2_chemometrics_aboutVariables.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chemometrics\n",
    "<br>\n",
    "Julien Wist / 2017 / Universidad del Valle\n",
    "\n",
    "\n",
    "An up-to-date version of this notebook can be found here: https://github.com/jwist/chemometrics/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "options(repr.plot.width=3, repr.plot.height=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## about variables\n",
    " - independent variables (experimental, predictors) are those that we manipulate during an experiment\n",
    " - dependent variables are the one we try to explain\n",
    "\n",
    "we test the effect of IV on DV. We study the effect of age (IV) and lecture skills (IV) on academic performances (marks, DV). The latter depend on the former. A high or low mark will *never* affect the lecture skills.\n",
    "\n",
    "<div class=\"comments\">\n",
    "It is important to know how many IV and DV we have, since it will guide us to pick the correct method.\n",
    "</div>\n",
    "\n",
    "<div class=\"ref\" style=\"font-size:12px;\">\n",
    "https://statistics.laerd.com/statistical-guides/types-of-variable.php<br>\n",
    "http://www.allanalytics.com/author.asp?section_id=1413&doc_id=252823\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### categorical and continuous variables\n",
    " - Nominal (names: Colombia, Burkina Faso)\n",
    " - Dichotomous (male or female, the one usually exclude the other)\n",
    " - Ordinal (low, middle, high)\n",
    " - Continuous variables\n",
    "  - interval (0 C is not ratio)\n",
    "  - ratio (0 K is a ratio, because it means no temperature at all)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### decision tree\n",
    "<div class=\"col2\">\n",
    "\n",
    "<center>\n",
    "<img src=\"https://raw.githubusercontent.com/jwist/chemometrics/master/img/arbre.png\" width=\"800\">\n",
    "</center>\n",
    "\n",
    "- by knowing the kind and number of variables we can use such a decision tree to guide us among the many methods\n",
    "\n",
    "It goes behond the scope of this classe to study all of them, but we will use the tree for the several example we want to study deeper in.\n",
    "</div>\n",
    "\n",
    "<div class=\"ref\">\n",
    "Ennos, R. 2007. Statistical and Data Handling Skills in Biology. Harlow, U.K., Pearson Education Limited\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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hZupQQILCuBute4RoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0F+Buo3VYcnJ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\nH6MuMEU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DNg+YDFUmbAGqPzxiu7JJiHriGQCAEGYCXibaQTCCCAQCQFWtQqX5t6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\nCFzhGlUsFX5U7WqHl2DStgrWqBL0QxcIZF6AA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sJVj9Z4A1a5pn/4HJexEEAAgUoJqADrbhVgHTPBueoC5qDD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\nAAECBAgQIECAAAECBAgQ2MgC/x/l53sHOCs1PAAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “density.default(x = x)”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "options(repr.plot.width=20, repr.plot.height=7)\n",
    "par(mfrow=c(1,3))\n",
    "x = rnorm(100)\n",
    "plot(seq(1,100, length.out = 100), x, xlab = \"mean (blue), median (red)\")\n",
    "abline(h = mean(x), col = \"blue\")\n",
    "abline(h = median(x), col = \"red\")\n",
    "boxplot(x)\n",
    "\n",
    "plot(density(x))\n",
    "lines(seq(-5,5,length.out = 100), dnorm(seq(-5,5,length.out = 100)), col = \"red\")\n",
    "abline(v=sd(x), col = \"blue\")\n",
    "abline(v=-sd(x), col = \"blue\")\n",
    "abline(v=-2*sd(x), col = \"blue\")\n",
    "abline(v=-3*sd(x), col = \"blue\")\n",
    "abline(v=3*sd(x), col = \"blue\")\n",
    "abline(v=2*sd(x), col = \"blue\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4AAAQIECBAgQIAAAQIECBAgMCsBHVizYrMQAQIECBAgQIAAAQIECBAgQIBArwR0\nYPVK2nYIECBAgAABAgQIECBAgAABAgRmJaADa1ZsFiJAgAABAgQIECBAgAABAgQIEOiVgA6s\nXknbDgECBAgQIECAAAECBAgQIECAwKwEdGDNis1CBAgQIECAAAECBAgQIECAAAECvRLQgdUr\nadshQIAAAQIECBAgQIAAAQIECBCYlYAOrFmxWYgAAQIECBAgQIAAAQIECBAgQKBXAjqweiVt\nOwQIECBAgAABAgQIECBAgAABArMS0IE1KzYLESBAgAABAgQIECBAgAABAgQI9EpAB1avpG2H\nAAECBAgQIECAAAECBAgQIEBgVgI6sGbFZiECBAgQIECAAAECBAgQIECAAIFeCejA6pW07RAg\nQIAAAQIECBAgQIAAAQIECMxKQAfWrNgsRIAAAQIECBAgQIAAAQIECBAg0CsBHVi9krYdAgQI\nECBAgAABAgQIECBAgACBWQnowJoVm4UIECBAgAABAgQIECBAgAABAgR6JaADq1fStkOAAAEC\nBAgQIECAAAECBAgQIDArAR1Ys2KzEAECBAgQIECAAAECBAgQIECAQK8EdGD1Stp2CBAgQIAA\nAQIECBAgQIAAAQIEZiWgA2tWbBYiQIAAAQIECBAgQIAAAQIECBDolYAOrF5J2w4BAgQIECBA\ngAABAgQIECBAgMCsBHRgzYrNQgQIECBAgAABAgQIECBAgAABAr0S0IHVK2nbIUCAAAECBAgQ\nIECAAAECBAgQmJWADqxZsVmIAAECBAgQIECAAAECBAgQIECgVwI6sHolbTsECBAgQIAAAQIE\nCBAgQIAAAQKzEtCBNSs2CxEgQIAAAQIECBAgQIAAAQIECPRKQAdWr6RthwABAgQIECBAgAAB\nAgQIECBAYFYCOrBmxWYhAgQIECBAgAABAgQIECBAgACBXgnowOqVtO0QIECAAAECBAgQIECA\nAAECBAjMSkAH1qzYLESgpwJLZWsr9HSLNkaAAAECBAgQIECAAAECBBokoAOrQQdDUwi0CVSn\n1WHJjcm1yW+SpyWKAAECBAgQIECAAAECBAiMlIAOrJE63HZ2gATmp61HJusnL0qekJyWHJPU\nNEWAAAECBAgQIECAAAECBEZGYNGR2VM7SmCwBP4jzX1iskZycVL1s6TG35K8JlEECBAgQIAA\nAQIECBAgQGAkBFyBNRKH2U4OoEB1VF2RXNzW9lMzXvMUAQIECBAgQIAAAQIECBAYGQEdWCNz\nqO3ogAlckPaunLR3Vm2aaTVPESBAgAABAgQIECBAgACBkRFwC+HIHGo7OmACJ6e9JyZHJ3sk\nf05elzwu+a9EESBAgAABAgQIECBAgACBkRFwBdbIHGo7OmACd6e9WyanJ19LTkrq4e3PSs5J\nFAECBAgQIECAAAECBAgQGBkBV2CNzKG2owMocH3a/KrktckSyU2JIkCAAAECBAgQIECAAAEC\nIyegA2vkDrkdHkCB29PmiiJAgAABAgQIECBAgAABAiMp4BbCkTzsdpoAAQIECBAgQIAAAQIE\nCBAgMDgCOrAG51hpKQECBAgQIECAAAECBAgQIEBgJAV0YI3kYbfTBAgQIECAAAECBAgQIECA\nAIHBEdCBNTjHSksJECBAgAABAgQIECBAgAABAiMpoANrJA+7nSZAgAABAgQIECBAgAABAgQI\nDI6ADqzBOVZaSoAAAQIECBAgQIAAAQIECBAYSQEdWCN52O00AQIECBAgQIAAAQIECBAgQGBw\nBBYdnKZqKQECBAgQWKjAUvnGVslGyUrJHclFyfnJocntiSJAgAABAgQIECBAYMAEXIE1YAdM\ncwkQIEBgUoFVM+e8ZNdk8eSCpDqvVkhq2i+TNRJFgAABAgQIECBAgMCACbgCa8AOmOYSIECA\nwKQCe2XOCcm2k3xjQabvmOw+yXyTCRAgQIAAAQIECBBoqIArsBp6YDSLAAECBGYsUFdgHTLF\nUnUL4cZTzDeLAAECBAgQIECAAIGGCujAauiB0SwCBAgQmLHAMVlij2TlCZZ8QKbtnfxsgnkm\nESBAgAABAgQIECDQcAG3EDb8AGkeAQIECExb4HP55mrJJcnFyTXJ3Uk9A2v15LvJnokiQIAA\nAQIECBAgQGDABHRgDcYBWzHNfH6ybHJicnaiCBAgQOD/Ctyc0V2SDydrJdVptUhyeVJ/blbH\nliJAgAABAgQIECBAYAAFdGA1/6A9K038ZlKvgr8++UzyqeQtiSJAgACBewpcmkmV9to6E+Yn\nh7XPmGT8qZn+4knm1eTlkuo0UwQIECBAgAABAgQIdFlAB1aXgee4+vtm+a8nByb1CvjqxKoO\nraOS/01qniJAgACB6Qk8Kl+rZz9OtwOr/gx+8BSrrqu7KooAAQIECBAgQIAAgS4L6MDqMvAc\nV1+dVfXL0XjnVa3uR0m9SauuJNCBFQRFgACBaQq8Y5rfG//adzJQmawuy4wbJ5tpOgECBAgQ\nIECAAAECnRPwFsLOWXZjTctkpTcldeVVa12XkZqnCLQK1NUlC5J6TtqXkvUSRYAAAQIECBAg\nQIAAAQIEBl5AB1azD+EJad4Dk5e0NLNeBf+y5PiWaQY7I/DwrOaA5Nhk/2TdZFBqszT09OQh\nSf3crJn8InlSoggQIECAAAECBAgQIECAwEALuIWw2YfvD2nee5O6VfDbSb0S/kVJPZz404nq\nnMCmWdUPk18mpyabjA0/c2w8H42ufdO6BcmOLa08OMP1c/LYlmkGCRAgQIAAAQIECBAgQIDA\nwAnowGr+IXtPmlhX0rw8WTnZJ9kv+XuiOidQHUDfSLYfW+X8fB6U1FsfHzM2rakf90/D1kle\n2dbAL2b8p8lSiZ+XIKihF6irJzdYyF4emfk7LOQ7ZhMgQIAAAQIECBAg0DABHVgNOyCTNOf7\nmV5R3RG4T1Zbv/S+oWX1d2e4bic8KVk2+WvS1Lo5DbsjqdtNW6vGb0lua51omMAQC+ycfau3\ntJ6RVEf/RHX1RBNNI0CAAAECBAgQIECg2QI6sJp9fLSuNwLVyVMdQPdr29yKGa/On1vbpjdt\n9G9pUL0p7SPJOcnFyVrJ+5PDkjsTRWAUBM7LTm6Z1PPg9k7OTRQBAgQIECBAgAABAkMg4CHu\nQ3AQ7cKcBaoDqzqAPpSsMra2VfP5weTwZBCuYPqvtPOGpJ6bdllSv8jXs9LenCgCoyRQnbj1\nLLjqxFUECBAgQGA6AvUs1Na3N6+d8QOT45K3JfX3QkWAAAECfRbQgdXnA2DzjRGoDqCbkovG\nUh1B1ye7JINQ16aRmyRPS96Z1F/Enp7cmCgCoyZwSHa4biVUBAgQIEBgOgI75UvPG/viKvn8\nWfKI5OTk2clZyfqJIkCAAIE+CriFsI/4Nt0ogeoAelJSHUBrJhckxyd3J4NS1dYTxzIobdZO\nAgQIECBAgECTBLZNY+rvgY9raVRdpf/2ZJuWaQYJECBAoMcCOrB6DG5zjRa4K637yVga3VCN\nI0CAAAECBAgQ6IpA/X3w6LY11xtsP9A2zSgBAgQI9FjALYQ9Brc5AgQIECBAgAABAgQaJ7B5\nWvTa5PfJs5LFkqqlk3pT9fdqRBEgQIBA/wRcgdU/e1smQIAAAQIECBAgQKD/Ap9PE56fvDzZ\nMKk3UT8j+UFSb7att1Xvkcyk5s/ky75LgAABAgsX0IG1cCPfIECAAAECBAgQIEBgeAXquaeV\n8aoHuV83NrJDPqsTayb17nz5PTNZwHcJECBAYOECOrAWbuQbBAgQIECAAAECBAiMjsClLbs6\n086rWvSzyU9rYJI6PNPrBUKKAAECBGYgoANrBli+SoAAAQIECBAgQIAAgYUIVOdUvRl6srot\nM+6cbKbpBAgQIDCxgA6siV1MJUCAAAECBAgQIEBgNASOzW5usJBdrTcR1u2EigABAgT6JKAD\nq0/wNtsYgcXTknpg50bJlclXkz8ligABAgQIECBAYDQEds5uHpWckew3yS5fPcl0kwkQIECg\nRwI6sHoEbTONFFg+rTouWSM5Lam3z7wzeUHy00QRIECAAAECBAgMv8B52cUtk3re1d7JuYki\nQIAAgYYJ3Kth7dEcAr0UeG82dp9kneS5Y5+H5vPgROduEBQBAgQIECBAYEQEzsl+7pisNSL7\nazcJECAwcAI6sAbukGnwNAWWyfdWTabqiNo88z+ZXJVU3ZW8K3lIsmGiCBAgQIAAAQIERkfg\nkOxq3UqoCBAgQKCBAjqwGnhQNGlOAktk6Xp2wV+Si5M/J7skM635M13A9wkQIECAAAECBAgQ\nIECAAIHuCOjA6o6rtfZP4LPZdD3D4BVJ3Rr4P8nHklcl7fX9THhz8oCxGfX/Q33/suTMsWk+\nCBAgQIAAAQIECBAgQIAAgT4LTHV7VZ+bZvMEZiywYpZ4dVIPYT96bOnz8/nAZPfkoLFp4x/v\nzsAmST2489RkzWTlZIvkjkQRIECAAAECBAgQIECAAAECDRBwBVYDDoImdExglaypfqZ/0bbG\nn2d8tbZpNXp9snHyluQPyYHJesnxiSJAgAABAgQIECBAgAABAgQaIuAKrIYcCM3oiMCFWctt\nydOTw1rW+IwMT/Y65Pr+grHkQxEgQIAAAQIECBAgQIAAAQJNE9CB1bQjoj1zEbgxC38iOSB5\nUHJ28vzk9Uk9F0sRIECAAAECBAgQIECAAAECAyigA2sAD5omTynwjsy9IXl7Up1Y5yQvSb6X\nKAIECBAgQIDAsAg8LTuyZ7JucnHy0eTbiSJAgAABAkMp4BlYQ3lYR3qn7srefzBZKakO2kck\nRySKQL8ElsuG6wrArZP6uVQECBAgQGCuAs/JCn6c/Cmpf7w7I/lG8tpEESBAgACBoRRwBdZQ\nHlY7NSZwJwkCfRaoXzC+liyZ1PPWlkremuybKAIECBAgMFuBD2fBemTCzmMrWJDPS5MPJTXs\n70BBUAQIECAwXAKuwBqu42lvCBBojkDdwvrN5ODkPsl9kzcnn06enCgCBAgQIDAbgUWy0PpJ\n+xXmNX6/ZJVEESBAgACBoRPQgTV0h9QOESDQEIG6bbBeLLBrUldf3Z3snxybbJMoAgQIECAw\nG4G6uuqaZJ22hWv8jrF5bbOMEiBAgACBwRfQgTX4x9AeECDQTIG66urqpP02jisybflmNlmr\nCBAgQGBABD6Xdr4n2Typ29M3TeoK368mNyWKAAECBAgMnYAOrKE7pHaIAIGGCJycdjwyeVxL\ne+q2wuclp7RMM0iAAAECBGYq8N4scGjy3eRvyYnJ6ckuiSJAgAABAkMp4CHuQ3lY7RQBAg0Q\nqA6s+uXi+OQryc3Jq5ILky8ligABAgQIzFagru6tzqr/SdZOLkn+mCgCBAgQIDC0AjqwhvbQ\n2jECBBogsF3aUB1Z/5kskeyXfCK5JVEECBAgQGCuAldlBRVFgAABAgSGXkAH1tAfYjtIgEAf\nBe7Ktus15xVFgAABAgQIECBAgAABArMU8AysWcJZjAABAgQIECBAgAABAgQIECBAoDcCrsDq\njbOtdFZgk6zumcmtyRHJOYkiQIAAAQIECBAgQIAAAQIEhlTAFVhDemCHeLf2zb6dkDw7eXly\ndrJToggQIECAAAECBAgQIECAAIEhFdCBNaQHdkh3a4vs1xuSzZKNk/WTegPPp5O1EkWAAAEC\nBAgQIECAAAECBAgMoYAOrCE8qEO8S1tm345Kjm/Zx89l+KJk85ZpBgkQIECAAAECBAgQIECA\nAIEhEtCBNUQHcwR2ZZHs4+0T7GdNq3mKAAECBAgQIECAAAECBAgQGEIBHVhDeFCHeJeOyb69\nINmwZR9fkuF1kx+2TDNIgAABAgQIECBAgAABAgQIDJGAtxAO0cEcgV35evaxbiP83+RHydLJ\n05O9knqYuyJAgAABAgQIECBAgAABAgSGUEAHVm8P6nLZ3FOScj8puSZR0xe4O1+tNw++KHlm\ncmvy3uTERBEgQIAAAQIECBAgQIAAAQJDKqADq3cH9nnZ1FeTumrozrHN7pzPBWPDPqYnUJ1Y\n3x5L6xIPzMhOSd1OeHGyf3JR0q2q22/r9sUnJ9clhyXnJooAAQIECBAgQIAAAQIECBDosED9\nEq66L/CQbOKbyYKkrsKq7JV8MdkoUXMTWCeLn5W8LLkpedbYeHUudaMWz0rrmVtfTtZO6rbG\n8e1nUBEgQIAAAQIECBAgQIAAAQIEOitwWVZ3ZmdXeY+1/b9MqauB2jsMT860j93j2ybMVKA6\nk36cVMdSVTkflJxTI12o3bPOuv1zjZZ1vzvDf01WaJlmkEC3BC7Nirfp1sqtd9oCvTh/TLsx\nvkiAAIFpCDh/TAOpB19x/ugBsk0QINBRgUacP9o7VDq6h1b2L4H7ZujK5K5/TfnnwOX5qHlq\n3rwlg/DwZKYe9TP89OSTyW1JVTl/NKn1PTjpdG2eFdbVV39oWfH7M1xteWrLNIMECBAgQIAA\nAQIECBAgQIBABwTqF27VfYFTs4lHJ49s2dTKGd4sqXmjXnVF09VJXTFVnwuSelbYdKqeiVUd\nV8u0fXl8vB703umqbbbX/LEJE81r/65xAgQIECBAgAABAgQIECBAgMCMBHp1Ce930qrrk7oy\nqK7WqauvqvNq8WSUa4fs/C3JjskqST3s/pLkoGS6dXC++JtkpbEFls/nCclPx8Y7/bFbVnht\nslbLivfOcN1CONMryFpW0dXBusJt2a5uYfBXXp3MWyePHYBdacQlvAPg1O0m9ur80e39sH4C\nBEZHwPmjGcfa+aMZx0ErCBCYvoDzx/StuvrNXp1AFs1e1LOwfpqckuyZTPcqo3x1aOu32bP3\nte3dszJetwHev236ZKMrZsYvk5uTXyQ3JHV73+pJN6o6HX+Q1PZ+lJyd1FVgWyVNq3o7Y721\n8fakrg77efK4RP1boDr2jknKp94oWZ91XOtlC00tJ5BmHJlenT+asbdaQYDAMAg4fzTjKDp/\nNOM4aAUBAtMXaMT5ozpVVG8E7shm6jlNFfVvgbrq6lf/Hv3HUD1Uv27Jq+dX1S2FC6u6GuoJ\nyRbJusnFSV3x9vekG1WdVXWl2IuSJycnJYclFyRNqvr/ux5wXx0yL0yqY+9NyU+SRyUXJeqf\n/0+uHYj1k7qSb73ku8m+yasSRYAAAQIECBAgQIAAAQIE+i7gX0D6ewhOy+a/0NaEerta3VZY\nV8aoqQXqarDtk+oYfXuycjJe1aFXnXgPGp+Qz3ru3RnJx1qmLWywOhO3Tb6dHJnsnCyWDENV\nJ18ZvbRtZ6pzsp6ftkTb9KaMNuJfQJqC0cd2OH/0Ed+mCRCYlYDzx6zYOr6Q80fHSa2QAIEu\nCzTi/OEKrC4fZatfqMBe+cbRSV2h9v2kroJ5Z/KRpJ4pNSpVHUJbJuskFyeHJwu7guy++c5x\nyWpJdQTW2xHL7vnJScmaye+TK5Pxqlsz67s1b7r15XzxZcmhSXXqvC+pzrG6Cu3OZJBrqTS+\nng9Wf5FsrT9lpDoHl0lqnxUBAgQIECBAgAABAgQIEOirgH8B6Sv/Pzb+nPy3nl1VHQUXJm9J\n6qqfUakHZEfPSqrD7vTk+qQ6nlZLpqrPZub5SS1ftUhSnU2XjA134gqsp2Rd1bm4cTJea2Sg\n2lpXZQ1D1TPMDmjbkbp98Ny2aU0abcS/gDQJpE9tcf7oE7zNEiAwawHnj1nTdXRB54+OcloZ\nAQI9EHD+6AHydDbhBDIdJd/ppkA9P6ueAzbeEbV8hk9Mjkumquqo+q+2L9QthPXMqw2TRZNa\n75lJXS21SfKN5IZk9WQ6VVfIVadae30rE77UPnFAx5+RdlfnaV0JuEfyvaSec/bspKnlBNKM\nI+P80YzjoBUECExfwPlj+lbd/KbzRzd1rZsAgW4INOL8Uc/DUQQI9E+g/h/cMnlv8uexZlQH\n0zuSpyV1m+BkNX+yGZle8+rKqeqEuSj5bnJSslqyWVLTplM35UsrTPDFmlbzhqF+kp14UnJj\n8p/JzcmTkx8migABAgQIECBAgAABAgQaIFBXaDStjk2DNlhIo47M/B0W8p3x2Vtl4NXjIxN8\n1i/idfWFItAPgerAWiz5W9vGx59/Vc9hmqzqSqH/l9TVUPW2xkWS6gj7Y3JWUnVV8uKknvNU\n26lb/2ZS9eD2DyR7Ju9L6uqu+v/pqcm7kmGpX2ZH6jlfigABAgQIECBAgAABAgQaKNDEDqx6\nw9lRyRnJfpOY1S/r0626RPfXU3y5rrS4fYr5ZhHopkBdJVW3Cr5l7LNuXatOrd2S6oSqDqjJ\nqh7YXlcOnZecmqydPCiph7nfmbTWLRmpzLTqSq3tk7pd8E1Jte8ByVuT2qYiQIAAAQIECBAg\nQIAAAQIjK7Be9ryuFFm3BwLuQe8Bsk1MKfDwzK3bB89PvpKcndyQPD5ZWC2RL7wm+XRSz296\ncNKNqo6x7ZK68nG1RPVXoBH3oPeXoBFbd/5oxGHQCAIEZiDg/DEDrC5+1fmji7hWTYBAVwQa\ncf5o4hVYpX1OsmOyVnJuoggMs8DvsnPrJ/Uzv05SVyDun9StgAuruv213jzYXk/JhOpsqqul\n6g2Pn0iuSWZbV2bBA2e7sOUIECBAgAABAgQIECBAgMBcBJragVX7dMhcdsyyBAZMoG4VfE+H\n2lwdVwck9Yys3yQvSbZNNk4uTxQBAgQIECBAgAABAgQIEBgogXrWjiJAYHgElsuu1NVW9Qyt\nFyb1rKpHJdcmneogy6oUAQIECBAgQIAAAQIECBDonYAOrN5Z2xKBXgg8JhtZOqlbEMfrlgzU\nbYZPHZ/gkwABAgQIECBAgAABAgQIDJKADqxBOlqD39bFswu7Jj9Jfpy8MWnybaxp3sDVTWlx\n/X9937aWr5jxv7ZNM0qAAAECBAgQIECAAAECBAZCQAfWQBymoWjkItmL7yfvTH6V/Db5n+Tw\nZH6iOiNwRlZTbzP8XHLvsVU+Lp9vTg4bG/dBgAABAgQIECBAgAABAgQGSsDVLwN1uAa6sVul\n9U9MNkguHNuTz+ezOlyen3xvbJqPuQncmcXroe3VWfjnpB4Ov2pyaPKxRBEgQIAAAQIECBAg\nQIAAgYET0IE1cIdsYBu8SVp+fDLeeVU7ck5yWrJpogMrCB2qs7OedZLnJA9Ifpn8IhnEqiv3\ndkqqU26p5NjkQ8mNiSJAgAABAgQIECBAgACBERHQgTUiB7oBu3lD2vDAlnbU8LuSjZO6Qqhu\ne/tSojoj8Pes5judWVVf13Jwtr55Ulfr1TO8tk/qir0nJTcnigABAgQIECBAgAABAgQIjITA\nZdnLM0diT/u7k+tn83ckuyd1VdAlSd3ednvylaQ6XD6ZKALjAk/OQP3MPHZ8Qj5XSK5I6mUA\no1yXZue3GWWAhuy780dDDoRmECAwbQHnj2lTdfWLzh9d5bVyAgS6INCI84eHuHfhyFrlhAJ1\nW9sOyXuSPyYPSZZJXpm8Onlh8qZk7UQRKIF6ZtrvktbbH/+S8Xq+V81TBAgQIECAAAECBAgQ\nIDAiAjqwRuRAN2Q3F6QdqyUXJUckdevgN5KqHyXXJo+vEUUgAtcldavpYm0aq2S8OrIUAQIE\nCBAgQIAAAQIECIyIgA6sETnQDdrNejNePe/qpqQ6rMZruQwsn+iYGBfxWZ2c1Xm1X7J0skiy\nS7JZclCiCBAgQIAAAQIECBAgQGBEBHRgjciBbthu1jOv6tbBeoZP/QzWc42qQ+Ly5LhEESiB\n6uDcMtkiqZcA1EPc90l2Tk5JFAECBAgQIECAAAECBAiMiIC3EI7IgW7YbtaVNXsmX07q7XJL\nJnVbYXVU3JIoAuMCJ2Rg9WTTpH5OTk2uThQBAgQIECBAgAABAgQIjJCADqwROtgN29UPpj11\nJdYTkrq6pq6oqTcSKgLtAn/LhB+2TzROgAABAgQIECBAgAABAqMjoANrdI51E/f0yjTqu01s\nmDYRIECAAAECBAgQIECAAAECzRHwDKzmHAstIUCAAAECBAgQIECAAAECBAgQmEBAB9YEKCYR\nIECAAAECBAgQIECAAAECBAg0R0AHVnOORa9askw2tHdyWlIPyH5z4lbSICgCBAgQIECAAAEC\nBAgQIECgmQI6Lpp5XLrVqiWy4uOTlZN6gHq91e09Sb3h7SWJIkCAAAECBAgQIECAAAECBAg0\nTkAHVuMOSVcb9Oqs/WHJI5KrxrZ0cD5/kTwj+cnYNB8ECBAgQIAAAQIECBAgQIAAgcYIuIWw\nMYeiJw15Urbyw2S886o2elbyq6TmzbaWzYKPT1ad7QosR4AAgQ4I1NWk67WsZ+0MH5gcl7wt\n8WdUEBQBAgQIECBAgACBQRTQgTWIR232bb4uiz6kbfH6GVgpqXmzqfqlsDrETk8uTn6Q3C9R\nBAgQ6LXATtng88Y2uko+f5bUFacnJ89OqsN+/UQRIECAAAECBAgQIDBgAjqwBuyAzbG5dbvg\nJsmuySJJPQPrk8l9ksOTmda2WeB9yRuT+yZPSOr5WocligABAv0UqD+fLkgem7w7qdukP5e8\nPVEECBAgQIAAAQIECAyYgA6sATtgc2xuPevqdUl1Ot2Y3JC8IqkHuF+RzLR2zgKfTb6UXJ/U\n1Q71S2P9orhOoggQINAvgbuy4aPbNn5kxtuvQm37ilECBAgQIECAAAECBJoooAOriUelu236\nclb/0GSb5MXJakk9F2s2VbcentO24LkZvzupK7EUAQIEei2weTb42uT3ybOSxZKqpZM3JN+r\nEUWAAAECBAgQIECAwGAJ6MAarOPVqdZekxV9J/l+ctMcVvrrLLtF2/L1y+OdyW/bphslQIBA\ntwU+nw3UlaYvT/ZPNk7qitCqek7fBsnXakQRIECAAAECBAgQIDBYAosOVnMb3drN0rq9k3pg\n8B+TTyQLkmGuvbNzpyTfTuoZWmsluyUfS/6cKAIECPRS4PhsrDJeq2Rg/AUVO2S4OrEUAQIE\nCBAgQIAAAQIDKKADqzMHrd5uVVczHZR8JtkoOSBZIfl4Mqx1RnZs0+R9ST0Mvt5GuEeyb6II\nECDQb4FLWxowm86rh2X5evHFZLVUZiw+2UzTCRAgQIAAAQIECBDonIAOrM5Yvj+r+WKy49jq\nvp7P+sXpg0k95PzWZFirbtd5zrDunP0iQGCoBLbO3sxPpvum1Lol+q1TCCybeXO5DXuKVZtF\ngAABAgQIECBAgECrgGdgtWrMfrieq/K9tsWPynj9crN623SjBAgQINAfgUdlsxvOYNOfzndX\nnSJ1q/S1M1ifrxIgQIAAAQIECBAgMEsBV2DNEq5tscszXs++au3EemTG62HmVyaKAAECBPov\n8I7+N0ELCBAgQIAAAQIECBCYjYAOrNmo3XOZeu7V3kk9vP2HST0Da7/kkOT6RBEgQIBAbwTq\nuVRbJfXn8ErJHclFyfnJocntiSJAgAABAgQIECBAYMAEdGB15oDVg9pXTBYk9UDfu5P6RWmn\nRBEgQIBAbwTqdr+Tknrz4CnJBUlVvVBj12S35EXJHxLVG4G6lb5SVyorAgQIECBAgAABAgTm\nIHBZlj1zDsu3Lrp8Rh6bPLB1omECBIZOYJHs0VpJv/5fr5dEbDN0qnPfoS9nFQdPsZoFmbfP\nFPNnOquT54+Zbrvp369Ow28mdQVc/aPOhUk9FF8RINBfAeeP/vqPb935Y1zCJwECgyLQiPOH\nh7h39sflhqyu3sp3VWdXa20ECDRI4D/TlvoDvG5Jq2fc/SipW9VU/wXqCqxDpmhGXRm78RTz\nzeqcwBFZ1XrJ85N60UmNfyd5QqIIECBAgAABAgQIzFhAB9aMyYZygbq9w+2kQ3loe7ZTj8+W\nDk/OTr6bbJIMYz0xO/X1ZEGyRvLk5L5JvcDBn6dB6HMdk+3vkaw8QTsekGl7Jz+bYJ5JnRWo\n/082TbZIfpjUnwt1C+cPxj7zoQgQIECAAAECBAjMTMAvXDPzGrZvPys79NvkxrEckM9lEkVg\nJgKb5csnJ4slC5Lbkp8m9cvrsNWbskNHJ+9I6paoU5Mtkw2T/0hUfwU+l81XZ8klST3/6rSk\njtG5SV01V9kzUd0VWC2rvzZpf9bY6ZlW8xQBAgQIECBAgACBGQu46mbGZEOzQF0xU1eNfDF5\nXfLQ5ENJ3WIzjB0P2S3VJYGPZ71fSd7Qsv6PZviTyZEt04ZhcJXsxE/aduSyjF+d1P9Dqr8C\nN2fzuyQfTtZKVk8WSS5Pxju2Mqi6LHB+1r9isn5S7uP1tAycNz7ikwABAgQIECBAgACBmQnU\nL5+deoj7zLbc32/X7V51q1drbZSRethu/dKhCExHYKl8qX5m2q8+Gv9Zqtu2hqk+n52pK3rm\nt+zUozJcBvUCh15VXUnkIe690p58O6N6/phc5N9z6h9ILkm2TZ6RHJz8PXF+CYIi0EcB548+\n4rds2vmjBcMgAQIDIdCI84dbCAfiZ6UrjVwzaz2pbc3VkVdXMNSVC4rAdARuzZfqZ6b96qMa\nvz35azJMtU925pFJPZD6hUlddVa3FFZncL3AQREg8E+BrfPx/WS/5NhknaRuN269IiujigAB\nAgQIECBAgMD0BHRgTc9pGL9VzyZ5UtuObZDxegZWzVMEpiNwV750YPKBZPwKpPo5+lhyWFJX\nXAxT1XOV6mqz+v+kHub+3qT282WJIkDg3wLVsb1TslyyeFK3rZ+SKAIECBAgQIAAAQKzEvAM\nrFmxDcVC9YyiE5J6TtFXk7pipq4uOSb5daIITFdg93xxpeTnyd+SpZP6OapnEQ1j/So7VVeS\nKAIEFi5Qt9fW1ZiKAAECBAgQIECAwJwEdGDNiW+gF67n+NQtUNWB9ebktuRryZsSRWAmAtVp\n9eJkvWTt5MLkrEQRIECAAAECBAgQIECAAIGOCOjA6gjjwK7k6LS8Um+Luimp5xkpArMVOCcL\nVhQBAgQIECBAgAABAgQIEOiogA6sjnIO7MquHdiWazgBAgQIECBAgAABAgQIECAw9AIe4j70\nh9gOEiBAgAABAgQIECBAgAABAgQGW0AH1mAfP60nQGBwBerP31WSZQd3F7ScAAECBAgQIECA\nAAECvRHQgdUbZ1shQIBAq8BWGbk0+WNyXXJosnyiCBAgQIAAAQIECBAgQGACAR1YE6CYRIAA\ngS4KPD3rrg6rLyePSF6QPDr5RqIIECBAgAABAgQIECBAYAIBD3GfAMWkRgpsmlb9Z7JE8uPk\nO8ndiSIwaAJvTYO/nuw51vB6c+OfkrOSDcY+86EIECBAgAABAgQIECBAYFzAFVjjEj6bLFC/\n6J+QrJ88OPlaUlewzE8UgUETWC0N/nlbo8/O+C3Jam3TjRIgQIAAAQIECBAgQIBABHRg+TFo\nusAj08D3JFsnz0i2SDYe+3xZPhWBQRM4Nw2u2whb60kZWTKpeYoAAQIECBAgQIAAAQIE2gR0\nYLWBGG2cwHPSovql/pstLftVho9Map4iMGgCH0yDn5XUM7A2S3ZIDk/qqsLzE0WAAAECBAgQ\nIECAAAECbQI6sNpAjDZO4I60aLEJWlXT7pxgukkEmi7wizSwOrDqeVc/SvZJ6rbYVyeKAAEC\nBAgQIECAAAECBCYQ0IE1AYpJjRL4flqzevJfLa16aobrzW3fbZlmkMAgCZyQxj42WTy5b1IP\ndr81UQQIECBAgAABAgQIECAwgYAOrAlQTGqUwAVpzZuSfZN6S9v/Jj9JPp/owAp+udxMAABA\nAElEQVSCGmiBusJQESBAgAABAgQIECBAgMBCBBZdyHyzCTRBYL804qfJlskSyW7JyYkiQIAA\nAQIECBAgQIAAAQIERkBAB9bcDvL6WfxDSb1B7C/JgckHEldVBKFDtUbWc7/kt0nZ9qrmZ0OP\nSh6Y1JVfVySKAAECBAgQIECAAAECBAgQ6IOAWwhnj752Fj1lbPGd8vm55M3JF8emNe1jkzTo\nk8kByUuT6qBpcq2UxtVzgn6f1G2DVyZ1K2Ev6sHZyGnJmcn3kkuT6qhUBAgQIECAAAECBAgQ\nIECAAIG+CFyWrVZHxUzrK1ngpKS1I6g6ie5O1k2aVO9IY+5K6tlRRyR/Sw5PmtqBWabVafXz\npK6Cuk9SD3G/I3lx0u06NRs4PVkzWSSpbZbZjoki0ASB6lTdpgkNGfE2zPb8MeJsdp8AgT4K\nOH/0Eb9l084fLRgGCRAYCAHnj4YcptmeQH6Z9u8xwT7ckGl1hdNsa7ksWLcmLj/bFbQt9/CM\n35m8rGX6IzN8c7Jty7QmDT4mjamOwDXaGlUPbj+2bVqnR9fLCmvb5dZadQXWL1onGCbQRwEn\nkD7it2x6tuePllUYJECAQE8FnD96yj3pxpw/JqUxgwCBhgo04vzR1CtwGnrM/k+z6sRTHUGt\n9dCMVAdUzZtpLZIFPpJcndQzl65JPpMslsylnp2F/5Ac1rKS32T4O8lzW6Y1abBuH7w1ubCt\nUb/LeM3rZt0/K68OrIvaNlJtqXmKAAECBAgQIECAAAECBAgQ6LGADqzZg++bReuqpt2TetD3\no5NvJXWVTt3+NtPaMwu8LnlVsnKyVbJ18sFkLlW33U3UCbZ4pte8JtbZaVS1rzrfWmuLjPyq\ndUIXhmvbtyXlP151S+NLk7qlUREgQIAAAQIECBAgQIAAAQIEei5QV0vN5hlY1dDXJNcldcVO\n5fikOp9mWtVBcm1SD4NvrbrF7+akOnNmW6tnwduT1geg/0fGq5OmF8+TymZmVXX12Y3Ju5Pq\n1Dsm+WvSfmtfJnW83pE1ls+nkzcmxyV1a2jdXqgINEGgEZfwNgGiz22Yy/mjz023eQIERlTA\n+aMZB975oxnHQSsIEJi+gPPH9K26+s25nkCWSOs2TFadQyuXybLVAfbktnVsMDa9rvCaS70u\nC9fVVr9N6uqwO5PPJU2uujpw16TafFVyZFLPButVvTIbOik5Pzk0WTdRBJoi4ATSjCMx1/NH\nM/ZCKwgQGCUB549mHG3nj2YcB60gQGD6Ao04fyw6/fb65iQC9aymud7WVldZXZzUM6lOScar\nxv+c1HOx5lJfyMLVGbNlslSy+9h4Phpbd6VlHx9LPxp5SDZaUQQIECBAgAABAgQIECBAgECf\nBXRg9fkAtGz+nRk+KFk6OTHZOKkrkHZJqjNnrnVuVvChua7E8gQIECBAgAABAgQIECBAgACB\nXgvowOq1+OTb+1pm1XOX3pXsmFyY1DO2vpooAgQIECBAgAABAgQIECBAgMDICujAatahr7cY\nVhQBAgQIECBAgAABAgQIECBAgMCYQD0oWxEgQIAAAQIECBAgQIAAAQIECBBorIAOrMYeGg0j\nQIAAAQIECBAgQIAAAQIECBAoAR1Yfg4IECBAgAABAgQIECBAgAABAgQaLaADq9GHR+MIECBA\ngAABAgQIECBAgAABAgR0YPkZINBZgTdkdecntya/Sl6YKAIECBAgQIAAAQIECBAgQGAOAjqw\n5oBnUQJtArtn/JPJ15KXJCckhycvShQBAgQIECBAgAABAgQIECAwS4FFZ7mcxQgQ+L8Ci2d0\nz+StyX5js47K553J/yTfGZvmgwABAgQIECBAgAABAgQIEJihgCuwZgjm6wQmEVgl05dNftA2\n/4cZf3gyv226UQIECBAgQIAAAQIECBAgQGCaAjqwpgnlawQWInBV5t+ebNj2vRq/LLm7bbpR\nAgQIECBAgAABAgQIECBAYJoCbiGcJpSvEViIwE2Z/8Xks0ndNvjL5JlJ3VZYUQQIECBAgAAB\nAgQIECBAgMAsBXRgzRLOYgQmEHhLptVVjd9K6v+tvycfTurB7qo3AvfPZrZJ6pbO3yT1QP1b\nEkWAAAECBAgQIECAAAECAyzgFsIBPnia3jiBW9OiHZP7JY8Y+3xPPt0+GIQe1GOyjd8l/y9Z\nL9knqSvhqlNLESBAgAABAgQIECBAgMAAC+jAGuCDp+mNFbghLTsn+VtjWzicDTsou3V8slby\nnGTtpG7n/GiiCBAgQIAAAQIECBAgQGCABdxCOMAHT9MbI1Adwc9LHplcmhyR3Jyo3gmskU3V\nVVf/mdw2ttlr81lXYX1qbNwHAQIECBAgQIAAAQIECAyogCuwBvTAaXZjBJZLS05KvplsldRD\n3Ovqq3US1TuB+WObuqttkzU+Pq9tllECBAgQIECAAAECBAgQGBQBHViDcqS0s6kCH0rDHpSs\nmzw6qYeHn5sckqjeCfw+mzov2TsZv7L0PhneLfl+oggQIECAAAECBAgQIEBggAV0YA3wwdP0\nRgi8JK34QHLJWGv+ms/qNKkHiq+WqN4JbJdNPTepDsTvJucnSyd1PBQBAgQIECBAgAABAgQI\nDLCADqwBPnia3giBJdKK9udd3TTWsiUb0cLRacTp2dV6DtYXkz8leyUbJVcmigABAgQIECBA\ngAABAgQGWGD8VpsB3gVNJzClQD2L6mXJ8snJST1gvf05SZk06zo2S+6S1HpvGVtLXfHzx6Su\nAFK9Fbgim6vbOhUBAgQIECBAgAABAgQIDJGADqwhOph25R4CL8+Ug5J6qPpVyY7JT5MXJrcn\nnajqrKqOsd8kxycbjGWLfHayoyyrUwQIECBAgAABAgQIECBAYDQF3EI4mse9F3u9eDZSzyN6\ndbJhLzbYto37ZfwLyXuSRyXPSqodGyc7J52qi7KiWn91lNVVXqcktZ0fJ4oAAQIECBAgQIAA\nAQIECBDogIArsDqAaBX3EFgrU+rNb6slVycrJ/VWvu2TO5Je1NOykbuTesD6eNUtfQuSFySf\nTDpV12RF7+3UyqxnKASekL3YPqmO1Ho21/7JTYkiQIAAAQIECBAgQIAAgVkIuAJrFmgWWajA\nN/KNPyYPSh6c1C/zz0veligCwy5QVx2emlRH7g3JW5LqxLpvoggQIECAAIFmCiyVZm2X1D9y\nfj2pf3x9X/KqZLFEESBAgECfBXRg9fkADOHmH5l9qlvo6nlTfxnbv5/l86PJK8fGe/FRz6Oq\nn+89WjZWHQrbJ99rmWaQQCcF7pOVfSZ5e7JZskPyiKRuqX1XoggQIECAAIHmCayaJp2X7JrU\nOfuC5KJkhaSm/TJZI1EECBAg0EcBtxD2EX9IN73c2H79uW3/anx8XtusrozWbX2vTxYkL02u\nTDZNTkr2TRSBbgjUM9bqL76fbln59Rn+UlIvFVAECBAgQIBA8wT2SpNOSLadpGkLMr3+cXb3\nSeabTIAAAQI9EHAFVg+QR2wTv87+3pi8rmW/67Lruq2qOo96WYdkY+snRyTnJtsldSvj7Yki\n0A2BW7LS+oeBug2hte6dkZqnCBAgQIAAgeYJ1BVY9ffGyerQzKh/pFIECBAgQKCvApdl62f2\ntQXDt/HXZJfuTA5PPpBUp9ZVyeqJIjDMAktk5/6UHJjUlVhV9ZbK65JO/qvtpVnfNonqr4Dz\nR3/9bZ0AgZkLOH9MbLZbJtcVWPXiofZ6QCaclnysfcYcxp0/5oBnUQIE+iLQiPOHK7D6cuyH\nfqNfzh5ultSVTk9OjksendSzBBSBYRa4NTu3dbJ5Un85PSv5RfKT5BOJIkCAAAECBJon8Lk0\n6ezkkqSef1UdVqcmdQV//dJW2TNRBAgQINBHAc/A6iP+kG/6+OxfRREYNYFTssNrJlsm90vq\nJQb1r7qKAAECBAgQaKbAzWnWLsmHk7WS1ZNFksuT8Y6tDE676vmr20/x7RUyr/7RSxEgQIDA\nDAR0YM0Ay1cJECAwTYG6ZfAr0/yurxEgQIAAAQLNEBi/2mqurbkiK/jtFCvZNPM8k3UKILMI\nECAwkYAOrIlUJp62bCY/LVk6OSmp24MUAQIECBAgQIAAAQIEWgVOzkhlsnplZvxtspmmEyBA\ngMDEAjqwJnZpn/r0TPhGskxSl/tWJ9Z/Jx9PFAECBAgQIECAAAECBAgQIECAQBcFPMR94bgr\n5ivfTr6Z3Ce5b/KG5KNJdWwpAtMVqA7jJab7Zd8jQIAAAQIECBDoicCx2cqfF5Iv9qQlNkKA\nAAECkwq4AmtSmn/NeEGG6h71NyZ3jE2tZ9u8KKnX2Ncb9oalFs+OPCS5MnFZ89yPanVW1W2n\nayT1c1QdnvX/XD3Qe+fknEQRIECAAAECBAj0V6D+XnZUckay3yRNuXqS6SYTIECAQI8EdGAt\nHLquuro2Ge+8Gl+iOnnqDWPDUm/PjrwzWTap2yQPSHZLPGAyCLOo9bPMkUl1CFYtktT4vslb\nk58m9Z2rEkWAAAECBAgQINA/gfOy6Xp78OnJ3sm5iSJAgACBhgm4hXDhB+SUfGXtZJOWr1bH\n1QuSmjcMVa8N3it5W1KvDt4ueVlSt0mqmQsslkWOSM5K6nbTvyfl+ezkockLk+uTHRNFgAAB\nAgQIECDQf4G6Mr7+blZ/F1YECBAgQKCRApelVWcupGVfyPy/JZ9NPpDUK3ZrmXqY+zDURdmJ\nuvqqtV6akboSa5nWiYanJfCUfOuupJ6f9u7ktKTqU8lPayB1YPLVfwz5D4GZC9SfQdvMfDFL\ndFhgOuePDm/S6ggQIDAnAeePOfF1bGHnj45RWhEBAj0SaMT5wxVY0zvar8/X3pismdSVWF9K\n/iOpTq1Br/nZgboq6BdtO/LLjC+erNQ23ejCBeq201uS65LqHFw3qWlXJMsniySPSy5MmlTL\npTEz/TNhwyyzQ7JFsmSiCBAgQIAAAQIECBAgQIAAgS4I+BeQfz5MfJ8229dl/K/JEm3TjS5c\noDr9bktemSyV/D45JflD8s3kW0l1bj04aUK9Oo2oHvW7k2rX3kl1sk1VNb+uIqtl/pjUbZIX\nJ49MVPcF6ni5Aqv7zgvbgvPHwoTMJ0CgaQLOH804Is4fzTgOWkGAwPQFnD+mb9XVbzqBzJu3\nVYTvSD6SPDP57+TmpP22wkxS0xR4R75XpguSunXwpuSupDp86mq3RydNqOpkuz15d/KEpJ79\nUJ1YH06mqnoQfT3Ha+OxL9XVW0cl5ybVuaW6K+AE0l3f6a7d+WO6Ur5HgEBTBJw/mnEknD+a\ncRy0ggCB6Qs4f0zfqqvfdAL5J291Yv0uqU6WuqLmzYmam8CLsni9efCU5GPJw5IVkibVOWnM\nh9oa9IqM1y2QUz3/rG4xfW/bcitnvDro6vZI1V0BJ5Du+k537c4f05XyPQIEmiLg/NGMI+H8\n0YzjoBUECExfoBHnj0Wn317fHHKBb2T/KvdKqhNLzV3gO1lFpclVz3U7qa2BNV63jq6S1BVV\nE9WymXhN24y/ZLx+dmqeIkCAAAECBAgQIECAAAECHROozgpFoFVA51WrxvAP13O5ntS2mzV+\nW/KntumtoydmZPuk9Rlp9bKDehZWXZ2lCBAgQIAAAQIECBAgQIBAxwRcgdUxSisiMJACH0yr\nv5jUA/t/lNRbBeuB/p9J6rldk9VemfG/ya+SevbVGsmWyU7JDYkiQIAAAQIECBAgQIAAAQId\nE9CB1TFKKyIwkAIHpdVLJu9JqjOrOrL2TfZMpqp6dsNjkl2TxyZXJ89MjksUgX4K1Js/65l+\nGyX1RtB6mcJFyfnJoUm9tEARIECAAAECBAgQIDBgAiPfgVX3UH5q3iIrvX7eIgt769qAHVrN\nJTAjgYNumHf3UsvNm3/L/H++RfADM1h6/JbBZ2eZiuqywJvn3bH0/h5VN5HyqplYz3CrN2me\nklyQVNXLE6qzdbekXq5Qt84qAgQIECBAgAABAgQGSEAHVg7WI+bda6l7zZu/wQAdN00l0HGB\n+85L15UaCIHV5s0f+T+7JzlQdWvrCcm2k8xfkOk7JrtPMt9kAgQIECBAgAABAgQaKjDyvwTV\nvSVPn3f7hfl4bkOP0UybVc8hql/OVk/OS96fHJsoAgSGR+DS4dmVju5JXYFVz3CbrOoWwndN\nNtN0AgQIECBAgAABAgSaK7CwtxDWbRcTlauVJlLp/7Tt0oRvJb9O9kguSX6QbJ4oAgQI9FKg\nH+ePY7KD9WffyhPs6AMybe/kZxPMM4kAAQIEmiPQj/NHc/ZeSwgQIEBg1gL1lrF6GO541T1G\n9RyRv49PGILPehj1mUOwH9UZeUXSfnXBpzLtt0Owf3aBAIF/C9QVWNv8e7SRQ/04fywTiXoJ\nQT2ovZ5/dVpyanJucmvyjWTppFM1LOePTnlYDwECzRdw/mjGMXL+aMZx0AoCBKYvMAjnj3lb\nZH/q7WIHJGslP0nqdrunJcNSw3ICeXAOyN3JI9oOzFPHpi/RNt0oAQKDKzAIJ5B+nj9WyaF9\nevLa5PVJXYVatxd2uobl/NFpF+sjQKC5As4fzTg2zh/NOA5aQYDA9AUacf5Y2DOwjsz+1O2C\nP0zqFeRHJesnNyeqWQJ/SXNuS9ZNWq+4Wifj9UauuvpAESBAoFcC/Tx/1Am2Mteqq7Wm6viq\nc2hdmawIECBAoHMC/Tx/dG4vrIkAAQIEei5wn2zxi8n1Sd2WcWOyd7JY0s1aKiuv5zl9Mvl6\nckjyvuRVSae3PUz/AvL5+PwxeWpShvVg+rqC7v2JIkBgeAQa8S8gC+Hs1/ljqmZtnZkvm+oL\nbfP+J+N1ZetUubxtGaMECBBosoDzRzOOzjD9/tEMUa0gQKDbAoNw/vjHw25PjMT4v0DX1Vdn\nJb/qok5tqzph6kHk+yXVcVWp4dpubX+NpFM1TCeQ6rQ6JBn/ZevODO+fLJooAgSGR2AQTiD1\nsPRenz8WdoQ/kC98aGFfapm/SIbr4e+TpZ47OAzPUGzZZYMECAy5gPNHMw7wMP3+0QxRrSBA\noNsCg3D+mPeKKNyrTaKepfSxtmmdHP1yVnbwFCtckHn7TDG/fdbumXDtFKlOnjoYw1QPyc5s\nmjxomHbKvhAg8C+BQTiB9OP88S+gHg34BaRH0DZDgEDHBJw/OkY5pxU5f8yJz8IECPRBoBHn\nj4VdmfO1CWDqWUpvnWB6pybVFVhTdVAdmvntb9qbatv1/T9M8YUvZN71U8wfxFl/SqMrigAB\nAv0S6Mf5o/a1rkTdKtkoWSm5I7koOT+p80G9oVARIECAQHMF+nX+aK6IlhEgQIDAPwQW1oHV\nD6ZjstE9krpV8PK2BtRtHHsnp7ZNn2p0YZ05n8nC9QuOIkCAAIHBFqh/ADkpqRdXnJJckFSt\nkOya7Ja8KJnqHzUyWxEgQIAAAQIECBAg0DSBJnZgfS5IqyWXJBcn1yT1TKf6BWT15LvJnoki\nQIAAAQKtAntl5IRk29aJLcMLMrxjUreWKwIECBAgQIAAAQIEBkigiR1YN8dvl+TDyVpJdVot\nktTVWGcn1bGlCBAgQIBAu0BdgdXJW9Db12+cAAECBAgQIECAAIE+CTSxA2ucoh4SVlEECBAg\nQGA6Ap2+BX062/QdAgQIECBAgAABAgR6INDkDqwe7L5NECBAgMAQCbgFfYgOpl0hQIAAAQIE\nCBAg0CqgA+sfGmsulmf9PrQVxjABAgSaK/DAe82b9+fmNq9/LXMLev/sbZkAAQIECBAgQIBA\nVwV0YM1bMsAXPCL/8Wytrv6oWTkBAp0T+OYt8+Y9pXOrG741uQV9+I6pPSJAgAABAgQIEBhx\nAR1Y8/J74LyHnzNv3u82H/GfBbtPoMsC+zxk3rwfVa/L3fPmPSdvinvrZV3e4BCv/uUnD/HO\n2TUCBAgQIECAAAECBAjcQ0AH1j9Izr1t3rz5F91DxwQCBDolUG8W/URyxT9XeOze8+bt9qYM\n1zOLhqWWyY5slayWnJscnuTPlq7UXV1Zq5USIECAAAECBAgQIECgoQJ5jooiQIBAVwU2yto/\nnVQnVj1rrvLmZN9kg2QYaq3sRK7knLdP8oxk/+SXyQMSRYAAAQIECBAgQIAAAQJzFNCBNUdA\nixMgsFCBl+QbP08OaPnmfhk+M6l5w1Bfzk78Plkt2SRZM7kz+VSiCBAgQIAAAQIECBAgQGCO\nAm4hnCOgxQkQWKjA0vnGDRN8q6bVvEGv+2cHqtPqiclNYztzdT7flxyczE/y3C9FgAABAgQI\nECBAgAABArMVcAXWbOUsR4DAdAWOyxf/I9mwZYHHZLg6fX7SMm1QB8f/IaDeCNFaNV7zqgNL\nESBAgAABAgQIECBAgMAcBHRgzQHPogQITEvgqHzru8kpyYFjOSmf9ZDzY5JBr3ow/dnJfyeL\njO3Mkvl8a/Lj5K6xaT4IECBAgAABAgQIECBAYJYC41cOzHJxixEgQGBaAi/Pt7ZJNk/qdro3\nJF9NhqV2yI78KKmOrDOSJyXViVVXnikCBAgQIECAAAECBAgQmKOADqw5AlqcAIFpCdRVSAeN\nZVoLDNiXfpb2PjJ5XbJa8oXk88m1iSJAgAABAgQIECBAgACBOQrowJoj4CSLL5bpz00emvw2\nOT5RBAgMt8Cfsnt7Dfcu2jsCBAgQIECAAAECBAj0R8AzsDrvvmpWeVby9eRNST0Dpx5Ufe9E\nERh0gdWyA/WzfU1yafKxZBjeJJjdUAQIECBAgAABAgQIECDQVAEdWJ0/MnWbVP1y/5Bk7eTh\nycOSDyWKwCAL3D+Nrwex18/2W5L6mX5pcmTiTXtBUAQIECBAgAABAgQIECDQHQG3EHbWdaWs\nrh7a/Phk/Nk3F2T4fcmHk10SRWBQBd6Yht+cPD25dWwn6sHldZvsZkldbagIECBAgAABAgQI\nECBAgEDHBVyB1VnSZcZWd13bav+S8fF5bbOMEhgYgQ3S0mOT8c6ranh10J6frF8jigABAgQI\nECBAgAABAgQIdENAB1ZnVS/M6uq5QK1XWtVVbjsmHuQeBDXQApel9Y9s24NlM14vK7i8bbpR\nAgQIECBAgAABAgQIECDQMQG3EHaM8h8ruiv/rc6q7yQbJmcmdbvVg5NNE0VgkAUOSON/nuyT\nfDJZLvlEUlcY1nOwFAECBAgQIECAAAECBAgQ6IqAK7A6z3p0VlnPwDovWTep5wJVZ9bvEkVg\nkAXq7ZovSbZJ/pSckzwweU7yt0QRIECAAAECBAgQIECAAIGuCLgCqyus836d1b6hO6u2VgJ9\nFTgqW18lWS/5e1LPwFIECBAgQIAAAQIECBAgQKCrAjqwuspr5QSGUuCO7FVdjaUIECBAgEBT\nBJZPQx6SXJLc1JRGaQcBAgQIECDQOQG3EHbO0poIECBAgAABAgR6K7BYNrdvck3ym7HPD+TT\n33GDoAgQIECAwDAJOLkP09G0LwQIECBAgACB0RL4SHb3pclWSb0057XJzskeiSJAgAABAgSG\nSMAthEN0MO0KAQIECBAgQGCEBJbIvtYzR3dI6g3QVYckKybvSt6fKAIECBAgQGBIBFyBNSQH\n0m4QIECAAAECBEZM4H7Z36WSenlOa9X4/ZPq4FIECBAgQIDAkAjowBqSA2k3CBAgQIAAAQIj\nJnBl9vfa5Dlt+13jf0hubZtulAABAgQIEBhgAbcQDvDB03QCBAgQIECAwAgL3Jl93yv5eLJC\ncnry1ORNyTaJIkCAAAECBIZIQAfW4B7Mel30W5P/SG5Mvpp8I1HdF6j/b+5O6i/OigABAgQI\nEOifwGez6ZuTtyf196Lzkq2TwxNFgAABAgQIDJGAWwgH82BW59VpybbJ/yb16ujqwPpgoron\nsGZWfUxyS/L35NtJvfFIESBAgAABAv0TWJBNPzxZMnlUovMqCIoAAQIECAybQF1J8v/Zuw8w\nScp6beOzLDmLCoLkHCQJKBIkgyKIeDiABBUQARX9zICiiBGP6BE9KphFRRGVLAJKzkgQBMmL\n5CA5w7Lf/bDdUjSTp0NV9f2/rme7qrq76n1/NTs1805VtVU9gY/R5Ny0ND+k5eyr1B/JseQn\n5AZitVcglyacRa4nW5OZSD7h6K9kNZIBLUsBBRRQQAEFFFBAAQUUUEABBTog4ABWB1C7sMr1\n2cbvSHPwKps8gdxH1iEOYIHQ5tqD9T1HtiTNwapzmL6J7Eh+SiwFFFBAAQUUUEABBRRQQAEF\nFOiAgJcQdgC1C6vMwNX8LdvJafNzk+KgVstLnB2nQC4d3I48Rt5YWMeDTF9Bli0sc1IBBRRQ\nQAEFFFBAAQUUUEABBdos4ABWm0G7tLpfsp2dyTsa28vlhIeTR8lpjWU+tEfg3azmWrIEWZKc\nTnKZ5iQyB3kduYVYCiiggAIKKKCAAgoooIACCijQIQEvIewQbAdXm0sEX0/yUdG5Sem/yVzk\nYbItyVlCVnsEXstqjiC519XPyD/I1WQn8i+yHskN3Y8ilgIKKKCAAgoooIACCiiggAIKdEjA\nM7A6BNuh1eZTBs8lG5Dsu5wFdD7JPZiWakzzYLVJ4K2sJ5cJHkLuIZuSnHU1C/k8mZlsQnLm\nm9VegTexugwe5sMJDiDzEEsBBRRQQAEFFFBAAQUUUKBPBRzAqs6Oz43bP03yCXjrknVIzrh6\nO7mXPE6s9gpMZnXPFlaZ+12tRY4kJ5I3kxtI1WohGvzqEjf6vbQtA7WLkbvJXuQSUuY20zxL\nAQUUUEABBRRQQAEFFFCgUwIOYHVKtv3rzcDV2eSkwqqPYzpnYOU5q/0Cud9VBnveW1j1ckxv\nQ/Kpj1WrDL79ndxBMuh5HinbDejzQQTfIfuRLcg+JPcZe458jlgKKKCAAgoooIACCiiggAJ9\nKOAAVnV2ei4XnDZIc7PM/TgITBsW3cQ6ctZbbtp+BsnlbJeRc0iWValyP6/TyDVkdZJPU3yC\nZJBuTlKWegMNmY1kEKtZuUTzx2ST5gIfFVBAAQUUUEABBRRQQAEF+kvAgY/q7O+ceZVL1jYr\nNPktTOdSwuJZWYWnnWyDwKGsY12SywfvI3uQXLaZM4KqVHvS2LvIziR9uZjkEtQMFuUeamWp\nJ2nIZJJ7jRUrZ2ZlwM1SQAEFFFBAAQUUUEABBRToQwE/hbA6O/1MmvptcgrJdM7I2oBkgCVn\nBFmdE7iAVSdVrsVo/OVkaqET+cTKa0meK0tlYO1W8l2yG3mKrEb2JYcQSwEFFFBAAQUUUEAB\nBRRQoA8FPAOrWjv9YzQ3n4SXM2hyKVsuqfoUsRQYSeCfvCBn6+WMq2a9iolVSZ4rSz1LQ/6b\nbExyxtg15FLyF5LBWksBBRRQQAEFFFBAAQUUUKAPBTwDq3o7PfdiSiwFxiLwQ178YfInkoGg\nWchnyW3kd6RMlU8cXIbkUs1Xk8znUwktBRRQQAEFFFBAAQUUUECBPhVwAKtPd7zd7juBB+hx\n7qGWy1B/T3Ip4XHkI+QZUrZ6hAb9smyNsj0KKKCAAgoooIACCiiggAK9EXAAqzfublWBXgjc\nxEa3Irl0eFojPFgKKKCAAgoooIACCiiggAIKlFvAAaxy7x9bp0AnBJ7vxEpdpwIKKKCAAgoo\noIACCiiggAKdEvAm7p2Sdb0KKKCAAgoooIACCiiggAIKKKCAAm0RcACrLYyuRAEFFFBAAQUU\nUEABBRRQQAEFFFCgUwJeQtgpWdergAIKKFBzgUn0b8s5BwZO3LDmHbV7CihQG4E1+Nn/str0\nxo4ooIACCvSXgANY/bW/7a0CCiigQNsEZmFNJy7NP2e0bZWuSAEFFOiowKFPDQxs1NEtuHIF\nFFBAAQU6JeAAVqdkXa8CCiigQM0F+D1wYNIV/LN6zTtq9xRQoD4Ct9WnK/ZEAQUUUKDfBLwH\nVr/tcfurgAIKKKCAAgoooIACCiiggAIKVEzAAayK7TCbq4ACCiiggAIKKKCAAgoooIACCvSb\ngANY/bbH7a8CCiiggAIKKKCAAgoooIACCihQMQEHsCq2w2yuAgoooIACCiiggAIKKKCAAgoo\n0G8CDmD12x63vwoooIACCiiggAIKKKCAAgoooEDFBBzAqtgOs7kKKKCAAgoooIACCiiggAIK\nKKBAvwk4gNVve9z+KqCAAgoooIACCiiggAIKKKCAAhUTcACrYjvM5iqggAIKKKCAAgoooIAC\nCiiggAL9JuAAVr/tcfurgAIKKKCAAgoooIACCiiggAIKVExgxoq11+YqUCeBmenMTmQtcj85\nktxILAUUUEABBRRQQAEFFFBAAQUUKAh4BlYBw0kFuigwJ9s6h3yLLEy2JVeTtxNLAQUUUEAB\nBRRQQAEFFFBAAQUKAp6BVcCo8OQk2r45WZXcSY4ljxGrvAKfoWkLkhXJXY1mfp3Hn5JFyBON\nZT4ooIACCiiggAIKKKCAAgoo0PcCnoFV/S+B2enCX8jxJJejfYdcS1YiVnkF3kbTvkeag1dp\n6RfIvGTtzFgKKKCAAgoooIACCiiggAIKKDBdwAGs6n8lfJEuLE1yJs9qJJejXUl+Q6zyCjxP\n0ya3NK/5/zHPWQoooIACCiiggAIKKKCAAgoo0BBo/sIsSHUFtqPpufTspkYXHufxY+R1ZPnG\nMh/KJ5Az5j5IFms0Lf8Xv0JyM/cLG8t8UEABBRQYn0D+QLAe2YbkDzuWAgoooIACCiigQMUF\nvAdWxXcgzZ+VPNrSjeZ8nrPKKfA1mrUB+QfJgFUGshYiuZn7U8RSQAEFFBifwDK8LfeCzJnJ\nT5J84mv+0HMAsRRQQAEFFFBAAQUqKuAZWBXdcYVmn870B8hshWUfZ/pukk+1s14UWIvJg8mX\nyDovLu7JVG7SvjHZnVxOfkiWJ6cSSwEFFFBgfAI58+qPJB9okg/KmIP8N8mZye8llgIKKKCA\nAgoooIAClRW4g5ZnAKGqlU+s+xfJJYRHkPPI02RrMt7KLwAZXHk3ef14V1Ky9x1Ie3JvqYvI\n+Y3pQ3i0FKiiwG00epcqNrxmba768aNmu+OF7ryJf6eRhVo6923mz2pZ5qwC/Sjg8aMce93j\nRzn2g61QQIHRC5Ti+DHD6NvrK0sqkC+k1cnPyHzkb2QNcgIZT72WN11KTiO55CLr+wOZhVS1\n1qTh+YS/HcgbSc6+yqcAfoJsRCwFFFBAgXoIvJJu5I8497R0J3/oyXOWAgoooIACCiigQEUF\nHMCq6I5rafa/mf8iyQ3dP0wmcungkbz/GZKb3r6G5Ays/EX7YFLVejsNv4T8rtCBPzF9JpnI\nmWqF1TmpgAIKKFACgfzRZTLJ8bBZud9n/oCR+w1aCiiggAIKKKCAAhUV8CbuFd1xHWp2zr7K\nGUk5S+muxjZyeWXuGXUA+XRjWdUeJtHgXD7YWlNZ4CBuq4rzCiigQHUFcuz6MskfY/JBGVNI\n7oG1KCkOajFrKaCAAgoooIACClRJwF/eq7S3Ot/WeRqbyA3gi5VLMZrPFZdXZfpkGppBuS0L\nDd6Q6Y1JnrMUUEABBeojcBBdeS9ZjuxM8oeYfIjHv4ilgAIKKKCAAgooUFEBz8Cq6I7rULOv\nZ733kj3I5xvbyCDnbuTcxnwVHy6g0bmfV+4LdibJmVcZvDqcnEosBRRQQIF6Cfya7iSWAgoo\noIACCiigQE0EHMCqyY5sUzeeYz37kvzQvxq5kmxOlifrkyrXfjT+FJL7YWVQ7n9IblRvKaCA\nAgoooIACCiiggAIKKKBAyQUcwCr5DupB845mm/lo3wxk5SylK0guwbiJVL3OpAOJpUA7BWZj\nZUuQXHr7QDtX7LrGLJCB9n+TaxrvXJbHz5BFSAawf0tuJZYCCiiggAIKKKCAAgpUTMABrIrt\nsC419zy2k1gKKDC8wKd4+nNkDpIPCvgl2Yc8QazuC3yATeZT6DKAlUGri8mN5GSyBclg1nrk\nKjLhygH01IGZllx/YIY/TXhlrkABBRTogsChA8/Nvd8Ld1LowsbchAIKKKCAAm0WcACrzaCu\nTgEF+kZgT3r6BfIRkgGS15HcV+0IsguxeiuwK5u/geTm3c36GhP5NNW27J+MWF498PyT6w5M\nyuXWlgIKKFB6gVsGpr2h9I20gQoooIACCgwh4ADWEDAuVkABBUYQ+H88fyjJgFXqdvI+8mfy\nUXIfsXonkPGlDCwW63hmvlJcMJHpbODDA1PvIrnHnqWAAgpUQSC3hbAUUEABBRSopEBuZm0p\noIACCoxdIJeo5R5xxcr8JLJwcaHTXRXYiq3lk1RvJPkQiplIanayFzkxM5YCCiiggAIKKKCA\nAgpUS8ABrGrtL1urgALlEbiaprylpTmZf5pk8MTqvkDOhruUvIv8gKxNNiGpi8gq5NeZ6VFl\ncNNSQAEFFFBAAQUUUECBcQh4CeE40HyLAgoogMDnSW7ePZWcRFYm+5NDyKPE6r7AGWwyaVbO\nknuwMZPLOzOI1e2alw3mUtPtyawk7cvlp9cQSwEFFFBAAQUUUEABBUYp4BlYo4TyZQoooECL\nwGnMv428nhxNdif5lLsMbFnlELiNZjzWaEovBq9yjM0g53pkb7Itya2zziavJZYCCiiggAIK\nKKCAAgqMUsAzsEYJ5csUUECBQQRyw/bEqobADjQzl/H9pkvNzSWlGeBchvyrsc1TeMy90vYl\n3vy9geKDAgoooIACCiiggAIjCeSvw5YCVRaYmcavRF5T5U7YdgUU6IrAqmxlta5safpGlufh\netIcvMrS58hZJM9ZCiiggAIKKKCAAgooMEoBB7BGCeXLSimwO626m+Rm2neRfLrYq4ilgAIK\nDCZwAAvHctZT7mn2+DDJwPmryVB1K08sSeZrecEazOc5SwEFFFBAAQUUUEABBUYp4CWEo4Ty\nZaUT2JIW/ZDkF8x8qtji5Hvk92QDYilQFYHc5HsPkjNyMqjxY5IBWWt8ArPxttwwfXWyIMkZ\nT7eQnAl1FHmWjLZ+yguvHObFv+C55k3iB3vZCSy8nRxPPkkeIbmBez4N8T3EUkABBRRQQAEF\nFFBAAQVGLXAHr7x81K/2hWURyH2HftbSmAwATCP5xdVSoAoCS9DI3Gg8yY3gM8jyAMkZOsNV\nXr/LcC/o0+cWo9//Ihl0yoD2lxrJdO479XeyFGlXjeb4kTb9leR7U5J9vBGxFFBAgV4IePzo\nhfrLtzma48fL3+USBRRQoHcCpTh+eAZW774A3PLEBBbm7ae0rOI65p8iec5ByRYcZ0sp8G1a\nNYVsQZ4g+Z6cs4RyFlY379XE5mpRn6cXZ5Fdh+jNz1i+N8nZUN2qnFW3Mcmlhjk7LANslgIK\nKKCAAgoooIACCoxRYIYxvt6XK1AWgdz36i0tjdmQ+VnJP1qWO6tAGQXy/TcDV/9DMniVyuVu\nXya52Xguf7PGJpCznX41zFsyOLj2MM938qn7WLmDV50Udt0KKKCAAgoooIACtRZwAKvWu7fW\nncsv+euT35F3ko+SY8hPyM3EUqDsArmc7HkyU0tDm/NTW5Y7O7LAn3jJ/mShQV46P8sOIhcP\n8pyLFFBAAQUUUEABBRRQoOQCDmCVfAfZvCEFci+bDUg+dfBIkgGsw8hexFKgKTAnE2U9kykD\nWMeTz5D5SGp28kVyIbmXWGMT+D4vv4rksr0byAXkfPJPkuv2kwOJpYACCiiggAIKKKCAAhUT\n8B5YFdthNvclApcw582QX0LiTEMgA0I/IO8kk8ktZF9yEilTfYTGnEFuJLnJ+IokZ15tQqyx\nCzzOWz5EDiHLkCVI9v+dpDmwxaSlgAIKKKCAAgoooIACVRNwAKtqe8z2KqDAaAT+yIty0+yt\nyF3kveRYsh65iJSl7qYhq5MdyPLkaPJr8gixxi9wG29NLAUUUEABBRRQQAEFFKiJgANYNdmR\ndkMBBf4jkJt0v5nkDJyc2ZTKJaZLNx53zIIS1VO05eclak/dmrIdHcplg7kxvqWAAgoooIAC\nCiiggAIVFXAAq6I7zmb3pUDOKNqYTCJ/JRO5R1JuFL4rWYc8QH5J/k7qULls7N+kOXjV7FPO\nvHp7c8bHvhHI/5dcRmgpoIACCiiggAIKKKBAhQW8iXuFd55N7yuBnejtFHIEyb2dMv1uMp6a\nnTedRQ4l85L1yWUkA1p1qOvpxCvJyi2d2ZD561qWDTabgf1NyM5kpcFe4DIFFFBAAQUUUEAB\nBRRQQAEFui1wBxu8vNsbdXsKjEFgOV77LMmn1WXQOWeUfJo8R8YzwPI53pebWr+WNGs/Jh4j\nufl5HSo3a59CdiE5a+0X5EnSOqjFopfUksz9g0wl95F8UuBPSdnO4Mn9ndI3a2SB3GMs/3c6\nUR4/OqHqOhVQoJMCHj86qTv6dXv8GL2Vr1RAgXIIePwox34Y8ABSkh1hM4YUyIDTYJf3/Y3l\nXxzyXUM/cf4g78tZR0+QbYZ+W6WemYPWfp88SjIIdQlZj4xUl/KCfCpgLtdM5T0PkgwYlqk8\ngJRjb3j8KMd+sBUKKDB6AY8fo7fq5Cs9fnRS13UroEAnBEpx/MjZHJYCCpRbYG6ad88gTcw9\nsPLcWCtnF83c8qbJzCfPtSyv6uzjNHwfEp9ZyFrkXDJcrciTa5C9SM6+SuU9udSyLpdXpk+W\nAgoooIACCiiggAIKKFA5AQewKrfLbHAfCmQQJWcCrVDo+7JMv5mcU1g22sljeeGepLm+XJL4\nFZJBn7NJnSpnXz0zyg7lfmCpu6c//Offu5hqPvefhU4ooIACCiiggAIKKKCAAgp0TyCXDVkK\nKFBugeNo3unkAvJzkkGZ95AMNv2BjLUO4w0bktz7LZfMLUheQ7YnueSuX+tKOp77gO1Gvt1A\nyFlpsT6vMe+DAgoooIACCiiggAIKKKBADwQcwOoBuptUYIwCGbDaluSSuK0b7z2Ix++R5xvz\nY3nIDeHfTt5K1iEPkN+R20hdK265v1cGpP5E0t+4FitnoH2c5N5Za5N8YmHetyjZnVgKKKDA\naARyifamZAFyGcnguKWAAgoooIACCiigwIQFvInihAldgQKlFsgZZxm0y6WTR5Mnya9JLp0c\nrDZnYc5sO5/8H8kAVtkqg427lK1Rfdgejx99uNNH6PJyPH8jyaXLd5IMlOfM2QyeWwqUQcDj\nRxn2woAfIlWO3WArFFBgDAIeP8aA1cmX+gtI+3QzILAJ2ZtsRmYglgK9FFiXjeem9Rs3GjEz\nj18hz5G/kpyFVsXyAFKOvebxoxz7oSytyDHwKvJn0rxvXs7mzCeZfopYCpRBwONHGfaCA1jl\n2Au2QgEFxiLg8WMsWh18rb+AtAd3PlaTM1ZypsvNjceLeHwVsRTolcAX2PCFjY1n8OpMkksm\nbyU3kQxuHUyqVh5AyrHHPH6UYz+UpRWr0ZCccbV4S4M+x7yXEbagONszAY8fPaN/yYY9fryE\nwxkFFKiAQCmOH54hU4GvlIo08bu0cx6yFFmykdl5zP2ELAV6JZDLePJ1mHo/WZnkl8wbyAlk\nO/IZsgKxFFBAgYkIzM2bM4B1X8tKMp/nLAUUUEABBRRQQIEJCDiANQG8Lrz1tWxjDTJXF7Y1\nkU3kzJb/IhkI+FdjRRmh3Y+8g8zaWOaDAt0WOJYNrkT2Irmp8jFkLbIxyX2u/kjyNbsRsRRQ\nQIGJCFzOm/NhEHsWVjIT0+8h5xSWOamAAgoooIACCigwDgE/hXAcaF14y7xs42dkm8a2nuLx\ni+QrjfmyPWQAK7m/pWH/Zj5fYxnASh8sBbot8A82+GGSm7HnF8ucHZFfLnNp4dlkBjIHyY3d\nLQUUUGAiAo/y5o+TnHm8Hrme5JNMcyn9DsRSQAEFFFBAAQUUmIBAfnmzyifwC5q0PFmf5Aff\nD5DcQ2MPUsZ6jEZdRvYmkwoNzPzfyUOFZU4q0G2BDF6tSHLG1Zwk/58ygJWv1QwMZwDrZGIp\noIACExU4ghVsTnJ/vXXIaeT15FZiKaCAAgoooIACCigwIYE7eHdO+y9LLUpDcpbIm1oa9FXm\ny9TOlua90N4MZJ1Pvk7OJU+Q/BXaUqAsAofSkOfJP8mdJF+j25Kq1W00eJeqNbqG7S3b8aOG\nxHZJAQXaLODxo82g41ydx49xwvk2BRTomUApjh+egdWz/T/khhdqPJNLn4qV+dwTq6x1AQ3L\n/brySUurk6sb8xnIshQoi0Au78nZEIeTg8hS5I/EUkABBRRQQAEFFFBAAQUUKLFA7k9klUsg\nZ4Y8Q7Yivy40LffRyOV4Za7raNw+ZW6gbVMAgSsaEUMBBRRQQAEFFFBAAQUUUKAiAg5glW9H\n5X5Rh5AfkuXIteTtJJc5bUAsBRRQQAEFFFBAAQUUUEABBRRQoK8EHMAq5+7ODdvvIbnZ9IIk\nZ4xsRHKZnqVAHQVyOXPuTWUpoIACCiiggALdFsgHJ+XTs69pbHhZHj9DFiGnkN8SP4wBBEsB\nBRTopYD3wOql/vDbzienrUTmIxuT84ilQN0E3kaHcmnscyQ3VT+A+H0JBEsBBRRQQAEFuiaQ\nPxpv2dhaBq0uJvk5/FyyBcnPKisTSwEFFFCghwKegdVDfDetQAkF3kib9iX5NMx8cMA3yE2k\nE7U5Kz2OfJ98guQHxc+TV5BPEksBBRRQQAEFFOi2wK5s8AayVmHDX2P602S0nwC8Aq/dkAxV\ns/PELEM96XIFFFBAgcEFHMAa3MWlCvSjQO6zdjQ5lZxNNiWXkfVJJz5AIINVPyMZMEtlu7eT\nfHjBV8iDxFJAAQUUUEABBbopkFsanNyyweOZz88mo63ct7b5881g75mDhYmlgAIKKKDAmATu\n4NWXj+kdvliB+gnksr38X8hfGJuVZfmB7bTmgjY/PsD6dmxZZ86+mkaKf/VseYmzCNxGRvtX\nYME6J+Dxo3O2rlkBBToj4PFjcNejWHwm2YNsR3Lf2ZlIKmdL/ZzkbPF2lcePdkm6HgUU6JZA\nKY4f+QW1bHU6Dbp3hPyobI22PQpUXGAp2r8QyadfNit/gfwJyRlYnajcDHWNlhWvyXwGsP7V\nstxZBRRQQAEFFFCgUwJHsOJLybvID8jaZBOSuoisQnKGuKWAAgoo0EOBMl5C+EE8TiC5dOl7\nQ9jcN8RyFyugwPgEHmm8bX4ei/e8ynzzufGteeh35f5aPyV3kvyffx3JD5D5q+fSJJ/EaSmg\ngAIKKKCAAp0WOIMNJM1ahInmrQzex3QGsSwFFFBAAQUGFViRpY+S5Qd9dmwLZ+Xl+WV4qNzN\nc1eMbZW+WoFaCuRSwYvJgo3eZUDpdvLNxnwnHjJgnUsJc9ZVzvhKss085mzMuYj1coFSnML7\n8mb13RIvAem7XW6HFai8gMePcuxCjx/l2A+2QgEFRi/g8WMEq515fusRXjOap7/Ei/LL8XDJ\nGSCWAv0ukEsIcz+450h+sMr/mZwZNRvpZM3Eyv9MriL5i2dqWZIzwYqXNGa5NV3AA0g5vhL8\nBaQc+8FWKKDA6AU8fozeqpOv9PjRSV3XrYACnRDw+NEJ1UHWmV+OXztM7uI5b+I+CJyL+lJg\nMr3ehOxG3tAlgZxlNZVs1rK93IficTKpZbmz3sS9LF8D/gJSlj1hOxRQYLQC/gIyWqnOvs7j\nR2d9XbsCCrRfoBTHjxnb36/SrfFZWpSDxFCVS5UsBRSYLpCBpL90GWNOtpcPlMiHNxQr8zn7\naybyTPEJpxVQQAEFFFBAAQUUUEABBfpLoIyfQjjYHsjH2V452BMuU0CBygvkLMgbyfsLPclZ\nV3uS3DTVwasCjJMKKKCAAgoooIACCiigQD8KVOUMrPwym0ubLAUUqKdA89NHc++rDFptSFYj\nuZzRUkABBRRQQAEFFFBAAQUU6HOBqpyB1ee7ye4rUHuBU+nhG0ku912fXEPWIBnMshRQQAEF\nFFBAAQUUUEABBfpcoCpnYOXyoqP6fF/ZfQXqLnAFHXxv3Ttp/xRQQAEFFFBAAQUUUEABBcYu\nUJUBrHxKoJ8UOPb96zsUUEABBRRQQAEFFFBAAQUUUECBygt4CWHld6EdUEABBRRQQAEFFFBA\nAQUUUEABBeotUJUzsOq8F+amc/uQNcm95Cfkb8RSQAEFFFBAAQUUUEABBRRQQAEFFEDAM7B6\n+2XwajZ/KfkQeZisSHLT6p2IpYACCiiggAIKKKCAAgoooIACCiiAgGdg9fbL4CA2/xzJwNWj\nJPVZ8j1yHHmcWAoooIACCiiggAIKKKCAAgoooEBfC3gGVm93/6Zs/gjSHLxKa75F5iJrZcZS\nQAEFFFBAAQUUUEABBRRQQAEF+l3AM7B6+xXwFJufs6UJszOfgcU8ZymgQG8FcpnvViT/T88i\nfyeWAgoooIACCiiggAIKKKBAlwU8A6vL4C2bO4b5j5CVGstn4fEwMoVcSiwFhhJYlycOIPuS\nhYd6kcsnJLAl776ZHEI+TK4ghxJLAQUUUEABBRRQQAEFFFBAga4L3MEWL+/6VqdvcGYeTiDP\nkivJ/eRe8gZiKTCYwCQW/pjk3mmXkSnkSbItsdon8EpW9QjJgNXkxmq34PEZ8t+N+V4+3MbG\nd+llA9z2CwK9PH64CxRQQIHxCHj8GI9a+9/j8aP9pq5RAQU6K1CK44eXEHZ2J4+09vwyvDXZ\nmKxJMnh1LHmIWAoMJvBuFu5E1icXkAxofYn8gixBMghqTVzgrawig4SfIlMbq/szj78l25Pf\nNZb5oIACCiiggAIKKKCAAgoo0AUBLyHsAvIoNvFXXvN18jPi4BUI1pAC7+SZX5EMXqWmkQNJ\nBltyhpDVHoHZWU0+BbQ5eNVc68NM5DlLAQUUUEABBRRQQAEFFFCgiwIOYHURu883lbODViae\n9TexL4RcdvpEyyqeZ/5pkues9gicyWoWIhkwbNaCTOTywQw4WwoooIACCiiggAIKKKCAAl0U\ncACri9h9uqkl6feF5Gbyd3I78X5NIIyzTuV9uYRw0cL7d2M692xyYKWAMsHJ63l/Ls08muTD\nFg4nuU9dvo6/RywFFFBAAQUUUEABBRRQQIEuCjiA1UXsGm3qVfTl2+QqksGpj5Lmja6Z/E/l\njKBTSG4yvipZhPyUZFAg9/yyxi6QwZOrSQYDf00yoPVj8mlyK7HaJ/B5VrUNydfv/OTLZKPG\nPA+WAgoooIACCiiggAIKKKBAtwS8nKtb0vXZzrx0Jfdfyj2XfkJeQfKLfgakdibFegszGbRa\nmzzQeGJ/HvPafcgejWU+jF4glwpuRt5NNiA3kC+Sc4jVfoGTWGViKaCAAgoooIACCiiggAIK\n9FDAAawe4ld00/vS7pnI6uSxRh/+yGPOxDqMXNRYloeFyR2kOXiVZamcPbTSC1P+Mx6BZ3lT\nzrpKLAUUUEABBRRQQAEFFFBAAQVqL+AlhLXfxW3v4BtY44mkOXiVDVxCbiJ5rli5xDA3b1+h\nsDCDX5uTPGcpoIACCiiggAIKKKCAAgoooIACIwp4BtaIRL6gReB+5hdvWTYr8wuQPFesXNb2\nZ3Ia+SrJmVjvJ3ntt4ilgAIKKKCAAgoooIACCiiggAIKjCjgGVgjEvmCFoHc9+qt5MMkN2mf\nj+TG7LnRdc7Maq3/YsFRZD+SG5A/RNYldxJLAQUUUEABBRRQQAEFFFBAAQUUGFHAM7BGJPIF\nLQI5qyo3YM8ZVN8g+Rq6jWxNHiWtlYGtTzbS+pzzCoxVYCvekEtQcx+wP5DziKWAAgoooIAC\nCiiggAIKKFBzAc/AqvkO7lD3jmC9uUH720k+CW9pkvtgWQp0SmASK/45yaDVMmQNksHUzxFL\nAQUUUEABBRRQQAEFFFCg5gKegVXzHdzB7j3Iuk/p4PpdtQJFgW2Z2ZGsRy5uPLEdj0eT48iV\njWU+KKCAAgoooIACCiiggAIK1FDAM7BquFPtkgI1FNiSPp1EmoNX6eIx5GqSe7JZCiiggAIK\nKKCAAgoooIACNRZwAKvGO9euKVAjgefpy+RB+pNlec5SQAEFFFBAAQUUUEABBRSosYADWDXe\nuXZNgRoJHE9fchbWRoU+7cb08mSwT78svMxJxKygEAAAP7hJREFUBRRQQAEFFFBAAQUUUECB\nqgt4D6yq70Hbr0B/CGSQ6nByOrmAzEZWJx8n1xBLAQUUUEABBRRQQAEFFFCgxgIOYNV459o1\nBWom8CH6k5u2b0GeIbsTb94OgqWAAgoooIACCiiggAIK1F3AAay672H7p0C9BM6mO4mlgAIK\nKKCAAgoooIACCijQRwLeA6uPdrZdVUABBRRQQAEFFFBAAQUUUEABBaoo4BlYVdxrtrnuArPS\nwbeRhcjfyVnEUkABBRRQQAEFFFBAAQUUUKBvBRzA6ttdb8dLKrAs7TqFLEBuJ0uRU8k7yVPE\nUkABBRRQQAEFFFBAAQUUUKDvBLyEsO92uR0uucBvaN+NJGdfLUdWJquSLxBLAQUUUEABBRRQ\nQAEFFFBAgb4UcACrL3e7nS6pwDK0a3XyEfJwo43X8ngI2aEx74MCCiiggAIKKKCAAgoooIAC\nfSfgAFbf7XI7XGKBORpte7CljQ8x33yu5SlnFVBAAQUUUEABBRRQQAEFFKi/gANY9d/H9rA6\nAv+gqfeRfQtNnpnp95MzCsucVEABBRRQQAEFFFBAAQUUUKCvBLyJe71391x0L59m92pyCbmQ\nWOUVeJam7U1+S95IMqC1OZmX7EosBRRQQAEFFFBAAQUUUEABBfpSwDOw6rvb16Br15PDSc7o\nOY8cRSYTq7wCf6Bpa5NbyNLkWLJaY54HSwEFFFBAAQUUUEABBRRQQIH+E3AAq577PGfWHUPO\nIa8hy5I3kLeQjxKrdwKvZNP/S64ml5L9yEykWH9jZk+Ss+f2J/cQSwEFFFBAAQUUUEABBRRQ\nQIG+FfASwnru+lx+tjhZizxJUhkU+S7Jp9l9g1jdF8glneeSDBz/kGT+kyT7a1tiKaCAAgoo\noIACCiiggAIKKKDAIAIOYA2CUoNFs9OH58ijLX15iPk5WpY52z2BfdhUBq1WIg83Npsz5S4j\nG5IziaWAAhMTmI23b09WJwuSfC/MJbm5pDqXUedec5YCCiiggAIKKKCAAgpUTMBLCCu2w0bZ\n3It53dPkA4XXZ+BqN/LXwjInuyuQM+JOIc3Bq2z9KnINySWelgIKTExgMd5+HfkYmZncQDJ4\nNR/JspyJuhSxFFBAAQUUUEABBRRQoGICnoFVsR02yuZmgOT/kcPJpuRmshWZSg4mVm8E7mOz\ny7VsOr9kL0TynKWAAhMT+DxvP4sM9amdP+O5fNJnLt21FFBAAQUUUEABBRRQoEICnoFVoZ01\nxqb+iNdvQHID8MXJT8ma5F5i9UYg+yD7JDdun5XkrJAfk0nkWGIpoMDEBBbj7b8aZhW5hHDt\nYZ73KQUUUEABBRRQQAEFFCipgGdglXTHtKlZ57KexCqHwCU0Y3eSm+l/kUwmt5OcHfcgsRRQ\nYGICf+Lt+5O/kztbVjU/8weR81uWO6uAAgoooIACCiiggAIVEJixAm20iQrUSeAXdCZnW+WT\nB58kuV/ZM8RSQIGJC3yfVSxObiVTyP1kGsnZjkuQ48iBxFJAAQUUUEABBRRQQIGKCTiAVbEd\nZnNrIfAIvTitFj2xEwqUS+BxmvMhcghZhmTQKmc65mysfGBCBrYsBRRQQAEFFFBAAQUUqKCA\nA1gV3Gk2WQEFFFBgWIHbeDaxFFBAAQUUUEABBRRQoCYC3sS9JjvSbiiggAIKjCiwA6/YccRX\n+QIFFFBAAQUUUEABBRQonYADWKXbJTZIAQW6KJCzUJci83Rxm26qdwKrsunVerd5t6yAAgoo\noIACCiiggALjFfASwvHK+T4FFKi6wB50IPdKeiWZSn5L9iaPEqueAgeMsVu78Po9h3lPvnb8\nEIZhgHxKAQUUUEABBRRQQIF2CTiA1S5J16OAAlUSeAeNPZxkQOP3JDf8/i45kuQ5S4EIXEf+\nMgxFzuZ6epjnfUoBBRRQQAEFFFBAAQXaJOAAVpsgXY0CClRK4OO09ofk641W38TjzuRCkksK\nM28pcAkEyVC1F088OdSTLldAAQUUUEABBRRQQIH2CXgPrPZZuiYFFKiOwKI09W8tzb2c+Wkk\nz1nVFDidZt87Qn5Uza7ZagUUUEABBRRQQAEF+lvAM7D6e//bewX6VeBaOr4ZKQ5mbMJ8BrBy\n2ZhVTYEP0uwTyGXke0N04b4hlrtYAQUUUEABBRRQQAEFSizgAFaJd45NU0CBjgl8kTWfSXIZ\nYfMeWAcxnfti3Umsagpk8DH3MLuIHET+SSwFFFBAAQUUUEABBRSogYCXENZgJ9oFBRQYs8B5\nvGMLkptwn0RyM/fvkH2JVW2Ba2h+Pk0yN+a3FFBAAQUUUEABBRRQoCYCnoFVkx1pNxRQYMwC\nf+Uda5FJJJcOWvUR+FV9umJPFFBAAQUUUEABBRRQIAKegeXXgQIK9LuAg1f9/hVg/xVQQAEF\nFFBAAQUUUKD0Ag5glX4X2UAFFFBAgQkIbMd7r5zA++vw1rnpxIJ16Ih9UEABBRRQQAEFFOhf\nAQew+nff23MFFFCgHwRyiejkfujoIH1cgGXHkwdJPpzgerIpsRRQQAEFFFBAAQUUqJyAA1iV\n22U2WAEFFFBAgREFcnzPBxQsQjYn+cCCv5ATycrEUkABBRRQQAEFFFCgUgLexL1Su8vGKqCA\nAgqMUeBGXn/UGN9Th5dvQidWJYuTO0hqH7I8+Qh5H7EUUEABBRRQQAEFFKiMgANYldlVNlQB\nBRRQYBwCl/OepN9qCTqcgavm4FWz/xczsWZzxkcFFFBAAQUUUEABBaoi4CWEVdlTtlMBBRRQ\nQIHRC1zHS3P54FKFt+R+YBuQPGcpoIACCiiggAIKKFApAc/AqtTusrEKKDCIwEwseydZkdxK\njiaPEUuBfhY4m86fQ04hB5L7yV5kJbILsRRQQAEFFFBAAQUUqJSAZ2BVanfZWAUUaBF4FfOX\nkB+STcnXybVkOWIp0M8C0+j820kGsn5MTiULkY1I7gtmKaCAAgoooIACCihQKQEHsCq1u2ys\nAgq0CHyT+ZxJugxZlyxGriE/J5YC/S7wCAB7kDnJLCT/Ry4llgIKKKCAAgoooIAClRNwAKty\nu8wGK6BAQWBbpr9M7mkse5zHA8gbyYKNZT4o0O8CORvr2X5HsP8KKKCAAgoooIAC1RZwAKva\n+6+OrX8vnbqa5B5GOVNga2IpMJRAzr56quXJ5nzujWUpoIACCiiggAIKKKCAAgrUQMABrBrs\nxBp1YV/6cjg5nuxKLiR/JLlBt6XAYAK5r89HyWyNJ/M9bT/yT/KvxjIfFFBAAQUUUEABBRRQ\nQAEFKi7gpxBWfAfWqPn5WvwC+TT530a/Mnj1NPkS+UNjmQ8KFAX+HzP5pLXc9+o8shpZlLyF\nWAoooIACCiiggAIKKKCAAjUR8AysmuzIGnTjtfThFeRPLX05mfkVyOSW5c4qEIFbyCokZ+49\nTzLo+TpyPml3bcwKDyX/Q9Zv98pdnwIKKKCAAgoooIACCiigwNACnoE1tI3PdFfgPjb3DFmZ\nXFfYdAYn7iZTC8ucVKAo8AAzXysu6MD0YazzA+QsksHUj5NsMzeMtxRQQAEFFFBAAQUUUEAB\nBTos4BlYHQZ29aMWeIJX/ohkoGArsgDZiRxEssxSoCiQSwX/TB4mN5MDSacG5Ddl3Rm82oJs\nQjYkbye519abiKWAAgoooIACCiiggAIKKNBhgU79wtfhZrv6mgp8jH7lk+OOJTnLJWdkfZMc\nQiwFmgK5pPRc8heyJ8k9r/YnS5DdSbvrbazwDJLtNetEJi4iee6C5kIfFVBAAQUUUEABBRRQ\nQAEFOiPgAFZnXF3r+ASe5m3vJzmzZRGSM2seJZYCRYHPMHMJ2aawMPNnkq+SG0g7axorG+xs\n1Uksz3OWAgoooIACCiiggAIKKKBAhwUG+6Wsw5t09QqMKJB7Gl1JHLwakaovX5D7pOXm/sXK\nvakeJ7mBe7vrBFa4ISl+suG2zL+B5DlLAQUUUEABBRRQQAEFFFCgwwKegdVhYFevgAJtF7id\nNWYQq1hLMjMHuaO4sE3TuXzwW+Qkkk83zOWta5ODycXEUkABBRRQQAEFFFBAAQUU6LCAA1gd\nBnb1CijQdoHvsMYMJv2d/JLkHljfJxeSXErYifoEK8292d5Gnie5X1u2ZymggAIKKKCAAgoo\noIACCnRBwAGsLiC7CQUUaKvAKawt90r7BvmfxppP53FX0sl7Up3L+hNLAQUUUEABBRRQQAEF\nFFCgywIOYHUZ3M0poEBbBH7MWn5Jlif/JrcTSwEFFFBAAQUUUEABBRRQoKYCDmDVdMfaLQX6\nQCCfWpmb/VsKKKCAAgoooECFBGamrecszefBnFmhRttUBRToa4HvzDMw8OGeCziA1fNdYAMU\nUEABBRRQQAEFFFCgfwSm0tVz+bTtN+SDYiwFFFCgAgJXdOLT3sfcbwewxkzmGxRQQAEFFFBA\nAQUUUECB8QpkAOvj95AvjHcNvk8BBRTossD7ury9QTc3w6BLXaiAAgoooIACCiiggAIKKKCA\nAgoooEBJBBzAKsmOsBkKKKCAAgoooIACCiiggAIKKKCAAoMLOIA1uEu7l+aT0tYhc7Z7xa5P\nAQUUUEABBRRQQAEFFFBAAQUUqLuAA1id3cOLsvoLybXkPHI3+SCxFFBAAQUUUEABBRRQQAEF\nFGgK5OMptyS7kVWbC31UQIEXBbyJ+4sW7Z7K4ODx5DGyIrmD7EoOI7eSE4mlgAIKKKCAAgoo\noIACCijQ3wLL0f2TSE6AuI8sRI4kGczKXf8tBRRAwDOwOvdlkEsGVyHbk5yB9Qj5P/JLsjex\nFFBAAQUUUEABBRRQQAEF+ltgEt0/htxE5ievJW8iW5OPE0sBBRoCDmB17kthQVb9KLmzZRPX\nMZ/nLAUUUEABBRRQQAEFFFBAgf4WyOWCryN7kYcaFLkNzbfIzo15HxRQAAEHsDr3ZXAFq56b\nbFzYRLwzkn55YZmTCiiggAIKKKCAAgoooIAC/SmQ3xmnkVw6WKzM5zlLAQUaAg5gde5L4QZW\nfQT5I/kc2Z2cTnJ981dIFSs3FlyPbEBmq2IHbLMCCiiggAIKKKCAAgooUCKBnNzwONmz0KaZ\nmH4POaewzEkF+l7Am7h39ktgH1afgaz3kleQC0iuZ76ZVK02osG/Iq8h+QvBg2QPchyxFFBA\nAQUUUEABBRRQQAEFxi6Q287kXlffJzlZ4HqSq3ZeRXYglgIKNAQ8A2vsXwrz8Jb/IVeRjJbn\n7KpZyGD1PAu/QXJNc27Gtx3JPbCqVrlnVwaqTiDzkRj8mBxNckaZpYACCiiggAIKKKCAAgoo\nMD6BXLmzOcknDubDwE4jryf59HpLAQUaAp6BNbYvhVl5+Vkk1yL/gGTg6kMkI+VbkJyZVMfK\nyP8D5AOk+TGun2Z6M/Ju8hliKaCAAgoooIACCiiggAIKjE/gL7wtsRRQYAgBB7CGgBli8W4s\nz5lUK5D7G685isecjbUVyRlKdax8nGtG/5uDV80+5lLIPGcpoIACCiiggAIKKKCAAgoooIAC\nHRPwEsKx0b6Bl2dUvDl4lXffSC4ja2WmpnUp/VqTLFHo36uZ3pBcUljmpAIKKKCAAgoooIAC\nCiiggAIKKNB2Ac/AGhtpPso0n8BXrMnMLELyXF3rWDp2MTmPfIc8S3I54W3kF8RSQAEFFFBA\nAQUUUEABBRRQQAEFOibgGVhjo/05L1+dHExmJ7mZeT4tIo9Hk7pWbka/JfkxeRfZnfyRbEie\nIpYCCiiggAIKKKCAAgoooIACCijQMQHPwBob7T94+U7kh+QAkgHAu8k25B5S53qSzh3YSJ37\nad8UUEABBRRQQAEFFFBAAQUUUKBkAg5gjX2HHMNbTiFvJLmU7iLyNLEUUEABBRRQQAEFFFBA\nAQUUUEABBTog4ADW+FAf4225mbulgAIKKKCAAgoooIACCiiggAIKKNBhgVwCZymggAIKKKCA\nAgoooIACCiiggAIKKFBaAQewSrtrbJgCCiiggAIKKKCAAgoooIACCiigQAQcwPLrQAEFFFBA\nAQUUUEABBRRQQAEFFFCg1AIOYJV699g4BRRQQAEFFFBAAQUUUEABBRRQQAEHsPwaUEABBRRQ\nQAEFFFBAAQUUUEABBRQotYADWKXePTZOAQUUUEABBRRQQAEF+lBgMn3+KLmAXEG+SeYjlgIK\nKNC3Ag5g9e2ut+MKKKCAAgoooIACCihQUoFf0q7PkzPJb8hW5DwyF7EUUECBvhRwAKsvd7ud\nVkABBRRQQAEFFFBAgZIKrEO7tiebkP3J18iaZE7yQWIpoIACfSngAFZf7nY7rYACCiiggAIK\nKKCAAiUVeCPtuo78rdC+R5g+ieQ5SwEFFOhLAQew+nK322kFFFBAAQUUUEABBRQoqcD9tOs1\nZJaW9i3GfJ6zFFBAgb4UcACrL3e7nVZAAQUUUEABBRRQQIGSCpxAu6aSH5F5yEzkI2Rz8jNi\nKaCAAn0pMGNf9tpOK6CAAgoooIACCiiggALlFHiIZr2dHE0eIM81sjePuZG7pYACCvSlgANY\nfbnb7bQCCiiggAIKKKCAAgqUWOAC2rY0eROZnWT+QWIpoIACfStQ1gGsBdkj7yPTyBHkXtKs\nLZnIN/PDmgt8VEABBRRQQAEFFFBAAQVqJvA0/TmzZn2yOwoooMC4Bcp4D6xV6M3NZC2yE7mG\nrEuatTwT6zVnfFRAAQUUUEABBRRQQAEFFFBAAQUUqLdAGQewdob8syTXfa/YmD6ex1WJpYAC\nCiiggAIKKKCAAgoooIACCijQZwJlvIRwNfbBlwv74QdM55M3/kxyDbilgAIKKKCAAgoooIAC\nCiiggAIKKNBHAmUcwDoZ/73IZeSxxr74Do+5L9YpJANZY6klePFwA1+z8XwGyCwFFFBAAQUU\nUEABBRRQQAEFFFBAgRIKlHEA6zc45fLBO8i8JDdyTx1AZiUfJb8jo61teOEnh3nxnDznANYw\nQD6lgAIKKKCAAgoooIACCiiggAIK9FKgjANY9wCyCcn9r5qDV02jjzFxLFm0uWAUj//La5Kh\n6g88cdtQT7pcAQUUUEABBRRQQAEFFFBAAQUUUKC3AmUcwGqK5NMHB6uzB1voMgUUUEABBRRQ\nQAEFFFBAAQUUUECBegqU8VMIB5PejoVXDvaEyxRQQAEFFFBAAQUUUEABBRRQQAEF6i1QlQGs\nSeyGyfXeFfZOAQUUUEABBRRQQAEFFFBAAQUUUGAwgaoMYA3WdpcpoIACCiiggAIKKKCAAgoo\noIACCvSBQFUGsG5kXxzVB/vDLiqggAIKKKCAAgoooIACCiiggAIKtAiU+SbuxaZezkxiKaCA\nAgoooIACCiiggAIKKKCAAgr0mUBVzsDqs91idxVQQAEFFFBAAQUUUEABBRRQQAEFmgIOYDUl\nfFRAAQUUUEABBRRQQAEFFFBAAQUUKKWAA1il3C02SgEFFFBAAQUUUEABBRRQQAEFFFCgKeAA\nVlPCRwUUUEABBRRQQAEFFFBAAQUUUECBUgo4gFXK3WKjFFBAAQXGIbA+71mx8L5lmf45+Sv5\nFFmMWAoooIACCiiggAIKKFBBgap8CmEFaUdscuzzi9YT5MYRX+0LFFBAAQVGEvgAL/gbuYYs\nQi4m+f56MtmCfIasR64ilgIKKKCAAkWB2ZjZnqxOFiTPkVvI9eQo8iyxFFBAAQV6KOAAVm/w\nt2azR5DXNDZ/OY87kX825n1QQAEFFJiYwK68/QayVmE1X2P602SXwjInFVBAAQUUyBm655AH\nyXkkx4/UfORj5BNkW3ITGU3NxIuaP+cP9vrJgy10mQI9Fng128/gbf74l5Ms+qGWo5MfIkuQ\n68hh5FZilVTASwi7v2NWYZO/J78kC5OchXUvOYXMTspYk2jUzGVsmG1SQAEFhhB4nuU586pY\nxzOT77uWAgoooIACRYHPM3MWWZV8gHy2kUyvRi4je5PRVtb3r2GyAM9lsMBSoAwCc9GI35B7\nyJXkPrIfqXu9mQ7m//aa5GayMUn/83/eUqC0An+gZd/uYuv+j22d3bK9fNN4hOzQsrzXs3PQ\ngO+TR8k0cglZl1gKKNBbgdvY/C69bUIpt55LPM4ke5DtyAUkfwVP5Q8EPyf5K3q76g5WlDNo\nLQUUUKAqAh4/Bt9Tf2HxWwZ/6oWlW/DvOcM83/rULCxYcpicxnP5ncBSoAwCR9OInF24CcmZ\ng+8jTzUeeahtXUPPfkJyskZqMjmWtP6unuc6Ucuw0u+SnMiS7wfLkTKXx4+S7J1uD2DlP8X3\nBun71SzLKcplqpNozBSSX5QzIv0L8iRZmVgKKNA7AQ8gg9tvxOJvkNPJ/SQD781fSHLfqww2\nLUTaVQ5gtUvS9SigQLcEPH4MLp0/buQMrMGOEfOz/AJyKGlXdfv3j3a12/XUTyCXDObnpQ1b\nuvZl5v/esqxOszkLMv1evaVTmzGfs/hnalne7tk3ssKcJHIRyfeWfI95nJT5ZJFSHD+8BxZf\nJV2ufCPYkcxCnm5sexke82lZZfomsQbt2ZKsQvKLX+qvJAf2T5HcX8ZSQAEFyiRwBo1JmrUI\nE7mfSSp/TcwPCZYCCiiggAKtArniYHFyK5lCmn8EmY/pJchx5EDSlprMWn4yMOPaOw7McHBb\nVuhKFBinwD8Hpi34B8ZrPjQwecu5p5+w8MKazh54fvmLBqYt/cmBybX8GmXkaJbvDkyd9taB\nGf7fagOT8v/+hTp34PkVzh2YNnW/gclt+//eXHfxkW3vMefApCnvHZjhz43lp/1i4PnZHx6Y\ndsy+A5N/WHxtWab3GXhu9p+8MLbX2xY5gNV9/++wyT1IBoNysJyHfJqcTf5CylIZUPs3aQ5e\nNdt1JhNbN2d8VEABBUoskL8UNSuDVzuQSST3ebAUUEABBRRoCuTMh9zI+RCSPyxn0CrjTHeS\n/Cz8n19wmZ5wseJJqw/MsOAMA5PKfLbFhPvpCsovsOzApMnrccYR/wG2nHdg0j3NFr9yYIYV\nNh6Y9nRdv0bzCziDVw88NzDwjmcHJl3JmSXPPsmg1kwDk1bbemCG+zrZb7Y5eeWBGRZadWDS\nXcXtbDMwwzNXDEx7zdSBSRtw+hcvK1etNDCp02ellavDJW5NL07hXRyPXGucv+7kF6ycNpj7\ns5Sp3kRjclrl0i2NOoF5f/lrQXFWgS4L5PvGLl3eZh029xU68bU2duQO1pXLEi0FFFCgKgIe\nP8qxp3rx+0c5em4ryiiQs6wyiJuzjt5JfkqeJRuSOleuLMoANWNXA9eSXB2VS/leQTpZM7Py\nZ8g2LRvJ1U9xn61leVlmS3H88Ays3nw5TGGz2/dm06Peav7z5qywnDL9cZK/QO1Gcj+Z9Yil\ngAIKVE3ggDE2eH1e/45h3sPZ9gOPDfO8TymggAIKKKCAAmUX+BwNzCcP5izE15IryebkTFLn\nyu+3q5MMHOWsy+vIqST3wOpkZfAqg9hfJpeRDAzF/askv3tnQM0aQsABrCFgXPyCwLb8ezg5\nkUwmt5D8MpdLcSwFFFCg7gIL0MFlhulkTu9+aJjnfUoBBRRQQAEFFKiCwHdoZNJvlZ/lju9B\npz/INk8iN5FcorwYycDhPsQaRsABrGFwfGrgAQz+m8xJ5iJ3EUsBBRToF4Fj6GgyVOWvZ/mr\nmaWAAgoooIACCiigwGgFcq/pdcimJH8szUBWN87+YjPVLgewqr3/utX6XCLjZTLd0nY7Ciig\ngAIKKKCAAgoooIACdRbIpYoZtEqsUQo4gDVKKF+mgAIKKFB6gdNp4SojtDKnib9vhNf4tAIK\nKKCAAgoooIACCpRMwAGsku0Qm6OAAgooMG6B3E/gBJIbYn5viLXkJqWWAgoooIACCiiggAIK\nVEzAAayK7TCbq4ACCigwpEA+Pab5QRMHMf3PIV/pEwoooIACCihQVoE30bBdybzkfPIj8hSx\nFFCgzwVm6PP+230FFFBAgXoJXEN39ibDfXpgvXpsbxRQQAEFFKiPQD6F7TyS4/iz5PPkHJIP\nlbIUUKA9Aiuxml+Qi8nRJDeUr0Q5gFWJ3WQjFVBAAQXGIPArXptLCS0FFFBAAQUUqI7AAjT1\nW+RDZDPyHpJftBckHyeWAgpMXGBtVnEJWZjk3rAzk7NJrmIofTmAVfpdZAMVUEABBSYgsB3v\nvXIC7/etCiiggAIKKNAdgfXZTM66+kFhc/cy/XOSAS1LAQUmLvBNVnEc2Zh8iWTg6lByGJlE\nSl0OYJV699g4BRRQQIEJCuRAPHmC6/DtCiiggAIKKNB5gafZxEyNFLc2BzN5zlJAgYkJ5Gfi\nN5Kftawm84s00vJUuWYdwCrX/rA1CiiggAIKKKCAAgoooEA/CpxJpx8n3yDNPz6tyfQe5PfE\nUkCBiQlM5e2PkIVaVpP55xvPtTxVrlkHsMq1P2yNAgoooEB7BW5kdUe1d5WuTQEFFFBAAQU6\nIPAo63wXyb2vbiOXkwtJ7tNTvKyQWUsBBcYpcCTvO5is1nj/kjz+L8n/s4cay0r7MGNpW2bD\nFFBAAQUUmLhAfvhNLAUUUEABBRQov8CpNHEZsi2Zl3yYnEMsBRRoj8CnWc1iJD8fP0DmI+eR\nPUnpywGs0u8iG6iAAgoooIACCiiggAIK9I3APfTUM676Znfb0S4LPMn2tiGrk+XJFJIzHaeR\n0peXEJZ+F9lABRRQQAEFFFBAgZIK7Eq7riPPkevJbsRSQAEFFFCg7AI5Ayu32biAVGLwKqAO\nYEXBUkABBRRQQAEFFFBgbAK5sfSPyTFkK/JbkrNG9iaWAgoooIACCrRZwEsI2wzq6hRQQAEF\nFFBAAQX6QuAL9DI3wv1So7en8PgYOYgcTirzF23aaimggAIKKFB6Ac/AKv0usoEKKKCAAgoo\noIACJROYh/a8lpzW0q7ML0Be2bLcWQUUUEABBRSYoIADWBME9O0KKKCAAgoooIACfSfwKD1+\nkLy+peeZf4SU/qPIW9rtrAIKKKCAAqUX8BLC0u8iG6iAAgoooIACCihQMoHnac+3yVdJLhs8\nh6xDvk4OI7mpu6WAAgoooIACbRRwAKuNmK5KAQUUUEABBRRQoG8EvkhPZyFHkFnJ0ySDWgcR\nSwEFFFBAAQXaLOAAVptBXZ0CCiiggAIKKKBAXwjkLKwDyJfIwuR28gSxFFBAAQVGL7AyL/0g\nWYRcQ/KHgHw/tRR4mYD3wHoZiQsUUEABBRRQQAEFFBi1QAatricOXo2azBcqoIACLwi8lX8v\nJSuQG8gW5AqyPLEUeJmAZ2C9jMQFCiiggAIKKKCAAgoooIACCijQQYFJrPsHjXyksZ2MT5xM\nvkm2bCzzQYH/CHgG1n8onFBAAQUUUEABBRRQQAEFFFBAgS4ILMU2FiXfKWwrH4DxfbJRYZmT\nCvxHwAGs/1A4oYACCiiggAIKKKCAAgoooIACXRB4vLGNV7RsK/PN51qecrbfBRzA6vevAPuv\ngAIKKKCAAgoooIACCiigQHcF7mJz55BcLvjKxqaX5vFA8tvGvA8KvETAAayXcDijgAIKKKCA\nAgoooIACCiiggAJdEHg323g1yacOXkeuJbeQTxNLgZcJeBP3l5G4QAEFFFBAAQUUUEABBRRQ\nQAEFOiwwhfWvQvJphLkf1j/IGWQasRR4mYADWC8jcYECCiiggAIKKKCAAgoooIACCnRB4Bm2\ncVwXtuMmaiDgJYQ12Il2QQEFFFBAAQUUUEABBRRQQAEFFKizgANYdd679k0BBRRQQAEFFFBA\nAQUUUEABBRSogYADWDXYiXZBAQUUUEABBRRQQAEFFFBAAQUUqLOAA1h13rv2TQEFFFBAAQUU\nUEABBRRQQAEFFKiBgANYNdiJdkEBBRRQQAEFFFBAAQUUUEABBRSos4ADWHXeu/ZNAQUUUEAB\nBRRQQAEFFFBAAQUUqIGAA1g12Il2QYEOCszPupcjM05gGzPz3rkn8H7fqoACCihQDYHJNPMV\nZFI1mmsrFVBAgUEFZmLpPIM+40IFFOipgANYPeV34wqUViADVyeTe8g/yZ1kJzKWmo8XH0Ue\nIw+Ty8m6xFJAAQUUqJdABq4OJv8mD5DbyR7EUkABBaokMDuNPZzk59aHyHVkS2IpoEBJBBzA\nKsmOsBkKlEggfzk/lixE1idLkO+SI8lGZDSVdZxIViHbkQxcXUVOJSsQSwEFFFCgPgJfpSsf\nIp8ibyDfb2RXHi0FFFCgKgK/oqFvIbuRN5FTyHHEP8CCYCmgQDkE/kAzvl2OptgKBUohsDat\nmEaWbGnNb5nPwNZoamNe9BxZrOXF5zCfv2xZExO4jbfvMrFV+O42CHj8aAOiq6i8wBz04CnS\nepbuV1h2beV7V78OePwoxz71+FGO/VBsRf7Amp9/1ywuZPoYcnzLMmcV6EeBUhw/PAOrH7/0\n7LMCwwsswtOPkJtbXpZLAPPcaGppXpRLSG5tefF5zOc5SwEFFFCgHgI5LsxCzm3pjt/vW0Cc\nVUCBUgvk59OnyaUtrcz3Nn92bUFxVoFeCTiA1St5t6tAeQX+QdPmJjkTq1hbMHNNccEw0zfy\n3MKk9QysnIKd5ywFFFBAgXoI3E438ktf6yU2fr+vx/61Fwr0i8BNdDSD8a1nYPm9rF++Auxn\nJQRmrEQrbaQCCnRTIINUvyG55v9gkl9OdiW5r8kHyWjqDF50MTmZ7EfuJ3uRNcj7iaWAAgoo\nUA+Bx+jGYeT/yJwkZ+tuTj5B9iCWAgooUAWB/Pybn31zyeCnyBSSS6O3JRsSSwEFSiDgAFYJ\ndoJNUKCEAu+hTV8gnyH5NMELyAYkB/fR1DRetDXJLzS/J/k44itJfqnxniggWAoooECNBPan\nLzkL6xskZ/DeRT5AjiSWAgooUBWBnWnot8jPyazkBrINOZdYCihQAgEHsEqwE2yCAiUUeIY2\n5ReSZLyVj1PfkcxC8kPAw8RSQAEFFKifwFS6dCA5iMxDHiT5Q4algAIKVEngcRqbKwVyxUHO\nKM33MksBBUok4ABWiXaGTVGgpgL5q3xiKaCAAgrUWyADWQ/Uu4v2TgEF+kDgWfro4FUf7Gi7\nWD0Bb+JevX1mixVQQAEFFFBAAQUUUEABBRRQQIG+EnAAq692t51VQAEFFFBAAQUUUEABBRRQ\nQAEFqifgAFb19pktVkABBRRQQAEFFFBAAQUUUEABBfpKwAGsvtrddlYBBRRQQAEFFFBAAQUU\nUEABBRSonoADWNXbZ7ZYAQUUUEABBRRQQAEFFFBAAQUU6CsBB7D6anfbWQUUUEABBRRQQAEF\nFFBAAQUUUKB6Ag5gVW+f2WIFFFBAAQUUUEABBRRQQAEFFFCgrwQcwOqr3W1nFVBAAQUUUEAB\nBRRQQAEFFFBAgeoJOIBVvX1mixVQQAEFFFBAAQUUUEABBRRQQIG+EnAAq692t51VQAEFFFBA\nAQUUUEABBRRQQAEFqifgAFb19pktVkABBRRQQAEFFFBAAQUUUEABBfpKwAGsvtrddlYBBRRQ\nQAEFFFBAAQUUUEABBRSonoADWNXbZ7ZYAQUUUEABBRRQQAEFFFBAAQUU6CsBB7D6anfbWQUU\nUEABBRRQQAEFFFBAAQUUUKB6Ag5gVW+f2WIFFFBAAQUUUEABBRRQQAEFFFCgrwQcwOqr3W1n\nFVBAAQUUUEABBRRQQAEFFFBAgeoJOIBVvX1mixVQQAEFFFBAAQUUUEABBRRQQIG+EnAAq692\nt51VQAEFFFBAAQUUUEABBRRQQAEFqifgAFb19pktVkABBRRQQAEFFFBAAQUUUEABBfpKYMa+\n6u3QnV2Zp/Ye4ul5WL45uXuI5+uweAE68SB5pg6dGaQPs7JsbnLvIM/VZdFCdOQeMrUuHWrp\nxxzMz0IeaFlep9nsw9+T50bRqTlH8Rpf0h2B4Y4f3WnByFtZhJesSe4f+aW1esXM9GY+Uufj\n92A7bDILX0PuGOzJGi+bRN8WJrfVuI9Ddc3jx1Ay5V7u8aO8+8fjR3n3TSda5vGjQr9/OIA1\nMPA3/hfsQj4yxP+GV7B8flLXwZ10O9+k80vz85mpYeWH+Zxt+GwN+9bskvuwKVHNxxw4sw+X\nIE+Oogt38pobR/E6X9JZgZGOH53d+ujXnsGMDOLX+XvgYBr5vp+fc+p8/LbfLwo0v49mf097\ncXHtp5r99vhRrV3t8aPc+8vjR7n3T7tb1/w+6vFjeFl//xjepzTP/hctqftfrW+hj+8tjXj7\nG/IhVnlV+1dbqjU+RWu2KFWL2tuYL7G609q7ylKtLQPl+YVr1VK1ysbUReATdOSSunRmDP3Y\nmdfePobX1+WlG9ORup6NO9w+WoEn8300f3Tsp/L40U97u/t99fjRffNebtHjRy/1u7/tSh4/\nMrpsKaCAAgoooIACCiiggAIKKKCAAgooUFoBB7BKu2tsmAIKKKCAAgoooIACCiiggAIKKKBA\nBBzA8utAAQUUUEABBRRQQAEFFFBAAQUUUKDUAg5glXr32DgFFFBAAQUUUEABBRRQQAEFFFBA\nAQew/BpQQAEFFFBAAQUUUEABBRRQQAEFFCi1gANYpd49Nk4BBRRQQAEFFFBAAQUUUEABBRRQ\nYLIEIwpM4hXzkBNGfGV1X7AkTT+N3FXdLgzb8pl5Nvvx9GFfVe0nl6X5fyAPVrsbQ7Z+Dp55\nhJw35Cuq/UQ+8j4fAf9r8mS1u2LrSygwK216jpxRwrZ1skn5GWd2cnInN1LCdT9Pm+YnOSb0\nU+X76NIk30cz3S/l8aNf9nRv+unxozfuvdqqxw+PH7362nO7CiiggAIKKKCAAgoooIACCiig\ngAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoo\noIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIK\nKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIAC\nCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKTFBg\n8gTfX/e3z0kH30FeT+4kT5Cq12x0YGuyArmFTCXNmsTEOiTPP0XuJVWtmWj4vuQq8myhE4sx\n/S7yapL+TyNVq2Vp8HbkVeRW8jxpVl2+ZtekQ1uQ28iTzc41Hqu8D7enD4+Rhwt9Gun/XZX7\nW+imkz0SGO57fo+a1NXNLsfWNiX/6OpWe7uxTdj828ij5P7eNqWrWx/uuNHVhnRhY7OyjQ+Q\ni1q2VZefAVq65WyPBDx+ePzo0Zde1zfr8WNgwONH17/s2r/B17DKf5OTyQUkAwWLkirXm2l8\nfpj9TSN387gBadZxTNxEjiQZwNqRVLW+TMMzOLVAoQO7MP04+THJ4NxvSdVqOxp8D/kuOZtc\nRzJYl6rL1+xf6cvFJH28i2S/NavK+/C/6EQGGzdsdqbxONz/uyr3t6WbzvZAYKTv+T1oUlc3\nOQtbyx8x8r2yXyrH7wzWfYvkDwCHkH6o4Y4bdev/ZDqU/dz6R8a6/AxQt/1V1f54/PD44fGj\nqv97h263x4+hbWrxzK/oRX4ATOUMifyw8J3MVLhOou2fKrT/s0wf35jPmWa3kOZgyDZM305m\nJFWr9WjwzaQ4gDU38xmQzBlmqczfR3KArkrNTENvI9k3zTqDiW0bM3X4mn0Tfcl+yS+eqQyi\nXv3C1PR9VsV9OAft/z5Jv3I22YakWcP9v6vD12yznz72RmC47/m9aVF3t5pjeP741C8DWBvQ\n1xy3X0VSS5ApJN9L6lzDHTfq1u+V6NAlJPu5dQCrDj8D1G1/Vbk/Hj88fkzhC9jjR5X/F7+0\n7bU5fszw0n45VxBYn+nfN+YzEJKzdbZszFf1Ib9E5+yjZuWyyNUaMxn0yWBW83K7E5mel6xC\nqlT5RvsT8v6WRq/A/NPk/MbyR3j8E6nSPs0vJ/k/mzN2ZiezkY3IH0mqDl+zuSwiaQ6kZtBu\nLpKq6j58HW3P1+Xq5GFSrOH+31W1v8X+Od1bgeG+5/e2ZZ3f+qZsIt8fv9H5TZVmC7vQkt+R\nnGn9CjKFLE5yvKtzDXfcqFu/t6VD+dn03YN0rA4/AwzSLRf1SMDjh8ePxfna8/jRo/+AHdhs\nbY4fDmAN/tWRX55fS+4qPH0P0wsW5qs4mUGpnMGSysDAB0l+2E3lL7XF/k5lPj8EV63P36XN\nvyB/I8Vq7V+eyyWUVerforT3ZvJTkr+85qByGJlE6vI1ezZ9+R7JZT/5If1LZHeSquo+vIi2\n70zyF/PWau1T8f9d63N5b9W+Zlv763x3BYb7nt/dlnR3a/OxuSPIriR/uOiXWoSO5nvIlSTf\nK3KceDupew133Khb33NM/Bpp/rGx2b+6/AzQ7I+PvRfw+OHxw+NH7/8ftrMFtTl+zNBOlRqt\nK3+5jM1jhT49wfSsZMbCsqpOph+/Jc+RAxudeBWPjzemmw+Zn7M5U4HH7Wnj0uSrg7R1sP5l\nn1apf/PT3nVJfjFZgGxI8gvabqQuX7OL05cNyd9JfgnLPtqMpOqwD6f35MV/B+tT8//dYM9V\n7Wv2xZ461UuBwb7n97I9nd724WwgZw9kILyfKseFfcjHyTzkUPJrknsj1bkWp3MbksGOGyyu\nZU1q6VVdfgZo6ZazJRDw+FGCndCFJnj8ePnvHV1g78kmKn/8yCCN9XKBnKWUv2LmErpmZTpn\nKGXQp8qVfpxO5iKbkPxCnMoZZsX+Zlnmc8+lKlT+4v4Dchx5B9mapLYiOXNpqP79Ky+qSD1A\nOzO4kRH0PJ5HcvngFqQuX7P70pecNbANOZhsTPLL2KqkDvuQbrykhupT/t8N9VyVvmZf0lln\neiIw1Pf8njSmCxvdnm2sT6aQ/yKvJxkMzvRkUufKceBEkmP8U+RQ8gxZj9S5hjtu1Lnfxb5l\n39f159ZiP53uroDHD48fHj+6+3+uF1ur3PFjhl4oVWCb+SEgv0AuU2hrpm8pzFdxcn4afSa5\nnbyNPEaaNYWJnL3UrPz1Nq+vSp/noq2XkZytsw/Zg6TeS5YjU0gGsnLpZLOyT6c0ZyrwmH3x\nPHmy0NZpTD9M6vI1+zr6cn6hf3cynf+Lq5AppOr7kC68pKYwN9T/uzxXt/7SJauLAsN9z+9i\nM7q6qZwtcDXZi+RYsAHJpeKZnkzqXDlGPFHoYI4PzWNEYXHtJoc7btSus0N0qC4/AwzRPRf3\nQMDjh8cPjx89+I/Xg016/OgBeqc2+TlWfBZZiCxBMjjyPlLlOonGn0oWI4s0sjCPqRXJQ2QD\nkl8ADiN/JlWtnE6fb7w5JbZZubzgC2QmkgG8+0kcqlL55etG8rFGg5flMX3IGWepOnzN7k8/\n/kFemQ5RO5CnyVKZoaq+D++mDxumI40a6f9d1fvb7KePvREY7nt+b1rU/a2+n02e3f3N9mSL\nb2CrOY5nQCeXCGQQL2fu5g88da6Rjht17Pub6VTOVi5WHX4GKPbH6d4KePyY/oFQHj96+3XY\n6a17/Jgu7PGj019pXVp/fuDLqfiPkgwSHE7yA2FVKz/QZkCnNbm8oFkZGMllB/eR88jipKo1\n2ADWWnTmVpL9OYXsSKpWq9Hga0nOossvKvmG06w6fM1mcPGH5HGSPuZr8b9Js6q+D1sHsNKv\n4f7fVb2/zf3mY/cFRvM9v/ut6v4W+2kAK7o50yxn5eb75xSS+ybWvUY6btSx/4MNYNXhZ4A6\n7qsq9snjx/S95vGjil+9Y2uzx4/pXh4/xvZ1U/pXz0cLc0ZSv9TMdPRVNe/sgjXoX84sm3GI\nftTha3Y2+paz44YaNK7DPizuvpH+39Wtv8W+O62AAu0VyNm6/fg9Y6TjRnuVy7u2OvwMUF5d\nW6ZAvQU8ftR7/47UO48fIwn5vAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCA\nAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiig\ngAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoo\noIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIK\nKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIAC\nCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCA\nAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiig\ngAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoo\noIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIK\nKKCAAgoooIACCiiggAIKKKCAAgoooMDLBeZm0Scai3fhcYWXv+SFJWvz79ZDPDeWxfvy4leP\n5Q0deu3qrPedjXWvyeM7OrSdou9EN1Fs85tY2VsmukLfr4ACCkxAoPj9zePHBCCHeGvRd4iX\njHqxx49RU/lCBRTogkDx+5vHj/aDF30nunaPHxMVLMn7ZyhJO2yGAhMV2I8V3NxYyUd5fP0Q\nK9yM5e8e4rmxLP4nL/7cWN7Qodeuz3rf31j3Gjxu06HtFH0nuolim69kZXGcdaIr9f0KKKDA\nOAWK3988fowTcZi3FX2HedmonvL4MSomX6SAAl0SKH5/8/jRfvSi70TX7vFjooIleb8DWCXZ\nETZjQgIL8+4MTP1hQmsZ25tP4+WrkWXG9raOvvpw1r5bB7bQSd8naO8x5MMdaLerVEABBUYS\n6OT3t6G27fFjKJmxLff4MTYvX62AAu0V8Pgx3dPfP9r7deXaRhBwAGsEIJ9+mUAGG/YkF5N/\nkyNIBnHOJXeT/yOTSGoOkvm7Gvkuj7OT1IzkIHI9eYxcQ7YnqRwQziM5s+gmch/5Fhnq6zVn\n8BxPirU2M1eRtPFIMg9prX1Y8O3CwlwS+E8yV2PZijz+hTxMsnwXUqwMmB1cXDDEdPoTnw+R\nKeRmsiPJ+tK/q8lOpFnDbTdt+xW5l1xMXkeatTsTP2jMdNI3++Vr5EJyA5mfjLfNvHXgd2Q/\nMmdmLAUUqK2Ax48Xd63HD48fL341OKWAAiMJePx4Ucjjh8ePF78anFJAgREFLuEVt5CVSc5A\nyl9AM78BWZLcSXJfo9SPyDkkgxt5/ZkkA1qp95EpZGkyNzmIPEoy8LIEmUp+Q/L8OiSDXFuQ\nweo6Fq5beOJvTN9BNiPLkrThZyR1IMmASao4nfkFyTSSwa4MpmQdXyWvJNuRDKRtSJq1KhPp\n70iV/jxPfkVeQzJY8xTJoFue25ncRjLwN9J20/aTyOJkG/IAOYWkPkFOfGGqs777s41nyQdJ\n7rk1kTbz9hcq+3C9xrQPCihQT4FL6JbHj+n71uOHx496/i+3Vwp0RsDjx4uuHj88frz41eCU\nAgqMKJADyGcLrzqX6e8X5k9g+lNkFvIcycDPqxrJYMeTJAM1GcjJ4E1qPrIDyeDRK0iWZ3px\n0qzzmMgZU601KwuynUUKT2QA65uF+az7aTKZFAetitN5eXEA613M399Y1mz/T5g/kjRrXibS\nzrR/uGr2Z7nGi5rb2bgxPxuPWU9eN9x2m31tvi9vz6DYYANYnfTdn21ekY03aiJtbq7jNCb2\nas74qIACtRTw+PHibvX4Md3C48eLXxNOKaDA0AIeP1608fgx3cLjx4tfE301lbNdLAXGKnB7\n4Q05A+vawvzTTOfrKgNKGTA6lOTso2bdzUQu1cug0+fJJiTVHBDJe5qV1zbrcSZmas4UHhdj\nOu+5p7AskxlYa9aFTMxMst3halLhyQwmzU7OLyzL5KWF+YeYfobkzLOcCTVSNd0yiJe6ZvrD\nC4NrmUw/httutpPX5NLBZqWfOROrtTrt+6/CBtvR5uzrpQrrdFIBBeop0Pw+mN55/PD44fGj\nnv/P7ZUCnRDw+DFd1d8/pjt4/OjE/7IKrHPGCrTRJpZPYOoomnRv4zXv5vGsxnTONFqA3EeO\nIrl0MJf+ZTDkdWQrMok0K2cljVS38oIM1ixMbi68OANbzVqdiVzylu0WK/2YtbAgZy01KwNi\nOUAsTZr9TduzrWZlQCwDY8XtNp8b7LH43sGeT9+H224GvtKW1ci5JNU8q2v63Iv/fpfJTvo2\nTbLFdrQ5+6/Zp6zTUkCBegoUv3cM1UOPHy+X8fgx3WSwY57Hj5d/vbhEgToKePyYvlf9/WO6\ng79/1PF/+Sj6NMMoXuNLFBiPwCO86XTyCZJ7SOVr7VvkCJKBqQyu5AykDF5l4OZjJJUBobHU\nU7z4WrJ8y5t2YH42kksS9yS/J60HvttZtgbJJYAzkr1Js/7MRNr4AZLnsp4LyDtJs7LNW8gD\nZC6S5/I4kRpuuzlb4a9kHzInWZIMdvYVizvum200qx1tjuXfmiv0UQEF+lrgEXrv8WPsXwLt\n+F6crXb6+FzsWTva7PGjKOq0Av0t4PFjfPu/Hd+Ls2WPH+Pz911jEHAAawxYvnTMArvzjgzo\n3NZILhF7P0l9lbyNXEemkOvJXWRFMtbKwMdKLW/K4FjOjJpCMpD1EdJav2dBXndnIxmMypla\nqQxu7Uj2J3eQq8nJ5EekWdnmZY2Z/AU468vjRGqk7e7EyhclOfMs/T6PDFad9i1uc6JtzgDn\nfOSq4kqdVkCBvhbw+DH23T/R78XNLXr8aEr4qIACVRTw+DH2vebxY+xmvkMBBWoskNH4uYbo\nXy7bm+hA6tqsI2dhta5nFpblBuwjVV6T1w5VQ7UxA0ibFt70Q6bnKcxPdHKo7Wa9GfCZcRQb\nGG4do3j7Cy8Zynew9w+3vaHavB8rOnywlblMAQX6XsDjx/i+BMbzvbh1S8Oto/W1Q82vzROD\nHZ8He/1w2/P4MZiYyxRQYDgBjx/D6Qz93Hi+F7eubbh1tL52qHmPH0PJuFwBBWoh8Ct68c4u\n9mQztnVcYXu5xPAzhfm6TXbKd1agchbe/HUDsz8KKFAZgU59fxsKwOPHUDJjW+7xY2xevloB\nBdov4PGj/abFNXbK1+NHUdlpBRToiUAu3fvfLm75a2xrmS5ur9eb6pTv5nRsr153zu0roEBf\nC3Tq+9tQqB4/hpIZ23KPH2Pz8tUKKNB+AY8f7TctrrFTvh4/ispOK6CAAgoooIACCiiggAIK\nKKCAAgoooIACCiiggAIKKKCAAgoooIAC/78dOhYAAAAAGORvvWMahZABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGHgg1f8Q/DrnG34AAAAASUVO\nRK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "options(repr.plot.width=10, repr.plot.height=7)\n",
    "par(mfrow=c(1,3))\n",
    "\n",
    "x = rnorm(100)\n",
    "plot(seq(1,100, length.out = 100), x, xlab = \"mean (blue), median (red)\")\n",
    "abline(h = mean(x), col = \"blue\")\n",
    "abline(h = median(x), col = \"red\")\n",
    "\n",
    "x = rnorm(10)\n",
    "plot(seq(1,10, length.out = 10), x, xlab = \"mean (blue), median (red)\")\n",
    "abline(h = mean(x), col = \"blue\")\n",
    "abline(h = median(x), col = \"red\")\n",
    "\n",
    "x = rnorm(10)\n",
    "x[2] = rnorm(1, sd = 20)\n",
    "plot(seq(1,10, length.out = 10), x, xlab = \"mean (blue), median (red)\")\n",
    "abline(h = mean(x), col = \"blue\")\n",
    "abline(h = median(x), col = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gQIECCwcAHfQVo4qQXugsBhee4FyV8no2+i3CJ95yd/kmgECBAgQIAAgRLo1HeQ\n/FCsQU2AwKjAl9Jx3+R1yZ2T1yT1cbpbJg9M/v/kzxKNAAECBAgQINA5AQVS5w6pHSKwEIHT\ns5QbJb+dVJFUP2J8dnLv5M2JRoAAAQIECBDopIACqZOH1U4RWIjA17KUP17IkiyEAAECBAgQ\nILBJBEa/X7BJNttmEiBAgAABAgQIECBAYPECCqTFm1oiAQIECBAgQIAAAQKbVECBtEkPnM0m\nQIAAAQIECBAgQGDxAgqkxZtaIgECBAgQIECAAAECm1TARRpW5sDdNVtyyhPX1vb9wcpskg0h\nQIAAAQIECBAgsEOBS3a/4kK3p+1wzs0wgwJpZY7S0dmSve6e/1y2MptkQwgQIECAAAECBAjs\nUGCPLWtr9Vq2GwXSDnfXDEsRODFr2Z7Ub81oBAgQIECAAAECBDaTwJ7Z2Hotu20zbfSkbfUd\npEky+gkQIECAAAECBAgQ6J2AAql3h9wOEyBAgAABAgQIECAwSUCBNElGPwECBAgQIECAAAEC\nvRNQIPXukNthAgQIECBAgAABAgQmCSiQJsnoJ0CAAAECBAgQIECgdwIKpN4dcjtMgAABAgQI\nECBAgMAkAQXSJBn9BAgQIECAAAECBAj0TkCB1LtDbocJECBAgAABAgQIEJgkoECaJKOfAAEC\nBAgQIECAAIHeCSiQenfI7TABAgQIECBAgAABApMEFEiTZPQTIECAAAECBAgQINA7AQVS7w65\nHSZAgAABAgQIECBAYJKAAmmSjH4CBAgQIECAAAECBHonoEDq3SG3wwQIECBAgAABAgQITBJQ\nIE2S0U+AAAECBAgQIECAQO8EFEi9O+R2mAABAgQIECBAgACBSQIKpEky+gkQIECAAAECBAgQ\n6J2AAql3h9wOEyBAgAABAgQIECAwSUCBNElGPwECBAgQIECAAAECvRNQIPXukNthAgQIECBA\ngAABAgQmCSiQJsnoJ0CAAAECBAgQIECgdwIKpN4dcjtMgAABAgQIECBAgMAkAQXSJBn9BAgQ\nIECAAAECBAj0TkCB1LtDbocJECBAgAABAgQIEJgkoECaJKOfAAECBAgQIECAAIHeCSiQenfI\n7TABAgQIECBAgAABApMEFEiTZPQTIECAAAECBAgQINA7AQVS7w65HSZAgAABAgQIECBAYJKA\nAmmSjH4CBAgQIECAAAECBHonoEDq3SG3wwQIECBAgAABAgQITBJQIE2S0U+AAAECBAgQIECA\nQO8EFEi9O+R2mAABAgQIECBAgACBSQIKpEky+gkQIECAAAECBAgQ6J2AAql3h9wOEyBAgAAB\nAgQIECAwSUCBNElGPwECBAgQIECAAAECvRNQIPXukNthAgQIECBAgAABAgQmCSiQJsnoJ0CA\nAAECBAgQIECgdwIKpN4dcjtMgAABAgQIECBAgMAkAQXSJBn9BAgQIECAAAECBAj0TkCB1LtD\nbocJECBAgAABAgQIEJgkoECaJKOfAAECBAgQIECAAIHeCSiQenfI7TABAgQIECBAgAABApME\nFEiTZPQTIECAAAECBAgQINA7AQVS7w65HSZAgAABAgQIECBAYJKAAmmSjH4CBAgQIECAAAEC\nBHonoEDq3SG3wwQIECBAgAABAgQITBJQIE2S0U+AAAECBAgQIECAQO8EFEi9O+R2mAABAgQI\nECBAgACBSQIKpEky+gkQIECAAAECBAgQ6J2AAql3h9wOEyBAgAABAgQIECAwSUCBNElGPwEC\nBAgQIECAAAECvRNQIPXukNthAgQIECBAgAABAgQmCSiQJsnoJ0CAAAECBAgQIECgdwIKpN4d\ncjtMgAABAgQIECBAgMAkAQXSJBn9BAgQIECAAAECBAj0TkCB1LtDbocJECBAgAABAgQIEJgk\noECaJKOfAAECBAgQIECAAIHeCSiQenfI7TABAgQIECBAgAABApMEFEiTZPQTIECAAAECBAgQ\nINA7AQVS7w65HSZAgAABAgQIECBAYJKAAmmSjH4CBAgQIECAAAECBHonoEDq3SG3wwQIECBA\ngAABAgQITBJQIE2S0U+AAAECBAgQIECAQO8EFEi9O+R2mAABAgQIECBAgACBSQIKpEky+gkQ\nIECAAAECBAgQ6J2AAql3h9wOEyBAgAABAgQIECAwSUCBNElGPwECBAgQIECAAAECvRPY2rs9\nvvIOH5GHRyVfT85OvpdoBAgQIECAAAECBAj0VKDrZ5AemeP6imSfkeN7dB6fmXwueXPyoeQr\nyZOT3RONAAECBAgQIECAAAECnRN4SfZoe3Lg0J4dnvsXtP4qkl6YVBH1xdb33Nwuu52YFdZ2\n7rfsFVsfAQIECBAgQIAAgV0U2DPPr9ey23ZxOZ6+BIFxBdJJWW8dwMeOrH/fPB5Mu8vItPV+\nqEBab2HLJ0CAAAECBAgQWC+BThVIXf+I3bhBcJt0vi95wcjEi/L4Ecl5yZ1GpnlIgAABAgQI\nECBAgEAPBPpYIB2Q4/rRCce2LtLwyeSmE6brJkCAAAECBAgQIECgwwJ9LJA+kONZF2kY1w5O\n5y2TumCDRoAAAQIECBAgQIBAzwT6cpnv+kjd+5Mqjs5I/iQ5IXlDMmjXyZ2/TOozlG8fdO7k\nbV01r75XVMuapR0/y0zmIUCAAAECBAgQIEBgfQW2rO/iN3zpD8gWPDS5WXK9ka35Qh5XUVTt\nXskpSRWMVUDdNqkLOexsOyxPfHWyx4wLuHrmu26yf/LdRCNAgAABAgQIECCwWQTqpMDFSX3X\n/92bZaNt5xWX+v75QPxu8g/JS5NBq7NJFyYvSupqdsturmK3bHHrI0CAAAECBAgQWJRAFUh1\ncsFlvhclugLLqY/EzXq2Zz02V4G0HqqWSYAAAQIECBAgsAyBThVIffkO0qSBUUVRGXw/2ZWP\n1E1avn4CBAgQIECAAAECBDaRQB+vYjd8eJ6VB/X7R8cNd7pPgAABAgQIECBAgEA/BfpeIPXz\nqNtrAgQIECBAgAABAgTGCiiQxrLoJECAAAECBAgQIECgjwIKpD4edftMgAABAgQIECBAgMBY\nAQXSWBadBAgQIECAAAECBAj0UaDvV7F7eQ76B5Jz+njw7TMBAgQIECBAgAABAlcW6HuB9P5w\nVDQCBAgQIECAAAECBAis+YidQUCAAAECBAgQIECAAIEmoEAyFAgQIECAAAECBAgQINAEFEiG\nAgECBAgQIECAAAECBJqAAslQIECAAAECBAgQIECAQBNQIBkKBAgQIECAAAECBAgQaAIKJEOB\nAAECBAgQIECAAAECTUCBZCgQIECAAAECBAgQIECgCSiQDAUCBAgQIECAAAECBAg0AQWSoUCA\nAAECBAgQIECAAIEmoEAyFAgQIECAAAECBAgQINAEFEiGAgECBAgQIECAAAECBJqAAslQIECA\nAAECBAgQIECAQBNQIBkKBAgQIECAAAECBAgQaAIKJEOBAAECBAgQIECAAAECTUCBZCgQIECA\nAAECBAgQIECgCSiQDAUCBAgQIECAAAECBAg0AQWSoUCAAAECBAgQIECAAIEmoEAyFAgQIECA\nAAECBAgQINAEFEiGAgECBAgQIECAAAECBJqAAslQIECAAAECBAgQIECAQBNQIBkKBAgQIECA\nAAECBAgQaAIKJEOBAAECBAgQIECAAAECTUCBZCgQIECAAAECBAgQIECgCSiQDAUCBAgQIECA\nAAECBAg0AQWSoUCAAAECBAgQIECAAIEmoEAyFAgQIECAAAECBAgQINAEFEiGAgECBAgQIECA\nAAECBJqAAslQIECAAAECBAgQIECAQBNQIBkKBAgQIECAAAECBAgQaAIKJEOBAAECBAgQIECA\nAAECTUCBZCgQIECAAAECBAgQIECgCSiQDAUCBAgQIECAAAECBAg0AQWSoUCAAAECBAgQIECA\nAIEmoEAyFAgQIECAAAECBAgQINAEFEiGAgECBAgQIECAAAECBJqAAslQIECAAAECBAgQIECA\nQBNQIBkKBAgQIECAAAECBAgQaAIKJEOBAAECBAgQIECAAAECTUCBZCgQIECAAAECBAgQIECg\nCSiQDAUCBAgQIECAAAECBAg0AQWSoUCAAAECBAgQIECAAIEmoEAyFAgQIECAAAECBAgQINAE\nFEiGAgECBAgQIECAAAECBJqAAslQIECAAAECBAgQIECAQBNQIBkKBAgQIECAAAECBAgQaAIK\nJEOBAAECBAgQIECAAAECTUCBZCgQIECAAAECBAgQIECgCSiQDAUCBAgQIECAAAECBAg0AQWS\noUCAAAECBAgQIECAAIEmoEAyFAgQIECAAAECBAgQINAEFEiGAgECBAgQIECAAAECBJqAAslQ\nIECAAAECBAgQIECAQBNQIBkKBAgQIECAAAECBAgQaAIKJEOBAAECBAgQIECAAAECTUCBZCgQ\nIECAAAECBAgQIECgCSiQDAUCBAgQIECAAAECBAg0AQWSoUCAAAECBAgQIECAAIEmoEAyFAgQ\nIECAAAECBAgQINAEFEiGAgECBAgQIECAAAECBJqAAslQIECAAAECBAgQIECAQBNQIBkKBAgQ\nIECAAAECBAgQaAIKJEOBAAECBAgQIECAAAECTUCBZCgQIECAAAECBAgQIECgCSiQDAUCBAgQ\nIECAAAECBAg0AQWSoUCAAAECBAgQIECAAIEmoEAyFAgQIECAAAECBAgQINAEFEiGAgECBAgQ\nIECAAAECBJqAAslQIECAAAECBAgQIECAQBNQIBkKBAgQIECAAAECBAgQaAIKJEOBAAECBAgQ\nIECAAAECTUCBZCgQIECAAAECBAgQIECgCSiQDAUCBAgQIECAAAECBAg0AQWSoUCAAAECBAgQ\nIECAAIEmoEAyFAgQIECAAAECBAgQINAEFEiGAgECBAgQIECAAAECBJqAAslQIECAAAECBAgQ\nIECAQBNQIBkKBAgQIECAAAECBAgQaAIKJEOBAAECBAgQIECAAAECTUCBZCgQIECAAAECBAgQ\nIECgCSiQDAUCBAgQIECAAAECBAg0AQWSoUCAAAECBAgQIECAAIEmoEAyFAgQIECAAAECBAgQ\nINAEFEiGAgECBAgQIECAAAECBJqAAslQIECAAAECBAgQIECAQBNQIBkKBAgQIECAAAECBAgQ\naAIKJEOBAAECBAgQIECAAAECTUCBZCgQIECAAAECBAgQIECgCWztocTVss8HJnsl30kuSL6b\naAQIECBAgAABAgQI9FygL2eQjs1x/vvk68n5yTnJJ5MvJlUkfSZ5UXJIohEgQIAAAQIECBAg\n0FOBPpxB+tMc26e14/v53L47qSKpCqM6k3RQcp3kt5JfSn4neUWiESBAgAABAgQIECBAoFMC\nD8zebE/elNx8yp5tybTbJ2cmNf9tkmW2E7OyWu9+y1ypdREgQIAAAQIECBBYgMCeWUa9lt22\ngGVZxDoLnJTl18fn6vtGs7T6ftKFyQtnmXmB8yiQFohpUQQIECBAgAABAksV6FSB1PXvIB2T\noVEfqbt4xiHyzcz3keSwGec3GwECBAgQIECAAAECHRLoeoH0lRyr45I9ZjxmdQapiqq6gING\ngAABAgQIECBAgEDPBLpeIL0sx/NGyWuT46cc2/oO0u2SU5N9k1MSjQABAgQIECBAgACBngl0\n/Sp2dTW6Q5NnJvdJvpTUpb3PS+q7RgckByVHJNdKLk2ekLwr0QgQIECAAAECBAgQINBJgetn\nr16ZVIFUV9gYTv1I7KeTZyeHJxvRTsxKa5tcxW4j9K2TAAECBAgQIEBgVwQ6dZGGrp9BGhzo\nz+bOQ9qDOmtUv3+0d1I/HPutRCNAgAABAgQIECBAgMBaXwqk4UNdH62raAQIECBAgAABAgQI\nELiSQB8LpCsBrOODW2bZdbpxlnbkLDOZhwABAgQIECBAgACB9RVQIK2PbxU89ftLu6/P4i2V\nAAECBAgQIECAAIH1EOh6gVQXP6jvHM3bzsgTqsDZ2faZPHGvpC4fPkt7eGZ64SwzmocAAQIE\nCBAgQIAAgfUT6HqB9JjQ3Wwn+J6a5+xKgVSr/GH9Z8Z22YzzmY0AAQIECBAgQIAAgXUUmLdA\nuk22pc6uTGtHZ+KNk/87baYlTbtH1nNysi15ffKSZJZ29iwzmYcAAQIECBAgQIAAgX4L1OWy\nn5fUx8dGW32c7PHJ95OnjE7cwMe1re9JLk6O3cDtmLZqv4M0Tcc0AgQIECBAgACBVRbo1O8g\nzQv9z3lC/aDph5KfHnryT+X+vyY17cvJbZNVajfJxlSB9M5V2qihbVEgDWG4S4AAAQIECBAg\nsKkEel0g1VXZ6uzQpcl3koclD0rOT6o4emly1WQV2xOyUR9J6iOAq9YUSKt2RGwPAQIECBAg\nQIDArAK9LpAGSPWdnk8nVRRVPp/U9320nRNQIO2cm2cRIECAAAECBAhsvECnCqTddtKzvmf0\nrZHnznPVtpGnbtjDPbLmfZJZL8e9YRtqxQQIECBAgAABAgQIrL/AvAVSXfDgz5P3JT+bPCV5\nSLJ/8ubkfyc787tDedqGtGdlrRclx23I2q2UAAECBAgQIECAAIFNLfCObH19pK4+XneroT2p\nizS8NRl83O7WQ9NW+e5ftW2+xQZvpI/YbfABsHoCBAgQIECAAIGdFuj1R+wOC1udJaofX62z\nSIP2xdy5S1IXQjg0+YVEI0CAAAECBAgQIECAwKYSmPeHYn8te/euCXtYZ4+em5yW1A/FagQI\nECBAgAABAgQIENhUAvMWSJOKo+Gd/mgeVDQCBAgQIECAAAECBAhsKoF5C6RNtXMzbOzLM88H\nknNmmNcsBAgQIECAAAECBAh0XKDvBdL7c3wrGgECBAgQIECAAAECBNbmvcw3MgIECBAgQIAA\nAQIECHRWQIHU2UNrxwgQIECAAAECBAgQmFdAgTSvmPkJECBAgAABAgQIEOisgAKps4fWjhEg\nQIAAAQIECBAgMK+AAmleMfMTIECAAAECBAgQINBZAQVSZw+tHSNAgAABAgQIECBAYF4BBdK8\nYuYnQIAAAQIECBAgQKCzAgqkzh5aO0aAAAECBAgQIECAwLwCCqR5xcxPgAABAgQIECBAgEBn\nBRRInT20dowAAQIECBAgQIAAgXkFFEjzipmfAAECBAgQIECAAIHOCiiQOnto7RgBAgQIECBA\ngAABAvMKKJDmFTM/AQIECBAgQIAAAQKdFVAgdfbQ2jECBAgQIECAAAECBOYVUCDNK2Z+AgQI\nECBAgAABAgQ6K6BA6uyhtWMECBAgQIAAAQIECMwroECaV8z8BAgQIECAAAECBAh0VkCB1NlD\na8cIECBAgAABAgQIEJhXQIE0r5j5CRAgQIAAAQIECBDorIACqbOH1o4RIECAAAECBAgQIDCv\ngAJpXjHzEyBAgAABAgQIECDQWQEFUmcPrR0jQIAAAQIECBAgQGBeAQXSvGLmJ0CAAAECBAgQ\nIECgswIKpM4eWjtGgAABAgQIECBAgMC8AgqkecXMT4AAAQIECBAgQIBAZwUUSJ09tHaMAAEC\nBAgQIECAAIF5BRRI84qZnwABAgQIECBAgACBzgookDp7aO0YAQIECBAgQIAAAQLzCiiQ5hUz\nPwECBAgQIECAAAECnRVQIHX20NoxAgQIECBAgAABAgTmFVAgzStmfgIECBAgQIAAAQIEOiug\nQOrsobVjBAgQIECAAAECBAjMK6BAmlfM/AQIECBAgAABAgQIdFZAgdTZQ2vHCBAgQIAAAQIE\nCBCYV0CBNK+Y+QkQIECAAAECBAgQ6KyAAqmzh9aOESBAgAABAgQIECAwr4ACaV4x8xMgQIAA\nAQIECBAg0FkBBVJnD60dI0CAAAECBAgQIEBgXgEF0rxi5idAgAABAgQIECBAoLMCCqTOHlo7\nRoAAAQIECBAgQIDAvAIKpHnFzE+AAAECBAgQIECAQGcFFEidPbR2jAABAgQIECBAgACBeQUU\nSPOKmZ8AAQIECBAgQIAAgc4KKJA6e2jtGAECBAgQIECAAAEC8wookOYVMz8BAgQIECBAgAAB\nAp0VUCB19tDaMQIECBAgQIAAAQIE5hVQIM0rZn4CBAgQIECAAAECBDoroEDq7KG1YwQIECBA\ngAABAgQIzCugQJpXzPwECBAgQIAAAQIECHRWQIHU2UNrxwgQIECAAAECBAgQmFdAgTSvmPkJ\nECBAgAABAgQIEOisgAKps4fWjhEgQIAAAQIECBAgMK+AAmleMfMTIECAAAECBAgQINBZAQVS\nZw+tHSNAgAABAgQIECBAYF4BBdK8YuYnQIAAAQIECBAgQKCzAgqkzh5aO0aAAAECBAgQIECA\nwLwCCqR5xcxPgAABAgQIECBAgEBnBRRInT20dowAAQIECBAgQIAAgXkFFEjzipmfAAECBAgQ\nIECAAIHOCiiQOnto7RgBAgQIECBAgAABAvMKKJDmFTM/AQIECBAgQIAAAQKdFVAgdfbQ2jEC\nBAgQIECAAAECBOYVUCDNK2Z+AgQIECBAgAABAgQ6K6BA6uyhtWMECBAgQIAAAQIECMwroECa\nV8z8BAgQIECAAAECBAh0VkCB1NlDa8cIECBAgAABAgQIEJhXQIE0r5j5CRAgQIAAAQIECBDo\nrIACqbOH1o4RIECAAAECBAgQIDCvgAJpXjHzEyBAgAABAgQIECDQWQEFUmcPrR0jQIAAAQIE\nCBAgQGBeAQXSvGLmJ0CAAAECBAgQIECgswIKpM4eWjtGgAABAgQIECBAgMC8AgqkecXMT4AA\nAQIECBAgQIBAZwUUSJ09tHaMAAECBAgQIECAAIF5BRRI84qZnwABAgQIECBAgACBzgookDp7\naO0YAQIECBAgQIAAAQLzCiiQ5hUzPwECBAgQIECAAAECnRVQIHX20NoxAgQIECBAgAABAgTm\nFVAgzStmfgIECBAgQIAAAQIEOiugQOrsobVjBAgQIECAAAECBAjMK6BAmlfM/AQIECBAgAAB\nAgQIdFZAgdTZQ2vHCBAgQIAAAQIECBCYV2DrvE/o2PxHZH+OSr6enJ18L9EIECBAgAABAgQI\nEOipQNfPID0yx/UVyT4jx/foPD4z+Vzy5uRDyVeSJye7JxoBAgQIECBAgAABAgQ6J/CS7NH2\n5MChPTs89y9o/VUkvTCpIuqLre+5uV12OzErrO3cb9krtj4CBAgQIECAAAECuyiwZ55fr2W3\n7eJyPH0JAuMKpJOy3jqAjx1Z/755PJh2l5Fp6/1QgbTewpZPgAABAgQIECCwXgKdKpC6/hG7\ncYPgNul8X/KCkYkX5fEjkvOSO41M85AAAQIECBAgQIAAgR4I9LFAOiDH9aMTjm1dpOGTyU0n\nTNdNgAABAgQIECBAgECHBfpYIH0gx7Mu0jCuHZzOWyZ1wQaNAAECBAgQIECAAIGeCfSlQKqP\n1NX3ix6fnJHcIjkhGW7XyYP62F19hvLtwxPcJ0CAAAECBAgQIECAQBcEHpCdODn5bFIXZhjO\n5/N40O6VOz9Iavq7ki3JMpuLNCxT27oIECBAgAABAgQWKdCpizR0/YdiX5MjX6lWl/q+2VCG\ni6D67aP6/tErk99LqlDSCBAgQIAAAQIECBAg0EuB+iHZPTZwz51B2kB8qyZAgAABAgQIENgl\nAWeQdolvNZ9cZ480AgQIECBAgAABAgR6LtD1j9ht5OGtj/ANf4xv2rbMOt+0ZZhGgAABAgQI\nECBAgMAuCiiQdhFwwtOPTH/9nhLfCUC6CRAgQIAAAQIECKyiQNdfwNd3e+qHYedtdSnwd8/7\npKH566p5t0tm/V7TvTPv7w89310CBAgQIECAAAECBAgsXOBDWeLwpb1nvf+UhW/J9AW6SMN0\nH1MJECBAgAABAgRWV8BFGlb32PzElt0jPfU7SNuS1ycvSWZpZ88yk3kIECBAgAABAgQIECCw\n2QT2yga/J7k4OXZFN94ZpBU9MDaLAAECBAgQIEBghwKdOoO02w53d/PPUIXRw9tuPH/z7449\nIECAAAECBAgQIEBgvQT6UCCV3ceTP0rqgg1HJxoBAgQIECBAgAABAgQIrKiAj9it6IGxWQQI\nECBAgAABAjsU8BG7HRKZgQABAgQIECBAgAABAptQoC8fsZt0aOp3ivZJtkyaQT8BAgQIECBA\ngAABAv0R6HuB9Kwc6ouS4/pzyO0pAQIECBAgQIAAAQKTBPpeIE1y0U+AAAECBAgQIECAQA8F\nFEg9POh2mQABAgQIECBAgACB8QIKpPEuegkQIECAAAECBAgQ6KGAAqmHB90uEyBAgAABAgQI\nECAwXmDr+O7e9L48e/qB5Jze7LEdJUCAAAECBAgQIEBgokDfC6T3R6aiESBAgAABAgQIECBA\nYM1H7AwCAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQ\nBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgC\nCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINAEF\nkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSagALJ\nUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1AgWQo\nECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQI\nECBAgAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQI\nECBAgAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQI\nECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIBAgQI\nECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQABAgQI\nECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINAEFkqFAgAABAgQI\nECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQI\nECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAABAgQI\nECBAoAkokAwFAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQI\nECDQBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQI\nEGgCCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQI\nNAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSa\ngALJUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1A\ngWQoECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBA\nMhQIECBAgAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZ\nCgQIECBAgAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwF\nAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIB\nAgQIECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQAB\nAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINAEFkqFAgAAB\nAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAAB\nAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAAB\nAgQIECBAoAkokAwFAgQIECBAgAABAgQINIGtPZS4Wvb5wGSv5DvJBcl3E40AAQIECBAgQIAA\ngZ4L9OUM0rE5zn+ffD05Pzkn+WTyxaSKpM8kL0oOSTQCBAgQIECAAAECBHoq0IczSH+aY/u0\ndnw/n9t3J1UkVWFUZ5IOSq6T/FbyS8nvJK9INAIECBAgQIAAAQIECHRK4IHZm+3Jm5KbT9mz\nLZl2++TMpOa/TbLMdmJWVuvdb5krtS4CBAgQIECAAAECCxDYM8uo17LbFrAsi1hngZOy/Pr4\nXH3faJZW30+6MHnhLDMvcB4F0gIxLYoAAQIECBAgQGCpAp0qkLr+HaRjMjTqI3UXzzhEvpn5\nPpIcNuP8ZiNAgAABAgQIECBAoEMCXS+QvpJjdVyyx4zHrM4gVVFVF3DQCBAgQIAAAQIECBDo\nmUDXC6SX5XjeKHltcvyUY1vfQbpdcmqyb3JKohEgQIAAAQIECBAg0DOBrl/Frq5Gd2jyzOQ+\nyZeSurT3eUl91+iA5KDkiORayaXJE5J3JRoBAgQIECBAgAABAgQ6KXD97NUrkyqQ6gobw6kf\nif108uzk8GQj2olZaW2Tq9hthL51EiBAgAABAgQI7IpApy7S0PUzSIMD/dnceUh7UGeN6veP\n9k7qh2O/lWgECBAgQIAAAQIECBBY60uBNDjU9Z2r+mhdZVzbPZ1VQH0v+f64GfQRIECAAAEC\nBAgQINBdga5fpKGO3DWSVyXnJ1UYvS35uWRcOzqdNd+Tx03UR4AAAQIECBAgQIBAtwW6fgZp\n/xy+M5P6blEVR3WBhp9P/j35i+R/JOvRrp2FVlFWn8ecpR3SZqrvIWkECBAgQIAAAQIECGyQ\nQNcLpCfFtYqjpyXPSb6d1O8ivST5o2Sf5PHJolv94OzJyR4zLvh6me9RSV1FTyNAgAABAgQI\nECBAgMC6CJyWpX4tGS0E6yINdRapzthUETVoN8ud6nvKoGNJt9vaemc947SkzbIaAgQIECBA\ngAABAjsU6NRV7Lr+HaTDcjjfkYyemakr1907+Ujyl8mDEo0AAQIECBAgQIAAgZ4LdL1AOjfH\n9y5JXdJ7tNV3ku6Z1PeSXpZMunBDJmkECBAgQIAAAQIECPRBoOsF0ltzEOvjdH+e1IUTRlv9\ncOxdk/pu0r8k90o0AgQIECBAgAABAgQIdFKgzhx9PKnvFf0weXAyrtV3j+rCCjVf5anJMpvv\nIC1T27oIECBAgAABAgQWKeA7SIvUXOdl1Y+9Hp88L/l8ckkyrv1HOm+RnDpuoj4CBAgQIECA\nAAECBAh0UWCWjxTeMjtePxi7zOYM0jK1rYsAAQIECBAgQGCRAp06gzR6+etFQq3isi4b2aj6\nnaIyqDNN9dG6avXDshoBAgQIECBAgAABAj0UmOWMSpdZnpWduyipH4/VCBAgQIA4DrPKAAAg\nA0lEQVQAAQIECBDouUDfC6SeH367T4AAAQIECBAgQIDAsIACaVjDfQIECBAgQIAAAQIEei2g\nQOr14bfzBAgQIECAAAECBAgMCyiQhjXcJ0CAAAECBAgQIECg1wJ9u4rd6MF+eTo+kJwzOsFj\nAgQIECBAgAABAgT6J9D3Aun9OeQVjQABAgQIECBAgAABAms+YmcQECBAgAABAgQIECBAoAko\nkAwFAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRI\nhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRD\ngQABAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINAEFkqFA\ngAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSagALJUCBA\ngAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1AgWQoECBA\ngAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBA\ngAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQIECBA\ngAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQIECBA\ngAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIBAgQIECBA\ngAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQABAgQIECBA\ngAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBA\ngACBJqBAMhQIECBAgAABAgQIECDQBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQIECBA\ngEATUCAZCgQIECBAgAABAgQIEGgCCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBA\noAkokAwFAgQIECBAgAABAgQINAEFkqFAgAABAgQIECBAgACBJqBAMhQIECBAgAABAgQIECDQ\nBBRIhgIBAgQIECBAgAABAgSagALJUCBAgAABAgQIECBAgEATUCAZCgQIECBAgAABAgQIEGgC\nCiRDgQABAgQIECBAgAABAk1AgWQoECBAgAABAgQIECBAoAkokAwFAgQIECBAgAABAgQINIGt\nJAgQWLtpDLYleyQfTd6VXJZoBAgQIECAAAECBAhsgEC9ON+e7LkB6+7zKg/Nzv9LUvafST6e\nXJp8LDk20QgQIECAAAECBHYsUK9h6/VUvabd9M1H7Db9IbQDOymwf573tuTgpM4gHZncJDks\n+XByenLjRCNAgAABAgQIECBAYMkCziAtGTyre1pyTnLAmFVvSd8bk7eMmaaLAAECBAgQIEDg\nygKdOoN05V3zaKMEFEjLl/9UVvm4Kas9PtPqe0iHTJnHJAIECBAgQIAAgSu+JuIjdkYCgU0u\ncL1sf12QYVKraXUm6bqTZtBPgAABAgQIECDQPQHfQereMbVHswlckNmuMWXWwbRvTpnHJAIE\nCBAgQIAAgY4JKJA6dkDtzswCp2XOh02Zu6bVd5T+c8o8JhEgQIAAAQIECBAgsA4CvoO0Dqg7\nWGRdoe6i5BlJfZRuuN0vDy5JHjzc6T4BAgQIECBAgMBYARdpGMuic1cEFEi7orfzz71nnnph\nUr979BfJU5J/S36Y/EGiESBAgAABAgQI7FigUwXS1h3vrzkIdFagfiT2qORRSRWp9T93XZyh\nrm73kUQjQIAAAQIECBAgQGADBJxB2gB0qyRAgAABAgQIEFiIQKfOILlIw0LGhIUQIECAAAEC\nBAgQINAFAQVSF46ifSBAgAABAgQIECBAYCECCqSFMFoIAQIECBAgQIAAAQJdEFAgdeEo2gcC\nBAgQIECAAAECBBYioEBaCKOFECBAgAABAgQIECDQBQEFUheOon0gQIAAAQIECBAgQGAhAgqk\nhTBaCAECBAgQIECAAAECXRBQIHXhKNoHAgQIECBAgAABAgQWIqBAWgijhRAgQIAAAQIECBAg\n0AUBBVIXjqJ9IECAAAECBAgQIEBgIQIKpIUwWggBAgQIECBAgAABAl0QUCB14SjaBwIECBAg\nQIAAAQIEFiKgQFoIo4UQIECAAAECBAgQINAFAQVSF46ifSBAgAABAgQIECBAYCECCqSFMFoI\nAQIECBAgQIAAAQJdENjahZ3o0D7s2aF92Yy7ssdm3GjbTIAAAQIECBDYgcAPdjB9Vyd36jWs\nAmlXh8Ninj8YtN9ezOIshQABAgQIECBAgMDSBS5Z+hrXYYVb1mGZFrlzArfI05zB2Dm7RTzr\n0VnIcclfLWJhltEbgZtmTx+Z/HZv9tiOLkJg3yyk/tY8LfnSIhZoGb0RqDHzr8k7erPHdnQR\nAr+RhXwneWqynq2Kow+s5wosmwCB5Qo8I6urf3Q0AvMI3DMzf3eeJ5iXQASulmxPjqFBYE6B\nT2b+elNGIzCPwEszc0WbUcBFGmaEMhsBAgQIECBAgAABAt0XUCB1/xjbQwIECBAgQIAAAQIE\nZhRQIM0IZTYCBAgQIECAAAECBLovoEDq/jG2hwQIECBAgAABAgQIzCigQJoRymwECBAgQIAA\nAQIECHRfQIHU/WNsDwkQIECAAAECBAgQmFFAgTQjlNkIECBAgAABAgQIEOi+gAKp+8fYHhIg\nQIAAAQIECBAgMKOAAmlGKLMRIECAAAECBAgQINB9ga3d30V7SGAmgR9krktmmtNMBH4sYNz8\n2MK92QUuzazbE39zZjcz5xUC/uYYCTsj4G/Nzqh5DgECa/vH4JocCMwpUGfhrz/nc8xOoARu\ngIHATggcnufsuRPP85R+CxyU3a9oBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQWDWB3Vdtg2wPgQ0QuH7WuS35mbbu8zZgG6xycwvc\nKZt/reQLm3s3bP0SBPbIOm6W/FyyT/K1ZHuiEZgmsHcmHpfcJtk/+a/kh4lGYFTguum4V/LR\n0QlDj+v1f73uuVVyaXJ+ohEgQOBygWvmv6ck9eJkOP+Wx1U0aQRmEbhnZqrx8+ZZZjZPrwXu\nnb3/ZjL89+b9eXzDXqvY+R0J1Bswn0uGx805eVz9GoFhgQPy4Kzk28OdI/fr780nkuHx9PE8\nPnxkPg8JEOihwG7Z59OT+gPxquQeyc8nL04uSz6W1Dt2GoFpAodk4leTGkcKpGlSpt0nBPW3\npd7VvV9ybPJ3Sb17W311ZkkjMCpwnXRckFRh/fvJTZInJfVJh28l1000AiVwteTUpP49mlQg\nbcm0f08uTH41uUFyYnJRcm6yX6IRINBjgSqG6o/IGWMM/rlNe+CYaboIDAu8Pg++niiQhlXc\nHydwZjrrRcno2aJ6g6bGzx0SjcCowBPTUePj6SMTntr6/3ik38N+Ctwvu/3lpMbKxcmkAunR\nbZ5H5na4VZFUzx3tH57HfQIEeiDwsOzjOckjxuzrg9NXfyieMmaaLgIDgd/KnRon92239c6d\nRmCcwM+ns8bKH4yZWB9ruXNy6Jhpugj8RQhq7JwwQnGn1v83I/0e9k+gPgFTY6S+l1bj5IPJ\npALpvZn2/eSqyXCrj+Z9L6k3cjQCBAiMFfij9NYfmzr9rBEYJ1BnAb6TvCCpj2LWeFEgBUEb\nK/D49NYYuXmbemBu6yINh7THbghMEqjiucbOySMzvKz11xs0Wr8F7prdf0ZyUGOYVCDtkel1\ndukjbb7Rmw+l45Kk5tMIECBwJYGr59E3kvps9zWvNMUDAlcIbM3N+5JPJvsmCqQgaFMFnpup\n9SL3esk/JXX1sXpceW1ycKIRGCdQVxt7WlLfVftYUmeU6gVwfZ/tOYkXs0HQriQwqUCqs9T1\nN+dtV5r7xw/e2qZf+8dd7hEgQOCKLye+JxD1B+ThQAhMEKh36n6Q3LJNVyBNgNL9I4HB94zq\nhcuHk/r78svJKUn9vXlXsiXRCIwTODKd9a5/jZVB/jP3b5hoBEYFJhVIdUGGGj+vHn1Ce1z9\nNd24mgCkm0AfBerMUV2wof44/HUfAezzTAL1GyT1Tu5ThuZWIA1huDtW4E3prb8tZyU1XoZb\nXVGqplXBpBEYFXhQOi5K3p3UmzL7tdt35va7SU3XCAwLTCqQfioz1d+aOms9rp2czpp+/XET\n9REg0D+Benfu00n9YXhm/3bfHs8ocJXM99mk/vE5IKmP11Xqc981dk5rj/fMrUZgWOAleVBj\n5L8Pd7b7j2nT/mrMNF0EqjCqL98Pvl8yEKnvsdVVy+qMpEZgWGBSgVQfD6+PZr5teOah+6fn\nfv2d8pHfIRR3CfRV4KbZ8fpHpj4ydWJfEez3TAK3z1z1j8eO8sqZlmamPgnUJZpr3DxgzE7/\ndJt20phpuvotUBfxqO+rvW4Cw+BCDdeZMF13PwUmFUil8dVkUlFdH+Oss5K7J71vVU1qBPoq\ncIvseP245x7JvZK3JBqBSQJVSD9/zMT6O1q/LfH55PVJ/eOkERgW+ER7cPPcvmZ4Qu5fqz0+\nc6TfQwJVHO2WHDqBYs/W7wXtBCDdPyFQf4tum9TXCurM5KBVMX7jpM5Y1rjTCBDoqcA+2e9z\nkvo9gG09NbDbixHwHaTFOHZ5KfVCtgroLyWHjezoq/O4zi4dN9LvIYES+HhSl16uN/SGW42j\nC5IvDne6TyAC084g3T/T6+/N749I/UHrH3eWe2RWDwkQ6LLA4CMv9YKlriQ1Lo/oMoB9W5iA\nAmlhlJ1e0MOyd/X5/7OSRyV3S+pjdfVi5VmJRmCcwO3SWe/on588ObljUv82nZvU2LlnohEY\nFphWINUZyfobVGPqGcldkme2xyfnViNAoOcC9YNo9Y/LtLiaXc8HyYy7r0CaEcpsl7+YHbyw\nrb899bHN/5VsYUNgikAVSR9Nhv+9OjuP7zrlOSb1V2BagVQq9fG6NyX1hs1gTNXXDfz2YxA0\nAgQIECBAYGME6oXIjTZm1da6iQXq6mL1Ucz6vohGYFcF6sqsNZ4URrsq6fkECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQ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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "4.0.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}