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@tian2992
Created October 22, 2014 03:37
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{
"metadata": {
"name": "",
"signature": "sha256:3b8d06d98d06c0281235d1f659380948b19eab9e38db366f6c25ba53d0836363"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np\n",
"import scipy\n",
"\n",
"# Set some Pandas options\n",
"pd.set_option('display.notebook_repr_html', False)\n",
"pd.set_option('display.max_columns', 20)\n",
"pd.set_option('display.max_rows', 25)\n",
"pd.options.display.mpl_style = 'default'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 114
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Using matplotlib backend: agg\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"static_spectrum = pd.read_csv(\"002spectrum.txt\", sep=\"\\t\")\n",
"moving_spectrum = pd.read_csv(\"004spectrum64k.txt\", sep=\"\\t\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 98
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"static_spectrum.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 94,
"text": [
" Frequency (Hz) Level (dB)\n",
"0 0.732422 -75.194099\n",
"1 1.464844 -72.193237\n",
"2 2.197266 -73.171173\n",
"3 2.929688 -73.802353\n",
"4 3.662109 -70.647087"
]
}
],
"prompt_number": 94
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.scatter(static_spectrum[\"Frequency (Hz)\"],static_spectrum[\"Level (dB)\"])\n",
"xlim(900,1100); ylim(-80,0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 111,
"text": [
"(-80, 0)"
]
},
{
"metadata": {},
"output_type": "display_data",
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Q68UfqUePHgCAkpISxMbGQq/XIywsDOHh4SgtLW3zvdpbBqmu1uJPfwrCypV1\nMBiu/qCONcXaWnHA5uRJsdeZkmLFli2BKCjQO9XqrFagTx/BaRDXFSmrr1kTiO3ba/Doo1bceae9\nzQZ1111NLerTYWHiD9i//9X55YMH2zBqlM3pENlsFuurs2bVIzOzDl99pXcawG0+oFxZ2fFxE8dS\n2UMP2fDii2LDHDvWhjlzQjB2rDjw/d13erz8chBmzDCgokKD2FgbVqxowPPPi4OBhYV6p3V3jFnz\nunBcXCNyc/3k/zvWTJsf0ldWijV/qeQkzbrYutUf//ynHr/5TU/Ex/fAqVN69O8v4L77xMNx6UjR\nbgdWrarr8vEBAIiKsjuNKznWzFurhbsq50jxaGtbkcZszp4VN+sPPxQ7GJs3+8vl1GefDcbnn7de\nLiooEOO7eLE4QeCtt+owenQTJkxolMfNNm/2l+v5+fl6rFxZB39/4Px5jdt18LAw8cjo6acb5PE6\nqSQrlQKlsuzgwTaMHWuTy60//KDFuHGNCA21Y+XKehw+rJe3/dxcP3z1Vevft7UypRQHxyTQnPT7\nDR3qvDOvrtZiyJCWU4ftdg2WLnUubR844DytVBpwPnlS57R9SKXYzjrDX7d8+fLl7rwwJycHfn5+\nePfdd7F3717ceuutMBqN2LdvHyIiItC3b18AwLfffouePXsiIiLC5fv88MMP+PjjKEybZsGIETbc\nfbcNISEt/+6bb3QYPLgJ+fn+OHxYh/nzGxARYcfw4TbExtqwZUsgjh/X4/77rTh5UgzUwIF2bNok\nDiieOKHD009bUFamxfHjejz4oBWbNwdi716xh3bggB4Gg7iTHjLEDoNBHLzKz/eDwSDWTYcNEx9v\nj6goOx56yIrHHhN72Y4iI8Xnfv97K6ZNuwH5+X4YOrQJ06aJDd9ksiM52Yq8PD9s3Ciuv7+/gNtu\na8LMmQZ89JEfIiPtmDr1BggC8Oqr4oDepk2ByMnxx+23NyEqyo6KCg3q6sTec22tRl732loN3n47\nAA8+aMXbbwfgzBkdvvzSDzfeKOD4cT0GDWrCyZM6eQaVwSDgscfEJPv++/44eNAPBQV6eYrslCkW\n3HSTAD8/YPRoG776So+fftIiM7MOx4/rMH26BQ88YEV2diB+9zsbBg9ukn8Hf38Bixc3YNOmQHzy\nifi9du3yR2mpTv6dPvpI7O2bzRqsXStuHDU1GuTn++Ghh6z41a/s0GoFfPKJH+bOteDNNwNx6JAO\nb7xRi3m2YgAjAAAT/UlEQVTzGlrEvyMKCwsRGRnp9utrazXIyAjC7NkWfPSRH+bNa8DOnf744x/r\nERtrQ06OPwYOFDsWt9wi4MABHWbONMi/eVRUEwQB+OwzPxw/rkdNjQZGox3TplkwZEgTbrxR3Jkd\nPKjHc88FYfBgO557LhizZ1tw4IAe4eF29Ot3dTuYNMmKV14RO0IPPiiWSIcMEbe5Q4d0SEkRP/vi\nRbFE89hjFhgMQGSkgFtuacKAAeI06c2bAzB/fgPuvrsJr74aiEmTrJg4sRH/938BLdqNwYAW25O0\nnTUXEiJ20G6/vQkXLmjlI72//tUf8+ZZ8Npr4ueuXh0kf8dvvtFj0iQrHnigEfn5YmdD2vb/8z8b\nsWVLYIs2YzCIPe8vv/TD0qXBuHxZg5497dDpBHzzzdXf4ORJHR5+2AqTSYDJJGD0aPE3k36/LVsC\nceSIDpmZdSgs9GuxD3HcX9TWanD5sgabNokdlrlzLVi0KBhvvx2AO+9sQmSkHbW1Ghw6JCYr6fee\nNs2CnBx/eRvPz9fj//2/Jmi1P6F///5ut01HbSaC9PR0/O1vf8Pnn3/u9M9kMuHrr7/GjTfeiAUL\nFiAiIgIvv/wy7r//fhw5cgQmk0lOBAcPHkTv3r3bTASDB4fLO/Lhw3/Bzz+XyH9fWFiIixf1+MMf\n+iA/3w8PPmjF0KFNGD++EUOGCLDbryAtzShvOMOGNck/2qBBduTm+qOmRoP6eg3OndNgxox63Hab\ngPp6DY4f1+PcOR0KC/WYNs2CP/+5DvX1xThz5gwiIyMRGWnHqFHfIyHhZ4webZDX58cff5R3Dm0t\nGwzA0aOunx86NBJWq7hD/vlnLfbv98O//qXFX/96HhMn/oJPPrkBgHNjkBp0UpIFWVlB/+4tWxAU\nBLlxPfigFRaL2OiefDIEPXsCCxdebeg//1yOc+eCcfvtV2MgbbjV1RqsWXMZb78dhHnzGvDVV2Jy\nzM6uxB136Jx2agcO6HHypA6PP14Dq3U/7rmnD8LC7OjR4zL+679+wRNPaHDHHXb07WvB2rUG5OX5\nYcWKeqxdG4hbbrFj1CgbbrtNTFjNd1JRUXbs3u2H2bMtAAR5RxYVZW+RoCZMKMXp019j2LBI3Hln\nExYuDJZ3ZP/8p5/8fHt+L1fL//jHP2CxWNx+/fHjX+Kee3pi3bobEBfXiNjYOvz+9+cwYEAIliwJ\ndtq4b7utSd7h+/sLWL68Hn372rFnj1hOmz3bgnPnNJg/vwEbN4qJMyLCho8+CsDGjQF4/vkGFBX5\nyYn6wQet/46RBR99FAh/fwFJSRZ8/bUOc+eKiWngQDuMRhv8/DR47z1/p/bgGN/IyEiEhAClpV9i\nwICb8f77wQgPt+N//idQ7kjs36/HmjWXsXdvgLxDvHzZeXvq128fpk+vu+b29OtfR2DIEBuGDrVg\n3bpgjB8vHj1PnHgWRmMT3nmnp/wdR4yw4b77GtGjB5CRESR3NnJz/Z06NVIPPjy8DrW1euTk+OP9\n98Ud7Acf+GPAADuuXNFiz56rSbe+XoPvv9di3rx6RETYcdNNl3H//TUYMMAPs2aJycJuF8dVli2r\nw+9/fxqCcMxp/+W4PwgIsOCjj4LkTpiUoI4c0WH8+EZcunQevXrpEBCglztVY8Y0yttASIgdixY1\nYO7cECQmnlEsEbg9RrBq1SpMmjQJQ4cOBQDMmTMHGRkZ2L17NwBg0qRJAICMjAxMnjwZ0dHRLt9H\nGiOQBrQMBgGpqQ0QBHGwBAAqK3V47DGDy/qiVHu0WoGXXqrDypXBcl1/9OhG+Ptr8MwzzrU6aSDm\n7Nn21Vw7k+PJO9I6SOMhzccz3n5bbAh/+UsdUlOda/QrVgTJteAVK+oxb14IHn7YIg+8bd7sj6ee\nsqC8XIO33w50GvtYsiS4xedrNAIEoWUduahIj4UL265xShx/m8REK26+WTwSCg6GXOuvqtIgIaHl\n77d4cQP+93/1mDPHAj8/yCceSeMnjuvb/PPUMDbQXPOafEWFOH7lWPPW6SD3gM+fv1oukB7bvNkf\n8+c3yAPhTzwhzr+Xxssc/1aK0YYNtRg3znmQfsWKeixbFuR0kte6dXWYPz/Y5WtdKSgQ6/muxuhc\ntRslYwe43m6kxxcubDnetWOHH+bMseDnn8WS5NSpFvm9pLr/tWLYfJ3Gj++BkBBxkPpPfwpusS6t\naR67AQNsWLq0Qd4Ot2ypQb9+TfL+7/x5HerqNFi2zHnA/J//zFNsjMDtRPDFF1+gqqoKkydPxk8/\n/YT09HRs2LDB5WDxK6+8Ao3Gda0wLy8PzzwzzqlRZmTUoaJCHCyRZuy09cM0P5uvIw2zo4OsnaG1\nhr5wYRASEqyIi7PiyhUtzp0Tz8aUNuLz5zXyAJljcjAYBHmO9v79V2d1uBqoHDzYhu3bazo0M6G9\nMZMS2rU2Kun327HDD089ZcWSJcHyQPkjj9zgtLE1HzhurrUdhBpJkwqkQVHHZD5/fgO+/VbnlATi\n4hrlcqKUPD74IMDl6x0HhgHnJCklHWlA9qWX6vDaa4GtvrY1joPKwPWPd2vt0PHxigoNtFoBP/wg\nxtJx5tPKlXXy2c2O20174+A4EaCjnQ8pdn/+89XJF211dKVtXLrqgdUK7NyZr1gicHv66Pjx47Fh\nwwYsWLAAer0ezzzzDAAgIiICY8aMQVpaGnQ6HVJSUlpNApJXX62TZ9k8/LAFe/eKdT5pByadoCId\nMQwZ4tzYoqLsSE42uOwxilPlWv9R1NBbdLUOYv24Rl6eMsWAhx+2QKeDHI/p0y1YtaoOS5YE48sv\nr/6UUhKQzuqUpn3GxTVixYogLFhwNUarV9ejf/+OxaC9MZPmpDvOoEpNbXmph6goO9LSxN7omjXi\nrJ+4uEZ5psf33+vxxz8G49FHLZg+3dLm+krX9+nIeralsLCw066YKU0qKCjQt9iJ9+/fhFtvtbeY\ncjh8uDj4vXJlAEaNsqF/fzsyM4Pw8ssBeOmlenngv62jtXfeCcCGDbXyTq+0VOe0jQFAVFTbSQAQ\nB3jDwjoWbyXj2drnOT4u7UyliQqOzp3TYuRIC9avr8XSpeI00ebxbuuINypK/Ft3SLELChKc1s1o\ntP970ovz33//vR67d/vhiy/EAXPHI0YluH1EoJS8vDz06XOXXEJwnC7mOF2ttXIA4NzbMRrt7dph\ndCeupgNejUcNBg60Q6MRcOqUeBThWAKSetN/+UugXDJyLMM9/XTDNeeVK7Hu15oq6Vgmkf5uz57L\nOHWqa3v4nZkIJKdPaxAf38Pl7+Lq+k+AOIvosccMLUqq0nkz1zpa2rbtFzQ1aeT3uNY2ppTrEc/m\nmpdaXZ0HEBVll2duuYp3W+/b3nKaq9dv3BjgdBTiuF7S7yD9bqGhdrmsN39+A/r339/1pSGl5OXl\nYcSIEfIJMNIcc71ekOfRXqscAHSvkoA7pFKRq/n9jqT6PnD1sF2KX2RkE7799vofyrfnt3F17oXj\n4TGgjqO3ztKR9tta4mxPSaJ52cSbO1COHEut993XiKlTb1BkLKkjY2bNOSaS5uM/zder+e+m0Qgo\nK1PuPALVJALAuWc0fbo4nfRXv2pCaGj7dgLevsNoaxC3rdc0/9uuiFN7PrO9J0x5K6XHXtrD2ztQ\njhzn6ys5qcCT7ckxkTzwgBWPPNL+BKXkCWWqSgSAbzXMztAVh95KUlsyV2s8PemJNnc9Y66WeKpp\nP+MY/46sl5KJQF3XQoXyg33UvfA3bx/HyQSexswXY66m/Yzj53fVeqnuiICIiK5NFdcaIiIi78BE\n4GWUvGcxMZ5KYzzViYmAiMjHMRF4GTXMyPAmjKeyGE91YiIgIvJxTARehjVYZTGeymI81YmJgIjI\nxzEReBnWYJXFeCqL8VQnJgIiIh/HROBlWINVFuOpLMZTnZgIiIh8HBOBl2ENVlmMp7IYT3ViIiAi\n8nFMBF6GNVhlMZ7KYjzVye37Ebz88sv46aefAAC1tbUICQnBmjVrAAA5OTnIz8+HVqtFcnIyhg0b\npszaEhGR4txOBM8++6z8/61btyIkRLyrTllZGYqLi7Fu3TqYzWakp6cjOzsbWi0PPq4H1mCVxXgq\ni/FUJ4/3zoIgYN++fYiNjQUAlJSUIDY2Fnq9HmFhYQgPD0dpaanHK0pERJ3D40Rw4sQJhIaGIjw8\nHABQVVUFk8kkP28ymWA2mz39GGon1mCVxXgqi/FUpzZLQ+np6aiurm7xeFJSEmJiYgAARUVF8tFA\nazQaTZvPO97QWmooXHZv+dixY6pan+6+zHgynmpeVopH9yxuamrC008/jczMTBiNRgDArl27AACT\nJk0CAGRkZGDy5MmIjo52+R68ZzERUcep5p7Fx44dQ0REhJwEACAmJgZFRUWw2WyorKxEeXk5Bg4c\n6PGKEhFR5/AoERQXF7coC0VERGDMmDFIS0vDqlWrkJKScs3SECmHNVhlMZ7KYjzVye3powAwa9Ys\nl48nJiYiMTHRk7cmIqLrhJP7vQznaSuL8VQW46lOTARERD6OicDLsAarLMZTWYynOjEREBH5OCYC\nL8MarLIYT2UxnurEREBE5OOYCLwMa7DKYjyVxXiqExMBEZGPYyLwMqzBKovxVBbjqU5MBEREPo6J\nwMuwBqssxlNZjKc6MREQEfk4JgIvwxqsshhPZTGe6sREQETk45gIvAxrsMpiPJXFeKoTEwERkY9j\nIvAyrMEqi/FUFuOpTkwEREQ+zu1bVZaWlmLz5s1oamqCTqdDSkqKfJP6nJwc5OfnQ6vVIjk5GcOG\nDVNshalthYWF7HUpiPFUFuOpTm4fEWzfvh1TpkzBmjVrMHnyZLzzzjsAgLKyMhQXF2PdunVYsmQJ\n3nzzTdjtdsVWmIiIlOV2IggNDUVdXR0AoLa2FjfeeCMAoKSkBLGxsdDr9QgLC0N4eDhKS0uVWVu6\nJva2lMV4KovxVCe3S0PTpk3Diy++iG3btkEQBKxcuRIAUFVVhejoaPnvTCYTzGaz52tKRESdos1E\nkJ6ejurq6haPJyUl4dNPP0VycjJGjhyJffv2YcOGDXjhhRdcvo9Go1FmbemaWINVFuOpLMZTndpM\nBK3t2AHg1VdflZ8fPXo03njjDQCA0WjEpUuX5L+7dOkSjEZjmytx+PDhdq8wtS04OJjxVBDjqSzG\nU53cLg2Fh4fj22+/xdChQ3H8+HHccsstAICYmBhkZ2cjPj4eZrMZ5eXl8mwiVyZMmODuKhARkQI0\ngiAI7rzw+++/x+bNm9HY2Ah/f3888cQT6NevHwDgww8/RH5+PnQ6HR577DHceeediq40EREpx+1E\nQERE3oFnFhMR+TgmAiIiH+f2YHFHfPLJJ8jLywMgDg7ff//9qKmpwX//93/j4sWLuPnmm5GWloaQ\nkBAAvERFW1zFcufOndi9ezd69OgBQJzeO3z4cACMZXOvv/46jhw5gh49eiArKwsA3GqLp0+fxvr1\n69HY2Ijhw4cjOTm5y75TV+pIPCsrK5GWloY+ffoAAAYNGoQnnngCAOMJuI7lvn378MEHH+D8+fNY\nvXo1+vfvL/+9om1T6GRnz54V5s+fL1gsFqGpqUl46aWXhAsXLgjbtm0Tdu3aJQiCIOTk5Ajbt28X\nBEEQzp07Jzz33HNCY2OjUFFRITzzzDNCU1NTZ69mt9BaLHfu3Cn8/e9/b/H3jGVL3377rXD69Glh\n/vz58mMdaYt2u10QBEF4/vnnhVOnTgmCIAirVq0Sjhw5cp2/iTp0JJ4VFRVOf+eI8XQdy7KyMuH8\n+fPC8uXLhe+//15+XOm22emloZ9++gnR0dHw9/eHVqvF0KFDsX//fhw8eBDjxo0DAPzmN79BSUkJ\nAF6ioi2uYnngwAEAgOBizJ+xbGnIkCFyb1/SkbZ46tQpVFVVoaGhQZ4W/etf/1r+HXxNR+LZGsZT\n5CqWffr0kafmO1K6bXZ6Irj11ltx4sQJ1NTUwGKx4MiRI7h06RIuX76M0NBQAEDPnj1x+fJlAGKj\nMJlM8ut5iYqrXMXy4sWLAIDc3FwsXLgQGzZsQG1tLQDGsr062harqqqcTpI0Go2Mq4PW4gkAlZWV\n+OMf/4jly5fju+++AwCYzWbGs4OUbpudPkbQp08fPPjgg1i5ciUCAgIQFRUFrdY5/1zrEhS8RIWo\ntVjed999eOihhwAA77//PrZu3YrU1FSX78FYto3xUZZjPI1GIzZs2ACDwYDTp09j7dq1WLduXReu\nHUmuy2Dxvffei3vvvRcA8N5778FkMqFnz56orq5GaGgoqqqq0LNnTwDuXaLClzjG8t1338VNN90k\nDxJLz2dmZgJgLNurI23RZDK16GUxrs5ai6der4fBYAAA9O/fH+Hh4bhw4QLj6Qal2+Z1mT4qHRpe\nvHgRBw4cwNixYxETE4M9e/YAAAoKCnD33XcDEC9RUVRUBJvNhsrKymteosLXOMaypKQEY8eORVVV\nlfz8gQMHEBkZCYCxbK+OtsXQ0FAEBQXh1KlTEAQBe/fuxciRI7vwG6hLa/G8cuWKfG+SiooKXLhw\nAb169cKNN97IeHaQ0m3zupxZvGzZMvzyyy/Q6XT4wx/+gNtvv73NKXu8REXrXMXytddew5kzZ6DR\naHDzzTfjySeflGu0jKWzl19+GSdOnMCVK1cQGhqKyZMn4+677+5wW5Sm6FmtVgwfPhyPP/54V36t\nLtOReO7fvx87d+6ETqeDRqPBlClTMGLECACMJ9Aylg8//DAMBgO2bNmCK1euIDg4GP369cOSJUsA\nKNs2eYkJIiIfxzOLiYh8HBMBEZGPYyIgIvJxTARERD6OiYCIyMcxERAR+TgmAiIiH8dEQETk4/4/\nRm+JM0ufia4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xf8432290>"
]
}
],
"prompt_number": 111
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.scatter(moving_spectrum[\"Frequency (Hz)\"],moving_spectrum[\"Level (dB)\"])\n",
"xlim(900,1100); ylim(-80,0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 110,
"text": [
"(-80, 0)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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16ztQWJiMxYu7sHt3PB5/vMNv32j3U4W/fgpkYNCEItDSMTFSY/G3C7rtNjtK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\nQkiMQ0VACCExDhUBIYTEOP8PE9QlCP4Vfe0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xf809e050>"
]
}
],
"prompt_number": 110
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"_ = pd.scatter_matrix(static_spectrum.loc[:,'Frequency (Hz)':'Level (dB)'], figsize=(12,8), diagonal='kde')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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O2zhlZ8LjNBX2DZRI2zoKCrv29tGT92lKavgBlIOIhKlQciM0RSEd08g5ATFD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IAAAg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\nyfwHYJ7HoUov9FQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xf5084550>"
]
}
],
"prompt_number": 108
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"_ = pd.scatter_matrix(moving_spectrum.loc[:,'Frequency (Hz)':'Level (dB)'], figsize=(12,8), diagonal='kde')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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MqRkDRVGuqd2b8hyb9wkSob7fcOlFpJea5V9N2cVSe8elj2MhlzvAmLpGkAh+\neLLG6XqQBVLLYFGL2b0pRzcWzLZjqp6JBKaaAQvdBCElhga3b86z2I0IUsGReR8N2Nbn4Fk6R+YD\nNA02FU26kWBz0aYVZgtGtxRtplsR7ThlqiHJ2zp5O6sbbyUpRcfAMw0GPBNLh3k/pc8yaPTaLoZJ\nSpRKio6BlBJdl8s7i9b8hJJtkLcNLLKNk4JEUHQMZjsx/Z5JIqDkmFi6zkwrJG8ZGFr23E4kqHgm\nrmng2Qan6yFhIvnRyQYf2Fnl5ensPVQU5Q0qpK+DQ+fa3Lm5sN7DUBRlg/Msg4mqy8/Od3jvyPr8\n5u56qzO+ePHn5cpfLn7epe5b6uLygR3VFa8xEZKDkw1ene0wmLfYM1Lg/3t1nv6cScE2Kdjw6C1F\nXp/NNuBbqgc/ttilFQrKjkkChIkgb+sUbZPxisupesDuIY9mlLLoJ2zK20gJfa4BGCwGCZ6ps+gn\nFHIGUSpZCGI0NHKmjmtoSODwfMC5dsRdm3JoCBwj68ZSsHU8y6AZJniWjqlphEJg6RpbizbtKKXu\nJ5iGRskxKNhZCN89kCMW2Qz6TCtiwU/o90wcU8vCuWvS72kEvc2ZDk412VJ0ON+NWAwSbFNfXnR7\nPfwbUZTrhZpaWQeHznVUSFcUZU3sGS7yytn2uo7hcgsvr4aLdwC9Fse/UrmOkG8sBL3wNUa9khNN\ngx+crGPqWfmLqWvMtEIOnGlku3amgveNVRjK2+ha1mXleM2n3zUYLto4pp7NjLdCpppZqC07Jp6l\n0+h1hGlHghP1kCjN2ht6lo5ranimhoFGyTYoOUZWVtIM0TTYXnVJhGS+m9COU8JUsuCnLPgxBdug\nYOkYuoZrGiRCcnQxAE2j6JiUHYOKZ9DnGrimwdl21CuFgQHP5PYBj6pnkgoYyFnYhkaUSjTgZC3g\nyHyX892IwZzNr945hGvq1/TfiKLcqFRIX2NhIji+6HP7UP6tn6woivIu3T1c4OWz61uXfq2823r3\npVn+pbKVSwX+pS4vF98HXHI30wuPMVZxMXSN0/VguW/5ZDOkEwnm2xFTzQA/yWaXbUPHMTQGcjbD\nBZujiyGtKNsIaKzsICSM9zn0uSaznRgps51Cjy+G1IOYAc9kKGdjajqjZQfX1Jn3E/o9C8vQWPBT\nDky1OdfbwKgdZfXmmwo2ZcdktOQwWnLYUrRxDI1mmAV2qxfUB3MmugapFDSChHYomOvGdOKUkmNQ\nDxJsQ6cSgKVWAAAgAElEQVQZpXRjgWVkIX+hm6BpWUeYbizo87IZ+KysxiRnG2/766YoNwtV7rLG\nDp/vMNHnqvpQRVHWxO1DeY7O+8uzvRvZO+0is7RzaJjKFd1ZLtXl5eL+6RfWUS89ZmgaZ+oBABN9\nblYuUnI5UfORUvJv7xri5ekWs+2QgmXw8lSTM40A0Mg7WWi9Z7jAS2dbHJ0P2FSwGMxb5GyTM/WA\ngZxJnEp29rssdLPZ9LydzZTXgoQzzYj3bPKouCbNMGWkaDFSsBkvO8uz7bf1u6QC5v0Yx9B77RkF\nbT/B6oXqgp3Vmye9Di/tMKXPtSjkdOIUJBCnkk6Ukkg4utjGMTU25S1O1QMkMFq0Ganm+e7RBQq2\nTjPMauNvLea4Y7iY/Tahd6ECkAqJberqZ6SioEL6mnt1tsPuTWoWXVGUtZG3DTYXbE4t+uwc2Fj9\n0i/eAfRabYRzuS4vF9fbL10kxEKys98jEZJ7xyqkvfs7cQpAwTF5/3iF50/XaccprTChGSSMVhyS\nRHCkFlD2TAZyFn2uQSIhTCX9pk6YpnRijX7PJGcauEWdhW5ClAjaccq2soNnajSClLOdmDsGXNDg\ndCOkP5eV3wSp4NBcl2pv9r0Tp6RSkLd0XMOm2yt/0TSNKBWkEioFg9Q2mGlH9HsWQkqCRBCnWZeX\nKE3ZXMg6z+iaRsU1mWlFvHS2Sy1I0YGFTkJ/zqQRJJyqBcRCcmzBR5J1n0lE1v1sS9nho7uHVFBX\nbnoqpK+xI/NdPrSjb72HoSjKTeTWwRyH57obLqTDm7u0XPjxaoL6xUH/ws+7XAi/0kLYpd1JL/S9\nE9kC04e3r9y59J5tZeJU8KNTNRaA2XaMZ+lUPAOQLPox2/vc5d1CX5ltU7CNXqtEiSSlEabYus6J\nWkjR0XHyGrUgQUfjPZtyRKnEjwXDBYcwTWlHKRUnK6FBQphmryNn6qQS2lFCzjLQNA2/t6toPUj5\nyVyXTb1NjBb8GM/UyVkGpq1RC2LascCPU5YKqxIJY2WHTiz46WyX0T6HiYpDMxLMdhJyls5U06cb\npxi9tysVMgv/cbp8YXO99NhXlPWgQvoaOzLf5TPv27Lew1AU5SZy62CO1+c6/PLtA+s9lGtmKVBf\n3HVltUH9Upbqyy8uc7nUcZceF5IVm/IEiWC6Eaw4VyIk/3JskTP1gP5e6cqeC5oJJEIy1Qypeia1\nIKFoG3RjQc7S0TSN/pzFXCfip+cChksWm/M6W0s2OTtbZNqNs44tU81sQacATtbbDOQsthRtzjRC\nzrVjxisuYSoQQnK8FhCmgs0Fmzk/pmgZpDJ77QM5k6lWRCIljqGTGDLrQCMkk62Qgq2zs+oQxBCl\ngqKtE6QSKaHkSApWAUPXWPQTpISdVYfZdkySSrYULRIkJdskZ2ULYruxwDH1VW8+pSgblfpd0hpa\n7MYEsWC4aK/3UBRFuYncOpTn9bnueg/jmruaHUISIfnhyRp/8+Oz/Mux1S1MFRKmGwEHTtWzOu1e\nwN9e9dhe9VaMLRaSRpAw24rYXLC5dVOeF6dbvDDdImcb7BrIESSS0/WIk/UAiaTimoRJtnDTTwR3\nDHpsK9lMNiNacYquaZzvZDXmtqFR9Uxylo6hwXDBohmlHJhq0e+ZWLrGkYUuOTNru1hxTbYUHVIh\nKdtZP3Uhsw2birbJeNlhJG+zGMS0opRGEGMZGrf2O7iGzmQjwtDhVCPgx7MdGkFClAosXafkmstd\nZ/K2TpxK7hj0GCk6+KkkFXC2le2Wetvm4hV3eVWUm4maSV9DR+e73DKQQ9PUNx9FUdbORJ/L2VZE\nN0o3fDeNa9WX/a2Oa+oaD2/v48CpOqfrAedaIX05i0dv6X9TD/BESDQpGMybFB0Tx9T52bmspzpA\nEAu6iWC84nHbQI5XZtvMtRN2bstxqhYy1/H5uZE8s52YZjNhz1CeIElZCBISCZ6lYWg6U60QKTX8\nRDBSsBgrOciSzZlmRN7UKbsmJ+sBpq7R55lICZ1IYGgaaFl/81RIGmGCqUEtSOhzTTxTpx0LFv2l\nCwKdPk9joRszmLPYlLeI0uzz2nG2QZKpa2iAZ+pIJNOtCICd1RxhIjjTCJZbVF6u3EhRbjYqpK+h\nI/Nddg1uvJpQRVGub5ahM97ncmLRvyn2aLgagc7UNR6Y6OO+scqqjrs0a37vaJlGEHNsIVhRLnOx\n2XZMn2fygR1VXphsMt0I2D2Up5tk3Vfu3Vbi7w6dp2Ab2KbOiGOABoMFk1RCKiW2oeHHcLLh0wxS\n+jyTO/pdIiGZ7cSMllzmOjG3VF3CRHB4wWdnn8OuqkuSStpxylDephkmzHViXFOnaOvkbYN2mNCJ\nUvK2QcUxQQMpoRkmgIat61iOhmNonO/GNMN0uR97I0yJ06zkRsgU29AQEhphwkwrC/81P2HRT4lS\nGCk6/PIdQzi9fulL7+el+s8rys1EhfQ1dGSuy2O7qm/9REVRlKtse9W7aUL61bIUDt+qLnqpxhyy\nevSya7GzHwbz9iU/3zV1fuPuzUDWfefh7X388GSNg2db+LEgZxmUezPWqRAUbJNqzuL5qRb9OYPN\neYvznRhdg6pnkUjJlpKJa2osBFkorrjZzLihw3w3K03ZlLeo+SmxkHimjpDw3HSb7X0OExUXU4dG\nmFLzY3Qt21XU1HUiIbB1nVRKBnImiYB6kCClJDB0dKBkGxQcg1RIWlFK0dKRgGvq+IngfDdGR2Nz\nwcI1dTqJ4I6CTS1IeH2+y1i/B4ABOJbOj6dbnKoFjJQc7h8rA6BrGjnbeMvdYBVlo1AhfQ2dqgXs\nqKqZdEVR1t72qsfJRX+9h7EhJUIy3cj6gqdC8tD2viv2pU+E5MDpOpAFd9fU+bltZU7XfUBnW9km\nTARDBZu5TkQqJY6pU3az0Lx7uEj3TIMwFQyXHG4ZzHNirsOPJpsM5E22lWymWxEdPdsMqRFkXVq2\nV2wW/IQgEXTilIJl8MhokVTCbCeiFiZsytnLFxdznYhuIik7BlhZSO7EklaYIIGqa5FIgW1k4TxI\nBLauUbQNDB1cw6AexCQC8qZBwc4uDE7VQzxLpxOndKIUx9R54UyNYwshrqWze9DjZC1goZvNyKdp\nyuvzPqBxz5YC7x/PFuaqhaXKRqdC+hrpRCn1IGGzWjSqKMo6mKh6/HMv0Nzo1nL2dDV10aauMd7n\nca4V8tzpOo/0gveS1dRVl1yTJ+4eXt7MB7LAnwrJi5MN5rsxH7ltkFdmWrw41eJ9YxV0TcO1DKJE\nMNrvYejQChP8RNKJBKaRlTpZhoZnGbx8vsu2os2uTUVenWkyGyW4ZspwwaHqWdiGRjtKCVNB3jKw\nDJ28lr3XUSrpc3VakWAob+EY0ImhGaREqWBL0cFMJa0owTMNulHKsU5I0dIZyFmUbCPbjTQSbC3Z\ntKOsrKfoGLTCN9owQtYT3jN1hovZAlg/EUgJEslsO+THkw3uvaAMSVE2KhXS18iZesBoxcFQV/qK\noqyDiarLqVqAkBL9Bl68vh6zp291DlPX2Lu1xP/z03Mcmu3wvrEK9IL2xTXVl+u1ngi5XJMdJIID\np+qcqvlsLjmEcUrQ25XzZM1nwY+ZagQ4hs5tAzmePd2gYOls7/d45VyHgq1zx6CHrmmcbkTkLJ3Z\ndsR8J6EVJOwcypNIcE2NKJUcq/lYuoZn6RRsAz8RnG1HNMOUTXkLz9KZaUacbsKWvE2UCnRAkJWz\nlByTbpxiGTqOobPgx6QSthVtbEPD1HVaYbbodLigU/djhov2cjA3dR0N+LkRiFJY6EZIL2vHGCQS\nKSXvHcmTpFmtfdTbpdQxdbWwVNnQVEhfI6cWfcb7vPUehqIoN6miY1J0DM42I7aUnfUezg1pNTP4\nBVsnvcyFxOUuMC68/8GJPp4/XWe2HSJktlgzSAR+LDB0jVv6c8iFDnOdhKKdzZwDtCPB3SMFulHK\nVDPi0Hkfx9Qou9mupS/MdBjMmQzlLZ4/3WQobzLbjummgkHPpBGmpFHKdDOi7JpsKdrYRoKpa6RC\nMpy36MSC2W5E1TWpeBbNIMHQQdcEGhphIpBSYugampSAREgNiWQob5EKEAKqOYs4lYheJxo/loSp\noN1J8aysJaSuaxiahpDZxUnO1El0yZZSVgL0D6+dJ2+bPDBeRtc0LEPH0DWi3sWMfcEiVBXglRvV\nqkJ6kiTMzMzQ7XbJ5XKMjIxgmirfvx2nagHjfe56D0NRlJvYRF9Wl34jh/T1ast3pRn8REhenm4y\nkLMYyNnL5SrvVJhmFwN3by7QilLKZZe7t5TI2wZ3by2habCrHzQtC/C/fe/I8qLKobxN0c4WbXYi\nSck1ec/WEncMFxFS8typJmfbEY0g6y4zkbdZCBKElGwpOlRdgZ8IzrVjqp5JyTFpRQk502Agp9GO\nBchsMSrAWNFC1+BUPWIgZ2FoGonMjleyLVpR1i89TiWdOF3+TU7JNpDAXCPBNXUaQUqQChYCON9O\nsA2oeiZnWxGphJGizcnFkLyd9VoXUjLfiZnvhsy3E0bKNjnL4PiCj2PqbC079HsW3UTw6C39y++t\nCuzKjeSKSfull17imWee4dChQxiGged5+L5PkiTcddddPPbYY9xzzz1rNdYb2qmaz89tLa33MBRF\nuYlNVD1O1nwemrix63mvx6AVC0mfZ3HPaBlT13hwom/FTPlS2culLjAuvv99o2X+0+E5ji12qXgW\nqdRwesHfNXX2bCmtOMbS350oZbYT0Y1TtpVc3r+rjKFrHDhV58Siz3ifS94xuN3L4Zo6lq7RTQRl\nx2S0ZDLdjslbOltKFovdmJl2xIlawGjZYT6O8WPBrqrLqUZIKsEy4OXZLveP9RGLkNP1kJytY2pZ\nLfxkK1guhzF1jZxpIJGAlrWQ1DUKJYMgkXiWwflOzGDO5K6BHLGAuW6EZxpUPQNd0xgr2YSppBGm\nQNZhphGmyN57HKcpiQBTSKJUcKruU/NT7h+r8MJkA1ALTJUby2VD+uc//3lyuRwPP/wwn/nMZ6hW\n32gduLi4yGuvvcZ3vvMdvvWtb/GlL31pTQZ7IztVCxivqpl0RVHWz7aKw4tTrfUexnXvUmUtV5rB\nX3os6S30/N6JGgAPjFdWdHG5XPvGpWMkQtKJUl6cbCAlbC46vH+8svxYmGQlLz84WUPIrN3j0gLV\nIBH8dLrJ0Xmfgm2ws6ovLzydbYfUg4RjCz6DeYsozeq5txQd5joRM82IKBXsrLpMBREvTsfkbZ3R\nskPeMmiGKZ1EkKSC4/WQZpQy4JnomkYqEg7NNDENjViTzPsJWwoWjTDF0DS2lW2agaAVJuRtg9l2\njGNqbMrbCAlRIig4OiLVsIvZb3jm/ZihvMVo2aYdZWUziZBEImsp6RgaiYQdfS7DBZOjiyGLYUrF\nMdg9ZOBaOpvyNi9Mt9hUsNRaMOWGddmQ/ulPf5qxsbFLPlatVnnooYd46KGHOH369DUb3EZR92Oi\nVDKQs9Z7KIqi3MS2lV3+7tDceg/junalspa3moF9/nSds60w66yia7w81VzRivHiYy/d1rVst9Lv\nnaiRpCmvzflUXIO9W0u4pk6QCP6vH5+lFaa8b2uJWEjONkOeP13ngYms3eMLp+ucqPlsLloYGrx6\nvs1MK1iuFR+t2ESJ4HQtQNPANnRMTeNsK0IDBvMmtSChEWR14UP5LGiHiWBHn0s/0IpSWlHK9opD\nnAim2jHbijbHaiHdSHDroMtExWW+m+0m6po6z0+1GSnaaMBcJ2ZzwSYRgqOLPo0g5fZBj0YgSHsF\n+ClZ73dDz+rxHUOjE2ddYAwd/AiEjCnaJmgaxxsJ94xmvxnSNQ0hJTk7m7nfPljA6PWlVwtMlRvR\nZUP6hQF9fn6earWKrq+ss1tYWLhskFfecLpXj67dwB0VFEW58W2ruEw1whu+w8t6u9ICUj8WjPe5\nOIbO0YUuuwZy7N1WXu7a0vtUwkTwwpkGR+a6lF2TVEiElESppOoZ5CxjRW27lBCnkvPtiIG8RcPK\nNgkKE8Fzp+ucrPkYGgzlHUwDppsRzSCrAfdjiWdpFB0Tx9QJE0EqwU9SRis2Jdsg7g1stJwF3dlO\nBJrOjj6X891somn3QI52nNKNUsJUsrVgEQrJaNmm2OsK04oSBnI2pg61IGFn1aNgG0SpJEpSNMAx\nDLaWHG6t6rTjlCgR2KaGlDoL3RgNiLrZ7Lkka/94vBYQJpJb+nPcOVLOOslc0EHnUkzbeONjFc6V\nG9CqVn/+7u/+Lrfffjt/8Ad/QLFYXL7/93//9/nrv/7raza4jSJrv6hKXRRFWV952yBn6cx3YoYK\nN8eeDW+3p/pbLUy93Ey7qWs8MNHHfWNvlKekUuInYvn2D07WyFs6USp5abJBkAqGChbbytnPB0vX\nKORsPrSzf7k7SdD7/I+/ZzOvnm0Rp5KjC1nnlopjcnCywevzXXQNRnoLgqNUcuemArPtkFaUMlox\nl9sXbs5bbK7mOLzQxY8FAzmTs+2YsmPgmjqtMKXPNdjRl4XrOM1eQ9k1mWyGVD2TqpfNjEskOZnV\nf6cSHFNH1zSkhFTAQM5krpPwylyX4bzFXDcmTAR3DObpRCmH57qMVbIxn6hFDBcs5rsxr53vMlF1\nmO8kbC1ndeiz7QSJ5EwjYE9vEe3S11ZRNqpVhXTbttm1axd/9Ed/xB/+4R8yPj4OgJTqP8hqTDXD\nG7qbgqIoG8e2istkPbgpQvo77an+bmZdLw7tSx8vBcoozdoNLnU4KdkGd28p8cKZBq/Odpa7sZi6\nxg9P1ji+6DNScnj0ln72bitnCyR7s+6n6j5hIsjbOhXHomCbHF/0SaVkrpPw0d2DnF7o8tPZNrap\nc2u/x4Kf8PxMk/GKC162+HJzIWuJeLoRcmvVZbIVkbMM8pZBmAqElMw0I/o8g2aUMO8njBRsdA16\njWgwdY1unBILyaa8TSIk9U7KUN6kzzNZ9BN29Hl045R2lNAKUwqOSZ9rEQrB9j6DU/WAoZzF7sEc\nrTBhwDOZakY0AsGD24rMd2MmWxE/PFXjnq0lnjvTRNPgw7f0L1/QACs2klKUG9mqQrqmafzWb/0W\n4+Pj/PEf/zGf/vSnef/733+tx7ZhzDRC9mwurPcwFEVR2FbOSl7u2breI1l/72Tn0svNtC9dEIhe\nHXUs5Jtm2pd6oHumzj3bysuLSg09e/5QwcI1dV6abHDfWAUhoR2mzLYiEiGXw6feqykfzGc9wyf6\nPHYPFzH0rAvM2VZI2bWwDJ2fnOswmLfwTJ3DCz4aUHYtNA0sTWPAs3r3mWganGyEbCnadCLBofku\nBctgMGeyKa8DGkGSBfFOnHVYCRJBmEpSkVByDAY8e/k9MF2T8514OfBrGpRsk3acsKmQrdE614mw\ndHBNg9GSQ5gKzrYiplsRtqGRtw2qOY3X5rv0uSYakkPnOix2I2bbMXEqec9wgVjCfzo8D8Av3zaA\naWQlQlK+cSGhkS08zUpl3iiFcS4I9aosRrmevK1m5w888ADDw8P82Z/9GadOnVIz6as03QzZqmbS\nFUW5DmytOEw2gvUexpq4UunKu9m59J0GObMXxoE37Zb5oZ1VwkTw0mSDuLfY9P3jFWxDW7H4FLJ2\nj7GQPHjBTP3SbH0rSunzrOWym/E+F1PXuHtLiXuBOBW8Ptvh9fkOZddgMGfRjgQLfgRkaxXCVFJ0\nDPo8A9vQiVNJIrNSk0HPxLEMFroxZm/LUNfMdhXNmTr1IM4uJiwDDRjKW5xtxRi6hqlDmEiqnkWQ\npjTDFNfQkWRdaGIhaYYpRVvnF7aXONOMSYSk4pm8Mttlrhtza7/HT2Z9ZtsxAzmTVig4Od9hqhVR\n6yboGjx3pkYi4cRCyLayRTMUdKKUgpONybV6r6nXLeaW/hyJyGrgH5roW975VVHW26pC+oULRicm\nJviTP/kT/vzP/5woiq7ZwDaKrP1VxHBRhXRFUdbftrLLc2ca6z2MNbNWYevCC4LLnfut2jiatrGi\nRMbUNe4be6On/VJYf6tWkBc+ds+2MpCtR8hkGyKlUiIl3DmSrTP7yXSTKE3ZnLcZ7vM4PNshlSDQ\nyVnQTSQF2wBNQ8gs9J9rhNSDrLe66M1Y52yDkq3jeg7zzZBGJ2EgbxEmECVpbyOiLKw7RhaGo1Ri\nGRpl16TqWsx2I35y3qdoG1Q9i/OdiFuqLp6VbdJ024C7vAPrpoJGI0yZ7ySMlLLONgvdhLJ35XiT\nCkmSSqTQmKr7dGKBRKPun2e46PDABX3uFWW9rCqkP/300ytul8tlvvCFL7CwsHAtxrShnGtFVD3r\nXe9ApyiKcjVsqzhM1sP1Hsa6uxY7l67mOJd7zuVKb5ZmyC8163/x5wSJIIhTdE3D0DVSIfnmK7MA\n/OZ7h1fUat85XOTgVJMfnq5j6xrNMCFMBJONiNFuwnu2FHn2RI3jCwGbChYTfS7nOzG2oaPrCYtB\njK5pVD2LM/WAyUZIn2cQJILhgk0zbFMLsu4znqlTdvXeDqDZhkMlx8DSteXuLWEqKTkG5/2YqWbE\nWNnOtj3SIGdlGy+FvW42AzkLS9PQdfCTrD5/tOTg9Loct8Ns5n+s5OCaOnlbI04hSSGWgjgRnO9m\nO6GWXYNjCyGupTGQs/9/9t4syJLrrPf9rbVy3kPtmqt6UHeru2VNbcmSLFmS5XMcEnEgDoF9D1xf\n7AiuJwJesIjA8EIEOBwOMA7gwdjAebAxNhAcc83FlxCBfWwDtjwPGizJaOhR3dXVNe7aU8651n3I\nXaXqVrdUktVSlZS/l669d+7MtXN3VP3zy//3/1gcZFv7sisqXgaeU6QvLCy8XOt41TLXjaum0YqK\nim3DVN2hm+REWYFvq+d/w6uY7VIpfTHWm4tlrv+vB+dZi3Km6hYrYcG+loc2pYd9/T39JOf/fWSR\nwJalPSYpGAss5rop03ULR8GxlYgkLzjVjglsScsrmzrP9VK8oRXEtgRprnm8MFwz5XPlqIuSgpWw\nFNlKgASuGvcYpKXPXCnJXCclsCQrYU7Tlcw2HJbCjF6iObYac/WEz+ExD3uYb95JcnppgR9ILFWu\nOUwLJgKLYvjZJAIlIc1L+0rTFQgEGhiksNDPAMFUzSJPy4p9w7NoRzmuZfF/3TiKFGKjmLZ+F6Oi\n4pXmOUX6vffe+7w7+PznP/+SLebVyFwnYXezEukVFRXbAykEMw2Xc72UA2P+K72c1zzrXujnYvNE\n0wvRhos+X2jDXDfhnW+YwRtejH3v5BqnOxHtOCfMBFeOeeRa4yrJVeMec92UuqOYqVucXEu4asLH\nkoK5XopvCw6N+yhRJsLkBkYDCwws9jPm+zmTgcVkzWbMN7iWYMS16KVlNvrrZwPywhCMeUzWLLLC\n4CqBYymaroUlBIM0p+Ha+HZZ9e6lBU3XYrZhow3EmaHuWBTG8HQ3pdCGyZpNnGtWYk07ypmu2fiW\nwlKSQaa5dqZOrjWOUgTD2MbNdyIqQV6xnXlOkb5ZgBtjeN/73sdnPvOZy76oVxNzVfxiRUXFNmO2\n4TDfSyqR/gqzuRp+59ADfbEG13W+daINPFNtX0+L+daJNnceGOXweEChC0Y9m/6oxsCGQP/+qTXa\nUcbiIOfQmIfAcKqdcPPuBr20IM0Lbtvb5Ioxn28cbzPbcHjjFSP857kBr5+usxqmZEMf940zdcKs\nnE7qqNJTvr/lUXcUq1GGIyVrScG5LGO2bjPu2/SSnDGv9IxHuabhlnnxLVcQ5uU+Gq5FL81ItcKR\n5aTVXlqQFor5XtmoOhFYxJmmPvSn/9vxDuM1izDVRLlhqZ8jJfi2pOXb/PuxVU6vJVw1GXDXgVHU\npvNbRTVWbHe2nO5STct8ccx1Et64p/lKL6OioqJig5mGy3y3avzfDqxr8EsJ9M0ifvPz6+9JhvmC\naa7pZQXz3YTAztjT9Diyq8H9x9uln7vQjHg2//fNY2hj+KdHF2n5CiUE/SQnKQxikLFn1CuTW6Tg\nuyc7HGtHOEqyr+Uy4Vt0k5wfzfeZHcZFFoZhZnvMqG8z4VtEuWYysLFU6SNfS1KWowIlMmZrNuOB\njRQQ2DDfz1FSMOop0gJsKRlxJVFWpsCEeUFaGPaMOGhtcC1FPy1wEGhteP10DUtBnBuUKKMf53op\nvVRzZUvyyEKZJb8yyPiX/1wiTAv2Dm1Abz30wlJ9Kipebl5QBGPFC+dMp4pfrKio2F7MNh3mu6/N\n5tEXk41+OXGHEYtJrs8bYw/lWtc95ZstL+sV9TsPjOIqgRKCLz66iKME//2acf79aDkECWC+m1AY\nw1XjAULAQ3M9CmPY1XCYqrksRRmn1hL2jrhYwvDVJ1codGlFOdtLGPUsNIbTa8lG+otn53TTgig3\nOEqwGmZYlmQ5zOgmObsbDstRRlIYxjyLMDVc0XAY8SziXHO8HVOzy+mkQsCoa9FLNbnWNByLdlRg\nKYEjBOO+wgBhCoXURFlBy7VICg1CUHcEYa4Z8yzSorx7cMWIx0qU8dhSxGjNYt+oS1IULPZzoryg\naIe46nzrS0XFdqQS6ZeRXBtWwtfO+O2KioqdwWzD5YG53iu9jJed52rQfKXEe5RrnlwKWRqkvO36\n6Q0LxroYd5XYiFFcX5seVq/TXBPlGlsKtDHMdTN+dLrLZM3BVZJ+VnBwzCfThjDXKAEL/ZRBltOL\nNQjJG/c2CJOcTpzRSwRLg4xD4y5JYfBsi5pdNnk6niDJDU+uxAgBuxs2Y77NqU7MWGDhKkk7zpmt\n2cwNMiQQ2IpOXBA45brPdBMCWzIZlMOUtDFYsvSOF4UmLgwrUULNlozbNr00ZzEsP1/dUdRsSa5g\nvp/S8i0atiTKy/jGMs0GEGUe+2zdpu4oJgKHU2sJq2HB7XsbHGvHrIYZV00ElUCv2PY8p0j/xCc+\ncd7jJEn45Cc/uTHESAjBb/zGb2zpQH/913/NiRMnOHDgAO95z3s2nl9dXeUTn/gEeZ7zjne8gyNH\njqTsoYYAACAASURBVBBFER//+McZDAb8zM/8DG95y1soioK/+Iu/YGlpiZtuuom3v/3tF91vt9vl\nj//4j1FK0Wg0+M3f/E0sy+I3f/M3GRsr47be//73s2fP5R+3tzRIGfUtbFX53ioqKrYPM43XbiX9\nYvw0g41ezLE28+YDo6xFGVGmn7WtNqWIXx9wtB4ZaUvBQj/l34+ukBSGicDmF66b5H8/scyx1Zib\ndzVK3/ewUfJN+8us9QdOd3AtSTeGA2MuU4HNt06sYavhACNHcO2UT5wbDODKcspow7UY88rGy+VB\nRi8rsKTggXN9LCGwFbQ8i7qtmOtnjPkWrhIUxpAIKHQp2JNCD48jSQpNrqGf5pzrp7xu3McXgnHf\nJtVltX3viMtMzaKbGuZ6pT2r6UjqjqQT5wgsLCE53U3IDUz5FjVHMtMKeGKhR1oYDk3Ved1Mo7w7\nYEkOTz/zcyXSK7Y7zynSp6enEUJsiPJ1Ybz+3FZ96sePHydJEj784Q/zqU99imPHjnHw4EEAvvjF\nL/LOd76TK664go997GMcOXKEr33ta7z5zW/mjjvu4MMf/jB33HEHP/rRj9izZw8f+MAH+KM/+iPW\n1tZYXV191n4PHDjARz7yEQC+8IUv8MADD3DrrbcyMjLChz70oRd9ol4MC72UmWqIUUVFxTZjpuGw\n0E/Rppww+VrhcmSjvxDWLwa0KW0u68L7bddPA89uZHSV2Kg0b15upg1hpvEsycogI840t+1rcUXL\n58Co4InlEIArWh6FecbSEeWambrDbN3ZmE66GuXM1G1ePxUQ5uvHMTSVKOMNBXTTgidWUvY0XRxL\ncKju85OlAVOBTc2RGAMjnoWnJJk2pIVmkBXUHcWuhkIKONNJGfdtLClYiTK0AVsJZuplHno3LfAt\nSZQXDDYiFg3/uVLGOY77FitRTlwYCgM1S7EW55zppkzXbFajnG6iOd1NEVLx6GJEYEuiLKc+DFBP\ncr1pqFNFxfbnOUX6O97xjpfkIEePHuWGG24A4MiRIzz55JMbIv306dNcddVVAHieRxRFPPXUU7z/\n/e9HSsm+ffs4e/YsTz31FLfffjsA119/PUePHmV1dfWS+wWI45h6vQ5Av9/nQx/6ELt37+a9730v\ntm2/JJ/tuTjXS5luVFaXioqK7YVvK2pOOdp9svba+h11MXH+Sov3S6WMZNqQacNdVz6T/JIPH0PZ\nLPrwXJfCgJKCm4a2mKQoq/K37mud93n+y8Exklxz308WAfi5qyd5/a46//qfy8x1E6K8tNAcHvcI\nbEWmy4bMqcAiUILVOKdmK463+xxouUSZJso0vi15ZDFkwre4suVRGMGoZ5PkBT9eKJ93LUmUFdQc\ni7qjSAuDb0lOdxIarmIyKOVIP9NIIeilBS0B+5ou/bTMSq/ZkjHPJjealShn1LMo6oYwM+xuOqxE\nGQJ45FyPXU0LgeBvHzjHvlGPpX5GnGvef+vuSqhX7BguKdJPnjzJ/v37n3cHW9luMBgwNTUFQBAE\nnD59euM1rZ+5xRcEAYPBgDAMCYLgWc/5vr/xXBiGl9zv0aNH+fSnP00QBLzrXe8C4CMf+Qi1Wo1/\n+qd/4qtf/So/93M/97yf7adloZ8yU/nRKyoqtiGzw4SX15pIvxQvhz9988XAxY57qW0353pvTnv5\n3tMdVsOUA6M+9x9vI0UpxO+4IAlmc3QjlLnmQsDDc91S+BtDy7c4PLRnPt1J0AgOtDyWwpSsMCgp\n2NtwcS1BL8mJM82Yr9CmnBh6y2yd092EU92EK1ulpz3Thr1Nl0FW0M+KMlYxyvCUQErBICvY3XAx\nGFaiHFtJlBC4SmArRdOzKDRYlmTCUhgMUVGwGuakhcGWBVFmCGxBmGmG1yblYCIpObqaoIAkK8i1\nJisMxfNk0ldUbCcuKdLXRe5dd93Ftddeu+HnBmi32zz22GPcf//9hGG4YS+5FEEQEEVlp3kYhtRq\ntY3XpHymghBFEbVaDd/3CcOQZrO58dy6MF/fx8zMDFEUXXS/hw4d4qMf/Sj33Xcf//Zv/8Y999yz\n8dqtt97Kv/zLvzzner/5zW/y5je/eeNn4EU9XuglBP1zfPObx16S/VWPq8fV4+rxS/V4tunwjR89\nSreVv2T7fzVwuf3pL2R/z7VtoQ3aGKJMX3SYUa4N9x9vo0RZkbeHVXglBTfvbqBEaYvJtGa65qAk\n1F2HfeMeQpR+7cdXQk6uJuwfdajZih8vDrhy1CM3cKabkmobVwlcS3L/qS7XTJZZ6cfXEpbDDM+S\n7Bo2cLajnF5WMFWzWYtzPEviWZJuktFwLQaZpgbYtiIuDHGu8S2FawkcJGGa49sWng2ZW1p4HFVW\n7DOtcZQkGwrxuV6CoyT/x9UtTnczFgYZr5vw8W0LNTwPlzrH2y39p+K1jTDrhvOL8MMf/pCvfOUr\nPPbYYwgh8H1/QxQfOXKEe+65h5tuuul5D3LixAm+8pWv8Gu/9mt86lOf4q1vfeuGLeUzn/kMd955\n54Yn/UMf+hD33Xcfo6Oj3H777Xz4wx/m937v93jggQc4e/Ysb3/72/nYxz7Gr//6r9Nut5+13337\n9mFZ5bXHV7/6VfI855577sEYg23bfO1rX2MwGPALv/ALF13r1772tS19pq3wW/c9ybtvmuWGXY2X\nZH8VFRUVLxWf+9E8Bnj3zbMvyf4eeOCBl+x35yvJy9lEeqnjw6VF4vqE0m+dKPPPb947gnuBXebr\nx1ZRQnCmE7PQzzg47vFfD47xozNdAN60r0VWaL70+BKduODwRMAte0d45GyP5TDl1FrCdL30jxsM\ndVvRSXKS3LCnWVa+LVlWr5OiYMK3yXQprEdci4VByohbNo9qoOWWE0wnaxYjrkWuDVFWlJ9TlUOL\narZCY6jZEkvCcliwHGbM1MukGkfBYNhca4Bz/YxCG3xb0nAUthLMdVPO9lIOjXksRzl5YWi6inac\nIxG4tqCfaGabLr4lN3oCLnan4pX47itemzzwwAPcfffdF33tOT3pt9xyC7fccgt5njM/P89gMKBe\nrzMzM7MhhLfCgQMHcByHD33oQ+zfv5+DBw/yV3/1V7zvfe/jbW97G5/85CdJ03TDA3/33Xfz8Y9/\nnC996Uvcc889WJbFzTffzHe/+11+//d/n5tuuolWq0Wr1XrWfo8ePcrf/u3fblxU3HvvvfT7fT76\n0Y/ieR71ep0PfOADL+D0vXgqT3pFRcV2ZabhvCZjGJ+PrfrTt1JxfaFV2a2IxM3PZRdJKVnPVk8K\nTctTdJKC02sJx5bDjcFJP3i6gy0FQghmGg637B1BScGZbkw/LWi6EteS5FrTdBSjvs1ymKEBQzm4\naHlQcPveOt0k53g7Ycy3GPMtHj4XcnDMHVbJC5qO5HtzPaZrDlIIlsLSNz4R2HSTnKVBxu6miy2h\nm2jORCktz2LMV3iWJCs0jgIloelKekmZ4T47tJL6VtngerSdUBjY03QZZBpfSVDwxHJE3VHsbTmc\naKdgDJXjpWKn8JyV9NciL1UlPSs0b//sj/nn99xw3hjiioqKiu3Ag2d7/O0D5/jTnz/8kuzv1VJJ\n3wpbEdNb3QYu7jm/2Hs2b79eUb9wUmmca757co2Wp/jemS5jvsV0zQYhuXVfizTX/OMjCwC87bpJ\npBD84HQXNdyFq0rRbyvB14610QbuOTjC/DACsWZL5nopvi1xlaKXZuxpuKzGOWe6GddNekS5oZ8W\nHB7zWRykeMMLiaTQaANTgQMY2nFOrg11R2FMmeVesxU1W9GOM5QQGKCfFuTGIBBM12yUKD+za8HZ\nXkaUa3Y3XDKt0dqgpKQdZ3QTzWRgsRCmjDhlBX9hkPHfr5mk6dnnnb8LLUNVFb3i5eJFV9IrXjxL\ng4yxwK4EekVFxbZkquaw2E9f6WXsGF4Kr/KFIvtCQf5cVfwLtwee1RCaa8P3T61xoh2xr+Xx+uk6\njiW5erq+8bfoobkugV2K5q88uYIUgrQoB+/ta7m8/kCLH5/t42rJ3QdHWewn/MeJDtdM+kwENouD\nHNeSaAO+LeincG6QsbthM+6X1fGySg9z3YTxwEIJga0kni0RwFKYYklB07XQwzjn1Shj1LPwLUla\nGAJHYYtySBHGIKXAloJ2nDNTc8i0oRcWBHYZUTnXTci1oZ8VJLnhylEXRwmeXI0ZcSUt3+bRhQEa\nOLkSce2sdd7k1s3nshLoFduFSqRfJsqM9MrqUlFRsT2ZrNmshKWvtyomPDcXE9QXE9ObRfiF21xM\nZF+MzVX1i1XKL7W+dY/6INMEtqSb5IDFG/aOYEnBvx9dxZZlNvt03SWwJY8tDpBCsKdpkxYFS2HO\nN0+0ObaSMNNwuG4yICkMU3WblSjndCdlumFxZCrAAI+vRIx4NuO+xeIgI8w1E35ZsXaHoRDz/ZQx\nz8IuNO2kwFWCicDBYOinOb4lsaVgpuYQ5gXhcIJqlBSkUlCzLUZ9m7QwZFrTcCSduLTeOEqyGuWM\n+6U9ZnGQM1mzSQvNibWEcd/iqjGP1Sinbj9zDpP82YOjKiq2I5VIv0yc6yVMV/GLFRUV2xTHkjRc\nxVqUM167/HMjLievRCLH81W6n09cP1/V/Nsn2hxfjdg94vHWQ89cGGz+rHcOoxYtKdAGwlyDKZ3j\nx1djfEtyy94RClk2kQL84pFplCwr1K/f3aTQhh883aHl20wHFt853WfEV8zULU51Yhwl8CzJdM2m\nHecs9DMkCYGrkAjSQvPoUsiIqxjzFElhWA4zpms2hYE8hzAvBbmnJJExLA5SLCVQlPnuuTEIAzW7\nzE+P84Ixv7Sj9JKMwsBUzWZEKQYZ9EyOAsKsYKrmUBjDI4shLc8isG2SXDPqWYS5Jg9zDIYfzve5\ndXedpIBOUjzr/L+SOfkVFZdiSyL9Bz/4ATfddBNKVQMAtsq5ftU0WlFRsb2ZqjssDtIdLdJfjkSO\nl0LEXZiRvl4l3yqbU12gtGjcf7z8+Y79LWwpGLEVjy0OqDuKg2Muq1HOI2d7ZEPfN8AjZ3s8uRIy\n03C5c3+LwFG8fledf/zxAk8tRdw4W0NK6CSaNNfsbwWc7sQ83Um4YsTFAJnWCFNGIC4NciwhcFRp\nU3GUYE/TwVOStaRgpm5zop0wWbOZrTvM91MCW9JwyhSY052UvSMunTjDUZIwL3CVZDBMf/FsRa41\nUW6wVOlDdy2LfqopDBRaE+aaMd/CVeXAJEcJxn0Le2i0XxxkFBr+cyWiF2umhn+bN5//SpxXbEe2\nJNI///nP8z//5//kjjvu4C1veQuHD780jUavZpYHGa+frb/Sy6ioqKi4JJNDX/o1U7Xn3/g1zvOJ\nuK0I+Ut50S+23R0HRs+bGPr1Y6VdRRuQosxJn+vESCF46EyXk+2y6v6LR6Z5fKHPfC/h6oka3bRA\nCsHuposZpr4M0oInlwcs9RMOjgVcN1tHG9jVtInygseXYm7bU2cpNDy5GtIOcxwlOLoa41qS0Y0U\nF4837amzFhcU2pAUGkM5pXS+F9N0LQap5vCYR8OxOLYWlY2itqTAMOZbzPUyVqKMvU0HASSFRabL\nNTaHMY6dRBPlBdpI0kITZpoRT9FyLQpT2l56SU6YlTnp9rD6/+hShARumq2T6Yiz3YyGK9Fal5aX\nYXRlJdArtitbEul/8id/wsmTJ/nGN77Bn/7pn+K6Lm95y1u46667NiZ+VpzP8iBlIti51amKiopX\nP1N1e8c3j24nq8JWvOMXGzz0XPta376MVTTcdeXohtjfP+rjqNKHfuWYvyHqO0lBY5hHbkvBbfta\nFNrwwJkuniW5eVeDx5YGrMU5y2H5/d+yu4kl4fhazFWTHrkxeEqyGmdM1W32jvi0wxRtDCfaCVe0\nHHJteGA+REiQwJWjHu24FPSzjbKa3nAtkkIz108otKHlWVhK0IlL+8ukr+ilmrU4R0lJYEm6mUYK\nQWALjq0m1BzJyHA/I65FwykvVHJtWAyzYba6wBQaSwmywvDEcsjVkx41W/HY0oAoNzRcSao1J9oJ\nrbkuuTbPykqvqNhObNmTvn//fvbv38+v/Mqv8Mgjj/A3f/M3/MM//ANXX301d999N29+85vPmx76\nWmdpkFXjtisqKrY1kzWHhR0u0uGVF+dbYXMFfd1L/nzb//vRVeY6MftHfWq23BDsmxtFbxo2hsIz\nlfqaXTZXPrgU4akyFeVsLyHODdMNh4ateMNMg7TQPN2J+fqxVbpJQTfO2Tvi0vIsHluMaLiSEU8R\nZhqtNT9eCHEtyXTdIs40UsB03WGum6KBs92U8aC8OFiLCyyvPK6SggnfYtRTKClYCXPqtsS3S4vM\nVF2xFudINPM9ze6mQ8OVnO6U+7OVZL5fJsIoKbCFJNUG1xLsaTgMMs3ZXsrYsGnVV5I79jbopTkn\nOjGBpZgIBA3HYmmQsRTlLA5SWl5VSKvY3rygxtFz587xjW98g29+85sIIXjHO97B5OQkX/7yl/ne\n977H7/zO71yude4ojDEsDzImdrDPs6Ki4tXPVN3hkXP9V3oZr3ouVkF/oZF/uTYkRRmxCGVlPbtI\n+kuSa+Jcc66f0nAkY0E5DTTMSt/2ZGDz43N9BPA/jkwT5ZqT7ZhrJgOOrUacXIuZrttIUe4fDIOk\n4MRazEzdoulaNF3FqU5CL9G4Vpmo0nQUJ9di1pIcS0In0sz34MCoS6ENT6xEpBoOjJTTPnupJnBK\ncW4MNFxJJymTabQp+18nfJvlKKPpCnY3XJSAQV6wFKc0HIUsFEqW732d45FpWItzolwzIi3qjsW+\npmD3WI3FTkKYFdxyxQjznYTVKOfG3Q1sJTfOL+yMC76K1w5bEulf+tKXuP/++zl79iy33347v/Eb\nv8FVV1218fptt93Gr/7qr162Re40BmmBFBA4VaNtRUXF9uXVYHfZ7lxYQV+vdq97yy+FJQVvPTR2\nXoPp5sbRddvLhYOM/p+HzzHqWxwaC3CU5PpdDZQU3JJrHprrMkgL9rU8pBA4Q0/2eGAhhWDEtRgP\nLGYbLr04o5cWDHLNVN2hl+TsajhIAe24YE/TwR9OFc214cRaTMuzMAYcJTg8ZmHJMoNdG8Oehks3\nzYlzjSUlQsDXT3aZrFnsbjjEuWHcL33mQkBhwLMELc8iSsvJpYPMkOaGUc9moZ+yEkfM1BzWkhwl\nBNoYBqmm6SqeiEPm+zkA3aTgTDcjzjVnewn/7XUTPPHEMn//4DkmajbNYT57ZX2p2G5sSaQ/+OCD\n/PzP/zw333wzjvNsC4frunzwgx98yRe3U6msLhUVFTuBqZrD0iB7pZfxmmFdoN9/vI2rBLfuawGX\nTnq5UIRv1X+/GuXMNlziXKOk2EiBuevK0mbz/VNraANprjndSejEOQ3XouVbnOnGnO0lw/x0l1nX\nYi3OmRpO+kTAbN3CsyyWwgQpoWmXgrzlWdRsxdPdhKUwpxNnjHo2niU4l6X4lmQycDamjO5tuoS5\nppvkDFLNmG8TF4ZuklN3LNK8wLUVnq3oJgWOkrhWmeACZaXdUYIRV1HoUtjnmjICsu5w/ZRHmBke\nPhdyeMKjl8AgLTPS1/+tqNjObEmkf/CDH0RKiWU9s3me52itN0T7jTfeeHlWuANZGqSV1aWiomLb\nM+JbhFlBkmtcq+opuhxcGL34/VNrzHVido94AJdMermU/eJi4jweDufxLMn/ecNMmX1+ugOUQvxM\nJ0Zsen+Ua+Y6Cb4ly2p1y6VmK7QxgAAEV4y49FONaykGWcGpTsG+EZemK1mNNIuDPpYs+xrW4px2\nnPN0J8G1JDW7fE/DVdQcySDVpIVBCFhsxzQcya6GQzvKcW1JVpTximFWMF23ENgsRymuEvTDjBHP\nwlGSxTAjsCQjnjWMlBS4CgzQzwoCSyFEmS7TT3PaUcF0zeLW3TUeX44ZDRQ/d/U4PzrT5erJgOtn\nGziWrKIYK7YtW/qt/Ad/8AccP378vOeOHz/OH/7hH16WRe10Kj96RUXFTkAKwWTNYWlQWV4uJ5sr\n4pk2XDnmb9hVLsa6Rebrx1af5WW/0N8e55r/9eA8f//gPGtRxrdPrvGD0x3uPDDKnQdGeWiuS2BL\nrmh5xFlBmBa0XAuD4UQ7YrLm0HAtTq5F/HCux6Exn1t2NTixlhBmmqsmAzxLsbtpUxjNQ+cGJIVG\nSUCUlp3FQYoxsHfEpekqFvoZe5oOE77FWlxgK8HeEYfJwKHhSOqOYnGQoSRYQtB0FdM1m5qjWBrk\n9NKcUc/CEmWVHMr/q3saDoFdqnJHCdKi2BjiFKaaXEMvKTjajugmBRrD4ysxmYZD4x6OUljDgItB\npnEsiTcU6VuZ7FpR8XKzpUr6qVOnOHTo0HnPHTp0iJMnT16ONe14liu7S0VFxQ5hsmaz1M/YM6zs\nVlw+LmZXufDxc8U0xrnm/uNtpDi/8m4oxel3TrZZGuTMNt3zLgomaw79pODzD53DdyTusFlSScEt\ne0cA+MHpDtrAT5YGqGEOu9aGf/7JEp4luWGmziDTgMAAY75N3VG0o5w9TRdbCeLc0HAUt+xyMMCJ\nTsJszSawJUfbMYFVVtCLYdNrEhvWKHu4Wp7ARuBakrotiXJDbqBuKQyQas1qXNB0LDQMJ45qOknB\nZGATOIrjaxFrccH+VumXzwvDnqbLmW5C07VxleGLjy7yP45M89Bcl2+daFce9IptzZZEeq1Wo9Pp\nMDr6TGxUp9PB86pf6hdjaZBybTUcpKKiYgcwHtishJUv/eXiuewrm0X4epPpZvF+oVUGSovLLx6Z\n5uG5LkdXI64aDziyq7Gx7/9ycIx+kvPFRxeB0os91rTxrDLD/NH5Hme6Cb0k57rJgIfPDRACpuul\nPFgYaNaigt0jGd0koxdrXFsQWBbLYcpiP+fwuEfDUWRFjgGEKCvfszUbQTlsaF+znFYqECgBE4FN\nJ85peTZpUSbSeJbCV8+cD20McaExGLQub/17lmCul3Kmm3L9dIAxsBxldBNN3Skr8u24YMK3eKof\nsdZOmPAtXAWPLcbUnDIGMttiXn1FxSvJlkT6bbfdxp/92Z/x3ve+l+npac6dO8fnPvc53vSmN13u\n9e1ISrtLVUmvqKjY/lQifXsQ55rvnlzjTCdm17ASfqGgX7fKbJ5EmmvDQ3Nd5nsJ107WGGQF//jI\nAgfHfO44MEquDf/fY0u4luDGmSZ7xjy+9tQq/bRgquYwyDVRVrAWF8z3UxqeREmJr0o/eTBV2k0a\ntuT4Ss5qVODbAoFgvpuyb9RlOcophvns69pXa4NnCWwl6ScFUpYXDVJAPy14YjXmyFRAJ87Jho2k\n/TSn6VoIoOYIPMtmLS6bRH1LkWvDXD/FUYI9Iw5hWvDYUsSVLZc9TZuFfg6U2z+yGDJZsxhxLTpJ\nweluyq17mlw326DmqG0zAKui4rnYkkj/5V/+ZT73uc/xu7/7u2RZhm3bvPWtb+Vd73rX5V7fjqTy\npFdUVOwUxms253qVJ/25uNwZ2utV8lNrMb4lqdvqWYkvlhQbQ5A8S55nidGmtH4MsoKz3YTeMBYx\nyTVJXjBIC5YzzXQ9J1mKhg2icGw1ou5KXCW4bXcD31EMkpRclxaahUFGnGlGPIuHF0JunKnRSwuW\no5zJwGJPwybMDIUyaMr3ABxbS6hbkt1NlzgvQEDDKZuUz/ZTmo7iYMslzTUtz8ZQJrpoUyazBLYk\nLXRZdZeCwFbYww66wJLUnVLIn+kmXDfp03AsOklOy7dZHKSM+zZvOTiOushdi82DnyoqtjtbEumO\n4/Crv/qrvO9976PX69FoNKrpos/B0iBlshLpFRUVO4DxwObRc4NXehnbls055y/Ev7wVYb9ZaEe5\npuUpksJwbDWiMGajYr45ulEbw+37Wnzv6c6GLUYKODTmc91sHYC6q+glOff9ZJFBWjBRs9jb9Hjd\ndI0vP7HCINMcGvOJsoJHF8qK88IgoejDbN3BkoamazEZOIBhrpcyWy8bO4WAycAmN4a5bko7zjnY\ncokKQ6bLDPPXBza5NkghwJKsRDkrYYwQ4NsSbcoLEAP00xxHCXxbEaYFNUcxSAtSbbAl+LZiKUw5\n3Uk5MOriSsGJdgxA4EhWo5y5XgoIAkvjKkFhwL0gtaWiYiey5YmjYRhy9uxZ4jg+7/nrr7/+JV/U\nTmaQlt3mtWqQUUVFxQ5gIrBZrewuLylbEfYXDjlqOIq1qAwdcJUkzDXfP7W2MWAn14Yznbj8G6M1\n54bNvoU2DDLNk8shT62EHB7zWQlTBqmm4SpWo1IEu5bke6fW6CU5vi0ptCbMdOnrxvCThQhLCq5o\nOjx8LsJ3JLsbDlFWTgHtFZr/XA5Zi3NGvLKSPVt3mG3YzPcyxgMLDCyHKY4qE1wcJYhzjS1Le4o2\nkBWalmcxyEqbTc1RuEriWuW0bkN5EaABhg2mo55Fw1HEuSbKNaN+eachN4Yo1zRdi5UwZyXL8G2J\npaq/vxWvDrYk0v/jP/6DT3/603ie96xhRn/+539+WRa2U1kZWl2EqK7gKyoqtj9jtdemJ32rFpat\nDhD6aYlyzXTdHUYLGt64t8kPTneR4pm17mt5LIcZ3aTgwKjPG68Y4dsn13Bk6f9uRzn9rKDQsGfE\nwRhougpHSc50EjRlHnk/0ZwoYq4c9THGsBwVXD3po43hwfly8I8ZDgWaDMq7wlIIXCWZqUkMoCTM\n91NcJRGUnvoo09QcuWmqamm78SyJLSVKQKfQPLIYsrth03Jt2nFGbhvm+wVTgUOqy8z3wIK1xNCO\ny/+bk0F58bIUZmhhmAwcfrw4YLpmc66fkRSaG2cbHJ6sbUxSvdSQqIqKncKWRPrf//3f81u/9Vu8\n4Q1vuNzr2fFUVpeKioqdxLhfVtK1GdoTXgO8UAvLixF6F6azXGyfm8X/erX8/uNt5rsJC/2EyZrD\nTXuafOtEG1sKpBDsbrgc2dUgGN6t1cawEuaM+Rb7Rzxu299ibGHAWpShMYx4Np24FPY/c9U4bp0P\nmAAAIABJREFUT69EnOxEgKBuS74316fhKhq2xLMVV08q5vspSgoOtDwWBxktT2EQGAOuUrhWme6y\nEKZlpX04sCjTmjqK6bqFHk4AFUKQ5JpeUia/BLbiDTMBS4OcRGtG/XJ9gSVJi4JMG04MMhwlaDgS\nSwhOdhKOrcZM1CyajsVqVPrXbQnHVmNm6w6jnsXCIGMt7pAUBm9oe3nroSpisWLnsiWRrrXmhhtu\nuNxreVWwHFbJLhUVFTsHx5L4tqQbl413Fc/wYhpGL7wAeC4uFsd415WjPHC6w+NLIathSC/JcW2F\nEoKk0JxsJ2Ta8Kb9pV/dVZK9I95G7KKSghv2NElzzcNzXYwB37ZwLMWDcz2UEPzXg+M8tTjg26c7\nHB7zmAhszvYTRCFopwX9RCMFzKtSLCeFIUwN474icCyyQqMxtDyLQmekuUEAe5ouhTZ8+3Sfpmux\nb8TFEoLAs5CirL73U8PiIKfhWGhjaEcZSsBymFN3JbN1B1tJlgdZOTG0bnPVmIeh/L+aF5pMK344\nN+CqyTKf/SdLEbfsrgGGh872saSg5StyXV4gUPnTK3YoWxLpb3vb2/jCF77AL/3SL1UNo8/D8iBj\nIqj+0FVUVOwc1mMYXysifSsWlhfbMPpiWD+WNnDXlaPcuq/F9bMN/vXxJVajnOsaLnGuefOBUX7w\ndIeT7Qgp4Oa9I5xsRxjgutk6X35imcV+xuHJgDHP4qH5PnVX8bbrJvn68VWOLseMBTY37m7ww7ke\nY75VNlgqxXTNYzXKqDmKuqPoJjmLg5SrJ3wEEAlACM72EoSApUHOdM1mqm4TZ5rFMGehnzHuW9w4\nXceS0E1y4lxTdxUgKLRBydKnXpiMhqMIHIUUcKVnY0l4bClkxLO4cswlysrUl3Hfph3nrEU5QgAG\n3nqgyeIgY3dDcd1kwMlOQpqXPvz1ir2SkofnukS5roYWVexItiTS77vvPjqdDv/8z/9Mo9E477W/\n/Mu/vCwL26mshhlXtKohTxUVFTuH8aEv/eD4K72Sl4/LJdheqId9fcKoNjDXifn+qTXuODBK07N4\n2/XTxFkxTHIp4whv2tNEmzJJRUnB/lGfhX7Ck4sDjCljEI2BJNdM1W2m6y5ZoTnbzQgcxd4Rl7Qo\nsC2BZ5fpKA/Nh9xzsMVaXGaYj3qKqZpNw1H8eCHiQMsl05onV2OSXDNTtzk85pFpw78d7/C6CZ+m\nK5HA2X7KmF9W4sOsvBOhKRj3bbpDy8vIsLJuSYnRZQOp7ZRTRo9MBxQaosyQFRpXSfpZgWsJpCgr\n4q6v6KU5M3WbtDDM9zOajsLyLfTwfIa5ZtSzSAuzkd1eUbHT2JJI/8AHPnC51/GqYTXMuGFX/ZVe\nRkVFRcWWGQ9sVgavvebR5+KnaRh9ITGN69X6O/a3+NHpzrMmYX7x0UVqjmJXw+WB0x2eWA4JbMnP\nXzuFZ0netL/F90+t0UkKrhzzOTxRDgg620vY3/J53XSN75xsM1WzqDmKlmfxT48s0fQku+oux1Yj\nPFtyYi0EJFJAnBt2Nx1qtkYJgaUEE4HL+FB8SwGFMfiW5Pa9DVajHIlg3LdpuBbGlMLYVYbAVkgE\ntgJ/mO8eZgWduGAisEgLTZQZkiJlwnfop5qzvTJLPXAUWaHJCk0BhKlmkGsKrZmpOSwMcnJd5sY/\nsRyxb9TDVYLFMMe3BNfO1Hjs3AAlnrkYgnL7ioqdwJZE+nXXXXe51/GqYTXKGH+N3DKuqKh4dVBN\nHb04L6c9wrUkdwyHFV143CjTZNrgKLHxGNhITrl1X4tCG757ag1bClJtWOxnG43AT63EHB732NVw\neXQxpJ9qGp6iZivGfJuGV8YxTviChYFGSkmcGzpxQdNVzPVSlqOcw2Nl5ONalKOBVBskMNtwONqO\nOdVJODTqsRLluJZg3LeIsoLlMKeT5hwe9TGizD7XuoxPnAocCq8cvJQbTZprJnwLSwo8JQFDzbHp\nxDkjrmJv0yUtNK4lGfPLdJhBqrl6wmd+kHHVqMdUzSbJNa6leGIpJMw0lhScbMdoY/jlN8xWQr1i\nR7AlkZ6mKV/4whf49re/Ta/X47Of/SwPP/ww8/Pz/OzP/uzlXuOOYjXMGas86RUVFTuI8cDm2Gr0\nSi/jNceF1fr8giq6Z0l++Q2zG68D3LC7uSHIoUyRuf94Gyir8etTNpuOwhhoJzkHWh41W/L1kx0m\nazY/e6jFuUHKg+f67Gt5jPkuhdZ890yfmiOZDizW4oy0MHQTEAJGHcXyIKOT5Iz5NlmuGXEVnaSg\n0005MOICsBLl7Blx6CY5SkoGWU7DVRwa81gMM7LC0HAtdjUcBllp2/EtQaZhNcqBMnEoKzSLYUrN\nVqR5gRJlDOS6ZaaXFYx5Np6SaLussoep5mSn9MxLIbh6xjDbdFjopSwPE4wMUFT+l4odwpYuJT/7\n2c9y+vRp7r333o3877179/LlL3/5si5up2GGneqVSK+oqNhJjNcqu8tLwWZLxVZZF99xrvn6sVW+\nfmz1vH14lsTblE7y3VNrPDTX3fBZF9ow14k520343qm1DfvMTXtHSApNYElavsXR1ZimK7GV4Kl2\nzIm1lH0tj1v2jrAa5Ty1EjFbt6g7khNrCU+vJQyyght3NzgwGhDYpeivOxZLg5SlMONbT/dZSwqu\nnfAQAn6yHBHnBXGmOdNNOd6OGPdtfFvSSwtWowKAKCtoxwVSgKMEq1HOfC+j6SrywtBLciYCxcww\nKS2wFQ3XYjywmKnbTAQ2I67FwiAFAQ1HMVmzuW1PnZtna1hSEGYFX31qlYYj2dfyyArNkZk6V40H\nfPfU2gv+nioqXgm2VEn//ve/zyc+8Qk8z9sQ6WNjY6yurl7Wxe00+mmBrSRudRutoqJiBzEROJXd\n5afkxabBrL/PlgJtSr/3pbZbF5aZNtx15ejGMfaP+nTijKMrUWkFUZIbdzd48GwfbQw/e2iUw+MB\nriXppgXHlkPGAgvfknzn1BquEthKYEuJbwtqdcXRdkw7KvjOqTYL/ZzpukWUaTqxZlfTpmYLbpiu\ncbQd87+Pd7lixGFPw0YKQS8tGPUslBCsRCk1xyJMi6FdBgZZTmArMm3oJDlKCGbrNmGmOTzushwW\nzPdzZutldGQn0WSZpjCShivRRXlxUrPLixdfKZKh1/3JlRjfltQcQZgWFNowU3cYtxx6SUFS6Crl\npWLHsCWRbts2RVGc91y326XZbF6WRe1UVsOMUX9Lp7SioqJi21B50l96XmjG+mbhfeF7Nkc03nbF\nCM6wur7+2huvGOEHT3cASApDUpSe9bor0RrO9BKars3V03XiPOdkO+RkO2Gq7nK2m5AWmjHfopfm\nrMQG31a0XAtjck61U/a0HHIDE4HNoVGLc4OUQV7wg7k+1076FKa0uRyZCjjejhlxFdP10vLiW6r0\nljvlHBElBN20wLcUTUdSaMPioIxunKrZdBPNqKewJeRAnJa3/APbIi0KHpwPma7Z1Ozy83eTnJUi\n51g7Ick1EzWLa0YCZlsuR5dCzvYTnlgKqbmSayfrkMLrd9VJco01HAhVUbFd2ZKifNOb3sSf//mf\n8+53vxuAdrvNX//1X3PHHXdc1sXtNFbDnPHK6lJRUbHDaPkW3Tivxqj/FGz2lwPPW1XfLOLvvETD\n6OZtc21Y6KX86+NLjAUObz00dt5x7jwwSqEND53pkmmDrSRXjLg4StBJNAv9kJUw4+RazPVTAdde\nXef4SoSSoDPwlORAy+XJ1YiWoxgLLHY1HZJMsxLljHgSbQQnOjHTNZtrJnx6mWZ5kHFkMkAJ6KUF\n14wHhHlBMoxADCzJXD8lzQ0TgU2UFzhKYIC0KO0us3WbKNc8shTiSMGuhkM3KYYDkARrUU47Lpip\n2zhKcKqTMOpZZFoTZZrZhoOkbL4ddS2OtkMeXeyTaUOY6o1G26TQnO7EPLE0INOG975xN7VKqFds\nY7Yk0t/5znfyd3/3d/z2b/82aZpy7733cvfdd/NLv/RLl3t9O4qVsPKjV1RU7DyUFLR8m9UwY6pe\nTUx+sayL7Av9zhdW1TdbY+48MMq3TrSHkYWCTJvzhP0gLfjmiTYNR1Ef83lqJUSbZ6wv6xaZ9e2f\nXAkxBq6frbE0yIgyzRUtF+WXzaCZNjy+HGEwnOkmJLlhX8uhHefMnU2ZadjEhWaxnzE/SJkOHBKt\nWQjLKMSmY1EYeGAhZNRV7G64zPdTCm3opwWOkkwEFp4tAcGTqzGTgUXNgjArCBxFwxFIAStRiqMk\nWWGYbdhMBTbagGeBpxRxUZAWGktJ9oyUnvhx32JPw2G+n2FLhXQk872UG2YCRlyL5SjlqZWUbqKZ\nCCwOjLnsaXgshSlKCA6O+Xzn6S6uJS763VRUbCe2bHd5z3vew7vf/W663S6NRqOaPHoR2lHGWGV3\nqaio2IGM+hbtqBLpL4YLhd4LraprA9oY4PzX4lxz308WWexnHJoIuH3fCEd2NXjgTJdvn2gPk1HK\nCMb1dJjAloRZwcNzXQpjaHiy7JeSkqZXNlimheHoSkzgSEZ9hRKC6ZrDuG+wlCBKNctRDgY05XCk\nQaY52HKJco3BsKtmcy7MODvfY7bm4FkCP7DpJAWrUc6ob7E4yPAtiR4OWQocySAtSApDw5FlhroQ\ngOZUJ2FX3SXThtV+Qd0pYxhXIs24pyhMeTFpjCntMrbEVaWPf7pmcbaX8vC5kKsmXK4a94Dygqeb\nFiyFKStRwXwvo+Eq3rJ/hNdN13Et+bJNla2oeDFsSVEuLCyc9ziO442fp6enX9oV7WBWq0p6RUXF\nDmXUt2kPI/Aqts6lGkYvVVVff22ziLelAMSG2F5/b5pr+qlmomYjjeFvfjTPLbsbnGxHaGNQUrKr\n6Z53nImaw1wn5uhKzOFxn25aEGWaMV9yai3BVZLAFQSOZHejnEa6lhbM1GzmeimL/YzDEx77Rlyk\ngKZnE6alFaqXas72ElxL4tuSuq04POqRa0MnKUhzzYhXZqCHmebQqM9KlLGWlBGKDcelXlNEuWE1\nyghsyYiraDhl4MJymOHbkoZjEeUFUF6ELIZ5OWnUEkigZktyDVFeWlnW4jJmsukqFvoZTdfidCfl\nqgmPCd/h2GrE4fEASwq+f6ZLJy44srvqqavY/mxJpN97772XfO3zn//8S7aYnc5qlHNwPHill1FR\nUVHxghkLLNpV8+hPxbp3fLPQvtTk0s3Ri6Xohpv2NPE8i1yXw32++OgiNVtw9UTAQ+f6GGBpkDHm\nl97u6brLG68Y4f7jbWwpSApNkmlanoWtCowQuErQcCwWB2VeedMt885brsVs3eboall0O7mWsKfp\nUHMkSa7pUJBrzePLEaOBRd1W9LKCA6Mea3FO3VZM1W3O9kobiWMJRhxJVBjmuilSwFqc03AU+0dc\nlsOMJ1ZD+knBwVEPRwlqdukHXwpzpIB+polyzagHjpKsRBlCwJ6mQ5xrBODZil6S03JtpupwrleK\n/YVBykRgM9soj3XNpM9Ne1sEjuKNm+40FOb87+jFTpWtqHg52JJIv1CIr62t8Q//8A9cc801l2VR\nO5XVMKsaRysqKnYkraqS/qJYF3q5Ntx/vM1cJ2b/qM+b9rc2ElieqyEU4IqWx4l2xL8+vsTPXzvF\nd0+tlUN6jGFpUDBVz7l2qoajBE8shwD8t9dNUHdLQT/XKWMHm57N2V5CzZGMuDY372nyj48sYjCM\nehZpYUhzGA8c1uKcbmoI84L/n703jbHkPO97f/W+tZ+19+5ZOCt3UlzGkqihJFuLkXvtJBbiG0XJ\nh3sFB4mDCzhSAAcBAsQCkw8J4SBXzmIHiOPYiYGbRXHsREh8LckJTcumKJOSyCElkrPvPd199nNq\ne5f7oU63ZoZDcoYzw+GM6/el+yxV9Z7qnul/PfV//k/NkyxELif7GfVAkmvL8W7Cx3Y1GGSaCyNF\n3BLsbQWlpabhYy2cGeQMsjIwQQCZscxGLss1n0lR+slDV5BqQy2Q1AtDw5MErqDmSQaZopdpWkFZ\nGV+suUhH4FA2ec5FLqErODvMcRyHuldW2wPpUFjDM4dHLNdddjYDMm25b7nO91cn1H2J70piX77p\n3D+yvbkVk1w1Sle833lXBup2u83nP/95vvjFL/Kxj33sRq/ptqVsHK086RUVFbcfs5HL2UF2q5dx\nW3Kx0LPA6ijj+RM9Du6ZeVuBvmmTObCjyfFuwoVRgTYWY+GNjQkPLNa4b6mO7wq+eaysli/UfNbG\nOS+dHW7tf+9stFWJn4tczg0zmqGLJwXbGmW85iBTbKsHfHBXi++fH1PzJfcv13loW4NRVvDbh9Zo\nxy41TzIbuuyfCXmjk7KrHVD3JGdHGaeHGcJxqPulwJ4NPVYaZdSiJwXaWjqJIikM7VAyF3l0kgIh\nHAapJnIdAre8+LC2tKvMTfu4hAOFtiAsvhRErsRYy6G1CYuxx0zo0c+K6cWG4Wg35d65gNiTbKSa\nM4OM7usdtLVI4XBgZ5NBWqCM4fmTQ2LP4UgnRTgOf+6BOV48M8KbJutsTiANLhoaVVHxfuBdK8qz\nZ8+SZdV/6BdTedIrKipuV9qRxyur41u9jNsWVzh8Yv8sk1zz4jQG8WoJPcl9CzUAYl/ysb0zPH+i\nxzDXW9XgTVuGMpbnT/S29u+K0sv+/Ike3z7V58k9M3xg+rwylvOjAulA3ZecG+W8tjrmWDehkyjO\nDjN+6qElIs9lseHiUuaWD7VhJnJ5cDHm7CBnmGnuaoacGmRErsATDq7j0Ms0g0wzG7msTxSFMWyr\n+zR9WQ5N6qZlVd+X7G67W1NSy4bOAlc4+NIhcgXagONAqg3KGqyFTlKwXPNwgKO9hNnIRVtLri3t\n0EVpy9lRTuyVzamDTGNtmSLzx8fLc9RPFf3UsFgrY0al4/Ct432OdlP2zkV851Sf75wboYzloaUa\nH97VRk6tMJVgr7jVXJVI/4Vf+IVLHmdZxunTp/npn/7pqz7Qr//6r3Ps2DH27NnD5z//+a3nO50O\n/+yf/TOUUnz2s5/l4YcfJkkSfumXfonxeMyP//iP8/GPfxytNb/8y7/M2toajz/+OJ/5zGeuuN/B\nYMAv/uIvIqWk0WjwhS98Add1efbZZ/m93/s9arUaX/jCF4ii6KrXfjWkylAYS73KXK2oqLgNmY1c\nOknlSX83XNwc+u1TfTzh8MTut66iw5u96h/a1d763hUOB98iOz10xZtec4VziWi/eJvPPrKMNpaj\n62OO9xK+fWbIB7c38PopSWG2qsgCQSuU7F+o872zA070Mz6yq402llQZXlod045Kod1NFZErmI1K\nu83rGykLNY/ZyMNxoBFIEmXIhYN0QGnLD/opgXRoBRLfLe04Flib5JzOy7jE0JX4oqy0u9JhZzOg\nmypybZmdTjDFluc717b0vSeKMwPDjqaPKwShLP3xr15IWKx7jHLDbCTLFJi6x1zscbSb0QglsQtn\nhim5MuVApknBf3vlAo4DK43gbe+EVFS8F1yVSP/kJz95yeMgCNi1axfbtm27qoMcPXqULMt46qmn\n+NVf/VWOHDnCvn37APjt3/5t/vJf/svcddddPP300zz88MN84xvf4KMf/SgHDx7kqaee4uDBg7zw\nwgvs2LGDn/u5n+Mf/aN/RK/Xo9PpvGm/e/bs4R/8g38AwFe+8hVefPFFHn/8cb7+9a/z1FNP8dxz\nz/G1r32NP//n//y1nKd3pDsppv9BVf+gKyoqbj9mYo9e5Um/Zi7PPIeyUnw14u5KjaRXIlWGZ492\nEc6VowKv1AB58bqe2NVmmGmObGTMxpIHVxo8trNFrgx/cLTLuUHG/QsxvbTg26f6dJOCTFlOdlIO\nXUgIPcGOVsC5YY7xy0jGI52MolVmrseeZHvT4dy4AAuHLkzYNxuyXC+tNt20YLnm0knLynsDON5L\nCaRgpeGzGAsGmaLQhkFWFrx8UQ48ilxB7JUXHokqG0tboUvdEyTK0gokM6GLcMrhSKeHGZ1E8dBi\nhCcFSzUPV5TNs9paNpKCBxZCNhLFodWEvTMhu2Z9YulSGMvxXnnBUVHxfuCqRPqP/diPXddBDh8+\nzCOPPALAww8/zOuvv74l0k+dOsU999wDQBiGJEnCG2+8wV/9q38VIQS7du3i7NmzvPHGG3zkIx8B\n4KGHHuLw4cN0Op233C+UUZH1ep3z58+zc+dOhBB84AMf4F/+y395XZ/nSnQqP3pFRcVtzEzk0qnS\nXa6LG5UWcrnwf/5EjzP9lO2t8JL3XHycTXvLZjPk5vfGwrdO9Aik4OBdzUuq/n9yqs/r62OMgbPD\njG6qAIe7mj5nRwWvbyQ8sBDTSXKOdVI8V+ALh5VGwM6mjzKW++YjhHA4P8yZiV0mRWmVMVOxvjwV\nvOfGOdsbAdZazo8U7dAl9gT9TPHqICd0fyioy+c17UCSTqvcoetgTRlXmWtDVxvagYsnXEaFQTqg\njcUB2qFLzZcEUuJLGOSa729MmI9cMm2QOCzXyuFJSWGYZJZWIGi4gtnY22ouraroFbeaq1KV//7f\n//srVoit/eE/dsdx+Et/6S9dcfvxeMzi4iIAcRxz6tSprdeMMVvfx3HMeDxmMpkQx/Gbntu0qMRx\nzGQyecv9Hj58mH/9r/81cRzzV/7KX+GNN97Y2l8URUwmk6v52NfERlJW0isqKipuR+q+pNBl9N9m\n+kXFO3MtwvxapltuamltLJm27J2NOLCztbWfy7PZryTsR5ki14Z+qok9SSuUbEwKXt+Y8NBinUQZ\nfCFYaZdSIJAOjy3X+aNTA0JXMBtJfrA+Zm2seGgpLmMU1xNyYzk3zNnW8NAWWlKys+WzNtFAaZ3q\nZ4pmIIk9Qd136CSK472MXa2AbQ2PYa45Ocix1nDffISdDnQypoxkXKx59FNVbu9KLozLhJdWIHGc\n0steGIDyd9YBIk+yVPPJtUEKh3GhGBfl+d7dCsoYR+3w2M4moesiL/o5XPw7X4nzivcLVyXSz58/\nz7e+9S3279/P/Pw86+vrHD58mA9/+MP4vo+19m1tHnEckyQJAJPJhFqttvXaxZNLkyShVqttCelm\ns7n13KYw39zH8vIySZJccb/79+/nH/7Df8hXv/pVfv/3f5/77rtva9skSbYE+1vxh3/4h3z0ox/d\n+h54x8e92XuZib2rfn/1uHpcPa4ev58eO45DJDRf+4M/5s9+8sl3tb87lXcS11cj6t5q6NFbsTlN\n84VTfQLpcGBni+dO9DAWDu5uv2nfo0xRGDsdjFQ+N87LQT+72gECONpL0QbqvuDcKGNbIyAtFIUu\nE1VGmeHV9YT7F2KMtZzoZ2SqrJZrY9k/GzIfe5wbZtw/H7GRlPnmg1xjMtje8BlOhyfVPRdfTi0r\nnmSbJ1C6zCmPXEmzIdnR8CmmFhWAcVFORt3R9NHT6ak1TxK6DrOxxyBTSOGQKsPqSLGt6TPONcPc\nsFz3ONHPiFyH2JOkynL3Yo1Xzg/ppoqaJzk7zJnkho/vm6NW9Y9V3AY49uJy+Fvw5S9/mSeeeIIn\nnnhi67lvfetb/PEf/zFf/OIX3/Egx44d42tf+xp//a//dX71V3+VT3ziE1u2lH/zb/4NTz755JYn\n/Utf+hJf/epXmZmZ4SMf+QhPPfUUf+/v/T1efPFFzp49y2c+8xmefvppfvZnf5Zut/um/e7atQvX\nLa89vv71r6OU4sd//Mf5+3//7/OlL32J5557jvX19bf0pH/jG9/g8ccfv6qTdzH/9oVzAPyfB1au\neduKioqK9wM/9zuv8X9/ZAf3L9be+c2Xsdn/c6dxreL6Ruxn873GlmK9MJYn98xs5bDvnY22ppMC\nvHiqz7PH+7QjyV/8wDK+K/idQ6sEruDg7ha+lPyPH6yjjGGp5hF7kjPDnH6qWaq7OAiWGz6n+gmZ\nsniytJTMx6X9JJDlpM/CwKlBRiNwqftlgW0h9kkKxfmxIik0qbYsRC6h5+BPi3DKWrbVfQIJowKG\nmSLRhmFWvn9bzSNwHQJZRjvmpkxvCaTg1CAj05q7Z2KUKeMVh5mimyoC18GhjIRcn5RpMamyKGuZ\nCT0eXKlxZC2hlxYEruShlRq+lNSDUiNcPhW2qqBX3ApefPFFPvWpT13xtauqpH/nO99509TRAwcO\n8Mu//MtXtYA9e/bg+z5f+tKX2L17N/v27ePXfu3X+Jmf+Rl+6qd+in/+z/85eZ7z2c9+FoBPfepT\n/NIv/RK/+7u/y6c//Wlc1+XAgQM899xz/MIv/AKPP/447Xabdrv9pv0ePnyY3/zN3yyrQlHE3/yb\nfxMpJZ/61Kf40pe+tJXucqPpJgV7Zm9sYkxFRUXFe0k7dOne4Qkv77Ugu/h4V2uLuXhA0uZjVzhb\n0YybjambNpdNxrnZsnCMc8PZQU5aaBbrAXtnIrpJwUQZGoFAOA7WWkIpOXBXkzcuTACHZiD4/lrC\nQt2lkyiEcAilAzj0U8Vs5DIXuQxzTc0TnB9lzEUe2xseaxOHu3xBqi3DXNPwHZqBJHIl48JwaC2l\nHbrsavnlhNG8/BylJUcxKgwzoUumDK+uTdjTDtjbDkiUZVJokqmtJXAFc5GLBSaF4VgvRQoHB2j4\nEmsdzgxSfrA2wZMOjgPbGj7/7oVV7luIMJQTTT+yq02uNc+fGiId+NTdc5ec00q0V9xqrqqS/nf+\nzt/hR3/0R/mJn/iJref++3//7zzzzDM8/fTTN3WB7zXvtpL+1NeO8sn9s3xsT/ud31xRUVHxPuT/\nefYk9yzE/OR989e87e1QSX+3VfF3Em1v9fr1VOHfynd+uXDffO8kL/3gm7nqg1TxzWMdDm+kPLhU\nozCWXlKwfzZmUmjOj3J86TA7HTh0opfx6EqdmVAyzBTnRjl1T+K7DusTtRUvHLoCa8t11H3J6iRH\nUMYl9jOFnUYkagstX1DzXVbHOZm2ZUyi43BulFPzBLFfRi4qa8mVwXEcCm1ItWGlXlrnLld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JKi8qRXVFTcEbTD908l/b2wo9yuloYrXWA8savNf3vlAr/+J2f5ke0NPrSrjTJ2q6kUrnweM2X4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MNkb50fhwon/BGqTwTxOFSCUYNzZ+azq6aVqXluTi3x8pdPT7RfBzTV5GBTkLJcJ/X+CHaP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\n",
"text": [
"<matplotlib.figure.Figure at 0xf7708cd0>"
]
}
],
"prompt_number": 109
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.scatter(moving_spectrum[\"Frequency (Hz)\"],moving_spectrum[\"Level (dB)\"])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 117,
"text": [
"<matplotlib.collections.PathCollection at 0xf8887ad0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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VDapKHdq6zsAYDW8Ss8WFB+L3cxQXk2fi93M8+mgTrrzSRH6+g2XLEjhyhLk9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\nScrKZqP6w9ixPvh8wJ13yujWLYCsLA++/lpARoYHdjsdw+Hg8cUXBu2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HH0QMGmTHv/5l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\n3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xEhPz+fo0ePhvS1upbsujWIUkqpoOid3koppYKiC4ZSSqmg6IKhlFIqKLpgKKWUCoou\nGEoppYKiC4ZSSqmg6IKhlFIqKLpgKKWUCsr/AKVzHmWGlH87AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xf76fb0d0>"
]
}
],
"prompt_number": 117
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from numpy import NaN, Inf, arange, isscalar, asarray, array\n",
" \n",
"def peakdet(v, delta, x = None):\n",
" \"\"\"\n",
" Converted from MATLAB script at http://billauer.co.il/peakdet.html\n",
" \n",
" Returns two arrays\n",
" \n",
" function [maxtab, mintab]=peakdet(v, delta, x)\n",
" %PEAKDET Detect peaks in a vector\n",
" % [MAXTAB, MINTAB] = PEAKDET(V, DELTA) finds the local\n",
" % maxima and minima (\"peaks\") in the vector V.\n",
" % MAXTAB and MINTAB consists of two columns. Column 1\n",
" % contains indices in V, and column 2 the found values.\n",
" % \n",
" % With [MAXTAB, MINTAB] = PEAKDET(V, DELTA, X) the indices\n",
" % in MAXTAB and MINTAB are replaced with the corresponding\n",
" % X-values.\n",
" %\n",
" % A point is considered a maximum peak if it has the maximal\n",
" % value, and was preceded (to the left) by a value lower by\n",
" % DELTA.\n",
" \n",
" % Eli Billauer, 3.4.05 (Explicitly not copyrighted).\n",
" % This function is released to the public domain; Any use is allowed.\n",
" \n",
" \"\"\"\n",
" maxtab = []\n",
" mintab = []\n",
" \n",
" if x is None:\n",
" x = arange(len(v))\n",
" \n",
" v = asarray(v)\n",
" \n",
" if len(v) != len(x):\n",
" sys.exit('Input vectors v and x must have same length')\n",
" \n",
" if not isscalar(delta):\n",
" sys.exit('Input argument delta must be a scalar')\n",
" \n",
" if delta <= 0:\n",
" sys.exit('Input argument delta must be positive')\n",
" \n",
" mn, mx = Inf, -Inf\n",
" mnpos, mxpos = NaN, NaN\n",
" \n",
" lookformax = True\n",
" \n",
" for i in arange(len(v)):\n",
" this = v[i]\n",
" if this > mx:\n",
" mx = this\n",
" mxpos = x[i]\n",
" if this < mn:\n",
" mn = this\n",
" mnpos = x[i]\n",
" \n",
" if lookformax:\n",
" if this < mx-delta:\n",
" maxtab.append((mxpos, mx))\n",
" mn = this\n",
" mnpos = x[i]\n",
" lookformax = False\n",
" else:\n",
" if this > mn+delta:\n",
" mintab.append((mnpos, mn))\n",
" mx = this\n",
" mxpos = x[i]\n",
" lookformax = True\n",
" \n",
" return array(maxtab), array(mintab)\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"peakdet(static_spectrum[\"Level (dB)\"],25, static_spectrum[\"Frequency (Hz)\"])[0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 97,
"text": [
"array([[ 999.755859, -25.378904],\n",
" [ 3000. , -34.219341],\n",
" [ 4001.220703, -49.206532],\n",
" [ 5001.708984, -45.022129],\n",
" [ 13005.615234, -65.675186]])"
]
}
],
"prompt_number": 97
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"peakdet(moving_spectrum[\"Level (dB)\"], 45, moving_spectrum[\"Frequency (Hz)\"])[0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 113,
"text": [
"array([[ 181.640625, -46.169823],\n",
" [ 1004.882812, -27.97156 ],\n",
" [ 1327.148438, -55.363651],\n",
" [ 3020.507812, -38.629433],\n",
" [ 5078.613281, -65.337204],\n",
" [ 6133.300781, -68.886246],\n",
" [ 7520.507812, -75.323013],\n",
" [ 7687.5 , -73.970703],\n",
" [ 14317.382812, -76.136604]])"
]
}
],
"prompt_number": 113
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tomando los picos de ambas, la frecuencia base 999.7558 y la frecuencia en movimiento 1004.8828. \n",
"\n",
"$\\frac{f_o}{f_s} = \\frac{v_m}{v_m + v_s}$\n",
"\n",
"La velocidad del sonido a 1200 metros de altura es 1208 km/h\n",
"Con esto el calculo de velocidad es.\n",
"\n",
"$4.813$ km/h hacia el observador."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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