxACf1tK+YIQogg8L4R4FvgnUspfBBBC/C3g7wI/BXw3cHr8eC/wy8B7x905fw94mqR4+rwQ4pNSyuYbfkQ5OTmvG3u5H2aDl9fW1lhbW5uYbxSLRRzHQVVv/o3WNI16vb7Ljr7b7VIoFA5sP+9GcL3/gNbJycnJkFaVVFUZhxx3OLRYorZPS1ocS1ZXO2zv9FlaKrOx2ePY0erEknxrq8f6ehc5bj+sVCxevbBFEEgKBZ3RKCDaK5JLpv+RRHHSaieEwHWTGbfhMBjPY4VJlW4UEQZJxUsb290X51wKBRNFTSppaateagY0HIwIw5B+d4RlaYAgjuCRx2axCgaKgIEfIkVS/WvMOOimyqNnZjAMjU7bx/cDFg5VMC2VMJAcPVqZWCc0MFEAACAASURBVLM7joFQlPGdrggpJaahEoYxpaLJ9nYPV5iI8XxduzOkXLGQEqKxKC2VLM6/usniQvGuXIwaDYcwirl2rcXR8e+hUinQ6424eq3FieO13ETjXnkb5R5LKSMhxIwQwpBSjt7s/XmrIKVcBVbH33eFEOeAQ1LKs5nVHG66q3wf8HGZeDh/QQhREUIsAB8GnpVS7gCMRdt3AZ94Y44kJyfnzUBRFIrFIsVikYWFhYn5Rmqk0Ww2EUJMsr+KxSKmae76e53OgR0kdxRcUsoBgBDiB4FPjU+Avwi8m6RE/0K6Tk5Ozv3R7SYZWNXq/ndTFEWwuFjC85ILestKqlBpIO/MjEuhoHHpcpOt7T5eb8ShQyWuXGkTxzGHDlUwdIWr11oEwW73DCmT9kEZgz8I8P0QXQddT3LLTFMnipLWSIHAMLWJfb6UkjiSSBK3Q10XmKZAyiSHKxjFDGJQhIKmJ+2IbtFA15JZuTiWRBJ0Q6XV9JOw54rFTMPFMDTCMOLFr60yv1Cm2/FxnDKKEhLHcO36DoNBhFkwCIKIctlifq7IxYs7+H6A5w2xCjqVSoGuN0TXVKIoZjQMmZt1abUH4/Blxq2BKsNhRKFwd7axc7Muy2GHS5d3ODW2hl9YKPHqq1tsbnrMzhbvvJGctzNXgD8VQnwS6KULpZT/9E3bo7cQQohjJNcaXxz//38P/DDQBr51vNoh4HrmaTfGy/ZbnpOT8xBhGAa1Wo1arTbJ/koF2Pr6Ouvr62iaRrFYnMx/ZatfB8W9BA794lhsfQj4DuBjJKX7nJyc18hO02dhvnjHiogQgrk5F0NPqjfbW71dP3ddi8cenaVQ0BgOQ65f66CqguEwcQ4sFi2efGKeajUzBCpAKILRKMm9Wjpc5p3vmKNcLqCqibGHEIxn1wyssVFEOLZ9lxJiKZFxYpjh+yGbGx5rK13WVj02N3uMggjb1jl8tIKhq8hI4rr6ZKaqUbdp7vj0eyMef2IWXdMolUy2tjxeOrtOHEsMU6VUKjA7a+O4Oq+8skmnk7RYGrrg6sVtjixV6fsBlqWhGypeb0SpZGI7xjh7TWVnx0fTE6t/KeUuV0nXTWa67hYhBIcWk8Dpq1ebk+0dPVqh2RowmDIoybkL5H0+boMQYkkI8YdCiHNCiJeEEP/peHlNCPGsEOLV8dfqeHlZCPG7QogXx+v/WGZbPzJe/9XxjNDtWAF+j+RvbTHzyLkDQggX+E3gZ6WUHQAp5d+RUi4Bvwr8TLrqHk+Xt1k+/To/KYT4shDiy5ubmwez8zk5OQ8kqavh/Pw8p0+f5syZMywuLmLbNu12m+vXr3Pu3DkuX77M5uYmo9HBNSfciy182oz0F4FfllL+jhDivz2wPcnJeUjxeiN6vRFHj1Tuav1i0WRtrcv8XJFr11ssL7dZXCxNxJquq5w4XqfV9tnc9PD7yUX/TtNH0xXm54osLpQZDEJ8f7cgCEPJ6poHJK2FKVkhmFauVPXmMk1TkBKCUYSMk3kqRU2EWrlSwHWtpMXx/BaOm1S3/EGEaWlUKhbXrrYZjSLqMy5hDFJGXL3WIo5i2q0BrmsyHIY4rsHKarJ/qi44PF+iXC7w0tn1xEwE6LQHSYuhgL4fYpk6PW80bnOMWFvvcupUfXIsupbt41bvWSSl1vAXL22zvNzh0KESlqVTrRa4dr3F6VP1vLXwHnidZrj2mwv6UeCzUsp/JIT4eeDngf8K+GngrJTyLwkhZoBXhBC/SuJdetdzQVLK/+71OJi3O0IInURs/aqU8rf2WOXXgN8n+V3cAJYyPztMInRvkLQVZpf/0fSGpJQfBT4K8PTTT79NGlpzcnLuBl3XJ9WvJN+0t6v6ZVkWhnEwJlj3IriWhRD/Avh24B8LIUzurUKWk5OzBxsbHv8/e28eJcl+1Xd+bmy5Z1ZmrV1da/frtwkkFgEe8HjEYiQMBoPByNhYh+XAjOHw8DKA7XMMlo0PDAM+M2YZZASWPWJksch6BhkZMELGFgY9kNHTe92v1+raq7IyK/eMyIz4zR+RmZ1VndVd1V17/T7n5KnMiMiom1FZmfGNe+/3jo0m9n1SbpoGkYhFoBTxmE254tJa2GZqKr3DqGEoEyOTjrJVqLO4WOr8rhqbmzUSnQHB3V/Z7ZsRgVjUwGsFtNvddaHA6o+vez8cbqwwzNAsxImY2I5BIhnp9YKZpiAoVlcqpNPRMGtmgOOYmKbB2loVyxKyuRjxmE29Hg5x7hqEJFNhbbUTCUseRWBmJkMuG1q8rq6ViUUtRsZSBIGiVHYZHU2wsVntlT1Wqh62bXD//jYjw3Fi0dDQpFb1GB194P9v2waue/CslGEI83M5bt3Ok8/XGR1NMDqSoFhsUCg0GB7WVvH75Sh6uPbqCyLs/3lbZ7P3EZ6Q/yChmEp1HPCSQIFQtL2dA/QFdcTaDwBvAnppZaXUlx3qCzxHdI75ewkNu36qb/k1pdTNzsOvBa537r8MfK+IfIDQNKOklFoVkY8C/7ybtSSszPkHx/IiNBrNmSPsXU/2MmCtVutQSwsPIpj+GvBR4B2dmVs54H8/tEg0mguI67apVr09jTL2Ijccp1J2GRtLEomYRKIm12/kqVbdHduJCCPDCV54fqS3TKlwYHI0aqEUnbLBB+vqjVBsmSadmWFhWaFtGRiGdEoMw1skahFPOGSzMTKZCKYpHadG6YmydjvA9R7M1Oo6KIKiVvNQCizbDPu1/LAkr15v7XBY9Lw2qYTN88+PEo87ZIfC45XP1ygWG8zN5Wi6bUqlBul0hEIxdEf0vDbFYp1a1cUwoO0rxsfDiq4gUDSabeLxB26SwqPnXzwKyzKYn8+xvlFhe7uBiDAznWFltdwrndQ8mnAOl3qi237Z1Rc03hFjXVE21tnsp4EXCDMlnwZeUkoFHLwv6P2EwmAe+CeEPV1/vO9gLyZfAnwr8GUi8qnO7S8BPyYir3aGSn8l8FJn+48Ad4BbwL8C/jZARxT/U8Lj/cfAu7tCWaPRaB6Hbdv7MtDaL/vOcCml6iLye8A1EfkLncXaLEOjeQo2NmuMDMd7mZj9kk5FWFoqMTKSwHN9xsdSxGMOd+8VGRtLMDaa3JGRikYdIhGTVssnFrNotcJMkGWFvVjJhE21FvYuJRI2guB6bSwrHIYciYQfFcmUTbnc7A1T9n2FaYamH0CnzDA8+Q1PhMPtQgEW/gyfY+C6YXbM6li5W1Yo1oJA4fsB0YhBfrPOlavDXH9tgy946zQbG1USCRulFKurFcoVl6tXw1lcIlAqNTFNg2ajzczMENdvuCwulcjlYlQqHrGo1evZqlRCC3jbfnAFy/N8nlxyQcSxuDKf4/adArZjkog7ZDJR1tYrTF0+XMcjzUOMiMgn+x6/p1Mu1mN3X9AjsspvBz4FfBlwFfhtEfkv7LMvqI9hpdR7ReQlpdTvA78vIr+/z9dzIenY5Q86zh/ZY3tFWAI6aN0vAr94eNFpNBrNk7HvszwR+U7g44RZrn/S+fkjRxOWRnP+abcDisWw/OygiAijowk28zVyuRhr6xUymSjPPTtCo9Hm9u2tnvtel1QqwshIgmYzFF25XDQcumwKjWarZy9fq7Voui0iEasjhMJtPM9nezu8xmLbDz46upmoUDCFGTHbNvE8H89r49gGjmOiVNgjphS0WgGNhsfQUAzLDMsOHcciOxSl1QqYmc6wulLj6jOj3LiR57PffAnfD9jYrBKL2rxxcwuv5XP1SpaIY/WOSbni4nk+ly9n8P0A31c4jonb9Lk8maZWD0WlUoridpP0rplbjWZ7z6HW+yUed5ieznD3bgHPa3NpIkWz2cJ192/GoXki8kqpt/bddoutQX1B6x0LcTo/u9PCvw34dRVyC7gLPM/e/UJ70f2jr4rIV4vI53aeo9FoNJoLxEEuq78EfAGwoJT6UsKSDG3po9E8IYVinVwuviPDchBGhuMopYjFHVSgqFRcHMdidmaIRDLC9RubFLcbve3jMQfP85mfG6JcdqlUPCYupXpZKMsKhRGEwsi2DC5dSpFJR8PHdii8hjJRUqkIiUQoTLrP931FqxXgeW0ajVCwpZJh/1XX0CJ8QvgjFnOo1Vx8X5FKOUQck0rF48UXRllZqTA1naHV8skORcnmYty5u4VlGayuVRgfSzA7M4Rth2KrVvcYHk5g2yZT0xmqVZebt7Z6xh7T00OkUpHObK5QONbr3g4b/lCgBSSTTye4IOyfGx1JsLxSxjCEWMxhY7P2+CdqUOrJbo9ir74gwv6frtPgu4APd+7fB76889xx4DnCsrWPAl8pItlOb9BXdpbtxT8TkQzw94C/D/wC8Hf2fTA0Go1Gcy44iGlGUynV7PRuRJRS10XkuSOLTKM5xyilyG/WmJ3NPn7jPTAMg0w6Sn6zxvBwnM18xwzDEC5NpEinIqxvVCiXm0xdzpBOR1jfqJJIRHjxhTFu3sqzsLBNLGaFxheG9LJipikUt5uIIUxPDTE9LVRrLivLZbZLLsmEw8REimrVpdlsU6u18P2wztC2DAIF8biNZQq1eqtXggiEvV6WQaXSoNUKj0W93g4NO2IWi0vbeF6Yabp5c5Ox8SQ3b20hApOTabJDMUTCOV+lUpOtQo1Go02z2WI6neH+wjatlk8QBCSTkR1C0g/C5yyvlLl6Zad7YD5fC+3k7YN8LO7N2FiSxaUSCx1Dk9evbzA+lurFohnAAfuxDkC3L+jTIvKpzrJ/CPwY8EER+Q5CkfVNnXX/FPjXIvJpwvK2H1RK5QFEpNsXBI/pC1JK/Ubnbv/cKI1Go9FcMA5yZrEkIkPAvyesZy/y6FIKjUazB9Wqhxiyw7DhScjlYuTztd4V/o2NKhMToSlEIuEwO5NlZaXM69c3mZnOkEjYlEpNstk4b3pxgny+yvJKmSCAeNwI97dZx/cVIlAoNKjVPEZHEuRycZ59dpRCocbqWpWFhSLt9oOT42jExA8U2WyMSMRkfb1KrRaAUhimMDaWCl0IGx6lUpNWp9hKRIhEwrli9XobpRSOY1Gpuly+nCGZdKjWPHK5GO1WwMpKmVo9FHhBEGbePM+nXveoVlykY0l/dWYY31c7snwRx2JpucT09BCJxAOr12rVpVxx923Nvx9EhKnLGW7f3iKfD7OZhUK99/fRHB+P6AuCTiZr1/YrhNmrQfvad1+QiDxLOK9yXCn1WSLyZuBrlVL/bF+Ba46VV155JS8iCycdxxlnBMifdBAXAH2cj4eDHufZvVYcxDTj6zt3f6RjnpEBfusAQWg0mg75rRojw/u3gt8LwzCYnh5icWmbmekh7twtEI/bpNOhA7VphuszlSbr61WUUmy1fLLZ0OVvZCTJyEiSu/cKVCoubrONYYbGFl0R57o+S8tllpbLiOxdvuV6PkJoPd8lFjPJDsVptwM2N6s4jolth7OuDAHDFIaHExgilMpNarUWhiE998RWO6DY6RsrFBr4fiiwlIJE3EYMoVxukkjYDA3FaPsBl8czZDJRRIR63aPZDEXc9naT7VKDVDJCLvvAFbJcbrK5WWNsLInjHE5268HfR5ifz3LjjTy5bIytQp3x8eRT/93PM0eT4Dox/hWhm+/PAyil/kxEfhnQgusUopQaPekYzjoi8kml1FtPOo7zjj7Ox8NhHucnOrvouC1pNJonoNX2qZRdpqcOJ5uSSDhhaWG+xuzMEPcWilx7ZoRo9EH2LJ2Kkog7LC1vUyg0WV0rMzGe6p34z85kufHGJmNjcWzbYnWljOf5+IHacQLcf98w2FEqqFTYnmUYdNwGAzwvYHOzhmkZmGaY9XHdNkqF87Qy6VinR8wnn/eZn8/SaLRZX6+QyURwmz62bdD2A0DIZiMk4jYI1Goe29tNfF+RSDjUai2euTrSc1SEULR5XpvFpRK1msfEeBKvFQbtui3W1qq0/YCx8SSp5E4DjcPCskyuzOdYWi4RcUxqtRbJ5OEMUjyPnDPBFVdK/dEugX3wQW8ajUajOdPsW3CJyFuBf0SYLus9Tyn15iOIS6M5txQKDTKZaM8V8DCYmEhx89YW9UabyckMd+8VeaZjl97FNA1mZ3LYVomN9SrNRpvJyTSRSGiVPjM9xN17BZ65OsKVK8PcW9hmdibD5maN4nYT3/eZujyEYYSiqdFs0W77qACabpsgUMTjNu12aD4Ri9m9mV9dkeV5rXAgMhCJmjSaHrfvNGi3AxzHZHm5RKsVEI2aOI7JUCZGoBTNZhvPa7O1VSOfVwSdAcgiYa9UMuGwtlbtCUjPa1OpuGzmawSBIhazuTSRolRqsJmvsdDp/xobSzI1kjiwLf9BicVsRkcSLNzfplisa8H1SM6V4sqLyFU6L0pEvpHOAGaNRqPRXBwOkuF6P2FpxKcBPcVTo3kClFJUKk0mxg+3j0dEmJsd4o038kxeTpPLxbl7r8jcbPYhk4aJiTTNZniR/cYb+d7crkTCYWIiyeLiNvPzOeIxi/X1KlNTGSJRi+XlEkvL2zxzdZhsdmf8SiluvJFndCS5w/mvn3rd5c7dAq1WWBbotxXtTh+WiHR6skIR1Wz6+H6TYrGJY5uYphCJWExMpHBsk+1Sk1rNI5VyaNRbVKsuQaB49TNrPdHVFbRKwcpKmWKhgR8EiAiZdJTpqcyhDjV8HENDMbZLDYrFBlNTGV1WeDH4HuA9wPMiskxoL/83TjYkjeZIec/jN9EcAvo4Hw+HdpwPIrg2lVIvH9Yv1mguIs1mG7fp7zBsOCwcx+Lq1WHu3NliaioDmSgLC0WmpjPE+soLDUMYGU2wuVHjmas5Vtcq3K0VGBlJMJxL4LkBi0vbXJpI8cbNLUZHE4wMJ4jHbBaXSty8tcXsTHaHsBIRLk+mub+4TSYT7Q0X7uK6Le7eK+L7iuefG8G2Te4vlvD9gNmZIRqNFvcXS1y9kiOZdFBK9TJjXsvHc31aLZ9q1aNe81CAbZuosNKQeNyhVApNL6JRm1BHhXb0S0slrl0bxTTD3rD/8WervR6v42Zmeoj/UVxjcanEzPThGXScFxTnrqRwQSn1FSKSAAylVOWkA9JojpLd8+80R4M+zsfDYR7ngwiuHxaRXwB+F3D7gvn1vZ+i0Wj6KRQbZLOxIzvZj8VsZmezLC+XGRtPkhuOs7i4zehokuzQA4GUTkWpVDzy+RpX5nOUKy7LyyXyEYvJS2kKxTrLK2WGc3FWVstcmR8mHne49swwi4sl7i0UqVSbvRJDCAcrx6I2m/ka42NJIMx8FQoNFpe2iUQs3vTiKI1Gmzt382SzMSbGUxQKdbYKdebnsyQ7QjR0LrR29GNVKi4bm1UymSiTk+kdZYBBoFhbqzA8vHOIdLMJCullu0QgkbDxfYVlHb/gMgyDRMKhWnUpdt4Lml2cL8F1S0R+FfhFpdTrJx2MRqPRaE6Gg9TTfBvwOcA7gL/cuX3NUQSl0ZxHlFLHcpKdTEaYns6wtVUj8AMuT2YoFOrcX9zeMYD40kQKP4CV1QqZdJTnnxsjlYz0bOLTqQjbpTrVqkepFFqrG4bB7GyWudkhCoUGn3ltnfxW2CcFMDmZYmO9SqvlU6m63LyVZ3Fpm1w2xtWrOVZWKywvl7g8mWZiPMXycolSucncbJZkYrBphef5LC2XWF2rMDKcYHp66KGeq+4csd2E/WA7ryu5rn9Us572RSRiMZSJsbRUotlsnVgcpxIV/p88ye2U8mbgDeC9IvKHIvJdIpI+6aA0moMgItMi8nsi8rqIfEZEXuosz4nIb4vIzc7PbGf58yLyCRFxReTv79rXPRH5tIh8SkQ+eRKv5zTyBMf4b4jIn3Vu/01E3tK3r3eIyA0RuSUiP3RSr+k0csjH+UDv5YMIrrcopd6qlHqXUurbOrdvP/Cr1WguKLWah2kKsdjTzd7aD/G4w/TUEJWqx1ahzvRUBssSrt/YpFCso1QoUKanMnhum6Xl7Z4BxezsEAKsroXZpIhjcvdekeXlEvW6RxAEZLNxXnxhDMOA9fUqd+5usbJSwnXbRCImn3ltnXv3CrRbAVNTaWIxm+vX89i2wbVroYPiwv0iXstndia7I5PVpdlssbRc4v5iEdMUrl7JkclEB75e3w9IxB8u03S99kNCLB63ewLxJHBsA8MQJidT3L1b7A2M1pw/lFIVpdS/Ukp9MfADwA8DqyLyPhF55oTD02j2Sxv4e0qpF4A/B3yPiLwI/BDwu0qpa4TVT92T+wLwfcD/ucf+vlQp9Tna1nwHBz3Gd4H/pWNc90/p9BqJiAn8DPBVwIvAX+/sRxNyKMe5j32/lw9SUviHIvKiUuq1AzxHo9F0KJfdYy0hi0QsZmeGWFmtcOv2FnOzWdLpKEtL5XD48VCMTCbam+O1tFTi0qU0tmUyNZUJ+7w2q7RaAZZlUKt7lMuhDXskamFbnfK4ike1Gt7URg3TDPtwbMskFrfI5xvEohbPXhshEjHZ2KxR2m6QzcYZHo71jCuUUjSbLapVj0KxQRAohnNxxseSO9wWB9H2g4GVaM1mm9juDFezfaJVa4YhtH3FxHCCas1jda3C5cm0NtHooE5QDB82nZOfryasEJkDfpLQgOp/Bj4CPHtiwWk0+0QptUrHXVMpVRGR14HLwNcBb+ts9j7gY8APKqU2gA0R+erjj/Zs8gTH+L/1Pf0PganO/S8Ebiml7gCIyAc6+9Dn7hzqcT4wBxFcfx54l4jcJezhkjBebQuv0TwOpRRbhTrPPDN8rL/XNA2mLqcpFm3u3iuQyyZ45mqOStVlu9RkeaVMLhdnfCxFoVhnYaHI8HCcTCZKNGIxPTXEcM5jablMreYxOZliKBPFdX1arQClFMmEQ7ni4TZbWLZBvd7CMKDRDA0v4h17+LW1Mo1mGxUosrkYIrCZr+M2WzTdNoJgmILjmEyMJ0mlIvt2EWy3g4E2+62WTzq9s1QxGrNPvE+om3SbupzhjZt5tgp1Rnb1n2nOBTeB3wN+YtcX96+KyF84oZg0midGROaAzwX+OzDeOYFFKbUqImP72IUC/pOIKODntfnDwzzBMf4O4D927l8GFvvWLQFfdGTBnmGe8jjDAd/LBxFc7zjAthqNpo96vYVlGjvcAo8LESGXi5NKRVjfqHLz5hbZXIypy2k8z2er0GB5pQQqFGira2U287VeBiwed3j22gj3F4usrVXI5+tMjCcZGorSaLQplRo0my1c1wfXx3GEifEU+a0GQ5koYgibmzVAkYg7GIbQ8gKUAtMQ4nGHoWyMWNR+bCZrLwYJrnY7oFwOnQv7qde9gf1ex0V/rKZpMD+X5ebNLRJx51jKTU87p7gf60l4s1KqOmiFUur7jjsYjeZpEJEk8GvA9yulyk+Ylf8SpdRK54T2t0XkulLq44ca6BnmoMdYRL6UUAj8+e6iAZudqw/Vw+AQjjMc8L28b8GllFrY77YajWYnpVJzz/6j48K2TaYuZ2jkPNbWq9y6vUUmHWV0JE4kYlHvzLMyTGg02iwulVhaLmEYgohgmUIQhFmj+4sl7i+WAHAck1jMZvJSCts2WVouU9x2icUsVlYrJJMOlyZSR+rOOEhwlcoNhnOxh7JklmVwktV7gVI4fT1r0ajN5OU0d+8Vee7ZkSMfwqw5ekTku5RS79lLbPVvc5xxaTRPiojYhCeo7+9zp14XkUudjMAlYONx+1FKrXR+bojIhwhL4LTg4uDHWETeDPwC8FVKqa3O4iVgum+3U8DK0Ud/djik43zg9/JjBZeI/IlS6vOedhuN5iJTKjdPzdylWMxhfi6H67bZ3m5w6/YWjmORyURIJiOMjiYwDIMgULhui3q9heu1CXxFNOpTq7fI5eLYlkG57FJvtIhFLQxDqNdbncHFbRoNRSJhY1kGuVz8SF9Tu+1j9wmuriPk6Ehyx3ZBEOC6/sDyw+NAKcX2dpOx0Z1xDefiNBstVlbKTJ+S98mJcT6uxf6QiOQfsV6Al9DDSzVnAAmvlL0XeF0p9VN9q14G3gX8WOfnhx+zn948us79rwTefTRRny0OeoxFZAb4deBblVJv9G3/x8A1EZkHloF3At9y9K/gbHBYx/lJ3sv7yXC9ICJ/9qj4gcw+9qPRXEiabpt2OyAeP13lYpGIxfh4itHRRCe75bG4VMJz26TSEQxDiDgWjmMQizmYnTI8w2xQKNQZzsWxLIN43GZtPbyQH41ajIzEGc7FqddbLNwv0mi02dqqMzx8dKJLqTDT1qVUatJqBaRSO50LfV/1MnYnQaPZIhG3d8TaZWIixY03Ni/2fC6lzotpxu8Tjk55FL99HIFoNIfAlwDfCnxaRD7VWfYPCU9OPygi3wHcB74JQEQmgE8CaSAQke8ndMwbAT7U+fy1gF9WSv3Wcb6QU8yBjjHwj4Fh4Gc7x7PdcRJvi8j3Ah8FTMIZgJ85xtdx2jmU4wyMc8D38n4E1/P72MZ//CYazcWkUm4eaTnd02IYBslkmN2amEjh+wHNZotGs03L82k2fZqui2kISikCpRCBStUll4t33BCzKKXYzNdYW6tSr7cYGorx/HNjLC5thzPA/IDRkcSR9E/V661eyabvB6xvVLk8mX6onNB1fZLJwfO+joNioUE0Zg98L5imwdxsltt3CiQSNo5zkBbbc8Q50FtKqW876Rg0msNCKfUHDO4NAvjyAduvMdjNrQy8ZcDyC88THOPvBL5zj319hNAFVbOLwzrOHRfIA72XH/uNrnu3NJqno1xxj7yk7jAxTYNEIkJij0HEEPZx3Xgjj2UapPoEzOSlNONjSYrFBqurFXw/YGw0QcsL2Nqqkc/XmJxMh2YahyhAPa9NxDFRSrG8UiYRd0inH+6Zc732np+0R02r5VMoNnj22ZE9t4nHHcZGEywtl5mfy55akX5UKECdB8Wl0Wg0Gk0fujtbozlCgkBRrXo7RMl5wLZN5uezrKxWaDRaO9aZpsHIvIVpDAAAIABJREFUSILnnh1hbjaL5/nUG62wxC8ZYStf4/qNTYrb9UNxpAsC1TPNWF4p02r5TE6mBm7rNtsnVtq5tlZhdCRB5DGZq7GxJIGvWN/Y029Bo9FoNBrNGUILLo3mCKnVPaIR68RMGo6SRNxhfDzBnbsF2u2Hq4pFhETC4fLlDG96cZxMJkJxu0HTbRONWuTzdT7z2jobG1U878mrkj3Px7ZNFha28Tyf2ZnsnvO7Wi2faPT4S/WKxTqVqsvo6ONnbYkIMzMZNjdq1Outx25/7gjUk900Go1GozmlXNAmAY3meKhUXFKp85Xd6mc4l6DZ9FleDt319urPsiyD2Zksd+4WsCwDyzSoVj0cx2S71GB1rUwmEyWRiJBORYhE9vfR1Gr5bGxUQiGVjTE+ntozBqUU26Umly8fr8dPudxkabnMM1eH92357jgWly+nWbhf5LlnR090btixokIDlPOCiESAvwrM0fd9q5TSzmwajUZzgdi34BKR9wEvKaW2O4+zwE8qpb79qILTaM46brPNyMjZ6d96Ei5NJFm4v829heIj+45EhJnpIa7f2OTKfI5Ll1LUaq0w69Vs43k+zWaN1dUSjmMTiZjE4za2ZYYZQglNO/x2QLPZplrzevO0crk4ly6lHxlnWNrpHGu2sVCss7JSZn4+d+ChxtlsjHrDY3WtzOVJbQR7RvkwUAJeAdwTjkWj0Wg0J8RBMlxv7ootAKVUUUQ+9whi0mjOBUGgKFdcZmbO91wlwwizV/fvb7O0VGJqKrOn6OoOX164v83zz42SSkVIpSJMXc5Qrbpsd+zcTUM6c8Da1OstDENotwOUgljMxjBgYjxJMhlhablELPp4MVOreSSSzmO3Owza7YDVtTKu2+bqleEDiy0IBer4eIrr1zfJZGIkE8cT+0lzGH19p4gppdQ7TjoIjUaj0ZwsB7nUa3SyWgCISA5dkqjR7Em97hGNWvsuIzvLGIYwPZ2h0WyxtFx65ElzNhsjFrNYWS3veH46HWVmeojPetM4k5NpYjGbej0cvOz7AZl0lOmpDJcn01yaSJNORzEModlsP7YvSylFcbtBOvWwc+FhopSiUKhz/cYmAszNHjyz1Y9tmUxPZbh/v0gQBIcX6GnmfPVw/TcR+eyTDkKj0Wg0J8tBBNNPAp8QkV8hdO/9a8CPHklUGs05oFrzSFyQrASE7oRXrwxzf3GbxaUS04/IdE1PDfH69Q0ymehDDo5ds41EwmHyUhrPa1OpelQqLmvrFQxDiMcdkgmHeNym2WwRjT36o6xUbmIY8lTi51H4fkBxu8nGRoV4zGFudujQ5n0NDcUolZtsbNSYmBjsvqg5XYjIpwm/Jy3g20TkDmFJoQBKKfXmk4xPo9FoNMfLvgWXUurfiMgngS8j/NL4BqXUa0cWmUZzxqlVPYaHz3f/1m5M02Bmeog7dwssLZe4PJkZaPhgWeF29zulhY/KAjqOxXDOYjgXJwgCPC+gVnOpVj028zV8X3HvbpFkMoITMYlFw/6v/n1u5euMjSYP9bV2hWC16lLabpLORJmeGiKZdA59ftblyTSvX98klYpcKBF/hvmakw5Ao9FoNKeHg5hmCPB5QE4p9W4RmRGRL1RK/dHRhafRnE2UUrRa/onNfDpJTNPgynyOhfvb3LlbYHZmCNs2H9ouk4lSrXmsrIQOh/vBMAyiUYNo1GJ4OEG5EmZ+xsYSNBotymWXjY0qIhD4ikjUwjQEz2sDdJwRDSzL3Jfzn1LhjK9WK6DVatNotGm1fcplF6UgHrPIZGJMXkoPfI2HhWWFvW/3F7fPvWvheWjhUkotAIjInwM+o5SqdB6ngBeBhRMMT6PRaDTHzEFKCn8WCAgzXO8GKsCvAV9wBHFpNGcaz/Np+wHOY4bcnldM02B+LsvaeoWbt/LMzw3uZZoYT3LjjU0KxTq57MGzgfV6i1jUIp2K7ujPCgKF57VpNtusrpWxHZNisUG77eO1AkRCS3nTNIjHbVzXRyQ09fA8H8c2qDda+L4iHrMIFCQTDoYpJOIOIyMJohHr0DNZj2JoKEqhWGczX2V87JyWFip13kwzfo7wQmWX2oBlGo1GoznnHORs8IuUUp8nIn8KPZdCXdui0Qyg3mgRj13sfw8R4dJEGtsyWbhfZHw8RXYotmMb0zSYm81x+/YWibiz7/lbXer11kP7hNCEIxq1KVdcolGbudmddvWqc2Lv++ENVC+zEm4mWJZgmsaxiqpHISJMT2W4fiNPJh0lug9nxjPJ+RJcovoUpFIqEJGLeRVGo9FoLjAHsU9riYhJ2AiMiIwSZrw0Gs0u6vXWhSwnHMTISIKZ6SG2tmos3C/i+zs/NuJxm/GJJPcWigQHdJur1709j3O16lIuu0xeSj8kmkQEwzCwbZNo1CIatYnFwls0ahONWliWeWrEVhfHsZiYSLK4+GgnyDONesLb6eSOiHyfiNid20vAnZMOSqPRaDTHy0EE1/8NfAgYE5EfBf4A+OdHEpVGc8ZpNlvEtODqEY87zM/lAOHeQpFyublj/ehIAssyWF0rD97BADzPRwXgOA/3TjUaLdbXq4yMxA+cNTvtjI4k8ANFoVg/6VAOHcWD7ONBb6eU/xX4YmC5c/si4LtONCKNRqPRHDsHcSl8v4i8Anw5oUvhX1FKvX5kkWk0Z5hazWN6KnPSYZwqTNNgdmaIcrnJ2nqV/FaNyUtpolEbEWF2ZojrNzZJJSOk04+fl1Wve8QT9kNZqHrd4/5iidHRBEOZh8sNzzoiwsx0hrt3i2TSMSzr/M95O6sopTaAd550HJr9MTIyoubm5k46DI1Gc0Z55ZVX8kqp0UHrDnrpdwv4oFJq8+nD0mjOJ+22D4ojda07y6TTUZLJCBsbVe4vbhOL2oyOJohGbWZnstxbKPLcsyOPNRyp1z1SyQd9ckoptgp1VlcrTE8PMZQ52iHHJ0k87pDORFhZLTOzT4fHM4ECdY4K1UVkCviXwJcQJvD+AHhJKbV0ooFpBjI3N8cnP/nJkw5Do9GcUURkTwfax14alZAfEZE8cB14Q0Q2ReQfH2aQGs15odlsE40er4PdWcMwhImJFFfmcziOyRs38ywubhMoxdhYgnsLxceWiVWqHvF4KLgqFZdbt7col1yeuTp8rsVWl0sTaUqlJtWae9KhaPbml4CXgUngMvAfOss0Go1Gc4HYTy3K9xNenfsCpdSwUipLWIf+JSLyd440Oo3mDNJots+vg9whY1km4+Mp3vTiOLGYTbHYYG2tiuv63LlToNFsDRRe4UysFpWqy/UbG6ytVRjOxZmfzw60nz+PWJbB5ck0q6uV09zDdHCUerLb6WRUKfVLSql25/avgYHlJhqNRqM5v+ynpPBvAX9RKZXvLlBK3RGRvwn8J+BfHFVwGs1ZpN32tWHGATFNg5GRBCMjCTyvHQqv9SoLC0WazTaWZRCL2Rgi+H5AvdECwPcVlyczJJPOhcwoZrMxNvM1CsUGw7mDzzE7jZwr8Qj5znfl/9d5/NcJS/M1Go1Gc4HYj+Cy+8VWF6XUpojos0qNZhf1WouRkYs9g+tpcByL8fEUyVSEO3cKPHttBMsyCYIApcA0hc18DUOES5fSJx3uiSIiTF3OcPdegaFMFNM8BwYa50pv8e3AT/PgwuR/7SzTaDQazQViP9/O3hOu02guJK7nD7Qq1xyMRNzh0kSKhfvbmKb0ZmU5jkWj0SKVipx0iKeCRMIhm42xvlE96VA0u1BK3VdKfa1SarRz+ytKqT2bqjVnDxUoXnnPK6gDzhDUaDQXi/0IrreISLnvVunegM8+6gA1mrOEUgrPaxOJaMF1GAwPx4nHbRYXSwRBaF/XavvUa62eYYYGRkeS5PM1PM8/6VCemvPUwiUiV0TkP3SMpjZE5MMicuWk49IcDvkbed73Ve/jN777N/h3X//vyN94qBhIo9FogH0ILqWUqZRK991SSqkU8FXAe44+RI3m7NBqBUQjFoZxDkq7TgEiwvTUEKDY3KwBUCm7JFMRDOPi9WztheOYjIwkWFnd/+DoU8kTDj0+xX1fvwx8ELhE6FT4Kzzo59Kccdyqy8J/ChOWN16+wdaabs/TaDSDOdBZoYh8joj8uIjcA34S+JtHEpVGc0ZptXxEC4FDxTCEyck0G5s1SuUm5YpLWpcTPsT4WBLP86nXWycdytNxnlJcIEqpf9vnUvj/ct661C4wwdjOoXFe1uPlH36ZN268ge+f/WyzRqM5PB5rmiEizwLvBL4FqBFerXubUuqeiNw94vg0mjNFq+XrgcdHgONYzM9luX1nKxRgl1InHdKpwzQNskMxVlbLPHN1+KTD0YT8noj8EPABQqH1zcBvikgOQClVOMngNE9HqVTi7R95O4nJBBt/tMEnXvoEqx9bZe3ja2z93S1S8ynGxsYYHR29kC6qGo3mAftxKbwO/DHwjUqpV3et01fqNJo+vJaPbetywqMgmYwwOpJgY7OmSzb3YHg4zsZmlUqlSSp19oY/Kzhv5gPf3Pn53buWfzvhy9X9XGeY8fHx3v1ILsLqx1YBWP3YKi9+74sAbGxssLGxAcDExAS5XE5/fmk0F5D9/Nf/VeAe8Nsi8m9F5C9rO3iNZjAtT2e4jhKlIBa1ubdQPM19OyeGYUg4DHnt7A5DPoqKQhGZFpHfE5HXReQzIvJSZ3lORH5bRG52fmb7nvM2EflUZ/vf71v+DhG5ISK3OtmrR7wWNf+ImxZbZ5xcLte7P/Tc0I51ux8DrK2t8dprr/Hqq6+yuLiI52mjZ43morAf04wPKaW+GXgG+C3CK3VLIvJLwMUegqPR7KLVDrAsffXyKFBKsV1qMjWVAaVYW6+cdEinkkwmiu8rymX3pEM5TbSBv6eUegH4c8D3iMiLwA8Bv6uUugb8bucxIjIE/CzwtUqpNwHf1FluAj9DaBr1IvDXO/vZgYj8QN/9b9q17p8f/svTnASmae7IVr39I2/nGz71Dbz9I28HwmztnV+5MzBrWyqVeOONN3j11Ve5ceMG+Xyedrt9bLFrNJrjZd9nhkqpmlLq/UqprwFeAP4Q+PSRRabRnEECX2Gdh+Gzp5Bmsw0K4nGbubkchUKj51yoeYCIcGkixcZm9cxmuQ4bpdSqUupPOvcrwOvAZeDrgPd1Nnsf8Fc6978F+HWl1P3OczY6y78QuKWUuqOU8gh7s75uwK98Z9/9f7Br3Tue8uVoThHPPfccV65cYXJykpm3zBBPxklOJ6ncrfCJlz7Bn777T/nES5+gcnfvC0StVou1tTWuX7/Oq6++yq1bt7QA02jOGU90ZqiUKiilfl4p9aWHHZBGc5Zp+zrDdVSUKy654RgigmUZPHN1mLX1CqVS86RDO3VkMlGC4AxmuRQQqCe77RMRmQM+F/jvwLhSahVCUQaMdTZ7FsiKyMdE5BUR+Vud5ZeBxb7dLXWWPfRr9rg/6LHmDGOaJvF4nFwux+TkJFevXuWzPuuzmJmc2dHT5T9iRl43Exa0A+78yh0a9cZDAmxjYwPXdfVFFI3mjLIf0wyNRrNP/HaAqTNch45Siq2tGrMzvRYbIhGLK/M57twpcPVqTg9C7kNEGB9LsrZWIZ2OnCmHtKc4oRwRkU/2PX6PUmrHrEgRSQK/Bny/Uqr8iONiAZ8PfDkQAz4hIn/IYLE0KGD1iPX6jPkCcPnzd+rwL/76L+b+/ftUq9Udyyt3K3z6pz7N6sdWee1nXsPdcln7+Bqf/Xc/m9R86MbabDZpNps98w3TNInFYuRyOZLJpDbh0GjOAFpwaTSHiB8EeiDvEdBotFCdcsJ+EgmH6ekMd+4WePbaKI6jDUu6ZDJR8vkalYpLOn32HAufgLxS6q17reyYPf0a8H6l1K93Fq+LyCWl1KqIXAK6pYNLnf3VgJqIfBx4S2f5dN9up4CVAb/uLSJSJhRosc59Oo8vxB9DA993+/vIzGYoLZQwDIO5uTkA8vk8a2trAPie38uEuVthRnr1Y6tknsvw4t9+ceBcR9/3qVarO8RbV4Sl02nS6TSmaZ6pCy0azXlHCy6N5hAJAqUzXEdAodggl40NPIEYGorhej737xeZn8/p499BRMgNx1lfr54pwXUUFVMSvnHeC7yulPqpvlUvA+8Cfqzz88Od5R8GflpELMABvgj4F4RjUq6JyDywzIMZlbteg9LKX0P2SnbHzy4jIyOMjIxQLBb3fO71n79O6UZpR6brUfSLsJWV8BqAYRg4jkM8HieZTBKNRrFtWwsxjeYE0IJLozlEgkDpDNcho5SiVvOYnXnYZrnL2GiCludz526Bq1eG9d+gQ3YoxupqhVrNI5G40CWXXwJ8K/BpEflUZ9k/JBRaHxSR7wDu03EjVEq9LiK/BfwZEAC/0J1DKSLfC3wUMIFfVEp95lhfiebMoALFn/zCn/B53/l5AzNV2WyWbDZL/JNxalaNzVc2sZM2//mb/zOwc57XkxAEQa8csVB4MGPbNE0ikQixWIxYLEY0GsVxHF2aqNEcIVpwaTSHRBAEWKaBvnh4uJQrLiiIRvce/yciXL6c5t5CkYWFInNzWX0Vl04v13iS/FbtbAgudTADjP3vVv0Be5tVfPkez/kJ4CcGLP8I8JHDi05zHsnfyPM7P/A73Hj5Bjd/8yZf8X98BSPPjQzc9srnhyPZ1ifW2dzc3LFu0Dyvp8X3fer1OvV6fcfyfiEWjUaJRCJEIhFMUydsNZqnRQsujeYQafuBPtE/ZApbdYaH44/dTkSYncly+84WS0slpqYy+m9BmOVaWangum0ikdP/ka9d2DTngXazzY2XbwBw4+UbvO3db3vsc8bHxxkfH8f8rybtRJvayvGOvdhLiIkI0Wi0d+sKMcuy9GesRrNPTv+3r0ZzRlAK/eVzyLTaPpWKy8wjygn7MQzhynyOm7e2WFuvcmni8b0P5x3TNBgZjpPP17h8OXPS4Wg0F4KJt0w88vGjeOGLXyAIAhaHFqlUTn7Au1KKRqNBo9F4aN1uERaJRHAcR38XajS70IJLo9GcWraLDdLpyIGMMEzT4OqVHPcXt9nYrDI2mjzCCM8GwyNxbtzYZGIidapNRRRh34tGsxsRiQIfByKE5y6/qpT6YRF5P/BWoAX8EfDdSqmWiLyN0PzkbmcXv66UevdxxtzvUnhQDMNgdnYW3/e5d+/eQLFzGuj2iO3GcZyHhFgkEtF9YpoLixZcGs0hMci2XPPkKKXYzNeYmT54D4Ntm0xdznDz1hamaTCce3xJ4nkm4likkhEKxQajI4mTDufRaL2lGYwLfJlSqtqx+P8DEfmPwPuBv9nZ5peB7wR+rvP4vyilvub4Qw3Zy6XwIJimydWrV3Fdl4WFBTzPO6zwjhTP8wbGatv2Q9mwaDSqbew15x4tuDSaQ0IE6vXWSYdxbqhUXAyRJzZ7iEQsnrkalhcahpAdih1yhGeL0dE4G5t1Robj+sRGc+ZQYXNfd/CU3bmpjokJACLyR4Sz0c4dkUiEZ599lmq1yuLiIr7vn3RIe9LNYgVB8NC6VqtFq9V6aAC0aZo4jvNQRkyXJ2rOC1pwaTSHhIjohv9DZDNfY2Q08VRfttGozdUrw9y+E4quzBmaR3XYJBIRmoslavUWybPgWKjR7EJETOAV4BngZ5RS/71vnU1o/f9S31P+JxH5H4TDqf/+ebDwTyaTvPDCCxSLRVZXVweKmpNGKbXju9A0zZ7Toe/7BEHw0Hel7/t79ontFmG6PFFzFtGCS6M5JETCskKllL4i95S4bgu32SY39/RZqXjc5sp8jqWlEgJnagjwYSIi5HJxtov10yu4lHYp1OyNUsoHPkdEhoAPichndeejAT8LfFwp9V86j/8EmO2UIP4l4N8D13bvU0S+C/gugJmZmSN/DYdFNptlaGiIjY2Nh6zkT5pBYqo/I9d1PbRtG6UUvu/TarXwfX/g/3+3PLFcLu9Yvrs8sd89UaM5beh3pUZzSIgIjmMQBArT1ILradjcrJPJRA/tCmYi4TA5meLewjZzs1lSqcih7PesMZyL8fr1TS5dSp9a8wxtmqF5HEqpbRH5GPAO4FUR+WFgFPjuvm3Kffc/IiI/KyIjSqn8rn29B3gPwFvf+tYz9eYL5+yNMzo6ysrKCtvb2ycd0r5QSuG67g6zDdu2SaVSRCIRRIRWq4XrunieR7vdHrifdrtNu90eWJ44SIjZtq0vhmpODC24NJpDxPchUAo9JvLJabcDCsU6zz83dqj7TaWizM1mubdQZH4uSzJ58USXbVskEg7bpeaFNxLRnC1EZBRodcRWDPgK4MdF5DuBtwNfrpQK+rafANaVUkpEvhAwgK2TiP2oMQyDqakpJiYmWFxcpFY73vldT8LuTFar1aLdbveyWN0sWCaTIRaLYds2nudRq9V6QmyvPrYgCGg2mwPniQ0SYo7j6PJEzZFzKgSXiHwT8CPAC8AXKqU+2bfuHwDfAfjA9ymlPtpZ/g7g/wJM4BeUUj/WWT4PfADIEZYUfKtSyhORCPBvgM8n/ND9ZqXUvWN5gZoLg2kKga9OyX/W2SS/VSOTjuI4hy9bU6kIc7NZ7t4tMj9/MUXXcC5OcbtxagWXrijU7MEl4H2dPi4D+KBS6jdEpA0sAJ/oZC+69u/fCPxvnfUN4J3qnNerWpbF/Pw8zWaTxcVFXNc96ZAORP+fRylFs9nc0dNlWRbxeLwnwiKRCK1Wi3q93uv/8jzvoR6y/n16nofrug+tH2TYEYlEer1nGs3TclpOC18FvgH4+f6FIvIi8E7gTcAk8Dsi8mxn9c8AfxFYAv5YRF5WSr0G/DjwL5RSHxCR/4dQrP1c52dRKfWMiLyzs903H/1L01wk4nEb3z99TcxnhSBQ1Koely4d3cDiVCrC7FyWtfUq40DqgomuVCrC/fvbtFo+tn3KTibCJsiTjkJzClFK/RnwuQOWDzyPUUr9NPDTRx3XaSQajXLt2rUz4Wj4KHaLona7TaVSeSgLFo/HSSaTjI2NYds2vu/35oPV63WazSatVgul1J4mI93yxN2Dpi3L6lnX94syXZ6oOSinQnAppV4HBr15vw74gFLKBe6KyC3gCzvrbiml7nSe9wHg60TkdeDLgG/pbPM+wszZz3X29SOd5b8K/LSIyHm/4qU5XtrtgLYWXE/M1lYNESEeP1pTh3QqggD37hWZnR0inbo4RhqmaZDNxSmXXYaHT2eWS6PRPD39joYrKyvnwpBmP1mwWCxGPB4nHo+Ty+UwDAOlFK1Wa4cQc12XVisc5bKXEOuKt0ajseN36/JEzUE5FYLrEVwG/rDv8VJnGcDiruVfBAwD20qp9oDtL3efo5Rqi0ips/2OBlo4u65FmpPHtkzaLS24noQgUKxvVLkynzuW35dKRZify3L3XpGZ6SEymYsjupJJh62t+qkUXNo0Q6M5XE6zo+HTMigLVq1Wd2SqulmwrhBLpVK9C/xBEPQMPFzXpdFo0Gw2e1lBXZ6oOSyOTXCJyO8AEwNW/SOl1If3etqAZYqwfnvQ8r22f9S+Hl54hl2LNCeLEzF1SeETUijUiUbtI89u9ZNMRrgyn+PO3QLTKsPQBRmOnE5FWF+r0G77WJY+CdBozjtn1dHwSdgtgLpZrS6mae7IgsViMWKxnZ/97XZ7oBDbnWEbRHe48+7yRNM0iUajA23sdXni+efYBJdS6iue4GlLwHTf4ynCAYbssTwPDImI1cly9W/f3deSiFhABig8QUwazZ6YpoHrnc16+ZOkm92am80e++9OJByuXslxb6GI76tTmfU5bEzTwLJNKlWP7CkSmQrdwqXRHCVdR8Px8XGWlpbOhKPh0yAiA+eC1Wq1HXbykUhkRxYsEomQSCRIJBK9bbpliV0h1hVj/WKu+zu72+/+vfV6/aFj3u1FG5QZ00Ls/HDaSwpfBn5ZRH6K0DTjGvBHhNmqax1HwmVCY41v6di//h6hO9EHgHcBH+7b17uAT3TW/2fdv6U5bBzbpF7zTjqMM0c+XyMWtUmc0EDeeNzhyvwwt29v0fYDxseSJxLHcZJOOVQr7qkSXIBWXBrNMWDb9kBHw0EC5Syz+7V0X9/u5a7r4rouxWIRCIXp7ixY10DDcRxSqdSO39F9fleINZvNh/rCTNNERAiCYMe6bi/a7gwahH+nQVkxXZ549jgVgktEvh74l4SDC39TRD6llHq7UuozIvJB4DWgDXxPZ9I8IvK9wEcJbeF/USn1mc7ufhD4gIj8M+BPgfd2lr8X+Lcd440CoUjTaA4VuzP4WLN/fD9gfaPKM1eHTzSOaNTi2rURbt3eot0OmLyUOtdXF9PpKLduF5hS6ly/To1Gszf9joZLS0u9IcPnTXh1GfSaBr3WIAio1Wo7slGO4+wQYdFoFBHpZai6c8O6+L6/oyxxkBAzDKMnxJRStNvtHbF055Pp8sSzz6kQXEqpDwEf2mPdjwI/OmD5R4CPDFh+hwdOhv3Lm8A3PXWwGs0jiDgWtXo4B0R/6O2PzXyNXDZGLGafdCg4jsmz14ZZWiqxcH+b2Zmhc/t3jEQslArwvDaRyMkfewCUNs3QaE6CZDLJ888/T6FQYG1trScKDMPY08HvvLJXSaDneXieR6lU6m3X7f/qijDbfvBZappmb3k/7Xb7oZJE13V3HGfTNLEsq+ew6Pt+z1ERHpRFDipPjEQiD4kxx3HO7XfZWeFUCC6N5rxgWaGfS9sPsLUZwWPxPJ+NjSrPPzd60qH0sCyT6ekh7i0UuX2nwPxcFtM8fza/IkIqFaVaa50ewaXRaE6UXC5HNptlY2ODfD5PEASICIZhnNl5Xo9jt9377mVdm/fdwlMpRb1ep16vs7W1BTwYztxvxrHbJt6yLJLJJMlkcse+urb1u0sT+2OxbRvLsjBNc4cQ63dV3G0S0qXbI7ZbjGkb++NBCy6N5hDpzpBym23spBZcj2N1tcz0wVcOAAAgAElEQVTISALHOV0fRaZpcGU+x+JiiZu3trh6JXf6hgQfAvG4Ta3mMZw7PUYh57CKSaM5UwxyNPR9H8MwMAyjV3Z4HhnU89Xtu+pf1s38DbKlL5fLveHM8MCWvivCBmWbRKTXH7Y7nkH9Yf2zx7pZLdu2e71dQRD0MnLdGLuP9ypP3C3ELOt0fS+fdfTR1GgOGcc2aTTbJJORkw7lVFOreXgtn6mpzOM3PgFEhOnpDOvrVe7eKzA9NXQqyh4Pk3jMoVBoPH7DY0NpxaXRnBL6HQ2Xl5epVqsEQdA7ET/PwqtLN4vUpSs6u+u69AudvWzpC4VCb9vdhhx7mWDs1R8WBMHAbFj/36S/z8swjJ5w7DotdksU9ypPNAwDx3EeEmO2bevyxCdACy6N5pCJxWwajdbjN7zAKKVYWioxMpo41eV6IsLERArHMbl1e4vZmSHS6fMzIDkWs/C8NkEQ6LISjUYzENu2mZubw3VdFhcXe+VqjuP0SuEuCrsdBg3D6BlVdJ0eu8v7+6/68X2farX6kC19vwh7nCW8YRiP7A/r7w0rl8s7YrYsi2g0SjqdxjTNXrauW9LoeR6+7/dE3aDyRNu2ezF3xZjjOPp75BFowaXRHDKxmEW15j5+wwvM1lYdMYRc9pRZku9BLhfHiVjcvVtgYiLJyHDiXFzhM00D0zTwvIBo9BR8USpQF6s/X6M5M0QiEZ555hmq1SrLy8t4XjgCJRaL4ft+7/FFolu618U0zV7JoOu6O8SWbdsopR4SbfDAlr47kLprS98vwvZT4veo/rDdjom1Wm1HNq7b45VMJneUPXqe1xNerVart79Wq7VDNPa//mg0ukOMaRt7Lbg0mkMnHrcpl12CQGEYZ/+k/LBptXy2S02mpjJnSrQkEw7PXhthcalEo95maipzLv6+iYSN67aJRk/H18F5tKLWaM4TyWSS5557jmKxyOrqaq+fKJVK4bruhRReXXzf39FfZVlWr6Svm0HqX9fNLvm+v+Ozb5AtvW3bO4YzR6PRfWWU+vvDds8P64qp/tLE/h6v7nOj0ShDQ0O9ksL+jFg3K9Y172g0GjQajd5Ms+5++rNiXTF2kWzsT8c3rEZzjjAMg2jEol73dB/XAJaWy8RiFvEz2A8ViVjMz2VZuL/Nrdt55ufOvpmGaRq43vnvxdBoNIdLNptlaGiIzc1NNjc3qVQqiAhDQ0PU6/ULLby6tNvtHX1V3UHGXdfHRqPRy4IZhtGzlW+32w+VIrZaLUqlUs+WHuiJr+7Pg/RXdc02IpGd5ylBEOww6nBdl3q9vuP3dnvLIpEIqVRqx348z8N1XRqNRi8r1s2ADjLt6A6UjkQivWzeebSx14JLozkC0pkI9YYWXLsplZrU6x6zM6fHBv6gmKbB/FyWtfUqC/e3mZhIkUw4j3/iKSUasfD17CuNRvMEiAhjY2OMjIywurpKsVhke3sb0zQZHR2lXC7v6G266HRL8bo4jkMymcSyrB39V/3rTdPE933a7fZDpYjdbFKX/tlf3UzSQcv5+ssZ+xk0yLlarfbKILvP7ZpsxGIxstlsr6SwK8S6LovdrFhXlNbr9R1Zsa4A/f/Zu/MgydazvvPfJ/d9q6zKrK33rr66YpCQrwUYjxehMILwzLXDYAQeLNsQ8gIDOOwYhJmwx2uYmQgvGmE8MiJGOGRLGpBAw4hFlpFZJSFAXEmoq2/f27e7a8u1snKp3POdP/Kcc7OqsqqrurO6sqqfT8SJyjp5zsmTp5bMX77v+7yj49vGldk/LzRwKXUKgkEvxUKDudnoozd+RvR6AwrFBsvL8XP7D9MmIsxno1QqTe7dK5PJRJhNn89xXeIS2tNU5EW7FCp17rhcLhYXF8lkMqytrVGv1ykUCni9XrLZLNvb289c8BKRR3aRtlt9bH6/n1Qqhcfj2dM9zz6O3RpkjHGCyuhj9Pt9arXanlYku+XIDi2PKshxmKMmct4fxCqVyoFCHaNzgM3OzjpBzO6e2Gw22d3ddVrF7OPahT9Gr6s9Vsx+buFw+EBJ/WmjgUupUxCN+Hn4YEerv41YX9/B73cTi16cKn+JRJBg0Mu917ZpNXssLsamuuriOB63a2qCokHzllLnmcfjcSoarq2t0Ww22draIhgMsri4SLFYfGaC17g5vR4VwOyAYbMDmN/vdwLY7u6u001RRJxWLHsS5P3l+u1j2q1HdgvWaAh7kjm3PB4PHo+HcDi857mPq5hYLpcPTOQ8WnLebhEbnWzaLvBhH+NRrWKj4S4cDjtjxc7a2Z+BUheQ2+3CH3BTq3eIX6Ay4o+rUmnSaHS4dev8diU8jN/vYeVmms2tKqurBa5cSRIKTfcnbaOGc7NMUcqZolNRSj0ev9/P9evXaTQaTvBaX18nEomQyWTI5XLPTPB6EuMCWCKRIBQK7Qlgo9UC7QIZIkK326XT6expbTqqIIcdwo5bkOMwdpEMr9c7tlDHaAhrt9vU6/UDFRPtIBYIBIhGo6TT6T0fDtrzh9mtYp1Oh16vt2esWKFQcLb3eDwHCnc8zQqKGriUOiXxeJDqTuuZD1ydTp/19SpXriTPXevPcblcwuJCnFDQxyuvlMlmo6TToalpOXqUfn9KarEbrVKo1EUSDoe5desWOzs7bGxsOPNPJZNJ5ufn2dzcfGaC11H/247T+gUHA5g9n9b8/DyDwcAJYLu7u07Icrvdzjix0eIVo4836YIcRz1PuzUrFos5640xBwp1tFqtA10J9wcxu2jH6HnZoc4OY3blTLtVrNls7hl3JiJOV0177Jk9r9gkw5gGLqVOSTzmZ229hTHm3LzxnjRjDPfvbzMzEyJ8jgtLHFcyGSQU8rK+UWWn2uLScgKfb7qrGA4GBr9vil4KNHApdeHE43Hi8TiFQoF8Pu8U10in04TD4QsVvI4bnkbt394uF/+oY+6fmDgYDBKLxchkMgB7ApjdCmZXGAwEAoiI0+K0fwLrwwpyjAaxSQWS0XOKx+PO+uNWTBwNYPbXZDJJKpXa8zh24Nrd3d1TuMNeRlv9ADKZDLOzk+mZM0WvskpdLIGAl15vQL3eIRp9NqsVFgp1XG4hk4k8euMLwi4dn8vVWb1TYGkpTiIemNrQPTWtW0qpC292dpaZmRlyuRylUolCoUCpVGJ+fh6/38/GxsaeAHEejQajxwlf+48x7jiHHdcOSblcDoBQKEQsFiOdTuN2u52w0Wg0qFQqzjF8Ph/xeByfz+eMm2q1WntK048ryOHz+ZyuiE9SkOMwj6qYOBrExlVMHBfEIpHInm6Oo8ezr59duMMu0z8JGriUOkWpZJBqrfVMBq5qtUW+0ODWyuzUho3TIiJks1GiUR8P13aobDdZWopP5Zxd7U4Pj3d6unpqA5dSF5vL5WJ+fp65uTnW19epVqusr6/j8XhYXFzE4/Gwvr5+7oMXPH43wv3rR793uVwHwtdhj2W3btnC4TCxWIylpSU8Hg/tdtvpelev1/fMCWZPrux2u50CFe12e0/Lm909cTTojAawYDA40dBiO6xiYr/fPzCRc7Va3RMc3W732CA27niTpIFLqVOUTIb46u082Uz0wo5fGqfd7vHa/W2uXT3/EwM/iXDYz8rNWba2aty5U2R+PkoyGZyqANrrDoiEn70PBNT5IiIB4NcBP8P3Lj9rjPlHIvIh4AWgC3we+JvGmK4M/8j+LfBtwC7w14wxv382Z6/GcbvdXLp0iW63y8OHD9nd3eX+/fv4/X6WlpYA2NjY2NOt7aJyu90YYw7Ms2UbDVPGmCNbu0Yr/O03WixDRJwWsGw2i9frpdvtOiFtfzGOQCBAIpFwJji2W4P2jwfbH/LcbjfhcNgJNE9akOMo9mONq5i4v0XsUaXr7S6OkzpXDVxKnSKv10047KOy02QmFX70DhdAvz/g1XtlFuZjOvEzw4IaCwsx4vEAD9d2KJV3WV5KEAic/b9fYwzd3oBg8OzPZchgpqliopombeBtxpi6iHiB3xSRXwI+BPxP1jb/Cfg+4CeBbwVuWsvXW+u+/qmftXokr9fLtWvXaDabrK2t0W63eeWVVwiFQly6dIler3chg9f+EDVa5EJE6Pf7Y1utxrV+2etExNnXdliYM8YcCGB2C9js7Cw+n49+v78ngI2GFI/HQygUIpFIONvW63Wazeae8WD9fp9qtbqnAMbo/FnBYNCpqngaRismRiKvD28wxtDtdg8U6hgtXb+8vLxnTNmTmJZXWaUurNl0mPWNKqnk+ala97iGRTIqhEM+ZmZOr2n+PAqHfdxaSVMoNFhbrxAK+shkImfa8tlsdjEDg29aimZolUJ1CDP8xbA/bvdaizHGfNLeRkQ+DyxZ374I/Iy132dFJCEi88aYzad53ur4gsEgN2/epFarsb6+zu7uLqurq8RiMa5cuUK322V9ff3CBS/Y2xpljHECk9vtxuv1OnNsjbP/f+bosfa3dtmTBo8+xuhx7CqS9rZ2AEsmk2QyGYwxtFqtPSHMDlL2nGDxeNwpqNFqtajX67RarT3zg+2fG8zed7Ql7LTLtdtVD30+36Gl6yfZxXBKXmWVurjs8Vu1evtCTfo7zvpGFbdHWFqKX/hw+ThEhLm5CMlkkPWNKrdXC2QzEVKpswnjlZ0W4ciUVY/UvKUOISJu4PeAG8BPGGM+N3KfF/ge4IesVYvAw5Hd16x1GrimXDQa5bnnnqNcLrO1teW0jqRSKa5evUqn07mwwQsOdgVst9tOteNgMOiUUB/XZXBc69fodvvDlsvlwu12MxgMjhXA7IITsViMmZkZgAPdEIvFonMMuyUrHo8TCAScubPsiYztczPGHNoV0Q5hdlXF0zZaun6SNHApdcpEhlX6trZqFzpw5Qt1qtU2KzfTuFwato7i9bq5cjlJo9FmfaNGvtBgcSFGNDrZCk9H6Xb7lErDoiZKnQfGmD7wZhFJAB8Xka8xxnzZuvvfAb9ujPkN6/txf0gH4ryIvBt4N8ClS5dO4azV40qlUiSTSfL5PMVikXK5zPb2NnNzc1y7do12u83GxsaeN+kXzWgIcrlcNJtNJ3yFw2Gn8MVhBUb2B7DRbop2a1e/39/TndHj8dDr9cYGsNEqhS6XywlgkUjE6XpnzwdmF+OoVqtOS5Zd7CIajZLJZPD5fLRaLWq1mlOUwz6/cV0RfT4fkUjE6Yo4ibnBnhYNXEo9BclEkM3NGrV6m+gFHNdU3t6lVmtz/VoKj+fZKQ7ypMJhPzdv+NjZabG5VWNzq0Y2GyX2FIJXLl8nmQxNT3dCpY7JGFMRkc8A7wC+LCL/CJgF/ubIZmvA8sj3S8DGmGO9H3g/wAsvvKDtq1Nm+IHlcC6kzc1Ntre3yeVyFItF5ufnneBld0G8yEYDkIjQbDadoBQIBAiFQgwGA+r1+p7ue6P2jxsb7abodrtxuVx7imB4vV6nSuH+Yw4Ggz2BaH8AswtX2C1yo61gdmiz598KhULMzs46Xfjsgh2NRoNut+ucT6fToVwuUy6X9+wfiUSIRCJOVcVppK+0Sj0FIsLCfJSNjSorN9Pn5hOZ49jZabG+XuXG9Rn8fv2XclIiQiIRJB4PUKm0KJV22dyskZmLkEicTheKSqXFzk6TlZvT1bplQItmqLFEZBboWmErCLwd+HER+T7gW4BvNsaM9rH6BPADIvJhhsUydnT81vnlcrlYXFwkm83y8OFD6vU6a2tr5HI5lpaWnqngBQfHaXW7XSeE+P1+4vE4brd7T1GM4xxzNNTZ5dxHW898Pp8TwPaPKdsfwNxuN5FIhFgsRjgcJpVKORMR22Xm7aVcLlMqlZzHtcdxzczM4PP56PV6NBoN6vU6u7u7zmMbY5xqiYVCwXncYDBINBolHA5PfG6wx6XvjpR6ShKJIPlCg0qlRTIZfPQO58BOtUWh2ODatRTB4OTn2niWiAjJZJBEIkC12qay02R9Y4d0OkwqGcLnm8yndpXKLvnCLlcuP9sl+9XTISKpY2w2MMZUHrHNPPBBaxyXC/ioMeYXRaQH3Ad+x3pT9TFjzD8BPsmwJPxdhmXh//rjPgc1PdxuN1euXKHdbrO2tkaz2eTevXsEAgEneNljvI4bNM670fAlIvR6vT3hJZlM4vf76XQ6VKvVY7V+wTAU2etcLhder9fpLmizW5S63S6dTmfP/v1+n52dHXZ2doCDASwWixGLxZznMFqMo9FoOPvZc4KFQiGSySQLCwu4XC5nDjG7MqL9vOxqiaMl7e0QF4/HCYVCeDxPP/5o4FLqKRERlhZj3Httm2jUf+673lUqTR6u7XDtaopwaMoKL5xjIkI8HiAeD7Db7LJTaXJ7NU8s6ica9ROPB/B4Th6U+v0BhWKDer3D4kKMcHg6f2anUaRQRJaBnwGywAB4vzHm31ph4CPAFeA14C8bY7ZH9vvjwGeB7zTG/Ky17l3A/2pt8s+MMR+c/BlfKBvWctRHzG7gyAFUxpiXgK8bs37s+xirOuH3H/801Xni9/u5fv06u7u7rK2t0Wq1uHv3LuFwmOXl5T3FNU4avI6akHjajRbEsJ/H6PipaDRKKBRyxmONhpJxx7INBgPa7bbzvd3V0J5o2H68YDDotLiNbg8HA5jH43EC2OhkyfZj7y/Gkc/nnWPZ3RBDoRDz8/P4fD6ngqIdtlqtlnMtut3unse2C2PYXSDt8z5NGriUeorCYT+JRJBcvsbiwmTmdjgL5e1dioXGMGxN6Rv3iyAU9BIKeslkolSrLba3m2xvN+kPDIl4gGDQSyDgxet1je0yMexu0aVaa1Ovd/B53Vy+lJjeli3D6SQu6AF/zxjz+yISBX5PRD4F/DXg08aYfyki7wHeA/wIOBXxfhz4FfsgVkD7Rwwn2jXWcT4xGtLUAV81xhwISqNE5A+e1smoiyUUCrGyskK1WnXC1e3bt4nH4ywsLDjBa2Nj48hwMeq8hq397Al/R1UqFSqVCiJCNBplcXHR6XpYrVYPLT2/X7fbdba1y6vb47/sx7S79omIU2Z9VK/Xc84HhgEsGo06XQHtku2JRAJg7JxgdjdKe06wcDhMJBIhnR4O3bBb5OwQZld3tMNZq9Vyqiq6XC6nK2I0Gp343GAauJR6yuazUW6vFgiHfCQS569rYbHYYCtX4/q1Ge1G+JS4XMNxXolEkMHA0Gh0aDQ65PJ1ms0uwYCXfn+AP+DB7XLR6fTo9ga4XYLH6yYY9LC4GCMYmP6f12mM4bLG7mxat2si8lWGJcJfBP6MtdkHgc9gBS7gfwZ+DvjjI4f6FuBTxpgygBXa3gH854mf9MXxjRPaRqlDxWIxotEo5XKZXC7Hzs6OU0o+m80683htbGw4BRueNfsrHtbrdWe8VTgcJp1OEwgEnKqBJwmoo2HK7Xbj8w0/iN3d3XW6PHq9XgKBgNMdcH9lxV6vx/b2ttMi5/F4nJ+rPS+XHYbsxz1sTjA7PNmtYOl0mkwm41yHZrNJrVaj0Wg4lREHg4Ez5m1rawuAdDpNNps92YU+hAYupZ4yt9vF5UtJHj6sEAp5z02VOGMM6+tVavU2N2+ktUDGGXG5hKjVvTBL1PoUc0C326fXN5iBQQTcHhd+n/uxuh+eU2kR+cLI9++3KtDtISJXGHZN+xyQsQspGGM2RWTO2mYR+IvA29gbuA6b20kd7utE5KtHjdEyxoyvaa3UCYgIMzMzpFIpcrkcpVKJUqlEuVwmk8kwMzPD5cuX6Xa7bG5u7ik3fpLHuAgtYKPhy+12O2XcYTgBdSwWI5PJ0Ov1nFLwx239sgONze/34/F4nAqK9vXz+/3O3Fp2ABu9tr1eb09FQq/X6wQuO4AFg0GCwaAzJ1in09kTwOxCGvbjjU6snM1mnRYse34wuyXMrow4yZ+1vmNS6gxEIj5SMyHWN6pcvpQ49b7DT6rXG7C2vkO/N+DmjfS5H392kYgIXq97ersJPj1FY8wLR20gIhGGrVY/bIypHtFd5N8AP2KM6e/b5lhzO6khEfmnwO8CPwx85xmfjnpGiAjZbNYpJV+pVNja2qJQKDA/P08ikeDSpUv0ej02NjZOFLxG57C6CMELDrZ8dTodcrkcuVwOv99PNBplaWkJt9tNvV53WoaOq91uOy1gdsuTXemwWq061zEQCBAMBp197DnHbHYlxv0BzB4D5nK5xnZDbDabR3ZDtBf7WLZerzfR92YauJQ6I3OzYe7f7/Da/QpXrySnomzpOLu7HV69VyaRCHL5UmJqz1NdDKf1HkZEvAzD1oeMMR+zVudEZN5q3ZoH7FHZLwAftn7X08C3WdXw1ni9CyIM53b6zOmc8YXwW8CfAu6c9YmoZ4/b7WZpaYlsNsva2tqBUvLhcNgJXpubm05BheO4iMELDpab7/V6FItFisWi08VvdnaW5eVlZz6tWq12aOXDcccfLdtvdzO0x3nZ3QntAhz2fXbXwZMGMLsyYiQSAY7uhigiewKYfYxJ0cCl1BkRES5dSvJwrcKDBxUuTVmYGQwGlEq7bG3VWVqKX5hS9mqamVNJXDL8w/oAwwIO/2rkrk8A7wL+pfX1FwCMMVdH9v2/gV80xvy8VTTjX4hI0rr7zwE/OvETviCMMb8M/PJZn4d6tnk8nrGl5P1+P8vLywQCAZaXl5mfn2dra8sp4nAcFzV4wcFy88YYJ+DY46lisRjZbJZut+uEr5PMgzZafAOG3Rn9fr8TjOww5XK5CIfDBAIBACc0jZ7jYQEsHo87VQjtIDfaDdGuhthoNA50Q1xeXiYen0yBMw1cSp0hl0tYXorz4MEODx5UWF5O4HKdfejqdPo8eFjB7RJWVnS8ljr3vgn4HuBLIvJFa90/YBi0Pioi3ws8AL7jqIMYY8oj3eQA/oldQEMpNd32l5Jvt9vcvXuXUCjE8vIyXq+XpaUlJ3jZrS2Psj9sXcTwNVpu3razs+NUPLTLu1+6dAkRcboe1mq1A2Xqj2JPYgzDkBWNRp35v3Z3d51CHnbLlT2psd1a9agAZs/9NVoG3uv1Eo/HnWA12g3R7uI4CfouSqkz5nK5uHQpwWuvlXn4sMLiYvzMxkgZYygWG1R2WkQjfjKZyFS1uqkLzpxalcLf5PB5oL75Efv+tX3f/zTw05M5s4tPRH7fGPOWJ91GqUkZLSW/sbHB7u4uq6urxGIxFhYW8Hg8LC4uks1myeVyzhv2w4xODmyXHB/9/iIaDV+jAQtwJjXOZDIsLi46FQHtCYpH9zsqgA0Ggz0VJX0+H6lUypnnyy5lD69XNAwEAhhjnAA2ep7dbtcppAKvBy07gNnvdfZ3Q5wUDVxKTQGXS7hyJcnmZo3X7m8zn40+9fmtarU2xVKDXm/A0mKMYFDn11JKPbE3iMhLR9wvwPmdlFCdW/tLyVerVarVKslkkvn5edxuNwsLC2SzWfL5PKVS6ZEBAV4PWvu/v6j2j/uyKx5ubm46FQ8TicSBqoejFQvtSZSP0ul0nPBrj7dKJpNOlcNareZ0B/X5fE4AA5xy7/sDmD0+bXSf/QFsUjRwKTUlXC4Xi4txKpUmr93fJpEIks1EcLtPt7WrXm9TLjep1dssLMRIxAPaqqXOxOnNe6zO0HPH2Obod1pKnZLRUvL5fJ5iscj29jaVSoXZ2VlmZ2dxuVxks1kymYyzzXGDlz2/k/1YcHEmVh5nf7Bst9t7Kh7agcauIjhaeMMOQ263GxE5shCHMcYJUfD6pMnBYNDpErizs+N0C/X7/c5YLsAp/z4awDqdzoEAls1m91QufBIauJSaMolEkHDYx/pGldfubxOLBUglgxMNXoPBgJ1qm3J5l1azSyYTZWkpPhXjx9Qz7uK+F3kmGWPun/U5KPUoIkImk3FKyW9vbzvhKpvNOi0pmUyGubk5CoUChULh2MFLRA50w7vIwcu2f0yVfd3s8VTRaJRMJkM2m6XT6ThdE0cnXbbHcB3VAtbr9ahUKk4Ll9/vZ2ZmBr/fT6fTodFosL297bSQBYNBksmk0wWx0WjsCX3wegDTwKXUBeb1urlyOUmj0aFYapDL1ZidDZOIBx+7gMXwn0qHarVNqbxLJOwjlQoRj/mnfh4w9Sy5+G9ClFLTadjTZJFMJsP6+jq1Wo2NjQ1yuRyLi4vEYjFEhLm5OWZnZykWixQKhSO7DI62cHk8HmdSXfvxLnJ3w1Gjz7PX6znjqVwu156Wr1Qq5RTJGNf65Xa76XQ6Rz5Wu912qg26XC5CoRDz8/N4PB6ny+NoF9FQKEQqlXK6INqhL5VKTez5a+BSaoqFwz7CYR/NZpdyeZf797cZDAyJRBC/300g4MXncx9o/TLG0O32abV6tNo96rUOAzOg1zOkkkFWbmrlQTWFDJhn472HUmqKeTweLl++TKfTYW1tjd3dXR48eIDP52NxcZFwOIyIMDs7SzqddsaBHRWehq/LXUQEn89Hu91+ZsZ57TfaujcYDJzWKRFxys1Ho1EikQjz8/POGK16ve50IxQRp/XrqO6Hg8HA6UIIwxazSCTC3Nzcnq6JdkCzx4elUilCodDEnrO+41LqHAgGvSwuxof/HHa7NOoddqotNjZr+Hxudne7+P1uXC6h1eoRDHppt3uEQz58PjeJZIBI2IfPp3/yaro9C91sFIjINwHfbYz5/rM+F6UO4/P5uHbtGs1m0yklf+/ePQKBAEtLS87EvPY4sO3tbXK53JHd34wxtNttYNi1rdPpONvb474u0v/Bk3SfNMY4xUsAp9x8LBYjnU6TTqf3BKjRSZe9Xi8isqcFcZxut8v29rYzvisQCBCLxVhcXHS6HzYaDfL5PMFgEJ9vMgXE9N2XUueIiBAJ+4iMVDAczo9hrHK04Ha7cLnQboJKqakiIm8Gvhv4y8A94GNne0ZKHU8wGOTmzZvU63XW1tZotVrcvXuXcDjM4uIiPp8PESGVSpFKpahUKmxubj6y8p5dJt0u9jDaVe6itHo9yRxldqUrN9sAACAASURBVLDa2NggGAw6ZdztxQ6v+yddtlsRB4PBnomVx2m1WrRaLfL5vNP9MJ1OEw6Hcbvdj/ekx9DApdQ5N+wXLoAGLKXUdBGRFeCdwHcBJeAjgBhj/uyZnphSjyESiXDr1i0qlQpbW1s0Gg3u3LmzZw4vgEQiQSKRYGdnh83NzSO7vMHe4GWModVqXcjuhk8SvuxJkbe2tpyqg7FYDL/fTyAQYHZ2ln6/v6fwxmjrlz1/16PG2412P5ybm2Nubu4xn+1eGriUUkpNjYvUlUYBcBv4DeB/MMbcBRCRv3u2p6TU4xMRkskkiUSCYrFIPp93usGlUimy2azTwyQejxOPx53iG49qbbGDVyAQwOPxsLu7eyGDFzxZ+Gq32+TzefL5vFPx0C77bl9zO7jarV/2tXW73c7Yr9EWxXHnUK1WNXAppZS6gC7O+wk19JcYtnD9moj8MvBhhpMdK3Wu2UUzZmZmyOVylMtlyuUy29vbzhxe9txb0WiUW7du0Wg0WF9ff2SVvVarBQzHkIXDYarV6oUe5/U4z8UOSN1ud0/FQztwhcNhgsEgwWCQubk5Z9JluwXMDq8+n89p/RqthmiMceYLmwQNXEoppZQ6FcaYjwMfF5Ew8BeAvwtkROQngY8bY371TE9QqSfkcrmYn59nbm6Ozc1NKpWKM4dXJpMhlUo5wSscDrOyssLu7i7r6+tO8YzDdDodOp0OHo+HdDpNrVZz9hERRORCtXrtd1TL1+h6t9tNv99nMBg4BTHsiofJZJJwOIzH4yGZTJJMJjHGOGXn6/W6E3A9Ho/T+tVut/H7/RN7Lhq4lFJKTYcL9qmtep0xpgF8CPiQiKSA7wDeA2jgUheC2+1maWmJTCbDxsYGtVqNzc1N8vk8CwsLzhxeMJz36ebNmzSbTdbX1503/OOICL1ej2KxiNvtZnZ21ukqZ/+/tAPHRXPc14PR5+7xeOj3+3sqHooI4XCYRCJBNBrF7XYTDocJh8PAsHKh3fWw0Wg4IXaSYVYDl1JKqalgAM1bF4uIBIC/BdwAvgR8wBhTBv4va1HqQvF6vVy+fJl2u83a2hrNZpOHDx/i9XpZWFggGo062waDQW7cuLFn2/1GQ0e/36dQKCAiTon0SqWyp7vhRW7xOo7RAiV2a5VdTMMuhhEMBkkkEsTjcadVy64wOTrpcjAYnNh5aeBSSiml1Gn5INBlWDjjW4HngR860zNS6inw+/1cv359T/fB+/fv4/f7WVxc3DOprr3t6ETLRzHGUCwWnVL0Xq+XUqnkFOW4iOO8HsdokRK/348xhk6n41Q83NzcxOfzkUgkSCaTTjXDSCRCJBKZ6Llo4FJKKTU9nvE3CBfQ88aY/w5ARD4AfP6Mz0epp8ruPlir1Zzg9eqrrxIKhVhYWCAQCDjb2hMtd7td1tfXnRaZwxhjKJVKAE53uWKxuKelTFu9hkbHy/n9flwuF+12m06n41Q89Hg8xGIxZmZmJjp+C3TiHqWUUkqdHucjZmPM0ZMRHUFEAiLyeRH5QxH5ioj8Y2v9D4jIXRExIpIe2f7PiMiOiHzRWv7hkz0NpZ6MXalwcXERt9vN7u4ud+/e5bXXXjtQLt7r9XLlyhWee+65PV0Qj1KpVJyui5cvXyYWiwHsKSuvhtrtNs1mk8FgQCAQIBqN4vF46PV6lMtlXn75Zf7oj/6Icrk8scfUFi6llFJTwwy0heuCeZOIVK3bAgSt7wUwxpjYMY/TBt5mjKmLiBf4TRH5JeC3gF8EPjNmn98wxvz5Jzt9pSZn3Bxe9Xqd1dVVEokE2WzWmTwZhgUgLl++TL/fZ2Njg52dnUc+hl0oIhwOc/nyZRqNBuVy+VzP53XSebpOotVqOUVLgsEgPp+Pdrt9ZCGTx6GBSyml1HQw2qPwojHGuCd0HAPY/au81mKMMX8AONXflDoPRufwyufzlEolKpUKlUqFmZkZ5ubmcLtf/9Nxu90sLy+zuLjI5uYm29vbj3yMRqNBo9EgEAiwtLTEYDAgn88/crLfaTR6jqcZGO2xXfB6+JoUbV9USiml1NQTEbeIfBHIA58yxnzuEbt8o9UF8ZdE5I2HHPPdIvIFEflCoVCY+DkrdRSXy0U2m+W5554jmUwCUCqVuH37Nrlc7kCwcLlcLC4u8sY3vpFUKnWsx2i1Wjx48IB8Ps/s7CzXr193yqHbQeY8fWBhXxMR2dMaOGnNZnOiXQo1cCmllJoexjzeoi48Y0zfGPNmYAl4q4h8zRGb/z5w2RjzJuD/BH7+kGO+3xjzgjHmhdnZ2cmftFLH4Ha7WVxc5NatW0SjUYwxFAoFbt++TalUOtAKJSIsLCzwxje+kXQ6fchR9+p0Oqyvr3P//n2i0SgrKyskk8k9rVznaZyXMcYpAe9yuU4lfI22Mj6p83NllVJKKfXMM8ZUGI7ZescR21SNMXXr9icB72hRDaWmkV3w4ubNm4RCIQaDAZubm9y+fZtKpTI2eGWzWd74xjcyNzd3rJaqXq/H1tYWd+/exePxsLKywvz8PG63e0/r0XkyGAyc8OXxeCbWFVADl1JKqQtJG7jUOCIyKyIJ63YQeDtw+4jts2K9axSRtzJ8v1N6Gueq1JPy+/1cu3aNa9euEQgE6Pf7rK2tsbq6SrVaHRu85ubmeP7558lms8cKTIPBgEKhwOrqKp1Oh2vXrnH58mUCgcCe4z/t8PWkj9fr9Zxxal6vd0/Z/ZNqNBpPdC6jtGiGUkoppabdPPBBEXEzDE8fNcb8ooj8IPC/AFngJRH5pDHm+4BvB/62iPSAJvBOcx6qAyg1IhQKcePGDWq1GhsbG3S7XR48eIDP52NxcdEZi2UTEdLpNDMzM2xvb7O5uXmsohilUolSqUQikWBpaQkRYWtri1qttmec19P4E5pkgYxut+uU3Pf7/U45/uOaZAuXBi6llFJTwcBTeUFX548x5iXg68asfy/w3jHr3we87ymcmlKnzh5ztbOzw+bmJp1Oh3v37hEMBllYWCAYDO7ZXkRIpVKkUikqlQobGxvHCi52pcRoNMrs7CxLS0sUCoU9ZeWfZmXD/V0cn+RxRyc+DgQCuN3uR7Zg7Z8f7Ulo4FJKKTUdDHC+podRSqmnQkRIJBLE43HK5TK5XI5ms8krr7xCJBJhfn4ev99/YL9EIkEikaBarbK2tnas4FWv16nVaoRCIWZnZ5mbm6NSqVAoFCYaQo5rNGjZExQ/idE5tkKhEG63m3q9fiDQTbIQhwYupZRSU8JoC5dSSh1BRJiZmSGZTFIsFikUCtTrdV5++WVisRjz8/N4vd4D+8ViMZ5//nlqtRoPHz7cE7z2t1rZt5vNJvfv38fv9zM7O8vNmzfZ3d0ln8+fqGveSR3VldAOWyKC2+1+4vBlPw8RIRwOO+FrMBgc6LL5JDRwKaWUUkopdY64XC7m5uaYmZkhl8tRLpepVqtUq1WSySSZTGZsC000GuX555+n0Wjw4MED+v3+oeO07Nvdbpe1tTW8Xi/pdJorV67Q6/XI5/NUKpWJP7fjdF8cLQvv8XgYDAZPNN7LGON0MRQRotEo0Wj0sY+3n1YpVEoppZRS6hxyu90sLCxw69Yt4vE4ANvb29y+fZvNzU36/f7Y/cLhMG94wxu4du2aE8wOmwjZDjL9fp/NzU1WV1epVCpks1ne8IY3kMlkJlpgwjYatsa12tl6vZ5zjuO6VT7O49ZqNXK53BMfy6YtXEoppaaGdilUSqmT83q9LC8vMzc3x+bmJvV6nVKpRLlcdlrCxk1sHAqFeO6552g2mzx48IBut3toi9doC1I+n6dQKJBKpZiZmSGdTrOzs0M+n3fKsk+SPXbM6/XS6/UOfa2wi2O43W7cbvcTncskS+Jr4FJKKTU9NG8ppdRj8/v9XLlyhWazyebmJru7u+RyOQqFAplMhlQqNTZIBINBbt26RavV4sGDB3Q6nUODl91q5nK59pSUT6fTrKyssLu7S6FQoFarTfz52cFLRPD5fHuqD47q9/vOefr9frrd7om7HB7VqnZS2qVQKaXU9DCPuSillHIEg0GuXbvG1atX8fv9DAYDNjc3uX37Ntvb24e2EAUCAVZWVrh586bTPe+wroZ2oPF4PFQqFe7evcv9+/cxxnD58mVWVlaYmZk5lcmTjTFO2PL7/WNb72ztdpvBYIDL5TpQQv8o1Wr1ic/Tpi1cSimlpoPRLoVKKTVJ4XDYmTx5c3OTbrfL+vo6+XyebDZLLBYbG4j8fj83b96k0+nw4MEDWq3WgeBlfz9avKLRaDgl5dPpNNlsdk9Z+SetKjiOHbxcLheBQODQCoqDwYBmswmAz+cDOLLLYSwWm9g5auBSSik1PTRvKaXURIkIsViMaDRKpVJha2uLbrfLw4cP8fv9ZLNZIpHI2ODl8/m4ceMGnU6Hhw8f0mw293wwNlrCfTR4tdttHjx4gN/vJ51OOxMx12o1isXiqZSVHwwGznFDoRDtdvvQoiF20BIR/H4/nU7nQJfDSqXCwsLCRM5NA5dSSimllFIXnIiQTCadyZPz+Tztdpv79+8TCASYn58/dO4pn8/H9evX6XQ6rK2tOcHGDimHBa/BYOC0qNnzh8ViMZrNJsVikZ2dnVN5rvb5+Xw+vF6vU/J9P2OMMxGyx+PB6/U6rWAn6X74KBq4lFJKTQ1t4FJKqdPlcrlIp9PO5MnFYpFWq8W9e/cIhULMz88fGjZ8Ph/Xrl2j0+mwvr7uBBk7bLndbqdVyQ5eXq8Xl8vF1tbWnsqGy8vLZLNZyuUypVLpiebROkyn03FasyKRCO122ym8sV+v13PO2Z7seVI0cCmllJoeOoZLKaWeCrfbTSaTYWZmhkKhQKlUYnd3l1deeYVIJEI2myUQCIzd1+fzcfXqVWdMWL1eB14vpDEavEZLuns8HgqFAsVikWQySTqdJpPJMDs7S6VSoVgsnkpZecA5R7/f77R6HVVevlqtEolEJvLYGriUUkpNBYPmLaWUeto8Hg/z8/Ok02lyuRyVSoV6vc7du3eJxWJks1mnyMR+Xq+XK1eu0Ol02NzcdErBj1YwtFuNut0u3W4Xr9eLz+ejXC5TLpeJx+POOK9kMunMIWYHpElrt9u0221EhGg0SqvVGtvqNcmy9hq4lFJKTQ9NXEopdSa8Xi9LS0vMzs6Sy+WoVqvOkkwmmZubO3RuKp/Px+XLl+l0OmxtbTkl1e2wtb/Fq9vt4vF4CAaDVKtVdnZ2iEQipNNpIpGIE4RKpRLb29un8nyNMU6oCgaDeDwe6vW60+p12Hi2x6GBSymllFJKKQUMu9xdunSJZrPJ1tYWjUaD7e1ttre3SaVSzM3N4fGMjxA+n49Lly7R6XTI5XJOUYxxXQ17vR61Wg2Px0MoFKJer/Paa68RDAZJp9PEYjEWFxfJZDLOOK9+v39gIuZJsAtluN1uwuEwrVaLmZmZiR1fA5dSSimllFJqj2AwyNWrV2k0GmxtbdFsNimXy2xvbzMzM8Ps7Cxut3vsvj6fj+XlZTKZzLGCV7VaxePxEIvFqNfrPHz4EJ/PRzqdJpFIMDc3RzqdplqtOkU+TkO/33da5xqNxsQqFWrgUkopNR2MwQy0S6FSSk2TcDjMtWvXqNfrbG1t0W63KRaLlEol0uk06XT6WMErn89TqVSA14PX/nLylUoFt9tNKpWi0WiwsbHhlJRPpVIkEgni8Ti7u7uUSiUnHJ2GcrlMOp2eyLFcEzmKUkopNQHGPN5yFBFZFpFfE5GvishXROSHrPUpEfmUiLxsfU1a6/+KiLxkLb8tIm8aOdY7RGRVRO6KyHtO81oopdS0sAtM3Lhxg+XlZbxeL8YYCoUCq6urFIvFI8u6+3w+lpaWWFlZIZFIOOvtfUYnXe73+5TLZXq9HjMzM/h8PnK5HKurq2xtbdHr9QiHw1y6dImVlRVmZmZwuVwHjvOkJlmmXgOXUkqp6WEeczlaD/h7xpg3AN8AfL+IPA+8B/i0MeYm8Gnre4B7wJ82xnwt8E+B9wOIiBv4CeBbgeeB77KOo5RSzwQRIR6Ps7KywsLCAm63m8FgwNbWFqurq4+cT+uw4GWPyRIRJzT1+31KpRKtVot0Ok04HKZYLHLnzh3W19dpt9v4fD7m5+e5desW8/Pzztiyxw1eo/sdVpnxcWiXQqWUUlNk8l0KjTGbwKZ1uyYiXwUWgReBP2Nt9kHgM8CPGGN+e2T3zwJL1u23AneNMa8CiMiHrWP80cRPWimlppiIOF38yuUy+Xyefr/P5uYmhUKBTCZDIpE4NPjYwWtubm5PV8PRYhh2cYzBYECxWHQmbO73+1QqFba3t4nFYqTTaUKhkNPtsFarUSwW2d3dPfHzGn380UD4pDRwKaWUmhpPUHgqLSJfGPn+/caY9+/fSESuAF8HfA7IWGEMY8ymiMyNOe73Ar9k3V4EHo7ctwZ8/WOfsVJKnXN2CEomkxSLRYrFIr1ej/X1dfL5PNlsllgsdqzgNVpcA14PP/Y4r/3BazAYsL29TbVaJRwOOyXlY7EYsViMZrNJqVRiZ2cHY8yJqxs2Gg1SqdSTXSCLBi6llFLT4XjdAw9TNMa8cNQGIhIBfg74YWNM9VFdTkTkzzIMXH/SXjVmM63yoZR65rndbjKZDDMzMxQKBcrlMt1u16k2mM1miUajRwavccU14PWxVKPBq1AoICKk02lcLhelUon79+8TCARIp9PE43GCwSBLS0tOWflyuXyisvL2uLBJ0DFcSimlLjwR8TIMWx8yxnzMWp0TkXnr/nkgP7L91wI/BbxojClZq9eA5ZHDLgEbp33uCkQkICKfF5E/tAqf/GNr/Q9YBUyMiKRHthcRea9130si8pazO3ulnh0ej4f5+XlWVlZIJpMAdDodHjx4wCuvvEKtVjsy7Bw2xgsOFtiwi3bk83kSiQTz8/MYY1hbW+POnTvOeDKv10smk+HWrVssLCw4Y7Me9aHbJMdwaeBSSik1NYwxj7UcRYavqh8AvmqM+Vcjd30CeJd1+13AL1jbXwI+BnyPMebOyPa/C9wUkasi4gPeaR1Dnb428DZjzJuANwPvEJFvAH4LeDtwf9/23wrctJZ3Az/5FM9VqWee1+tlcXGRmzdvEo/HAWi1Wty/f59XX32Ver1+5P5HBa/9//ONMRSLRba2tohEIiwtLeH1etnc3GR1dZV8Pk+v18PlcpFKpbhx4wZXrlwhHA4feQ6NRuMxnvl42qVQKaXU9DidDnrfBHwP8CUR+aK17h8A/xL4qIh8L/AA+A7rvn8IzAD/zvoEtGeMecEY0xORHwB+BXADP22M+cqpnLHawwzfYdnv0LzWYowxfwBjP6l+EfgZa7/PikhCRObtMXtKqafD7/ezvLzM7OwsW1tb1Ot1ms0mr732GqFQiGw2SygUOnT/w4prjGOMoVQadkhIpVLMzs46BT2KxSLJZNIpMx+JRIhEIrTbbUqlEtvb2481zuu4NHAppZSaCoaDn1xO5LjG/Cbjx18BfPOY7b8P+L5DjvVJ4JOTOzt1XFZZ/t8DbgA/YYz53BGbjytwsohVrVIp9XQFAgGuXLnC7u4uuVyORqPB7u4ur776KpFIhEwmQzAYPHT/kwQvwBmzlUwmuXbtGuVymVKpRKlUIpFIkE6nCQQC+P1+FhYW9ozz6na7AESj0Yk9fw1cSimllJp6xpg+8GYRSQAfF5GvMcZ8+ZDNj1XgRETezbDLIZcuXZrYuSqlxguFQly9epV6vc7W1hatVot6vU69XicajZLJZAgEAofuf9Lgtb29zfb2NolEghs3brC9vU25XKZSqRCNRp2S8m63m9nZWdLpNNVqlWKxSCQSmdjz1sCllFJqapxCA5e6YIwxFRH5DPAO4LDAdawCJ9bUAe8HeOGFF/S3T6mnJBKJcP36dWq1Grlcjna7Ta1Wo1arEYvFyGQy+P3+Q/c/afCqVCpUKhVisRjXr1+nWq1SKpW4d+8ewWCQ2dlZp4piPB53xp1NylQUzRCR/0NEbluVhD5ufXpl3/ejVpWhVRH5lpH177DW3RWR94ysvyoinxORl0XkI9bAZkTEb31/17r/ytN8jkoppZR6PCIya783EJEgw0IZt4/Y5RPAX7WqFX4DsKPjt5SaLiJCLBbjxo0bTqELgGq1yssvv8za2hqdTufIYxxVXGOcarXK3bt3aTabXL9+nfn5eXq9Hg8ePODu3btsb2871RAnaSoCF/Ap4GuMMV8L3AF+FEBEnmdYBeqNDD/J+nc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   ],
   "source": [
    "epochs = myDriver.system.data_table['epoch']\n",
    "\n",
    "orbit_figure = myResults.plot_orbits(\n",
    "    start_mjd=epochs[0] # Minimum MJD for colorbar (here we choose first data epoch)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced OFTI and API Interaction ##"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We've seen how the `run_sampler` command is the fastest way to generate orbits within OFTI. For users interested in what's going on under-the-hood, this part of the tutorial takes us each step of `run_sampler`. Understanding the intermediate stages of orbit-fitting can allow for more customization that goes beyond Orbitize's default parameters.\n",
    "\n",
    "We begin again by intializing a `sampler` object on which we can run OFTI:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "myDriver = orbitize.driver.Driver('{}/GJ504.csv'.format(orbitize.DATADIR), # path to data file\n",
    "                                  'OFTI', # name of algorith for orbit-fitting\n",
    "                                  1, # number of secondary bodies in system\n",
    "                                  1.22, # total mass [M_sun]\n",
    "                                  56.95, # total parallax of system [mas]\n",
    "                                  mass_err=0.08, # mass error [M_sun]\n",
    "                                  plx_err=0.26) # parallax error [mas]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = myDriver.sampler"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In orbitize, the first thing that OFTI does is prepare an initial set of possible orbits for our object through a function called `prepare_samples`, which takes in the number of orbits to generate as an input. For example, we can generate 100,000 orbits as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "samples = s.prepare_samples(100000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, `samples` is an array of randomly generated orbits that have been scaled-and-rotated to fit our astrometric observations. The first and second dimension of this array are the number of orbital elements and total orbits generated, respectively. In other words, each element in `samples` represents the value of a particular orbital element for each generated orbit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "samples:  (8, 100000)\n",
      "first element of samples:  (100000,)\n"
     ]
    }
   ],
   "source": [
    "print('samples: ', samples.shape)\n",
    "print('first element of samples: ', samples[0].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once our initial set of orbits is generated, the orbits are vetted for likelihood in a function called `reject`. This function computes the probability of an orbit based on its associated chi squared. It then rejects orbits with lower likelihoods and accepts the orbits that are more probable. The output of this function is an array of possible orbits for our input system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "orbits, lnlikes = s.reject(samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our `orbits` array represents the final orbits that are output by OFTI. Each element in this array contains the 8 orbital elements that are computed by orbitize:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 8)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orbits.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can synthesize this sequence with the `run_sampler()` command, which runs through the steps above until the input number of orbits has been accepted. Additionally, we can specify the number of orbits generated by `prepare_samples` each time the sequence is initiated with an argument called `num_samples`. Higher values for `num_samples` will output more accepted orbits, but may take longer to run since all initially prepared orbits will be run through the rejection step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": []
    }
   ],
   "source": [
    "orbits = s.run_sampler(100, num_samples=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving and Loading Results ##\n",
    "\n",
    "Finally, we can save our generated orbits in a file that can be easily read for future use and analysis. Here we will walk through the steps of saving a set of orbits to a file in hdf5 format. The easiest way to do this is using ``orbitize.Results.save_results()``:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "s.results.save_results('orbits.hdf5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now when you are ready to use your orbits data, it is easily accessible through the file we've created. One way to do this is to load the data into a new `results` object; in this way you can make use of the functions that we learn before, like `plot_corner` and `plot_orbits`. To do this, use the `results` module: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import orbitize.results\n",
    "loaded_results = orbitize.results.Results() # create a blank results object to load the data\n",
    "loaded_results.load_results('orbits.hdf5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, you can directly access the saved data using the `h5py` module:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "orbits array dimensions:  (100, 8)\n",
      "orbital elements for first orbit:  [42.56737306  0.18520168  2.50497349  1.46225095  3.29419715  0.60649612\n",
      " 57.26589357  1.1478072 ]\n"
     ]
    }
   ],
   "source": [
    "import h5py\n",
    "f = h5py.File('orbits.hdf5', 'r')\n",
    "orbits = f['post']\n",
    "\n",
    "print('orbits array dimensions: ', orbits.shape)\n",
    "print('orbital elements for first orbit: ', orbits[0])\n",
    "\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we can easily work with the saved orbits that were generated by ``orbitize!`` Find out more about generating orbits in ``orbitize!`` with tutorials [here](https://orbitize.readthedocs.io/en/latest/tutorials.html)."
   ]
  }
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