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@seumasmorrison
Last active August 29, 2015 14:06
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Outputs from a vertical deployment of an AWAC of Carloway Pier
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Raw
{
"metadata": {
"name": "",
"signature": "sha256:261d490c47d6e1d79c251e426e4bba603b17aa09fc03dc608629a72091774393"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Storm CSV Export into DataFrame and plots"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"awac_df = pd.read_csv('Carl_103_20aug.csv', sep=';', parse_dates=True)\n",
"timestamps = []\n",
"for x in awac_df.DateTime.values:\n",
" timestamps.append(datetime.strptime(x,'%d/%m/%Y %H:%M:%S'))\n",
"index = pd.DatetimeIndex(timestamps)\n",
"awac_df.index = index\n",
"awac_df = awac_df.drop('DateTime',axis=1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"awac_df.Battery.plot()\n",
"plt.ylabel('Battery Voltage (V)')\n",
"plt.xlabel('Hours:Minutes:Seconds')\n",
"plt.title('Battery Voltage over Time (Carloway Deployment)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.text.Text at 0x7ff74128d310>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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XXuthv/2At789wWc/a7f/uc8Bq67aw447Aquu6o7nv/8beOqpHj74QeDccxPc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\nJxaYJEmSJEmSNCcWmCRJkiRJkjQn/x/eQmdSNKb6ywAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff7414bc390>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"awac_df.Heading.ix[datetime(2014,8,20,14):].plot()\n",
"plt.ylabel('Degrees')\n",
"plt.xlabel('Hours:Minutes:Seconds')\n",
"plt.title('Heading over Time (Carloway Deployment)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.text.Text at 0x7ff74112f5d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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dje8DWPvoo+3PW14+8YnG6uXuu7s2uQhvfrO1t9xS/FxkYvDRj1r785/n2/eI\nI9rTHqbxsY9Z+9OfdjYPWQDWHn54p3NRHl//urXf/Ka7rjPO6HRuOs+CBdbutlunczE5uOii7HmA\ntdZuvrm1xx5bPP0HH3T1Vvr8Imy8cdTePfOM+3z++fmP/9SnrP3BD7L3A6z9+Mez9xsbc/t+5COh\nNJwzWehvSrYE1TBvA3AEgD2NMffU/vYD8CFjzCNwQb+ftdaeWdv/7QDuNcbcA+BCAEdba1cDgDHm\ndGPMzrX9TgawtzHmUQDvrH0nhHSYblpFrlUxmNL2l7Tz0kjcpmaCa+tjx8cjd52xsbjPdxo6BtPU\nqdl5Gh9v3IcdSI4d1WysK52fsbFw3Sx6jmaus1PoepC1vZlrq1bD9aSR2GATrYwF3e6ktRdlxUtr\nBY22P9Vq8fY/z2qfZOJSxPWkG56JRl1l2s1EyGNekvqN9RWWR3nkmQcA3eMiV6T/zNN3Sj3Kkz+Z\n2xXtw1vmImetvRnhGE/zAPwksP/ZAM5OSOvf1ecXAexVUjYJISXRTUG+0zribllFThr28XGgtzff\nMUUHF7rz0J+1cDA6ml9gkuvzxaqk/LdKYMqb3yR0fpKCF/p5XrBgwT/MhpPSnGgT4nYKTKHjKTDV\n79cNk+kkmhGYirb/FJgmNxSYHFn9Sl7k2ez0alNlUq12x73vFibiGKNbKSIwTbQg33n6ziIvxeXc\nXRfkmxCyftBNQb4nwipyWmDKS6MCk18ejQpMOkhxno5vbKy5iWInBaaik4m8A5ZuYiIKTBOtjIH6\nwVxaezGli0dljdYBF8Oh2DGVCt/WT2aKtJfd8Ex0e/s+GQUmPc5gW5A+riXFmOwCU9a1yXYKTISQ\nridNYJo2zW1v1yCh3S5y7RKYinZWupNLEpgadZGTa07rdCaTBVPWW+aJ+Hax0y5yQpF2YaKVMVA/\nmKMFUza0YJrc0ILJUYb1EpCvP55o6H6DAhNd5MpkornIddKCSURrCkyEkI6gGx+/cevtdYPEdr0B\nTOuI83QYSS5yaefT/4sc06xYkoa2mOiUBVMrhJdOCEx50pxoE+JOWzA1I8xOJPzBXGhwNxEmDu0U\nmCbi80TyM9Hub7fHYGrE0qHbmWh1pNWwPMoj7/PcCQsmna9Wu8gVicFEgYkQ0hHSLJh6eoC+vvaZ\nb08kF7lWBvlOcpGrVCLhYHw8fx5CFkxp97RRFzlJux0WTGNj+VzkZPnWJFrhQtFq0SHr3ut60szA\nNul5LBLB3kPDAAAgAElEQVRoUpiIA2xfWApd90RwBWk0b3SRIz4T0UWuFW1PVr+SF8kbXeQmL3SR\nK4+8z3MnBCYgGvs28lznEc8acZEr2rZ0QbNNCJkM5BGY2vV2LUtgyqPut9pFTo5ph4tcyIJJr07R\niAVTERe5ZoSxtHw0StkWTI0IJXlo9WRBC0ghWu0i14jIOhEH2Hlc5EIB9LsNriJHyoIucuVCF7nJ\nD13kyqPVMZiacZEDolWau8FFjhZMhJCOkraKXLsFprSOuBWryDUzUW4kyHfeQYbu5Mp0kdPptSIG\nU9bbn0YFppAQODoanvz69zJrBTn9vyxaLTDlcZFrdqAkx4aOp8BUv083Xx9jMJGyKGLBNJkFprJi\nMNFFbvLD8iiPVsdganZMKAJTq1zkilowGUOBiRDSIbIsmHp7u8eCqZtc5IqIJUUnoUkWTNpqKU1g\n8s/TiAVTIxPFLGuOsgWmZi2YinTWRWj189LpGEyNCEzdbEWQhF8/QvVwIghMjeaNLnLEp8jErVtc\n5Lq57ZmMAhNd5OLQRa48unkVOcDNmfTxZa8iV9SCacYMCkyEkA7wyCPAunXR94cfBh57LPqeZcG0\nbBnw4ovZ5xkaAp59Nnu/blhF7tFHs88BNOYil3ewlSQwjYzEV5FLKq+QwDR1an4LpkaDfLfKgilU\n5kkCU5EYTK2yYJpMAtP65iL3yCPR5yIWTOPjwN//3vr8NUIZFkyDg8Bzz9Xv88QT9S8pnnoKWLsW\nWLMGWLw4+zyjo8BVV7lj8jI2Bjz+eP799X3Vv1Uq8T4vxKJF+awSlywBVq8unpcVK4Dly+O/ZfVD\neXjxRddHa1avjt+Tl14CXnghX3qPP+7GC5WKu1fPPJO+f6stmJ57ztXLNEQQy1ue1Wq+fUP9SqiO\nhdDjocngIufXoSQXuUcecXVIrrWMOp5FaIz66KMuL2nt4qpV7nm21u3/4ouuXfPr/N/+5sbNaRRx\nkVu+3LUHeXjssfR+1a+Pa9a4Z8ba5Lra6D257z7goYey97MWmD+/vr3Lk66019Lnhu7Jrbe6vkTG\nsCEGB91xixYB117ryvvuu921h14YPf88sGBBvM9ZuRJ48klg3rz4sysCk9SJ0VGX1tVXu2OAeJ/j\njzeqVeCuu+r7pPvvBx58EFi4MNpX6qafDuDu9ZNPxgWmRx91+c/qyygwEUKaZvvtXYMsfOQjwOte\nF33PsmD6p38Cdtkl+zyXXgp8/evZ+6WtAteMi1wS/oRx+XJgu+3yHdNKgUl3cvqY4eG4BVNSPvyO\ntVJx91GXT1on06yLXNo9bIRQmScF+S6SZwpM6ayPLnJ77ukmFkAxgem224CjjmpLFgtThsB0ySXA\nN75Rv8+nPgXceGP0vVIBjjkG+MxngA99CNhyy+zz3H47sN9+bmKQlx/9CHjNa/LtW626vs5/Lrff\nHjjrLJfPNF77Wne+LLbYAjjssOy87LBD/HnYfXeXF81222WLJ1mcdhrwk5/Efzv00Pg9eec7gVe9\nKl96n/wkcMMN7h5/5jPZx7VaYPrmN4GLL07fRwSmgYF8Qtrll2ePAUIsXw68/e359v3kJ4Gttory\nB0zsIN+//S3w/e9H35P6jQMOAPbaC7jpJvd9u+3yi3KNsu22wNveFn2vVNx5t9/eTeSTOPBA9zzP\nm+f2f8c7gG22qa/zO+0E7Ltveh6KjKVe/3pgt93y7fu61wHnnpu8/V//NS4mf+ITwCtf6foqv70R\nttuusRclO+7ozpfF0qXA3nsDv/pV/nQHBlwftv32kcANAL/8Zf092Wsv4JBD3Oek8cnFF7u87rOP\n+/vNb4CddwYOPjg8hv3pT9244IQToj7nzDNd2/nud8fnUD09rl59+MPu+8iIq+Pvehdw/vnut7vv\nBo44wn3efnsn0Ep+q1Xgn/85Ol5405tcv7HnntG+114btVXvfKcTwoQjjwQOPxyYNcvlAXB5eM1r\nsvuyqembCSEkH9qCyae/31m+JDXUS5fmO8fYWL4BVFpH3A4XuTyDgGZc5Jq1YFq7Nm7BJPno6wsf\nL8g+rbZgyirHdlgw+edOi5UxEV3krJ2YAlM3u6loRkaiAVkRF7mRke61QmjGRU7amaRFBXyhV8rj\nhRfyWS9JGvp/Hlatyr/v8LD7H2p/ly51b3uz0IP3NOQtdRLybFYqkQvZ0qXh62n2mQm1kU88Ef/+\n7LPpYwA/Pcl7nr6/1S5yeRa6EIEp76IY8uxn4fcrSf1RCF12k8FFzm8Dklzk1q2rbyfz1r1GWbUq\nngffIjwJeU7E0iatLcuqM0Vc5JYvL2bJmSZCr1sXL2tpm7K8Dhq9J3mOkzY+T5sr6BerWmAKnW90\n1IkuDz2UXOajo86KUJC8rFsXfukoZfjUU/Hf5D7pfmvKlEgwAtx55HjJr9wXOU6PK+S8SWUp5VCp\nxO+93/48+aT7v9FGzlJLp5nVl9GCiRDScvr6nMCUNDCbPj1fOnnFik67yMmAOC2NZqw3mo3BpDta\n6Zz8WEn9/fV5Gx+vt2BqRQymLAumZgWmsmMwlWXB5F9vKycLeepfpRKPu9XMudY3Fzldr4pYMBVZ\n1bHdlGHBlCY26utOWqAgjUaE3iLihQzEQ/kZHMxnKZR30jdtWvp2KStdZknHNBu/JtRn5hVQktKT\n/3ny1moLpjx1TMogb330X9bkJUv01+iymwwucn4bkOQiNz7uJrl633bEaNJtRd42SZ4T+d+MWFrE\nRa7Zc2n8OintTDNtQBp5nndpQ4paZ+oV0bRbusZat02e4bS5hO7ndV5CL0nlPFqUEtHaz4cx8fId\nHAx7HYyPR+npdjXvy26/DfbbesnDhhtG1yf5yLr/FJgIIS1HBKakgf8GG+RLp4jA1M5V5HyBSU8W\nk2i3i5xvwSR5k7cRehAxZYoTkkIWTCIw5Xlj2m2ryCVZMOVZRa4dMZj08ca01t0hNEEN7dNtFkwT\nJdhrowKTHvh2G60WmELlUcRdudUCkwzkmxGYxAoqi6yXLqFr9QWmspZ4D/WZ/nUUOcdEFJikfuad\n5Pf25ju3368UCSbuW9S0cyGVVuC3AUn3pVJxk1u9bycFprT6qa1N/DR8sup50bGUxPHJQ9q5/Top\nbVOWpVGj96SIwKTFmiz0YhPagsl/3qpVd5+k/JKeRxGHZJwmedHjY32/QnnWApM+z5Qp8fIdGoqP\nEWT/SiUsMOWdK+QVmDbYICq/NMsvDQUmQkjL6e0tz4Ipz+ArrSPOk0ZRFzm/M/E7grRjOuUiJ52D\ndCBaTOjrcx1cksCkB9mtEJiyrrMTLnJpFHGNzJMO4CaLrZwsTFSBqVvFF424hGlRBUh3kdOCbbda\nMDXjItdOC6Yi+SzLgmnNGjfQz2qb81owZfWJeSyYGlndNEToHjQjMOn+ciIKTHnqV9bkNIkiFkx+\n/vr7J77A5FslhSbK4+P17WQnBaa0NiSPBZO2qkmj6CpyRZ6btGvw66S0TXlc+hohT76lHIpYMOl+\nKM2CSRazyfJEkBcnvgVTksAk5/EtnbRFkpSZtmDq7U23YPIti5oRmPz2TeYJvb0u0PfQEC2YCCFd\nxPrmIifHdtqCKUlgGh6OOqk0gSnNRS7PNY6NtcZFrtEJU6jMk4J8++dIi8HUiFCSlg7Q+slCuwWm\n9clFLuR+qv+nWTDRRc7RiMDUSH0qy4Jp9Wp33qy3uu0UmMqyrMxjwdSIIJ/3PnWDwFTURc63akjC\n71fErTzPs+a7yPX3T+wg334boPsNX2DS//3traIRCyY/bk6ovRkcdBYieVYybJWLXNo1JAlM3WDB\nVFRg0pb7zQpMSS5y4mLnHxtykdN9o7yQlTRkbD57dlxg0i512kVOC0x5X0bntWCaOhWYOTOeD1ow\nEUI6TicEpnauIpfkIle2BVPRCYPuZPQx2qxXu8jJ/n197g1syIJJgny30oIp6zrLtmAKWbUVyXNZ\nEzl9fKstmJIGV5putGCaCAKT/0a6qIscBab4M1W0vWuVwJQVg0n/T6KVAlN/f3yfsoTvUJ9pbdwN\njC5ycaR/LRojRk8Sswi5yBkzMaw8Q4TagNB9CdX9dvQLjQhMgBszpVkwDQ4Cm2zi0skaM7bKOrMR\ngSnLgqWV96QRgUn3Q0UEpjQXOT1X0P1DEQsmOd4fb8nY3BeYyrRg8utUEYGJFkyEkLYxNWFdyiyB\nqUgMprwuckkiUR6LmqSOPMtFrtUCU6MucqHracZFLm8MpmZXkWuXi5z+7+dBSIvB1AoXuclmwVSW\nwDQRJk9ZAlPaKnLdLDA1Wgf0m+M8ApPePlEEJllBKMtipawYTEUsmFohMAHxPLZSYGr1KnJFBaY8\n9TEU+DeE36/kaZcFX2AyxvXdE9VNzheY0lzk9H9/e6toVGCaNi1dYBoacu5HM2ak15eiLnJlCEwy\nli4iMMm9aLS/aHcMpmYsmDRZMZiSBCa9XYtEUr6zZsVd01rpIue39TJPEIGJLnKEkI6QtIpNJyyY\n9H9NMy5ySem224KpWRc5nbciLnKVSjELpmZd5NplwaT/C41Y1UxGF7kyxLOkt/6NWH5NZAsm/3r9\nN4dAd7vINUpRCyY/NlW3CEwhFzmp1yIwrS8WTEC8v5/sFkxaXCoiMBWZAAONC0zWRotzTBaBSfcb\nSQJTWdbDeUgSmLLqcH9/tovczJmRhUgSea3nQvnNIukZSxOyRSz389RIO5wnL/45pk1rPAbTunXJ\nY/BGBCadlyIuckkCU7Ua7SfCY5LA5LvI6Rfxedq1NIFJtk2d6vKxZk20nS5yhJC2kTQoLjPIdzsE\npiTrp24RmPIOphoVmHp7k13kxIKpHS5ynbRg8vOcJwZTs4PcbhSYyri2Mi2YJrLAxBhMjQlMeetH\nIxObIuJFyIJJPq9aFd8niSyBScogyRrY369bLJiKpif/J4rApC2Y8uQ5rwVTKAaT/p+Gb8E0Zcrk\nsmAK3Rf9m34B0o42U9fD0MuBJLIsmLTAlCZIFh1LFXluighMUu+WL3f/Qy8i/WOKkFdg2nDD1gb5\nlnykucgJOi9ZFkxZApOMvSW9/n5Xf/xxRbMWTL47bVp/0dPj6ufq1dFvtGAihLSNRi2Y8rrI6TcD\nWfsB4c64GQumpEbbb5j1ZDHtHHrfPBR1kdMTWv8Yf/ncSiW/i5wun7RrbFRgynr70uiEKVTmY2Ph\n4KhF8twqF7lWBmzNE+sj9CarEZJM+xtZ5WoiCExy35KCfK+PLnJaYEoS70N1sohbSCcsmORcIjBl\nWaxkCUz+ktNJhCZHYsHkvwjpZhe5PPe21S5yeeqYCEx562NegcmnSAwmX+gUF7mJGujbd8UKucj5\nE/JmrWWKoOuhb/WRRh4XuTwWTJ1wkQvVR/m8dGn9Nv291RZMs2cXd5ELBfkO5b+oBZOflzSBKSkN\nEYz6+tzvui7MmBGJO3pcoS2YQu1qWrvc2xsX+dPum7jIST8H0IKJENJGdNBPjQSNTpo4iTBVNCBd\n2n76v6YVAtNEdpET8rjINWLB1IyLXLssmGbOzLZgSovBVJalgD5nq4N857VgEpq1YEpzkZtsAlOz\nFkztmCw1QqstmEID3CLtR6sFppAFk5xr5UrXbjZrwSTHZ11D6PmVa9FlnSetLFopME0UCyYpg7Jd\n5MqKwSQuchPdgsm3qEgTS9ttwZTkIpf1fPX3pz/3g4P5YjB1i4ucXO/zz9dv09tbbcEkwa/zlkkr\nYzD5Fkyhl45ZApO0MRKGQr/QmDHD9TFAPgumPC89RcjKKzDpPADZ8QQpMBFCSqOnJ/x7kgXTokWu\nM5Ex1uWXA9ttB5xyCrDFFsCPf+x+P/544OUvDw/u/vhHYIcd4r9JgzltGjBvnjvHs8+63/zB8pln\nunMdf3z8+AcecMeHVsqR/x/9qDt27two7QcfBHbc0X3fdVfgpZfqy2PZMuCww9znpE742Wddvk88\nETjiCJfuXnu5be99b3jg+ve/x/OrLSaKCEwbbRSZ6U6fDjzyCPChDwH33uvupU5v3TrghhuArbd2\n36dPB37wg+gccs9e8Qq37cwz3bYZM4Arr4wPJg49FHjrW4F3v9t9T+ocly519x1w5S/pGBMN5KyN\np/3udwM/+1l0rbocVq8GvvrV+Dl0HTEGeOc7gfvvd98vuQT4+c+j699vvyi/b387cPbZ4XwD7t69\n/e3AgQe679dd5wagxtS7yMkbokcecdtvvNF9nzbN/abZeuto+/77R29MpRzuvBM49tho/0YEpv33\nzx+kWJMl2J52GrDvvvnT6nYm0ipyY2P5BvTNrE7VrItcUYHpy18Gdt4ZOPXU+HZjXNur0ZOIffZx\nn59+2u17zTXAGWcAe+/tfvctmMbHo2MAYLPNgCOPdG1Nby/w0EP1eVy7FvjiF4E3vQn47nej33/w\nA+D974+/jT7nHOAd73DfzzjD5WndOtdW3Xab+/0Pf3DXKvkBXL433BA46KB4uXzgA8D3vw8cfLBr\n8771Ldd+HnkkcPLJbp+PfAT4znfcuaZNA669NuozFy0CPvlJ4Be/cPtqy2PpE7fc0qU5f368HdKE\nBKaBAeB3v6vfF8hXPy+91PUxRx6Zva9PERc5ebmy555RXyZ86EPASSe5z74F02OPAccck52XZl3k\nyorBtGiRG3ccfHDxY//v/1wfWZQ8LnJ6e6cEpieecHVNyCMwhawfBQny/bKXAYcc4p6fd7wD2GUX\n91zOn+/GC0ND7vhf/jIac+bJLwB8+MPA//xP8r4f/agbt7zrXfE6KGPO/fd34xZjgN/+1v32wgvR\nfjvuCBx9tMunjNsXLgQ+9Sn3+U9/cmm98Y315z7hBHfN8jyFhLHRUXfuX/3Kjbf228+1T1OmuL+F\nC915r7givUzyCkw9PVE+dB95yCFuLAjE7/uMGdF4zXeRe+wxd/z8+fX5SbJgGh6O2kNrXeyjz38+\nHjohKQZTWRZMp58e7RsSmFasSE4boMBECCmRpDcmIjD5HbGY2Ir4c8UVwKOPOjFl443dIAdwE/tl\ny+rfcAFuAPzgg/HfdKP62GPuv/YX12ksXAhsvrkTlAQtnoSsOOT/nXcCS5ZEYkelAtx3XzwvukEW\nli2Lri1NYAKckHHOOe5cwi23hN903XdfPD0RW0IDNd+8VTqrHXYArr46cpEbGXH35Pzz3X7iIqc7\npZtvdpMya93+UuYSSLFadW+7RkaAyy6L8nbBBfE8zJsH/OUvUdmEOsdNNwUOOCA6x5IlTmASZELj\n36t584Bzz42uVV/3OedEb+MEv7ysHfjHPVi0yNUbuY6//z065pZb0gc5l1/u9hEx6Oqr64UIIHq7\nBLiyBaI6sW5dfT17+mknVlnr0hRhU8pj4ULgrrvi1+2XhY//1vKaa8KCaRZZAtNFF7m089Ct1j2a\nibSKXB53Gslvlkl82vFyniQ3jzSBqahLMADcfXdY4PGfc3kpMjoaiSnSLz35JHDhhdHEQF8D4J6t\nm2+O0jrtNDcxmD/fXYvuU/T1nHKK69NEsAbcpG3u3Lj7w8UXR+lLGzM87IR+aSP/+Ed3rfr6r73W\nCUhyrPx+4YVuEnfLLa5fWrjQWW9ed11UVr//PfCb37jP69YBf/5z1GcuXgzcc4/rD97+9nicKCmT\nnXcG9tgDeOopd2yonwoJTDfc4K43RB5LjCuvdPdW95N5yVPHqtX4SogLFjhRS3P++dHkW/aVNmDx\nYuD22+vT9WMwFRFMfIHJGFefy2gjFy929+SWW4ofu3Ah8PjjxY/zBaaQi5zfJ7VTYJK2wm9Xkspb\n8t7TE7WdobZv3Tonlvz+967NOOYY9+z+9a/u++OPA9df757ZatW9XJLnP09+ATf28QVRIF6HLr/c\njR1kzDAy4p53wJWv1IXFi91/LXTcd5+rL1dcEb1ge/LJaMzx97/H2xnNwoVupTS5ppCgLCLKokXA\nVVe59q2nJ2qD7r8fePjh9HrXqAWTlEel4trb66+Pvgt6fy3wVKvAM8+4z6GXc0kCEwC8+c1Rvn//\ne/d/gw3i5R56BsoSmB57zAmOcn19ffEXBllCNgUmQkgp6AbWJynIt/9dOpHBQSck+AFPQxPV0Dn1\nPuIzLGn5wsPgIPDKV8YHwklvM5MGO7qB9/MTCtbqdyohJJ6GiET+m+BQHv19QkEHZ850/5MsmHp6\n3P3SLnJ6dSLfgklfs7bQEPcJ38VFD3r8yW1SkFr/t1e9Kn6/QqsZJQ1I9W/yNnqTTeoHNaFBYygg\neij9tAmRrss6Tf0b4O6BpO2bQPufheHhaOAkx8j/1avjZVZUYBoZiZtjFyHLRU4GVHnT6nZ8gcm3\nWApZMMlvnQrynVauWnBvNO12WjAJoQGw/5z7bmWjo/HPen+/D/Hv06abuvZN2rWQRa++Fp0/P03/\nunXbNToa9QuhvkQmMknlKe3X6KhzM5FnW/CDGcufHDc2BsyZE8+fPN+zZjkLWCnH0D3QfbAvkoQo\nsmx5I+1DXhc5LTAB4fsbqk9yTJ62s4gFk0Zc5EKLczSCCGqtKs+k4/wXemn9eacsmPx2JulatVjs\n9wWa0VHX30+f7ix5Nt00vk3+RkaisVee8vWfm6z2SL/k0P+T8OuqlI/cq7Vr86U1Ohq1GaF86+N1\n2ff0RNck8bvS6oEf5Buor3NyPXo+o2MqhjwEJC+S7/HxeBuX9tyHBCYZb7/85VEam2ziPk+fHheY\ndP6LusiJwBTqe+R6t9jCfZ461f3p8WrWM0eBiRBSCv39xV3k/O8yaB4cdB2O33HlFZj0oFWb8QL1\nKv3goLNg0p1AkuqfNNgJiS1CSKjQ15DUSEtHJstf++JRKI8hgWnq1LggtNFG7n+SwCQCiB6oagHH\nt2DS16w7OnGf8O+ZLh//2v2ySxIlZs1K7rTTJoH+YFTe+moxR58nzoJMgUmOSROYfHEhSWDq60sX\nmEL1ani4XlgqU2DS6RUhy4JpsglMWUG+QwKTHtznjU1TBkliSWifiSYwhayz/GfTn0RoUWRsLNxe\nJZXZjBnx5zn0ckHfV50/P01fmNfP69hYJCKF9vHflOty0ROxsTE3YfEFJj/WjExY9HHTpoUF0qlT\nXXs6MhK/76H8+PW8mWfbvzdFyFPHtAWT5LkMgamsGEzVauQuNJkEJj+dbhSYkiyYtBCQJTDpPlC3\nG1pg0hbheco3z8vO0Esrv/9Kwq+r/svb4eF4W5rE6KhrO9MEJjneb6f03CBLYJJzAeHFbfR1aYFJ\n9vXbMn3fp0yJC0y6r9fPvT/WSbNgkv/VavTZt2AC6sumqAWTn44ei8g4ngITIaRj9Pdnu8jlFZiG\nhuICk97f78xDnZFuVMXdIUlgGhpyb2NDK0D45LFg8vMTaoTzWDDpDsqYxiyYhobcG2oRmPr6IoEp\nqWxlEDJlStSR6YG0BPnWEyLdscp/eQszOhq/HzotPw9+2SWtNjVrVvx+6f20dZJ/jpApsZhZ+3kJ\nDRploNGMwOSbI+tJuz6nFr18H3v/szA8HO3r/1+1Kj7QyTMwD20rsmqLUKbANNld5PxBXqvJUw9C\ndbUI/ipynbBgkjLPsmAaG4uLTUUEJn811KQXLqH8FRGYtAVTUYFJC0UygSgqMI2OOmHKF66AyJVC\n2onQxLKowCT3LG2y5D9jRSgqMGkxzUfyKlYp+nnO03Y2IzAZE16coxHkfjeSlragKIIvMGW5yHVK\nYMozVgDiE3+/7vj7JQlMWkwWgSlv+frjkFB7FBpTNGrB5L+AXbu23lU0xNhYXGAK4YsqQDxOUprA\npJ+TRgQm3Tf41p06L0kWTPq59630QwKTvFyWemBtXGDyBSW/bBoVmPzxythY1KeJtZieY2TVQQpM\nhJBSKENg0lYXG25YP6APvVHLcpHLEphCFkx5BSbfIiFkwdSowKR/l0lAKC+akAXTrFnRALqvz31P\nOp+2YJoyJVoWtVKJXN7yWjDJ9jVr4pOMIhZMSRNRWT0ktF8egUn/TxKY6s89UIqLnF93ynSRGxlJ\nt2DSA508E5nQAIIuctk0u4oc0J4Jk85LN1kw6e1lCUxJFi4yKdBvqfX9KyIw9fcnTxSB+nahEwKT\nnoiJUCRWTaF85hWY9DXr1fTKsGAKCbJJabbK4ibkIpclMOlJs1gy+O2gH4OpUYFpsrrI+VYxnRSY\n5N6224JJnqWiLnKNWjA1KjD5eSriIjdzZtRuhcYKSQJTHhc5EV97eqJz6L45SWDSz3LoGnwXOX28\nrrd6zKTDTejV5mS8p8fgOpyC1A/fRU7nS/cdofbQL1dZrS5JYJJ2XvIydWqxMQAFJkJIKZQhMGmr\niw03rG8k8wpMeSyYJJ2hIScwJVnEhNJt1kUuNLH08QUmv2HP4yI3NOQ6bm3BJDGYQnnSnVtPT1xg\nkjcZIQumkMAk233XLF0+/rXndZHzBaZQeYYm8aFJnAxSsgWmeLDHJGsLoFjMkDSBSVvZ+edKsmCS\ncsmyYArl36ddFkx60JVFu1zHmqHZVeSA9Vtg8i1j8k5W/f30hCCpXHXAbtkvr8DkPzt9fe0TmNJc\n5Pwl0X3BTtov7QKhr8V/S68Fpkol3YKpp6eYwJSUz9DvedqqVgki2oIpr4vczJn19T60qp4mT7ss\nrA8ucmmirh5ntMPis6gFU6MCk65XvsAkZdsKgcm3NsorMCU9z9pFLo/A5C/Q4u/j51dbMInAFLoX\n1Wr0IlHaRm3BFBIMQxZMWQKTrh+6r0+KF6rvY39/JDDJ/Q8JTNpFzh8z6PsQKkN/7CRjzKR0Qi5y\nFJgIIW0nLQZTUpBvv2HXMZi0BZNu8IoKTLJqUMh6Rc5V1ILJH+zoQU5ZFkx6H4mTEcqLJmTB5LvI\nJQlMaRZM4+NRRyNvPfRbZT82gbyZnjXLpSHpAOkucnktmPwYTEUtmHyBKbTCYf254zGYQm9O5Zg8\nqx5JgPEkk+OsGExZApP/f9Wq+KqIed6Uh7Z1OgZTOyYSzdKMi1y7BaY8rkUhMbQIehW5ogJTWRZM\noQzesiUAACAASURBVCCxkj4Q9T1pAlPIYlXT25s8UQTyCUxJkwT9e5oFU09PvcDk1zP50xOIpLZF\nC0xamMpykSvTgqmIwNRI+1BUYJJ9Q+MdbfWgBSb/ZYFQZgymyegil/bMtduCqRGBSV5eSVuSZJ2T\nx4KpqItcniDfZQhM/ji4kSDf2oIpTWBKEnW0cO4jY9QkgSnJgqmowKQt3HRfPzQUCUvyX+qF7Cfj\nPf8lr6RRhgWTX2eajcGUBQUmQkgp9PUlT6yT3JCSLJj8IN/SSI6OZlu9APFOfNUq1yjrxldbhwwO\nutUahofrO0gff3seC6ZGBSbfgimPwOS/XdAucta6654xI/l8aQKTHFfEgkkEJglUDqSvIlfEgikp\nZlajAlOeQWMZLnL+OfK6yG2wQbbANDISf4b0f7mXfjyndglMeVzk8lgnlfF2vtWU4SLXLiGtmyyY\nQmJXUYFJr/KTx4JJ0tauE426yPkWTEnxnkL5K2rBlCQwbbBBuoucdsHULhB5BCZp99otME0kFzkd\nNN63YAKy289GBaZWuMjp/0WPbfQ4/9lPejEIdE5gClm8hJAJurYWTBJPdLvVKhe5smMw+WXfDoHJ\nt2DK4yKnx3ntEJimTImXyeAgsPHG7rvcZ7FYkjT6+6N21heYkiyY0gSmkODu9499ffF981gwUWAi\nhLSdadOSJ9bi/5xXYPKDfGuBKY8Fk7+PTqtSiRpWOdfs2S7/aR0c0JiLXBkC0/TpjbvIzZrlzier\npYUsmERg8d+eJFkwifWNbEuKwTRrlsvTRLBgyhaYBkoJ8u2fQ9/XJIFJXEZD16LJcpED4tZQoevW\n6PogtMJFzndTCpFnktktJK0i50/aQm8XJ6uLnAyeW23BpAUeLWAnxbZKs2AquopcX198AO+30X67\n0IpV5KZPT7dg8gMPhyyYQpN8LTDJ6nNJAlNvb9ROtNuCqVWCiK6feV3k/BhMQL3AVFYMpmq1fBc5\n/b/osY0e5/enac/cRBCY5OWmTNZD+xa1YMoq36QFDcpeRU6Py/Xxcv6iq8iljb9D7XfeIN8yztMx\nmHT9Ds1LdNo6Pp9uu5IEJu1KJgLTJpu477KPb8GkXeRCMZikX8kT5DupL9XiFZAd5DsUg0nGaKG6\n5EOBiRBSCmkuckDYDclv2GVgbG3cYkM3eHkEJn9gnyYwDQ66zm3mzKgj988h6aVZMMlbi05aMPmd\np1gwaRPhkMA0bVq2BZOOwaQtUrIsmID4xLRIkO+8MZhCE7HQgLSIwBQq3ywLpkYEprwucv6qiqF6\nk+YiJ/dSC0xy35OQfTStcJGTAVNa2hNJYBLLl0Zc5Nod5DvPBM3PW1Gsdc+ZxHRpl8BUxILJF5h6\neopbMPkuclnWtq2wYJo+Pd2CyY8LU8RFTtq90VHXLpRtwZRlOZzHgqmR9iGvwFQ0yHceFzmfIoJJ\nq13k9P+ixzZ6H/R1Z7nI6fO0U2DKfhnlCAlMSeJJmsAkdSavi1ySFWzZFkyCjO/850NWkdOriIYQ\ngamZGEx5BCZtwaS3hQSmqVOj8tKCm7x08L0pfIFJC8tDQ5EFk+RXxpxpAlPIRS5kweSPGdIsmLTV\nV5FV5HyByR8XhqDARAgphbQg30A+Fzlp2GbOjO+v35RkDdqB/AKT+Ef7ApN/vP82zxeYJM1WCky+\n9UCoE/aDQYsFk+SrGYFJXOTEgilktaUnQWLB5FPERS5pItpOF7moLizItGCSY8oQmHwXuTwCU8hF\nzrdg0i5yjQhMjVowpbnIycAmLe3Q/exWkiaX/mSpGwSmIhZMzZyjvz96QVBUYMob2L0MgUkmEXL/\nighMxsTPn/UyROcv1Kfo604SmPQ+lUr4ZUQzApNM8n2BKWsVOXmW/TZeW7/mtWCaiC5y0gb4x/gi\nelkxmFrlIqfvV5Fjy7Jg8ttOv552swWTTNCl7qS5yCUJTGNj0bOU10UuKd5cqL6GxqJFBSZpb/wg\n+NJGSZuRhLS37XCRC4nvSQKT316PjEQvW8fG8gtM2oJJB/DWQmGaBVOWwFTERU6XWTMuchSYCCFt\nowyBSZgxI1lgqlaBm26KVoeTRt1aYO7c+P6CuBdJ59zbC5x6qgsA3tMTmZ9eeGH4eF+0uP9+4KGH\n4hNFLQhoLr/cxSC6+GKXP/1WDnAd1VVXAddcAzz3HHDRRcAVV8QHoiG3B2uBm28GliyJfvODQfsW\nTD094RhM/f0uH+PjUefT0wP89rdRemIqKwNYKYsnnwRuvz1efmkCU5IF0yWX1Jf7Sy8BJ54YXeOl\nl7r/M2fG4zrp4y65JBqIAcCzzwLf/W483bvucmnpgcfgIPA//wMsWhRPUw+u164F7r4beOSRfBZM\nl1/u6qyum5rHH3dphcpD6tMzzwDz50d1WNK54grgnHPi6T3yCPDww8CmmwJ/+IMbmOog3zNnumN+\n+EPgr3919/3GG4F589yxy5cD3/622+fUU4EVK+IrvG26qSv3sTHgpJOAhQvd7/PnA9deCzz1FPCb\n37jyvuwy4Ne/jspl3Tr329y57h796U/AypVuuwxMzzvPbQPc/RkcdGW4cCFw773u93Xr3DOisRb4\n8Y+BO+5w1/zd7wK//KXb9sc/uvt2773Ao4+6a7ruuuieXHxx9tv2ZctcGZ14oqvvAHDlldEzKc+1\nIG9kdZwH/d8XmKwFLrggOhZw9/qJJ4A773T5ffHFKH1pL6691t1v2V+ejywuvNClN39+awWmxx4D\n7rnHXV9/v7sHDzxQXGDKaw0h7bDQTAwmcW/SbiZZAhOQbsHku6zo/OmJsj/5uPVW92wB7vlYvTqq\ne/4EcYMN0l3ktEieJDBpUUjyUVRgSrJg8ic8vkAWoh0ucg88ADz4YPo+/gT64YejNlDQFkwhF7kb\nbgB+9KP4dT/0EHDyyckvLpLQwttFF0UucmVaMOnz5CXvM3vhha5P0O5Efn+a9syVKTA9/rjrE9OQ\ne5tmwfTss8Btt7nP8nyNjUXPTFGByY/BJOcLle9FF7nfk9q6VlgwieggFp9AvcCk3Y5D6BhMYiEf\n2kfHNpLraaUFkz+fGRpy90lelqQJTLpOawsmvU9eC6ZqNR7ke+VKNw7V90vPP/Q1DQ25MZAuB3+V\nOj+4uxaY9Li/pyeqg3lW/qXARAgphS99yTVAhx8OXH01sM027neZDBYRmKZNi++v3+5Xq8App7iB\nGhB1AmvXAocd5j7rAdH3vw9stlnUmBvjhISLLnIDd1HiP/hB4Pzz3eckgUl+HxgAdtwx2i6ilQgr\nALD99sArXuHyevbZwCGHuPytXVs/KdhvP2DffYGPfQz46EeBAw90k/wttwTe9jaXtv/mpVoF3vEO\n4LOfjX7TLlyAO0YmAlOmuOv+1KfcpBoA5sxxk/G3vtUdMzYWt2Bas8ZdgwhMBx0UrYQiZXHnncCZ\nZ7rP3/xmdP5qNZq8aEKrMgHAwQe7CbXm7ruBb3zDCYoA8L73uf/+qnrijrfppm6gfuml8QG95Atw\n17Pzzq5e6IHHiy8CX/+6m7wD9W+egQGMjDjR5Kab8glMX/iCm2QPDQHvf399WVx9dbyj1hM7qU9/\n/rO7rre8xX2XdG6/HTjiiGh/GQhcdZW7T8895wQV/VbwqKOc8PKlLwHnngu8+c0uwP273+3q0p13\nOqHmuOOAL34R+OpXgVe9yh3/5S+7ujk66kSWr30tGricdBLw8Y+7c3/lK67Of+ADwL/9W3TuahX4\n9Kdd/g8+GNh/f+B734tf99e+5rYB7l5/5SvAe9/rxBepY3feCRx6aLwcKxXg858HzjrLTRR/9jP3\nHQDe8x53/G9+44Sgm25y+V21yuXlkEOcYJzGTTcBRx/t6uJ117nfDjjACWKAe671AFosv9IEJf39\nhReidlJPDi6/HDjtNGCvvdyzK3z728AnPuHK/A9/cL89/TTwuc+lX4ec+4MfdNey9975JmiNTlj3\n2svVW8DV8z32cMJYN7rIJQlMRSyYgHQLJn+inuQiJyt1ym8/+YlrCwHgf/83nl/fejNk7Rq6f1oo\n8q8lVP56AicucqH7kiUw6WP8e5t0n30L4hChupOXatXVSxF5k/bx7/+8efUvDmQCOTzsLG39Sdv/\n/Z/rF2SiOzAwgLlzXVv73HONCUxLlrh6IS5yZVow6bznpVLJzoO0Qwcd5PpB+S1kPafzkyQwNSuq\n/fGPwK9+lb5PkgWTvtYjjwR23919FoFpZCSKTZYknuQJ8q3F4VA6Rx/tXkgl1aGyV5ED3LM+MhK3\nrBFCCyeEyCsw+QudiKAK5Ldg0i8mZVuSwOS/EBgcjBZy8AUm3U+ELJiyXOSyVpGT32bNAnbZxY3f\ntMAkx8vYXL8sPu64eDnI71J+OsaU5Fm++zGYZN/e3vSQKAAFJkJISeyxh2usdtgB2GefqJOVCWMR\ngam/Px6zSRo8MUvVb3D0qi0ysJGB11Zbucm0TNbHxlzaRx4JbLut69Bkgn/QQcmrWYXM7/03r9LA\nyz7bbw/stFP8ODGV9i2YBP3mb2zMleF//Vd8mW+9LxAfjPiDrbGxaKI7ZYqbFM+cGQk1m27qRJU5\ncyLXECkPKde99oreNL///a7TzXJbkY4uZEabFuTbx/ftF3wxz1pX1v/0T1GZ6ECTmq23dsKHlLUM\nPISkAM3yW8jfXZDP2ndfYhD4+0oa8nz41ynmy2NjTmTZeOP0GDjTpzvRplIBXv1qJx759ebgg+N5\n23jjqC7I+aQu9Pa6gYkMML7yFSeqilupvh5dr611gq4ecCW5t+k3nLochI02cv+HhuoHhhrJx9CQ\n+9t++/gAcPr0aJv86cFj1kBJu8foeyhl479RlvbAfx6TBCc9udD1S/IKxJ8lyY9uS5LeavsMD8cn\ncq20YNJtiRZeQm2HzpNvPdGowNRMkG9xb0oTmELlXURgSgryLSsK6X7PR7fx8l0EpqR9NdIf6joc\n2l/aSUlf6l5eF7kiFkydcpHLm379S4f6Y6S+DA25/tWftK1YEW0X9IIMRYQyP9+tcJHzP+c9NusY\nbWUsdbCTLnKVSrb7dx4XOS3u6sDefX3xcYkmzYJpZCS/wCT9RVKb3myQb19wAVy+162Lvyjz6+Xo\naHaQ7yyBSVwMdTohF7nQc6PHeatWxfMa6jcrlbAFU5rAlNdFrkgMJh3kW3tqfPjD8b5f6o/uM3Q6\nuo/wBaaenvpxtk5XFm/yBSb5ngYFJkJIKcjbM2lAQytY5BWYpDP2B/TiIqffVPhLiYqVk86DrNig\nO3Ixl9Xfk8zs5fekgKTWRqKHdq2SBlh3RH7H5L/F1m8lxAS4Wq0fqIdWsvHfXI2ORh1XaHAg+0mH\nqctHrkO/GZF7LJO+pFV0pBxCZrSNCEz+tcuKeHrApYUiPZDzTaK1G4Hf4epz1ccxWBB7E5dmwaTd\nJPT99q9DhBz9XZD6JPckFD9AU6lEx+jVhPQ5N9ggblnQ0xPF5JJ4TGL+7ZtR6zQlDT34l+sUaz6N\nfn41Ok5LyJ1SBKbBwfhKhKFrl/3ELXTGjCj96dOjbfLnDw7TkOvT55J0Q2JDUYEp1B6Mj0d5lXP5\n+dF1K6/A5LvRtlJgElEsKzaR/JZkwZSXZiyYQgJTIxZMuu6nWTr4+UsTmGS/UD3VkwOxNPVJs2Aq\nGuS7UnHnbIWLXJYFU1r9Tuq785An/Wq13kUudIy0/WK14AtMgpTPggULYgsyNGLBpAWmVrjINSIw\nZeVBhwCQdiIkMKU9c2ULTFkLWOQJ8u23OfI8isVHSGBKC/Kt3dy1hbpfvmNj7rnUfVvZFkzaJU3o\n7Y1c5KTtC1lqlmHBJKspSx70fMOfF2i0wLRypQs3oLclWTCFBKbeXvcncxFBC0xatKlWiwf51mEq\nJA2hWo3G63qcL2M/fe/lfmhXfT3elc/+OFuPV3t7IzHJX0WOFkyEkJail0TVHVCzApOIQkC8wcsS\nmCTmjc6DnLtZgSltoJUmMOnj/I7Jj8OhOw0x0w0JTCELpiSBqVoNx8eScg0JTJKGlIsEEdUWTL6Q\nAEQWU0kWTDofWatSSWcWGpz09UWCy9hYXGDSb3GTBCZ5yypvZ4RkgSk+UEoTmHSd1AMBP/iuP7DU\n1ynCnhaY/GvRiLCTJTDpSWsegck3py5TYNKBlWfPjpcLEMULW726mMA0Y4b7k3xOm1YvMOn71qjA\npN3gighM/sRQH6vrlRaYfAumZgWmNMsAn0YnrDK5mjIlXicaEZjyBM5vpcAkb8inTk0XmNKEtGq1\n3lrSX6E0TWAKCfa6jSxiwSQWcCEXuTSBCXDtrr+KnCATzaRnvlUCU+hZyktRgcmPUaWR+uILTP5+\nWswoS2CaSC5yeQSmIi5y7RSY/HFLmsAkz6xM0JPEE91u6P5IW4OlWTDpxT30WECT14IpSWCaOrV+\nTCcuciIsS57960sSmMTKWlwJs1zk1q2LX0dRF7mVK6MXV7Itr8AkMZhaYcEUcpHTQb6FJIFJjtfP\ng5xLx+4KWTAljXn12DMkMNGCiRDSUnTjJw0WkE9gqlSi/fQEJM2CSToE2SbnyxKYZFKWR2Dy38CE\nBCZ/H1nyU7ttSQOsrzvNgsl/mySdXGiZV8lLHgumSiU8QQtZMMl98AUmMdPVFkxJAlNeC6YsgSnJ\nggmIx6USV5a8FkwiQOmBh+B3ttE9H4gNlEIDW/0mWdLQA4Hh4fhzkdeCSd4ipQlMYtadJTDp69RB\n3+UNWh4LppCLnNRrqfd6mz9AFnQ91W8V9Up3gAs+vmZN8solWmAaGnLiwMyZkSglFhXiQuALTCHr\nPj99fd/1W8dGBKY0CyadRissmPx7l3dy3QhaYMpjweTnSX8uS2BKsiryV5GTGEx6YivpNyMw6e1y\nPiAuFki9kt8k76H6r5+hIgKTTOb89t7PtxaYJJ21a7MtmPzrC+XFF5iS3K7bsYpcnvRlv6SVP4G4\ni5x2a06yYBoYGAi6yDVqwTRRXOS0mCP7+pZP+nuSGF+mwJTXRS5NNPXdcuVZMCa/wJQ0cdcWTEkC\nk7jISX+uaTbItxaYpN0QFzmJMQWEXYGTBCYRVPr7o5eWWRZMWnjRVj4hsQiIj/NWrWrcgkkLTFmr\nyGl3Mx2DSY+rfAsmaWNDQb4FKSM9rpR6liQwyTg5SWBKsmCSdLXAJNdFgYkQ0nLEdQqIm6z6jXOS\nBZOIEHqi7S8drwWmsi2Y5LxFXeR80iyY9IA0TWDyP0snF7JgKuoiV9SCSbZpCyZj4hZM/mRJl4Os\nHOUTym/SwD5NYOrri1sdNOMi1y4LprVr64N66w7fj8GUZcHkr1iVx4LJP3fIgkm2Afld5HQMtN7e\nuLl92oRc8qJXN/RjTixd6gSmvr6wGCT5EPFIBCZZaVJEMRFs9EROH5+EXJ98lvsQmgDJ52YFpvHx\neAwmX2BqNAaTf++y7o3epyhlusi12oIpKci3L+AUEZhCYpbfZvpCdpoFU9rS0EUFJun7Qi9BNDJp\n0ROxIgJTuyyY8lgZJ1FUZNVCuX+M9I/Dw85Sov5FhZvgajFjcND9tj65yOnr122RFqd0m9BNFkxp\nddpvc+RZ8C2lNXkFJm3B5JevtoKTdrBdApNYMCWVT5oFk1y7XH+WBZOcC4is6oH6F88aPc5buzbd\ngklbqjYTg0nu1fCw+y7tcpEYTEVc5BoRmPK4yPkCk0CBiRDScrTAlOYip13ehCSBSTpjPeHQfs+6\nI9HxboB4DCa/MdcWOu10kdMCk//mo1GBSc6Tx0UuyYJJ8iFlq9+4+RZM2kUuzYJJ7nMeCyb9BiZE\nlsCkJ4W+i1xSkG8tlPgdrj5X/cRgwT/KSOc9SWASqzOJjSJ56e2N6qxveaWvUwemT4rB5Md7yRKY\n/PgsSQKTbAPyC0zy33cD0gJTElrQAqLJh9z/55931kjGxF3p9LUDkXgkLnIiMGlroMFBV45pk8Sk\n9OWztgJqRGBKc5ETxsddXleudN+TYvs0KjBJm+SvPBmi0QlrUQumkMAkn7OszCQN3xVPv40FkgWm\npCDfuo0aH49PgMq0YEoTmGSfNIEpLQZTqLyHh6N2JelagGgipSdi1Wp5AlNWPvXveQSmtHSSKFNg\nmjLF1aUNNnD3S0/apG2dM6c+BpP81ozANFFd5JKE9zwucnkE8rx5ThKYpJwbcZHLKzAlrSIXykfI\ngkkLTNLO+C9G88ZgSgrynSUw6evxry+0oIFs0wJTkpWXdqMrKjBVq/FxXh6BKRRvKktg0vMNKYPV\nq11fIuXlx4WVa00L8h1ykdN9k9QfX2DS48xQOWRZMKUJTP6L2RAUmAghTeFbMKW5yPkDFT2h1YNS\nX2DSqr3fkfhCQpoFkxZQfIFJC2B5XOR8QgKTlIW/skiSSXXZApO/ipyP7CcdVh4LJhFPkiyYJMh3\nnhhMIYFJb5fJb0iAClkw6Y7Tnzjq9H0XOd9tTf/3Rbg0Cyb9Jll30vrN/9SpcYslPfBMC/Ld01N/\nLf5krRGByXeR0wNiIL+LnPzXwqpcU9ZkQwZ00hYkWTBNmRKZt4cC7YqA5FswyeRBWwTpmE5FBSYt\nsOUVmHp6ilswDQ7GryEpP35e0vCvX/63woKpDIGpGQsmoD5wrX+dvqWjFpiSLJiSVkUEsgUmX5QP\nudxqdwm9T0iw1+lUKsUsmKRdkfOG9gsJTEBrLJiS6m8RFzmgfIHJHw+kucgZE8WBkzGLnEPE8c03\nj4sZQ0Put6GhYhY5k8VFLklE0gJxSEjSz0gZAlOSi5z/YqARC6a0CXleCyYhJDD5LnK6/8n78iCP\nBZP/QliCfGcJTPo3nZ+QwJS00l5IYNLtV5oFkx5nyRhC+mS/TonI489hGllFTgQmObcet2dZMIUE\nJunjslzkQmN++U17megYTKFV5KSP8F/E0oKJENJyklzk8gb5zusiJ42q72sdcnHI6yInb3Hluz+Y\nEfwBhv8ZiBr4kAWTtjzRHZNu3GWb/qwFJl9kSXKRM6begkmby2q0wOS7yMk2/aZFu8glWTCJwORb\nMOk6IvgTKMmLUNRFLnR/kiyYZHDqv9XTgystCsyaNRCLJZA1GdbpyD7NCEwhCyYtiEp9q1bjYpCf\npv8WSlsw6bfsWRZMM2aEBSa/XuSxYJL0ZSU5fwUqayOBSfbx37DLqnFaYHr++Wi7dpEDXCwGfXwa\nZQhM+nuWBZM8w0ND4cl1MwKTf/1r1rj/rRCYOu0iB9RPlpIsmHwXuTSBKU2QSHKRk2c0SWDSE2ip\nK76LnH+s7mMbcZHTFkyVSridTRKYdH3WdNpFLi2dJLLS93/PcpGTNihNYBJBYGBgAIODkejk9+Fp\nTEYXOSDer/ltgpSPlFGaSF8E3a6Htun8le0il7aKXIiQGJzmIueL2H5a/udGXeT09WiKCEy9vVFb\n6adRhoscEAlM0oZpax8tMBW1YNLlJG3EmjVubCJpaYFJ99mNusgZE3aRk7GlLgMphzwWTGKB768i\nB0TxxCgwEUJaSl4XuSICk3TG/gRNrCF0RxJycUhzkcsT5LssFzkpg6QYTGIVo7fpz3ksmHTHVqnE\nV/fJ6yJXJAaTtmAKCUwy8PNjMMnAJBTkWw/Y9UArbRW53t56gUlPFJJiMGk3giyBSVbgA9zgJq8F\nk3T6kk5eCyZ9nVL/tcDkX4uUs9zf0IpvUo/kd12+aRZMvsCky01ihrRKYPJd5ICo/kl+/Ynq7Nn1\nq8glucgBkeuZn1YI/1yNuMjp71kWTNOnRxZMSXnwPzcqMMn/vG+5gfRYdBqxYDKm8VXkfPeUNJoR\nmHwLpkZjMCVdp9Rff1AeEph8CyZ5Dvwy0Bai0laGrJzyCEzSP/okCUxafNdMnVr//CflpVUCU1Gx\nISt9P19ZQb7FTVf379JGAfUWTL7AlLRCn09IfJ4MLnJZFkzTpkUu3Vp4aoZKxd3XNBEmj8DkW6TL\ns1BGDCadnywXOXHl1WPH0D3R5eZbaOUVmCTwdlK/kCUw6cUGxBKoqMAkc4LQ/fOFFV9gknGz7Fup\nhAWmoaEor0UtmEICUyMWTHJv5fzihquvRcrDt8z3yyEtBlOlEq0M7gtM06ZRYCKEtIEiLnJFBSbd\nscvqVv6bitAEIY8Fk7gchQSmslzk5HOawORv058bcZGTgZcs/yqr2+W1YAqtIicTAYnBVK2mu8jJ\nICskMIlApa9Xl4H/9nv69PwWTFIm2kQ/j4ucxr8/0SBiQabApC1u8ghMYlnmx0HR9V+/RQqJZfo6\ntOlzSGCSchO0BZPU3zwWTENDbrLkT8ykXhSNwSTnkwmYb8EkWBvl13/D3t/vrmHFinoXueHhyCJI\nxCEtMGXlz3+DKPnT9SxNYJK3jrp+hv4LMthMEphC7it5rAaAclzk8k5g9eA/TWASwboMCyZ9HhGF\ngXwWTFpEbibIt1gR+fdJ2k+NX8flGdSCm7SPaQKTtC2hNjlJYPKDfCcJTFLPfYEpVA90HnT5C36Z\nFHGRS6t3zVrcpB3n/54VgynNgmnqVLeilI7BpF3kdB+eF8mDuAyVLTA1Up5FBCa//LMEpv7+8gUm\nST/kJpclMOlrTbJgConLof2A8H7aMjEkMPkuciIMyEsqP5/+tenzNGvBFEpPBCL/nHLtehwWEkn1\nWLARFzkdAkOuQV5aT5kSXU+aBZNeRS6vwLRmjWsLZFsRgSmPBdO0adFYXNcLf8wv+c1jwVSt1ocT\n0YJSfz8FJkJIGyhrFTndWKXFYJKBrj/w0MtMN+oil2XBlPbmPuQiF3LT0kG+e3vjAxr/7Zd0cpVK\nfhc5GXiJuCRvmvNYMKUF+a5W4xZMvqWK0NOTLjBp4U1IsmBaty5yVfHp64vKVYJE64FqIy5yYnkk\n9UQEHDnf+Hh8JRf9H4h30PLZD/Kdx0VOBqNyH5Nc5LSZdUhgWrfO/en75Mc6E8FmfNwNFJMEJt+C\nafbsfBZMMuDNYsqUSGB67jn3X9cLwOVP8vvii3GBUq5l6dJIYHrmGbd99WonGKxZ44Slvj7g0HF4\n5gAAIABJREFU2Wfj6Uodr1aBxYtdezI2Brz0Un2QfhFl5K034CyBnn8+qt9aiFi+PC5W6jeFy5bV\nT1JlsKnbBplsrVhRL2YNDkaubjI41PmVNnNkBFiyxJWFXIPvIrdsmTtm8eKo/EOCkDA05PZdvNjd\nk8HBqBwkn2vX1gsAIyPuGKnjkgd/EQQ5tzHACy+4slu8OGqvAHdeP4Yc4K5T9nnhBfd/1SqXZykX\n/aZ5xgy339iYqz8rVsTjwInAJO2x/zwCbru2slu+3NUhEZhCS3jr+yV90tiYO1Z+A+rFcC0wrVxZ\n72ojjIzU9x/Ll8fFYH0fNMuWRRMf/RxI37pkSTyemRaYpDzlfPp5AeotmKROjI66OrRmTTyG29q1\n7v6tWuXqpi47v86sXh091/ocw8PuHCEBRZ4lqR86nxrdLo2PR8+MlMuSJe7e9PW5OiRty+zZrl7N\nmhW1PytXRjGYXnjB5bu/36Up+ZVy0OfUfZyUqbwEkvop7cXYmMvz4sVRPV66NCoHa925rY2eJX2N\n8lnGVi+9FNVNjV7ZUs4zNuauZfFilxfZ79lnI8EhyYLJF52XL3d5EQum4WGXX8CV25Il0dhwcNDV\nFz0mk/y/+GKU7tKl7ljJw0svxct3yZLoXvn3WhgZifIq25Ytq7cI959fHR8uS2DSq6zKecbH3XOy\neLHrMzfYIKpDEqpgaCh6PnWbIt/lnujzSNsqz67Ol7Q5ksfeXldGofG9pCf1Qq5BnssVK1z990Xm\nKVPcueVeStsu9UXHM/ItmPw8aMsd6U91+a5YERdLJG8hgUnGDtI++5aD2pNDrLqkX5G05FrFjU7q\ngIwvx8fjFkZynYKISaOjro5psWzZsugafRe555935/MFpilTormT/F+zBnjqqWSBiRZMhJC2oAWm\nN74R2Hpr97noKnJ6fzHN1IMLX2BKs2Dy33pLWtpCRyxC9PcsgakVFkz6TZ4WUkZGItHAFwl0XpIs\nmLRIIpYyPjofeV3ktAVTkouc/1YISBeYkiyYRFAoasGkJy6ypLagLXH8QZ9YyUk90fEsNtpoICYI\n5hWYfAsm3cFLOcl3Oca3YAq5yL3hDfG3YCGB6YADgAceiN8HP9bZy1/uPp93HnDccfUCk7yZa9RF\n7i1viUSMNKZMAXbZxX3+whfcf5nYyKova9e69ADgla8EPvMZ4G9/c2XR0+MGoMuWuf/bbx8NkNes\ncWm84Q0u77vuCnzrW9G599kH2H134PLLgXPPBbbayh3f1wdssgnwta9F+/7gB8AJJ7jPS5e6Ng8A\ndtsN2HJL4IYbIkuaSsVNhn/6U2Dbbd29WrIE+OAH3TFXXunK/6ab4mUhLjJr1wI77hiV7c9/Drzs\nZZFllvw+Zw7wnvdE33fe2U06hoeB17zGXdcxxwBHHw38+teuDOWZ0xZMDzzg8rPrrq4MPve5KE2N\nfn7/f/bOPE6uotz7vzNrJjOTBBJISCCENRC2sIMEaJZcVgEBlcUFEQWUq+CrwnXXiwh6Ua5w8X1F\nvKyKXjYRxQWhEbiAoKyRXdaQAGHJnsxkUu8fNY/1nKerztbd0zPTz/fzmc90nz6nTlWdWn/neaoO\nPtjGcZddbDx2393mwx13xK/bdtv49R/7GDB9us2nzTe3xxcvrlzbh+rOu+/aSfjuu9u4kYXIkiXA\nxIm27Fx/vWs/dt7ZnrN6tc2Hb3/bltlvftNde8YZwA9+YM9ftgyYOxe47DLghRdsmH19QLlsf6eJ\nR3s78KMf2es//WkXzzlz7P+ttgIOPdR+fvllmydTp7qJk+wD588Htt/eff/e92wdnDfPuS9Svac+\nct117f8ttnDXnXGGDZ/6X87ZZ1cKT7fcYstSkgVTFNm8WLDA5v9PflIZ9tSp9tkT3BLxwAPtM/nT\nn4D11rP5Nnu2/a29Pf4yCLDt9NZbuzK0665xofbDH7b1eMIEG84ee7j6wfN1YMA+6+OPB0491aaV\nOPFEW+4uv9wd4/3GRhvZNFG49DvvZ3k7fNVVts7wtXY++EFgxgy3E+H559uwp04FSiVgyy3t/e+6\nCzj22BK23x6YORO45x7gvvuA/fYDvvtde59DDrH52dHh8urMM4Ff/tJ9P/hg+58EphdftHlzySX2\nGe+2m23fNtrIhtPebj9vsQXw4x8Dv/+9rVt33GHL/R572L6A2HxzWzaOO86eM2WK/ePtEGDD3nhj\n4IEH7HN/z3tsWFRGpkyxad5tN+Cii4CjjnL5Lp8DfafPr71my9B//Rew6abA/vvbvviUU2z+33+/\nPd7eDhxxhLUS22sve+yUU2wYRxxh7z9xom3H77/flrOdd3b3mTHD5tnPfgbcfLO9fu5c+9vdd9t7\nPfGES/OMGcD3vw/84he27hLrrw/ccIPNk513Bg44IG4NDNh+B4iPSwHX93Z02LoA2L6LWLPGxq29\n3eb3LrsAl15q+4By2YZL9/jCF2zbANgys956Tuzr6LD9An8R2N1t6+seewBXX23rQXe3zUu+EQfF\nd+ZM4A9/sJ+pHFL6ARu/VatsGvfe27Ypm2xir580CTj6aPusCBKjpk2z51A/fPnllcss+FzkeDuw\ncKHrT1pbbbnbemt7f8B+PvFE+1z23tseO+AA93J37lx7f2LpUvu9s7PSndJnwdTa6lzkpk2zv514\nInDkkTZtn/+8bV/pWXP3vHXXtc/+Yx+z/TaVgf33t+f+9a+2j6BwN9nEPl969vRCmJg50/aB0kVu\n221tH9ndbdtnwJbnOXNcv7TrrrZ9oPK72WbAdtv5dyXkqMCkKEpVcIHpnHNsAw1UCky+t7ckHNHv\n/NyQBVPIRa7IIt+1dJHjlj4URprA1NYWFpi4BdOqVZUThDwCUxYXOWkBIC2YqDNPs2AiFzm5sC8N\nDnzm89VaMCW5yK1eHTcvT3KRGzPGDXCkBRO9mecLPPN8onjQ/X0CUxELJi4wUT51ddnBRZrAREgL\nJm6C3dtrJwP8XBJ4Kd083LVr7cCeC0xyYhBaZyaJlhbgvPPc8z/kEJvej3zEvlUGbLn7+tfdGgpk\nPUNpaW+3edzebgdmr71mJ0WrVtljjz5qJ19XXFEZv5dfthP6ZcvsBJCsn3j66Fx667t4sSuDAwN2\nEEeLrJLAtGKFnVidfLL9zsU2ctN75x07CTn1VPudu3889BDwmc+4t/IyPgMDlZZO77xjz121yops\nZPWxbJkdqH/0o/H0APZ+FP6CBS4tFOaee7q3p/z+ixbZSdtrr9mB91tv2YH7kiXx8779beDaa114\ny5a5ASzltW/NNSnIUNyorlAePvmk/U/l509/cmsZLVliJ1Y00SLuucf+v/BCG/9rr7WD+FdesZOf\nCy9059IOXx0dwLPPogISCU8+2Zav006zYuesWa4NoJcFMj3SioAmcd/6lhUX6Brqz956yz6Lj3zE\nXbNwoRWJ998/+xpZl14ar6sybjNmOJExxI472rfdZJ3Q1mbbJ2PsJH2vvVx+kTUP4CwlqM3o6QGe\nf94KfgsWWPGDW+UBrq4D1qpk/nzXNvgskt5915Z7bmG1aJGdHPlctAYG7DVLljjLGPqdT8JDrquA\nfcaTJwPnnmvr8YUX2nSvXWsn0jfdZCeYW29tBZqttgIefhjYZx+bnvnzbb5NmGCfB48H3YvSRM+Z\nb0Pe0mLT8O67Lp5k4bLlli6sUsmKC8uWOasW+k8WpJy+PnvfRYtsW7vZZi7vOQsWuM8vv2zD2nZb\nJxAtWGD/NtzQ1rcjjwxbMHGBicrC4sVWKLjmGtuWA8C++9r7HHOM/X7vvTaMN96wdfnhh921tPED\npXv77V2bTVD+LlsGHHusjTt/CfDSS/b/4Ye7NuXll214X/5yPP09PbYN/+//dnXt179296G89Vkw\n3XijFcGMcX0Dzx/AiiBkQXrddcDvfudeZP30p866+6ST3DXLl7tnN24c8NWvut+6umx5nT/fvjx5\n5BGbD/fc43eR4y+DrrvOCqSAFZeNsflLbed111lBhLfvLS1W0CBkG/Tcc/Z/f797USi9HShPaG5A\nUHmm8dEllwB//7sVNo2x4nAU2Wd088323IULbXx7eqxgRv3KnDk2j7/3PbehSJLAtHq1bTPIRW7S\nJHvPz3zG3qu724lLQKWL3Ftv2RdBP/2p7QcAO+Y75BBXVj7+cSeAHXqoFQVff92Nb+SY/803Ky2Y\nfvUr25bOnBk/9447XJm/8korElO+l0rAd76jFkyKotQZ/haB4xOYfJZBPgum0BpMJGykWTD5BCYy\nta2nixxZcNC5WSyYQi5yFCealIQEpiQXuY4OZ4Xje0aUnjyLfGdZg4kGuj6BKY+LHFkw+Vw3fBZM\nfK0O/qykwBRykSMff8oHbsG0fHkZHR3ZLZi4+Tu3YMoiMIUsmHgagOICEw3UpBscfeaDEJ/AFHKR\nI2Ex5AqQBMWflzsyMwfi7QMPn9eDtrbK9SC4uTrPAwlZqFAdSoLqsxwMc2GI2gMaMNKz4uWFrl+5\nMv78eDgkiMrBMyEnuFyA9/1J03burkfhr1oVXweG1vQAKl8U0GAccPlP627IuHGT/zVrnGWazA8u\nCEgobvz+PB3SrJ/cRLq7KwfEvsWzSdCmheIBG09aH4csQNJoaYlvUd3X5xeY3nmnUoClPpFvby3j\nSb9T/Pr63Hcg/e0yUJknvJ+aMMH+xsMkeF2cNMnem0Rfmcd8LTTe19EGAySC0HVUhrglm6/ck8ue\nr2/mgousc8uX27TxY1Igl/ckwZhIssgki2FKT0+PcxPmz4/at5Ury95wqOzya3ifI13/ALcmzerV\n8XSvXh13f6bwef0A3PPn5YDfm/KcyoVvvSLOqlXx9pieLT/GF4tPcpGjesOvlZuo+PoKwKWb4k+f\neVmQbRVvL4HK9WzoGNWzzk4bHrfGoXaE4PlA9yARTfbB/L/8zMumrOdyfR1q13mft2ZN3NVfvmST\nz4jHQQpMlC8UHn+uQFyMoT6aQ2M3wud2zOPG75G2BhPFyeeeCLi2nrdx5EIt2z1e1yhNfBwrBSZq\nw2gXudC9Cd8aTCG4CzJ/3iTakwWp7C8WL64UmAiZ7752n7dp/HsIFZgURakKaYpJyGPcGoTgAlOa\nBRN1aDToyCIwyYl4kgUTTZ59AkgRFzl+fpLAJCccHG7BJCc1vkk75Sd3Bwy5yPEO17fItxSYsq7B\nRPeRFkz0nNNc5HiYZLrrs4Dx7SLHBQ/pesHjl8VFjlt/UX51dORfgylJYFqzJr74J13DXUTpmchF\nMIFKgYnqHAmBvjz1CUw8bBqApAlMPhc5Sk8egYmHTflNYfDBp2wfgLilGsWZ1hng6ZGDWF+55ZOy\nNIFJLopJUN2TAhPFLTQAJndYemZkSUdprUZg4uuh0OCV5wW3YOKTOUoLEJ8cyxcFtGsf4CbNJNSm\nCUwkSsj8oDf7gGtz+DkhaxIg3r5TntOiy3JATINqHj6lhdbxAmw8aYcvWoMjDe4eQQJTFFUO5N9+\nu9IFmtLHJxAynjyulI98IuN7oSDp6YmHz0WI8eOdCCTh9WPSJPufJjWy7nd3O6sR/lxpQkRiDW+L\n6IUKb1dkPGiS7OubqUyQKMjrzbJl+QUmLrACyQIo9bd8gk0WMjwMqiuh50RlN6/A1NLi+hxen2W9\n4QIT5VdIOOf35AKTrHsSui8XHXzHslgw8fX2QvU4JDBReZUCE/VjSQKTr/8huMA0ZowNj9xXCT5R\nl+ILfxHI4yzPk5+LCEz82a9Z4/JMCkydne4ZybDb2ipd5ChfKF/lmKKnx9Vx/jKNyCMwyfVa+ctt\nvtYgQXEKCUzUpvC2pb8/3qcRvHxQ2U+yYCKBifqA0L152rIKTJT3vP1uaXH3obZY1gMpMCXluy/O\nvE0DVGBSFKXOcBc5ThYXuZDARI0gn8DyQT2ftEsXOb4oaB4XOZrUSnGC7s/v5aOtLd7BhSyYePzS\n3oQnucj5FuAdGHBuIWkuctKiI22Rb27BRAuY+yZa9FZJWjBlFZikixwJTPKZpLnIJQlMdK6cONCW\nrz4LpkmTSrG4UTnhgwx6JnwXOb4YZFYXOTrGre6SLJgoHSELJvms5VoGeS2YpIsct2Dig24iSWDi\nA1V+H2l5xNNDz5YLurWwYPINxn2EJmJ8e3m5pgI9T15eKByfBRNZvFAa8ghMdC6fnHGxy2fBxM8n\noYE/Xy4cy8k8DUZbW+21XV2Vi6DS74CrN1JgkutCAXaw3NsbPyerwMQn0D6Bybc7G6WFC0wTJuQX\nmMiCiUQiqhvSOuTttyvLLIUvB/myXvH4yfOzCkzSRY7yNsmCibenPT22vNJ5st/v6XECE180mCZE\ncuFdqsP0wgawecfLAODEAipjvL0nIYsmgVJgIlGBoGt5eeWfpfXR0qXJ+cstUmgyKsMg4XvChJI3\nDGov+DW8PsqXWTyeVN95fZZjCC56Ux3igrcvTQMDTnjg1mch6L68LyFrKj7Jlc+Qj+18O86G6nHI\nao8LTPwFEX9R4hOY+HOUz5v6K7pnV5cLj+MTmOg/H6dxQv0yj5s8V37nY+g1a+JjTXLdBioFHlpf\nKM2CSeaLtCLjAhMJGzIdvvv7yh7hs2CSFlS+/jUkMHV22uOyjeN9GsHrGrVbUmAieBuWZMEk45LX\ngilNYMpjwSTz3RdntWBSFGVICQlMvg7ZZxnEBR5+Llk0kBDAJxU+gclnwURkEZj4eUVc5MgShSbT\nXEjhbwekBVMSWQQm+dZVrsHEXdY4IQsmKTDRIJSvwUTPxBd/WhC1FmswrV3rTInlAJC7yNHkzbcG\nE5DsIsfzRQpMvjWYOHLyktWCib918wlMoTWYeBooTjQQlgJNo1zkfAJT0hpMlKf8DWBWgYm7pHLh\npIjABLi8TBOYiGpd5AifwMStG2iiIOsAELZg4mWTLD242EX4LJh4WoCwixy1tbxNBYq7yBFJAhPF\njaCtowleXmiSTi5ykiSBSbrI8bW18ghMJOJQ3ZB9CK2Fwp8Jd5Hj7VjIgsknMIUm25yxYysFJsrb\nJIFJ7g7a0+Pi4hOYXn/d5hlfFFpaR8m6KwUmmjRJfH3zkiX4pzuztE6R4jiQzUWO5+fSpeH48DpP\n6afJqM9FLiRUUXsRsmDyvQijlzvSgomQ9YTXDyDZmprCo7Y0iwUTvxf99wkRSS5yBO9DilowkUBG\nn5Nc5ORzlM9p3Di/i5ysL2kucj6BifrvLAKTb5xN/3m/IV3kuHujHAP57knfi7jI5RGYpCWNfAHI\nw+AuctwyjeDjQ197SOsvyWe2eHFlf8HbYW6VyOPJX2gD4RcFFAanVi5yQNiCybeLHCHznb9EIFRg\nUhRlSMlqwZTmIicFJiAu+KRZMBVxkZO7d6QJTEkWTDQgoIFQ1jWYkkgSmChMHiefwMQn7TJsIm0N\nJprIZ7Fg4tY0WddgClkwAU5gktdwgYnuyScKaWsw+VzkkiyYFi8uV8RNDuLzushJgYmv7ZBXYEqy\nYMorMPHr81gwrVlT6dLE0+WDu6jmFZh8FkwyPXkFJqpDWahGYOLxIYGJu8hVY8FE96Hz+fpSRQUm\nWQYAJ9zIgXVWgUm+7Se4K1Vvb+Vknj+fZcvsosryHlykpTfS9LyoPfCtwdTd7dZZ4i5y/O1vljWY\nfC5yPjHBJzDxCUSSwMTjR+eHzvUhJ7F8favx4+1vaS5yXV3xSZrs97u7rbA0eXJcYOJv3IHKutvR\nERdUpMhI+PrmpUvt/cjqjAsWPgumLC5yPD+XLAkLTFS2KR00GZXWsiQwLVtW9oZDZZf3Yzw/5G+U\nPrJg8glMWV3kfFB4edZg4vei/3kEJv5MkwSmtDWYklzkuMDEy6Oc7Mv61Ntrj3HrXG75QnUyqYxT\n/+5rT2Q7ndeCiQtM0iqXP/PW1ng5KiowJVkwLVnid8sC4vWira2yTKcJTPL+0loR8Lv7EfxFAvH6\n6+kWTNUKTI2wYKJ4+p6FrPu+a3mbxr+HUIFJUZSqqIeLnHRt872BSRKYklzkqGOkxtVnwVRkFzma\n0DRKYKL/NDDPIzC1t4ctmHie8EW+s1gw8d/rKTAByS5yWXeR42sw0fpVXMCQeSgH8dxtsYjAlNeC\niazL0gQm+ayLWjBFkY0jLb5eSwsmGXcpDPEwqxWYQvUuTWCSz78agYnHQVowUTmUbiT1EJi4y0hI\nYAq5yMk39tVYMPH+YvFid79x45IFpiVL4gKTXMuE3tZzgYkmf1zQJbhYwi2E3n3X1YWkfoDgLnIh\ngam11e0Sxp8JhS8tmHzWQRQ//l2mKYmQwJRkwSQFpu7udBe5agQmn4sc4eubFy+2OzfKNZjoGYwd\nm01g4ptGFBWYQi5yWS2YfKJXSGDiLnJ5BCa5yLcPKTBlcZHj96L/aQITrWFF3wneh8j+pegaTPSi\nhPKZP9MkgYnczFta4msZcUtJWuzbZ1WYZsFE51QjMEkXuZAFkxR1am3BlOYix8/l4zRfWuVYIU1g\n4htAhAQmnwXTwoXZXeRoTMz7bzm3SHORi6K4wJRmfZpkwcSfUZLA5FvbMI1hY8EURdFGURTdGUXR\nvCiKnoii6DODx3eIoui+KIoei6LoliiKegePz42i6KHB4w9FUbRfINxvRFH0ahRFDw/+HVyvNCiK\nkk4egakaCybptiLfevH1eHy7yPksmIDau8hxK5Y0gSltEsAn93JSLF3k5ES2v9+JJL57SRe5/v64\nAMddw2gwS5N/smBKEphaWvwCU5qLnAxTbmfNz0sSmPg9fIt8k+m4FJj6+yt34AOAKVNKFWmt1oJp\nzRq/wCQtmNrbwxZMPB0hgYmX22pd5GgBzLa2yokZpSePwCQFXy4w9fXVxoKJhwP42ysKL0lgkmVT\npiuPwCR3S/QJTFksmGRdqpcFk89FTi6GSuHmXeS7rS2eH0uWuLzu7U12kXvjjbjAxOEWGt3drh2W\n4UmBiS/0DVixZfFiVxeSyjMPM82CacwYv8BE7YAUmGT/I13k+LPI4iIn75tVYOJ9MVkw0b19VlYr\nVjjBh8cvyX1IWjDR5F9O1uiFBc+nJUvsBN8Ye28Kh6/F5ROYfGsaAflc5KhNonxIc5GbOLHkDUe2\nFxQ2/fe1BYAT1PNaMPX25rdgqpXAxPOfP3de3vkYQU5saRwQEphCu8iRqzd9zyIw9fa6ib0UmLgF\nEy327Svj/AUTX/eSU2sLJikw8d0b6yEw0fEkFznZ9/vcsnidpPPp+aa5yHELptBY2ycwrVjhb2cI\n7iJHa/JV4yJHYWS1YKJ8kAITpYVb8RJybEjj2zwMG4EJQD+As4wx2wDYA8CnoyjaGsBPAHzRGLM9\ngJsAfGHw/DcBHD54/KMArg6EawB83xiz4+Df7+qYBkVRUqiVixwnzUWOrgUqLZj6+8MucrwzLyIw\n5XWRo3jIRb59a6n44JP7NAsmOZHlbl4UP44UmOQi3zxNIQsmXwdlTH4LJu6qIjut7u74wug8ztxv\nnJt6Sxc5PmiiDjaLixzfRY7SxO+fJDDRJJELTFkX+eYWTFkW+c4rMMk3XEkCkwx36VI7wODim3SR\nyyMwyfUA6M1aS0s+FzmejzKvpAVTiLwCU61c5FatsvEMuchRXmexYKL2r9YCE48L5blcDDXNgonC\nkBZMcl0jEnOiKN1F7vXXrXhB8DaBT6B7elybKQf8vGxxaxzu7sItmLIITK2t9lmkCUw+FzlqB7q7\n43VXCkw8fuTW50tTErx/8bnI+awK8rrIAZUioLRgkhNQOSHu7bVx8Y0XqE+le1Mb1dNjn1tWgcm3\n0DP9zvOzry/s3kliNsUlzUUuJARmEZhq6SI3fnxjXOR4P0LjPPnyECjmIkf5kyQwUXlYvTr+TEMC\n04QJrv/LIjD52kcKS1qNc5IEptDi0vy7FJhCLnL8RRGQLjDxNRPpPr418EIucjxMufMkv7evXsj4\n8HpJVv4hgSnJRS6LC1vIgonEId5/ZxGY+DEKg14Wpo1V+DiB98sk9PvWWJo40f6nsR2JYnkYNgKT\nMWahMeaRwc/LADwJYBqALYwxdw+edjuAYwbPecQYM7jXBP4OoCuKopADSeD9o6IoQ009XOT4m3s+\nYZPXAnGBiVy9pIschZPVgqmoixxZSwDxHcYoPIqfPB6CvxUJLfLNBSbqPHha+db1HN45+NZgonO4\n6EaTfxLPfM+dOkgSSYgsu8j5xIk8LnJ8YMrzlg+uaOCVVWCi+y5aVI7dnybgSRZM7e1ui3jAxpeL\nN9KlLMlFjsfT50I6VBZMfGesalzk5ARYxp3exPsGS1xg4ovq+9Ijw0kiTWAK1UH+OxfEubuMnDDy\nuhPaRY6LfBSWRE6KfS5vUmDieVGti5zvDf3Yscm7yEkLJimOLF5sv5PZf5IFE63vQ/gEJoontTPy\n7XTIgon+8zWY8lgwURghgamrywogQPyZcAsmnoe+jQ4onCTRjON78UOWCXyHvvHjbZx8dUFaMPF1\nTEJufD6BybdmlK9fJhc5yksJWShQHtIivWQ9QeWYykG1AhMQdtmT1pJpLnKLF5e94RQRmLiL3MBA\n5e6dSS5yEyYMDxc5vrg77/N5PsgyEHKRo+O8v5AuclQesgpM48fba3wCk3SRi6K4VU4egYn3wb40\n8/N834u6yMkyIsOWeUzuXb77A8kWTJTfPgsmX/2iaym+chc53mcB8cXrk1zkfC5s8hhvG7gFU3u7\n/UuyYEoLv7093xpM/DpurURime+lMrlsUrmg/jUP/Jny7yHqacH0T6IomgFgRwAPAJgXRdGRgz+9\nH8BGnkuOAfBXY0xoc+N/jaLo0SiKLo+iKLAPiaIoQ0E1u8hx4cgnMGWxYKLOZuVKJ0YUdZEjcaYa\nFzk+qJPhyB3R0gSmJAumNBe5tDWYfBZMcrBDAwqfBRPv3DncRU66n1GaZbqTLJiSdpGTFkyhNZik\nwERvTfMs8i07U9rGPUlgorjntWCivOPPsZYWTFJg4mmjAUiSwERm2GQpRuHnEZiS3rzGB5HkAAAg\nAElEQVRSGCEXOYLyh9Los2DyuciFyCswyXTx58EtmLjwm0dg4kJ7Vgsmn0VSEQsmGvACyS5yvjf0\nFP+sazBJgYlc5OitrLRg4vX59deBSZMqJ5UUn7wWTNwah+pJb28xFzkKTwpMFP8xY1xe+iyYpItc\n6AUHWZRwQoN/X9lubXXbk0sXOZ/bCg+DdpHzvaWnNABxKzOg0oKJl3WgUmAaNy7u/sEhC0X6jdoo\nWv+lWgsm6d4GhF3k5HovY8Y493MpMIUWfgcq2wseHzouywOJ7NSfynKaZMGUV2Aq4iLH4xYSmEIu\ncr7wCBkmsXSpizv991kwUR/hc5GTLzjGj3fXtLS48Pr6bNtDFn/rrhvfAIHHr1oLJk5aP0ptbZKL\nHCfJiojHiY8JfFZP0oLJZy0tF6Pm4SQJTBy6z+rV8T4LcGnMuwaT715pFkw+MTDNgom3dUUEJn5f\nak+5wMTLHuUntREj3UUOABBFUQ+A6wF81hizFMDJAD4VRdFDAHoA9InztwFwPoBTA0H+CMAmAGYD\nWADgwjpFXVGUDORxkXv7beDoo4H3vtf+Pf64G8Dy8ydNsv/b2oAzzrAdheyEb74ZOPZY16E8/7zt\n/K+9FrjsMnuMizN/+IO9H01kqHGUu8jdcgvw6qvxe33nO8C8ecA994TzoaXFvo3+8Y/t9/XXd+kg\nJkwALr4YeOst+z1NYOJvGaR7DneRO/xw4PjjnRvH7bcD3/ym7bR8bzMAYCMm7Xd22kHA66+7QeiE\nCcD06XGBicSQe+8FvvEN/3OfMsVZMPEBLb31+PWvgSOPjF9z7rkujtIForfXPts774wf7+y0x4nW\nVpvnAPCDHwBnnhk/l+DizSc+ER8YTJ1qBw7//u9uwkVxnT69FAtn7Fjg5JOBf/zDHXv5Zft/7Vrg\nvPNsmt98E/jWt+zx55+Pv3UiQYbC/c1v7H9pwSRdiPgzPe44W6f4OgNJAtOYMZVvoPJYMBkTt2CS\ni9ByKzQpnHHkgI8PirgFk09g4m+kswhMWV3kSMThA125Ax8/Li2Y2tri20Jzk3f+G09Pe7t/Fzn+\nPPMITJ/7nP1PQhdgy7F016N707Ph51McBgas1d03vhEvA/39wJe/7LdgamtzgnVIYCIXPppg0ECZ\nCwRU7saNq3RHkhZMfJ0mPjFpa7Pt7d//buNJ4UhxgJetceNcGPQ8enqAJ5907bGcuPsmQ/xtb1sb\n8JWvOPFrk00q08HLJ4XX2Rlvu6h9k6yzTvK6UpzNN688RmvP/fCHLk7rrmufiy9tG27oPk+cGM8z\nKUjRcSkwtbfHww69/QectVtvb9iCibdTS5e6t/lr1gC33gpceCFwxRWVFkxcIPctmA/4LZiSBCYe\nR7Is4G5ClM7Vq4H11y95w2lrA779bWDRItcGzZsHHHyw7XN++1u7/hiHu8hRvnB81snlMvDoo7YM\nJQlM1HZxgemll4DvfS98Db8XTzM/1toK/OhHNk0kML3+ug03SVAlNtvM1Qs6Li1ry2U77lizxt3/\nL38B7rrLlanVq52VB+DaQ9n/rLuu20GOi6T/7//FX7ptskll3ZFhDQwARxzhX8uys9PveiZJEph4\nv8HbkYGBuAUTb1+TXOR4nPgaTJtuWvkilK8TFHKRo7yj32bMcL8lCUwU9sSJ7r4vvOAW7/8//wc4\n6ijg6aftb0kWTLztSoJbYPb2AgsW2HSNHet2Hp02LR5Pyktf+OPGuTA7O13c+/uzC0y9vfHnTWnx\nWX3TeJ/Exu7ubLuhcihe1Of73JVj5+cLPh+DLm43ALjGGHMzABhjngZw0ODvWwI4jJ2/IYAbAXzY\nGPOCL0xjzBvs/J8A+LXvvJNOOgkzBkvrhAkTMHv2bJRKJQBAuVwGAP2u3/V7Db7fe295cJIS/z2K\n4t+7u0t49VXg3XfLOPNMYLvtSvjUp4Bnn42f//Oflwf910vo6gJuusn+PmaM/R0oD/4v4YYbgIMO\nKuOoo4CTTy5h1izgq18tDwoPJUSRvf+aNcAWW5Rw333A1luXUS4DbW02vBdftN9LpRLa2oCrrnLh\nA8Dee5dx993AX/5SwrbbAq+8Uh7cRrs0GO/yoMhWwtlnA1/7WhkHHghceWVpsPMt4xvfAPbZp4Qr\nrwRmzizjb3+z1xsD/OhHZdx7L3DNNS59m2wCXHppCfvsA9x4o41Pe3sJ8+cDBx5YxpNPAsuW2fNf\neqk8KEzY74sWlXHbbcDhh5dw7rnAAw/Y61ta4s/j1ltLWLnSfb/99hLWrAH+/ncb/jPPlNDaCvz3\nf5fx5ptAV1dp0OS7jA98APjhD236zjuvjC99CTj9dJv+xx4r41OfsvdbZx3gyivL+OhHgd12K+GU\nU4Cf/MTer6urhBtvBI4+uoyVK23+PPggcOihZRx0EPCrX5Vw3XU2PdtvD9x/v8ufchn4xCfs87j5\n5jJ++lOgtbWEa66x5eG++2x+bLwx8OlPlwcFQ3v9woVl/PnP8e/lMvCPf5QwbRoweXIZK1YAH/xg\naXAyVkZvL/Ctb5WwfDlwxx1ldHUB22xTwsknA6+9VsbppwNf/GIJTzwBXH11Ga+8Ajz/fAlXXGHv\nv3w58IEPlPChDwFLlpRx3nn2/v39wPPPl/HBDwKLFpVwzz02/n/5i03PwACwcmUZ998PHHFECX/8\nI3DqqeXBwWEJq1YB//iHzc/e3tLggKKMefPc8/7KV8q49lqX3oMOKmP+fPu9tdU+f54/Tz9dHhyQ\n2e/PPefqN4W/fLmL3x13uPpi3aLKg0JbCU89Bey/fzx8qr8U/sqV8fK5dm158M1xCatXu/pJ51N9\nBlx5BQBjSoMDoDL+93+BQw+157/6ahmLFgGTJrnrKb677gq0ttr8pfBeeqk8ONGy57e3u/R3dLj4\nd3aWBicrLry2NuCZZ8p46y1bXwcGgL/+tTwomNjwH33Unk/tXXt7Ge++a9NH+Tt/PrBmjXs+VsQs\nDabb3Q/grpv2+5/+ZL+vWePOp/DWrAEeeqg8+GbfCqbvvGPP7++Phz9mjP1+001lPP44sNVWNvy+\nvjJuvx04//wSfvpT257z9jOKynjhBaCvrzQ4wXPxswNfd7/OTuCLX7T1d8yY0qAIVx7MF9ve7LFH\neVAAKA2GU8Zrr7nvb7xh7/eXv9j8e+WVMmbOdPe7444y1lkHOProEi68ENhvPxv+DTe49D75pAuv\nu7uME05w36+8soz11gN++csS1l8f+MY3bP6dcEIJ550H3HdfeXCgbc+n8kXl+ZlnbPv2+OP2+y9/\nWcY77wCnnloanIDY89vaSnj6aVteJk0CPvIRm/6LLrLpnzOnhA02AI47zuU3YPuradOAG2/033+P\nPWx5fuSREu6+2z7v5cuB97zHnX/xxcDSpSWccQYwY0YZV10FHHJICTvtZOvXVVcBu+9u8/ehh8qD\nlmc2vvPn2/7uwANL+Jd/ARYsiMdvYKCMCy4ADjvM3v+ll8pobQV22sn2D2PHlvH5z7v+mOpHR4d7\n3kuWADvvXMKxxwL77uvKE/1+1132eipvL77IXwiU8eijwMKF9vzp08t47jlbHwDgzjtdeLJ+rVlj\n88e+GHD3A2z/xb8DJXz728Cll8bLa7lcRnu7zd+WFvd8qH175514ftHvbW0l3HqrDd+6nJbwyCPA\n739vf3/rrRIOPRT47W/d/deuBV5+uTzodlkabMfc75QfFH5bm23ft9vOjo+eeip+Pk8ftR/z59vy\n09lp+7sXXihj111d/H3XL1pkv7e12esp/YDtP596CnjiidKgtU0Zv/+9rS9WYKoM77nn3Pfvf788\neJ5r/3n7DdjwaXxD93/55RJmz7bt19q1wOrVJRxyiM2PO+906X3pJft8pk2z4W28cRl77gl8//u2\nfs6dW8aDDwJ//nMJn/2sfX5XX23bh6OOio+XKX4PPuji9/rr5UHx1X6n83/3uxKmT3ff11vPn7+y\nvv3v/7r8bW0F3nrLPi9efh95BFi1yn7v7y9j882BCy6w4zfKH8pPHv/zzgMef9y2B/Pm2evvvruM\nr3wF2HVX+/2hh8r4/veB44933yk+gHMJveSSEq6/3sbn/vtt+3z11cBtt9nxZXt7CZdfDnz84y4+\nra22fo0fD/z4xyVMnGjHjxtuCPzf/1vClCnALrvY/mTsWNffPPWUq69y/nLwweVBq7MSnn0WuP9+\n1z/S+TfcABxwQPz6226z3197rYy2NuDgg0vYf3/b/9p0lfDJTwJ77VXG008DU6fGr9933xLuuMON\nzzfayLYPCxbE+6PQ/Oupp0qYORP4j/+w31taSiiVgDfftO0hXX/ttWW0tNj5wLx5drzY0gJ873sl\njBvnwnvttRL6+mx/ZschlfdvaQH+7d8uwimnPIIZM2YERfZ/Yoypyx/sOklXAfiBOL7e4P+Wwd9P\nGvw+AcCjAI5KCXcD9vksAD/znGMURRkaXnvNmMmTK4+ffbZ9N0g89JAx7e3GbLtt/Ly//MWet/fe\n8fONMWannej9ojHnnus+87/3vc+YSy5x19x0k/ttzhx3/KST7LFrrrHff/5z+/1Xv3LnzJplzK67\nxsP/3OeM6ekx5vzzjTntNJtW+q2z05ixY+3ns84y5rbb7OdzznFhPvigPfaBD9jve+1lzDbb2GO7\n7WaPXXWVDYvC3X13d/1zz9ljxxxjv8+da7+feKL9/9GPxuP71a/a/9/5jj3/hRfs97328j29dMpl\nY/bZx5g99jDm3nvtsSeesGGecYYxzz9vP19wQTwf11/ffQeM+eMfjfnud108x42zv02a5NLT3e2u\n+dd/tccff9yYL37RmM9+1l3L+cUv7LHzzrPfTz/dnbfzzvbYf/2XO/bxj7s4AcZ8+tPhtNM5M2YY\nc+edd1b8PneuTedVV7ljV1xhzFFH2TJDZRuw6SHmzLHHurtt3Pixr37VmA02MGblSmM6Omw+vfOO\nu/bAA43ZdFP7ecstXfjt7cZcdJH9/JvfGHPyyfbzww/bOsfz7ZFH7Pef/cx+/8c/XDjXX2/MzJk2\nDcYYc/XVxmy0kf382GP2nAMOMOaOO4zZd19jVqxw1+62mzHrrWfMv/+7/b50qT3HV297e+3/TTax\n/3//e3uPceNsHTvzTHv8oovs8WnTXBq6uuzn7baz5Y7K97HH2s8rVri0fu1rNv1HH135bOfONeaU\nU1ycPvMZ+/3CC92xKVPc51mz3OeJE12+8rr3zW/auPz+98aMGWPMrbcac+ihthxvs41rd6ZOdeGv\ns44xxx9vr29pMeZ737PfN9jAxvWSS2y5PvroynyUcaC/n/3MmNtvd89rs82MmT7dtgd/+5tLw8Yb\n28+nnx6vJxdeaMzWWxszb579ftxxNi4bbmjbcsCYH/7QljNin31sub/sMnt8n33idZbaQsDWm1df\nNeaBB+zn6dNtfaDfN93Utq3GGDMwEE8bfz49PbYN8HHCCe4cXkeNsXnO8yorp55q4/v1ryefd955\nrt3bZZd4PlCbTnUeMGb27OxxyAI91w99yJgPf9h+fuut8Pn332/Pef/7axuPLPA+7+GHXb9LebPh\nhrYsG2PMFltUlvXHHzdm3XVt2wEYc9hhxnzrW8aUSvFy0tNjzHvfa8vCiSfa8Pr7w3Vp/nx7zoMP\nxscigK3nMh6/+pUtx3I8tMUWxuy3nzGXXuqOnXiiHbvMmXOnN0/237+yDeJ9IPV5/Pvs2TZe9OwP\nOCD++ze+4T6ffbYx115rP59zjv0uz+d/d91l68wBB9j27dZbbX5utVX8Ofr+qI047DB3jyOOsMe+\n8AX7/X/+x/Y7s2bZdM6c6cYGra3x8K6+2l+OqF0YP74yDqedZvtTnq+nnWavmzLFPvvf/c6YL3/Z\nxfnMM435/vftOVRnL7vMft9tN2M+8Yl4GkLtEHH55fa8Z5+Nx23u3OTrjDHmqaf8eXvWWfHzli61\nx9/3PmPuuceYPfe07dXNN7trrrvOmA9+0LWzxrhxM29bP/zhcHz+7d/sOf39yfFetMieN2OG/X7k\nkfb7n/7kysKbb8avAYzZcUdj7rsvntZHH60M/+ST421nW5stl9ttF683p5+eHM9aQmXo4YfzXUfl\n8ze/yX7Nt77lvxdgzA475Lt/EQb1Fvj+WlL0p2rYC8CHAOwXRdHDg3+HADg+iqKnYRf9ftUYc8Xg\n+WcA2AzA19n5kwAgiqLLoijaafC8C6IoeiyKokcB7DsoMimK0iCMye4it2ZNeC0gXxjc/SK0LsrS\npZVrGxD8OJnjUpjS3JOOWeukeBjd3dZsWy662tkZd/HzufNIn3Ra9BCweUfnWOuIcBpk2LS+wJIl\n8fjKHZDofJnvWZEucjIuPnNcvp4MTwd/xmT+TnnQ0hK/hrtMtLT43YPoXvy/Lwy53g2H7p9EaFv7\nlpZK//6WlvguRoR02wKcixyPF3cR860TxfOJzP2jKB4WP6e1tTKNMs/yuMjRdVlc5PiioJIsLnI8\nbvy5Unr4QrbG5HeRk64v5BYhXSEJXkc7O/0ucr41mPh6J1SOKX1jx8Zd5Ohcn4ucb/fJUNq4Sx1t\nW87d9SgN5E5Di9GT2TwtmMrXBaP/lO533vG73XR0JC/yDThXIr4WDU8Hdw/mmzVQ3Ijly/1rmFB8\nQufIOpWVlpZsbgx8fQ15Lt0vyR2lWvjz8tULCeVPreORFRlH/ryoXaHffe7ivJ1avdqtjUIsX+7K\nAbmrAnE3rNWr42FT/fFtJe9bDJnqk8zDJBe5UNnjYVAbJPsuGSfqo6lOr1oVT49vDSYKh+ITev7U\ndtE5HR02P33uz6G0tLX5F/kG3E6xHR02nXznWIp3WjnmLnLyHGqPeBp5mSc3Kh6Gb5Fv/l0eC7VD\nMn7ymWfZVbgaFznep9Ei6vTcZJyytklZx5XyOfP/vjUgeTrk/X3x4WMFwJVLWvsMsOUp7dnUkizt\nbeg6asuy4hv3EkmbEg0FdetKjDH3wL/G020Afug5/1wA5wbC+gT7/JFaxVFRlOrJKjC1tMRFCiLk\nGw3EJ+ghgYkvIAhUrn9AkJAkF6iTIgDt6sPj3dMDLFwIbLllfDDQ0RHf8j1JYKJjtPAoEBeY5CSf\n358f41sxU/o5cgek0CLfWeECk1wng8QAGb51lYmHkyYwSVGKpzuPwMTLk09g4jvPAZWDdh9RxF0A\n4vf2CUy00xoXL7nIkyQwUT61tvp3uuP5RIP1ri6bLp/ARPVOxpv/r5XAJBf5LiIwUdxl3Pj5lJ7Q\nGkwyv5IEJp43vkW+8wpMtN5RmsBEZXLsWHsNPVfKW7mLXGgNJto9Ry64m2WR785Ot3g1LUZPA3MS\nmCh/udhD5e7tt8MCU9IaTEC6wMTLHeVVZ6ct5/z5GJMuMPnO4c89r8CUZdF4CjNJYPLtMFUrRpPA\nxNvJtrb45BFwkzK+mYIUmOh50/PgC9gTJEzxdckA/0LM/DvVPyr3cs2Vnh67XpLsI1evBqZMKSXm\nB+DaINl3yTjxXeQAt2g7pcdXV+l4f78737d4N1/ke/x4e40x8fY3RBaBiXaK7eiw6eQ7x44Z4+r9\nsmXhMSMXh2Q6Vq92a0jx50XXSYFJLrhcC4EpJAZk2TQgVC99L/LoXrzfoLjJdr1agSn08k2G4evP\nkwQm2R+E4iNfTFL56epy5X7Fisp1/OqJb1yV9ToaC+S913AUmOppwaQoShMQEphCHZ9PYPJNgoHa\nCkzSsoca5qwCU7UWTFxgInGIiytFBKaxYystrmQ66ykwSSGDX+N7/vwY3/HN97u0YAq9KU2yYPIN\ngooKTKF79/f7BSZpwcTFCL7YsRSLSLSjOsF3sqHwfQIT/SbP8T33NIFJWkDJMpQmMPHzirx5zWrB\n5BOYZDkqIjDVwoKpvd2GT9YuUmCiOFL41A5K0YV+SxKYfBObrAJTX58tP1xgAionIvz5ZLFgqqXA\nRPBJku+4hIc3nAQmaYnV1VV7YYc/r9EoMHFIYKI0r1pVKTARaQJTe3tcZACyCUx0zNfW0Esln8CU\nJpYA2QUmY1x7B8R3BQTSLZjk+Ry5ixzdm++cGqKowER1lLdJ/NrQfUhg4lA/z9NYjcDEX/RkFZh8\nfRmlPY0i/WgegclnHZomMNGuwlniXS+BSb6YpHTyHeVWrBg5FkxZNyQhkgSmLJZx9UQFJkVRqiKP\nixzgFx58bjxA3ALE10FMmpRfYEpykSPLARm/JBc5PmgLuYvx//x+NCjjg2N+Lg+LjlGaliyxb2VC\nLnJDZcEk40W/57VgShOY0iyYfIJKLS2Y3OLQ8XtLgSmK/C5yfIceXxy5ixx3CcojMPH08jDSLJhk\n/ItaMEkXOS4USUIWTBT3JOEwJDD5BC2acPniERKYOjr8ViZyR7kkgYnqAJUPepbSgonCJyGviMDk\nG5AmCUyUFyQEkdDExTU5EeH1lMpdSGBqb08XmHhcZLmhvJZtFnff4wy1wJTHRa693d8WAi4d48fn\ne2udNZ5A/MVH0j3k7qpDTZLAxF3kWlsrdy+i+s3bRbnzJpEmMPG2L6vARPGh+iTzOclF7s03y5WR\nRPxcaiNk3yVdBX0ucjyvQgITiWp5BCa6N90raTKbR2CiXTW5BRNvk/i1ofuQBSmH8o6nkZd537P3\nCUzyRQg/lrYrl3xJSAyFwER5SMJLyILJN571wa3Xkwi9zEoTmHi7RYQsmGS/QWWbWzDl3TGtGoaL\nwKQWTIqijGjyuMjx/0RWCybfYHHy5Mo1mORkmcjqIifhFkzd3fFGu7MzPiDJasEk4YM9GQ+faTZg\n0z1unLOGCqUzyZIlC1xgShpkZbFg8glMIQsmnu4kgckXJyKLwJS0NbMMRxKymqJtsrn1Ar+PT0Dk\nLnI+QYefT8dJ4OBumr4w5EBDxpuXt7Vr0wUmCp9c+AhaY43qtG+QKOPAhQsedqjcc/hAee3aynpE\n14UsTtaujeeNdGkDkgUmOTHgohvlIQ0Y29rigpwUmCjNXGDiz0muCUKE0kZCFxC2YKI0jBnjBKHQ\nRITHm8qdz0WutTVuwcTrjnyGPC7yjbVPYOJvp3keFhGYOHkFJhl20nnkSuT7jQtMtRZ2eH1KqkPE\ncLFg8k3W+dqNbW1+gYm3U0UtmLhVHeDKfB4LJp/42NNj2/eiFkzURuRdg2n16mwCUxYLpv5+G37I\ngimLwMStq2SZJIul9vZKF7kiApMUFHwCE6WBXizyukLtZ6iv9PVRw8GCiV7QhCyYOjvtsVq4yOUR\nmJIswKqxYJLxoHpPL/+A0b0GU9L4XgUmRVFGNL51lYDaCEzc2sf3BsInMFVjwRTqwLq7gUWLKi2Y\nqCMDsgtMvnV58ghM3EVu3Lihc5Fbu7a2azD5rGp84hBZdtRqDSY5SM9iwdTSEl6DSd6TBCb5HKSL\nHJVnKTBJ6yNphu4zCU9zkcuzBlMWgSlkwcTXYPKF7YuD/E5xl9fzNHMLJrnIt8+CKUlg8lkw8XCS\nXOTkxIDqSkhgqoWLnGwHkwQmbsHkE89o4kbrVUgXOb6IOj3nlpa4ixyPD4XNF/nmv8tnniQw+URq\nOdGkch96Oy0FK041Fkwy7KTzfAIT5cOYMTacsWNrL+zw+kT5nOTOMlwEJv6f4lvURc5XLsjCgeoG\nfzZSYOIWTDIsn8AUsgKTL3vonNWrgWnTSpWRhN+CKYvAxK+j9dl85+cVmLjbHReYZPvggz9TKTBJ\nCya+yHdRFzn+mfKcBCaeJ7zMk6DPn/1QucjlWShd4hNnqO/hfbTPRY63O7xNSrsnpSFLuynbHH6/\nJAsm3h9QH+mLj288JF9OjGaBSS2YFEUZtXDhgRNykZPHqaMpasEEhAUmflxO+OXgRV7Lw+DXhiyY\n+JtLX3zoPJ6magSmZcuswCQtcmrtIkcuLKE1mHwdnG9yKAckaS5yWS2Yklyp6HM912Di//k9ZXmT\nFkxSYKKBN88HOXiSvwO2/CYJTL66VS+Bibs65RWY+LPKIzDJNZh8ApPP8ofSWo3AJMtktQJT2i5y\nPoEplLasazABzoIpaQ0mHu88i3wnCUzSuoaLBEkWTBRHyruhdpGTYfugdHR0VA70ubVAT0983Z9a\nIS2Y0sIfjgITpUH2PSGBqVoLJlk/6Jy0XeRIKAy1edQX+1zkQhZMvHzSvbKswcTLci3XYKI677Ng\nMqZ6Fzm+i9yKFfFdKPNaMPHPFM8kCyYqD3kEpuFqwUTHqA+Vrn98d1AuMNXLgongY12KY5I4klVg\n4mMFwNV7HuZIWoNJBSZFUZRBGu0iJ8PkjbO0YIoiNxnnW7zzuEikwCTXYKrGRa6IwMTDHjeuMr5S\n2Egyoc1CW5tNMx+8crGrWgumrIt8FxGYaukiF1qDif/n988rMAF2cCctmHyTcnlNmovcSLBgknGX\n1/Pz8wpMoXhUKzBJaKLC85BbRfjWYEqyYOLPae1av8AUSpsUmGjCxidReQSmrC5yUmDiv/vcOaTA\nxK1BRrLAxC2YQgJTV5cVH7IIQHkZTQITkM2Cic7x7SJHJAlMFL4UmLK4yPH7yzxMsmBauLBcGUkR\nLymS+OJA1wy1wATE3XF9ZBGY5CLfQKULeDUCU9oi3xSX0Sgw8bIZsmBqlMAUEljzCEzSgol7FgAq\nMDUKFZgURamKeu4il7bI94QJlWGGBCbaNp6OyQV6AX+D3NLi4tHdXflmMasFEx2rlYsc4BeYeFz5\n+dUITHld5MgagyMFJoLvpJdkwZR1Fzk+sKiVi1wRCyb5HKSLHJVnnuaurng++QZgMp/4ToZFBSYe\n3khzkZMCUyjcPAITjz9fgymrwJTHgokv8i0FJp8Fky8daQITxYnKVhaBKbQGE7dgkhNvmqDxRb6T\nLJh43KXAJAUGwIXFXfuA8ORBvtnmVCswhSZG8rz29vBi552dVnyoh8DE6xOfOIegvE1LV72Qk7Kk\n/iCLi1zIKowmn7UUmDo78wtM3LrEB48XPZsVK+IvqHxunzy8/v6wwMTbuPZ2l3GaggQAACAASURB\nVCe+dg1wdZ7aR35v34L+HN4GUz8u+yCfwCTjnSaC8rTztAEuTJ5G6dKYR2Di5ZOOZV3ku4jAFCon\nIYGJ9z88rlxg6uqqfA5ShAxRVGDi90sTmGQfnCSmEbS4Px+zNGqR77xtKY0RaiUw6S5yiqKMaKrd\nRY46mSIWTKE3gwQ/nrSrF7FsWeUxacHEyWPBROfVykUOSLZgGopd5PggQKbZJzD64lCrXeR88aDP\ntbBgKpVKqffm90yzYPIJTGTBJIUcTl4LJl/d8sWbyCswPfmku7aRLnJ0bl4LJg7fAa4aC6Z6uchR\n3Hz3lfh2nZP1t6iLHBdL0yyYeNzyCEy1sGBKEpj4s6+HBRPdO4uL3HCwYGqUsESkWTDlcZEjocKX\nJrLWoclXUYGpFi5yfX3A9OmlykgibMGUNCbyrYdJeRVF/vXSKBzZJkh4/yUtmPiC3D58Fh1ZLJgI\n2V8VsWDiYYYEKy4wSUG/0RZMeQUmih9Z0NJ5jbJg4jsm0/VSHJLhZ7Vgku08F5ioPI0UC6a81w1n\nC6Yad2mKojQbIYHpgx8EFi5030MWTOuuC3z608CcOcBjj8V/23ln+zt3xTjmGGCzzYAXXnAdj0/Q\nmTULOOccd3z6dOD00933ffcFPvax+P0+9CFg9mzgxRetePPLX9qw99kHOPxwYIMN4udvuy2w4YbA\nn/+c3YJpu+2Agw8GttjC/geATTcFTjwROOssYN48YKedKvPNFza3hgKAL3zBHjv77Mo30rUQmOTb\n+6wuckcfDWy+OfDAA5Xhp7nI0SCExIsvfCF+/SabAAcdBGy/fWU8KIy5c+2zPuCASrHlP/8zOf08\nHEmSwERv3Y47DthxRxtH4vDDreXU/Pnu/B/9CJgyBfjHP7K7yF18sU3/uuvae4QsmC66CHj55eR4\nH3aYLfN77QX8+Mfut003BU44IZ42LjAdcYQLI4sF0y672LxZvBg4/3yb5pNOqoy7fAPtG0gPDDix\nI6+L3A9+AGy1FXDtte6YdJHbZRdb97/zHft7NQITWQjQG3wpRFI5p+uki1xoDSZf2nhafPgEJrnI\nNwkjlL/ctS9NYBozxi0snuQix+NCaa+lwMTrbSNd5EK7yM2aZfuc225rvMBE+F70DAVpAhPPd3Ij\nprhKgQmoXIeFH6d6CjTWRY7XcQl/DgcdBNxxh+0b1lvPHwdKS0hg4iKDTCcXmNJc5Ohafm++XpKP\nJIGJ4isX+ebIcUcoz5IEJh5mo1zkQmOxyy5Lvg5IH4PIY9Se9vXZ8uezYGoGFzkqT0MpMKUJoWnX\n5RH7VWBSFGXUEhKYttgCuOQS9z0kMHV0AN/8pv08d278ty23BD75STsRpYnVuefaiSEAXH55ZZjU\n4H7lK3ZySPT0AF/7mvu+wQbAT38avx8XoADgrrts2PvtZ/8kM2YAp50G/Ou/OtPxUHzo2Gab2QkF\nZ9Ik4POfrwyfX8dFHYJPcru7ge9+134+/3x33GcpkwefBRP95wPaJAumG26ojDsRcpGTlk39/VZ4\nu+CC+PVTpgC/+537zjtnut+0aZXPGrDhHX105XEf5XK5wopJPht+jJ7NaadVhnXCCcCzzwI33+zO\np/N+8INkCyaeT2ec4Y7vuSdw3XUuDvy5vPe9lWHIeN96a/x3+m3iRCfqSeFLTipoO3F+vYz/PvsA\nU6daYefss63Ixs+TApPcDZEzMGB37AOce0hIYJLxOPNM+/+aa+Lx5wLT0Udb4ZtIE5hIROICEx/g\nR5ETmCg948e7a7kYwHfOShOYfAPSJIGJzueuZmTBxN1HWlvdxMznIkfnETSJ7e4Gli+3v/EJS2gy\nROG2trr7+6wgQy5yIfcHn5sRwSfwSburSbIKTERra+VAn9I8bZp9yfDHP9begojnqxQXkmjUpMRn\npeITmMjSj+oaULmQMRAWmOQucr5nQ+Fk3UWOLJl9/QGQLDDNn18GUKqIJ29bjzwS+PWvgaefDu8K\nB1S6yFHcZLro/nkEJi4q+yyYkoRJaa3Ej1H+k8DU3l7pDi/HGEUsmHiYUmDiZY8/e9+Yjp8rjxWx\nYNptN/sytiihNpX3P7wucdfnrq7KZyPdKEPUW2DirtxyCQCOHDf6LJiWLGmMBVPeNr3WFkzqIqco\nyogmJDBJirpqyYGC7EzksZAZchHSOlHegWTdRa5IHHg4obfyoU6pVgKTb7dAcqeS4UsLJsIXh5CL\nnHRh4YO9JHyTkhBZJ5ahwXOSBVNRc3kSIijcJAsmic+CyZdnSb+F7iuv8wlMgJv8hSYDdK3vjTBd\n7xOYQoPLxYvt5yKLfNN1BHeL4H8Ef6a+59vW5lzZ6BmQBRP9zncLBOICU5Fd5EJp8y28K9tgCotc\n5AYG4gJPW5sTmOQuchSWz4Kpp8e6G69dG49bmgVTW1uywJTXgsnnZuQjj9VOVoGJL4oecpHj7cdw\nsWBqlMDEywHVA/78uYucTI9cyBiojQUTPUPfLnK8HhZ1kZPHOL540b14Wjg+Fzlen2opMPE0pq3B\nlGTBRNdxCyaJbLeKCEycrBZM3MW3FhZMvj6/2nFqmgUT3ZcLSAMDYQumeq3BJMPMa8GUNKaUwjK3\nfpXukEMBtUVF5zq1EpgabcGkApOiKFWRVWAKWTClId8O8et9O3H5hJiipHUSvCMICUzVDiCqFZgo\n/4q6PvgsmIisFkyE75mEXOT4gJUEpix56ZuUZDk3DWm9BCQLTEUX/My7BpP8TZ4TEmZkvOXvWQQm\n39oRaRZMcmAp8yFkwSTDoUloLQUmacGUJDDldZGj38n6h8ombVQgLZjq6SLHBUzAvwYTxYPWLpG7\nyFG8fQJTV5c9R07MkyyY6HlmcZGj/9UITPy55xmIZxWYeN6HBCYelgpM8c+yD5F5xc/3ucj5yg9Q\nOxc5XpaLusgBwIwZpcpIBuJF9yJkW5DmIifvT2HyBdGzusjxNZ1qITD19w+9wFTNIt8+galIn1+r\n8aE8JgUmOo9c5Pr74xZMfNyS1mfye2SliIsc/cbjmRYPWuRbzhuGepHvIu25CkyKoiiMegtMcqAg\n31LKY40SmEKLfBNFG/uQpQeQTWCifChqLssFJpmugQG/ZVrobVMeFzkpMHGXoST4gCWtDAxHCyZa\nX4TC9Qk09RaYQuVeCkxLloSvpbB9O2j5BCY+UOLX09t/Xz61tQHvvmu/10tg4nnEB6nVCkwEpY8m\nh3RfPlnkAlPIckqSJDARRQQmsmBaZx373ScwtbTYScGSJem7yFFZp+eXtIsciQMU5tixzmLORyMF\nJl7uGyEw8frULAKTtGSop8DEw65GYKqlBZMvvHqtwcTvP1osmLjVTJ5d5LK2CfUQmNJc5Oi+XGDq\n7w+7yPFy0WiBiVshheKSxUWO/x8KhovApC5yiqKMaIaDixy/f60FpqRwQgJTkpCSF7nzU2gNpjT3\nsbTJZgia3IZc5OicohZM3EWO/14LF7laWTAZY9dgkvg692oFJikO+SyYQunyCUxJlkih9KdZMFH4\ncq0MoHIXOe5awa8NWTCRBRd9D7nIkcBEazCRO5YcnKUN/nk58wlMPK+5WBISerIKTCSoUJgrV8Zd\n5HjcW1pqa8FEyEmHT2DyucitXm0Xlpf5wOPe02PD5PFNqm/0/NIsmKhtiSIrMHV0hOsDb3NlHg2l\nwCTbfhKRfZO6WlHUgqnRi3zTZ9mHJLnIVbvIt+/eQH4LpiIucq+8Uq6MJCqfQxaBKWkXuXoKTNUs\n8p1FYCLSXhZUKzAVtWCiZ5U23hhKgUn2sfxlAtUX/tz5S62sAlOeMbZPYPKNb3j4BI+n7zwpLPO6\n3ygXuaESmPi4SaIWTIqijGga6SLX6DWYeEcQcpEjamXBlNdFjigqMNGEn3Zx43CrhiwWTEl5KcPw\nCUxZnmme516rwd1QWjAllcmsFkxynSNJVhe5UBz479JiJ6uLHD1/vkitTAM/Vi8LJk4tXeRofQ/6\nbdWqSjGgXi5yRB4LJrmLXJIFE+CEwZCLnCyXeQQmuhcJTCGoDPlEqEa6yFE49bRgorLUTBZM3AKl\nHgJTSBioxoIp1JYXsWAayl3k+P3rbcFE1NuCqajAlLXONFJg4i8TVqxwz1zmJa9DaQJTvS2YiDSB\nyWfBJOcNo1VgSrJgatTLAkIFJkVRqkJd5Cz1cpGT66X40p9kQszjV5S2Nr+LWmj9pJAbV9IzkddI\ngSmrixw/J62DzVNGSqVSxbF6CEzS+qgeLnKhsNN+S4oXv18tBCa5VpFPiONleqQJTNLiauXKSjGA\n57cUmKRAISkiMPX3u8kXTbakwETPJs2Ciaw2QhZMaQKTFBjoXkUFJokKTH6aUWCS7XdWgYlP2osK\nTJtvXqqMJGq3yHdegSlUn5pdYPKNw4azwJTkIucTmHga6ikw8TFTPQUmOQ5rRoFJXeQURRnR1NtF\njhpQ34LejRKYpNsakC6AVOsiR/ngc5Hju4GEqIXAFLJg8rnIZV2DiY7LvPYt8p3FRY6TludZy+Jw\nWoMpaWDnE5jyikhJvyUJTNxdNclFTg4sKUxKM5UFcs2S9yaiqPIcOYmi+9FvafCtqflkQ6YRSBaY\naNLa2uq2iabfkwQmmXc8v9eujU94+KDbVx58ApMsx7xtbWmxz2rMGPcMuMAUWoNJrrFEcaJJNf+d\n13+fuy0XmNrbK8+RC9B2dSUv3kpx9p0jdw/MimyP0+4dCl9OAGstMNGzIME3a/iNmpRI8UP2KVlc\n5Hg6Q66TVIa4wCTLpU9gkhZ1ra2uXNELnlBb09kZtyjh6Q2Vo5DAxNsdn8AkwwsJTLz8cYsPXxsK\nxAUmaR2SJjD58oWO5RGY0uqeL399dV8u/JxFYCJ4m0zxySow+cZw1Y5Ts1gw8WctBSY6ztvDLH3m\nUFswZR2ryF3kGiEwJaUr7Tr+P881tXypXStUYFIUpSqGyoKJBgO+NVHkwK/IfXzwHb04dF/eEaS9\nsa62secTcBmPpF02fPHLS1ubHQCG1mBqaalcB8uXb6Fn4hOYirrI5cnnPIO7pDWYeDmgMLPuKCPj\nIMWhJAsnCS8jaYJuvQQmacEkRSA5sOSLPNP1UVRp+eQTmPgaUDS5ClkwhdJK96XddbjrmryGT159\nAhNNXLkFk9wNjgQ3LkIB2Vzk+LbZfNDtK8dk8RRyeeHht7TY8rpyZdwasrW1cg2mNBc5CtMnMHF8\nFkytrS5f01zkWlttu1fUgsl3XhbqYcFUdEKSBD1TEkyyhj8cLJioHvNyLfOqtdWW7TFjbHmktpLK\nW9ouciRs+AQmCpueIe2GKC1P+NiEt9Uyr6PI1gffi7AXXyx780M+BwqTtztJu8hRve/stJ9lGePt\nDN9FLiR2kvjM4562ixw9H9me8WOUzv5+2xYn9Zu+F3scnwVTkkuxfF68XFH76XvBQ/+LWDD5+vtq\nSBKYfOOIzk7bplOZDVkwUZkJERobp1FUYMpqwTSSd5Ej8oxLVWBSFGXUMlRrMPl2Q/NZMNVCWOJh\nhQapQKUFE+GzeKnWH1paevB4ZBGYqnkzHbJgCrnIFbFgkmJK0V3k8uRzM+wiF0rjUAlMaS5yBBeY\nslgwETTpqdZFrrPTTSp8VhI8Dq2tyYt8k6sKCUp88sYFJmnBJAUmfj/pIpf0VhdwQhefkMqywAen\nHR2VAlNbm3sO3IIpzxpMoYG9jDvlB8XXJ1LndZGjZ5vmIpenzcgqMCUt8k3h8LBqbcFEYossU2k0\nat0OXk4ovr5+ndfNzk77R3WMC0y++tHZWeki5xu/UNjcusYnMPG2hcfXl9chgSnUroUsmLq6Ko8R\n3EWO6hHlkRQZeZmQ9SokMPG6Sdd1doYX+eb35tfxY3Td6tWuDQ+R1pb7BKaQpSlQ+bxIcOnsjL9s\n4FQrMMnnXa2wHBKYuIUVF4NIYJIucnJDhLRlF4bSgokLoGnxGMkuckWs2ZIEJnWRUxRlRDNUu8gR\n/M2wT2DyCVFFCXWi0rRaxss34KiVwMTjM9QucjIvauUiR/mcZsGUZTDGr6uli1ypVKo4Xo3AFBoY\ncGsw3wAsaWAnB79J+VUvgSmvixzBd+LJIjBRHlEdqFZgIouFLAITF0I4JCBJiyU+wUpzkQsJTCRg\n8zezSRZMlJYsFkwkmK1YEbcuaGsLu8iNHesm7Dz9dO3Yse6YD58FE705B2q/yLdkKHeR84XP60A9\nBKbW1mIC03CwYPIJTD4XObKQ4S5yPqsN+t7T41+DiUN1kFsw+QQm/vxoApzU1nR3Vwo8ADBzZsmb\nH1nWYPItXC8tNzo6Kne5o/DyCEyrVlVaMHV02DxNsmDyCUy8jeECUxT5rcP5ywcejsQnMIVeBPjC\nI4FJ9gUcX/mqRmCqpwUTwTfECK3BJAUm/ox8DKXAlGTBJMMYybvIFSFJYGo0wzBKiqKMFNauBXbc\nsb4WTJtuGv/O3+D5BCYet2rJKjBtthmwyy7J9642PkkWTI1agynJgsmXb6Fnn3UNpixlp8hksSj1\nsmBKEnLyCExJ6Zs4MV6XOOPG2T8JF76kyyZZtLS0AOPHu+t32AGYNMl+7uqyx/nvBAkSFO/NN4//\nvtNO7vNuuwH77GMHwdOnA5tsAuy+uz9csqSh/5Ltt7f/N9gAePNNO/ju7LRhjR/vzttkE2DKFPt5\nvfXsH2fqVHuPZ591C1z39ADPPBOPw9NPuzSss449Nm4csO22QG+v/SzLRnc38Nxz9twddrDHJk+2\nzxDwP6vf/ha46iqbLsCmaerU+Dlbbmn/jx1rw3jySWD99d3z4gLTbru5c595xp4/bVo8X3me0SLg\nFF8JxYtYd117LaVpnXVsfnC22QaYMMGdv+GG7ruPrbZyYUn4hErmSxL0bOl/iM02c5/32KPy94kT\n3YRdlrVa0Ntrn09vb77wt966tvHICq/vEybYePssmCgt48fbuj9tmq1TVI/WX98f5pQp9jmPH+9e\ngEydCpx1Vrz+UNjTpgFf/ao9549/tPHZZx93XleXK6sbbGCv4fVVsv768fLMJ9o+eHsHuHq27bb+\n8wHgPe9x95482aVn+nT7n4tP48bFBTLeRlH9pzAAm8fU/tG566wDbLwx8MlPAnPm2GObbOKuWW89\nW0cpf+m6adPcMWqDnnnGti10zowZLhw6d9ttbT6Gxjrd3a5Po3N4+7PRRvF40POg721t9l6TJ1tB\nbeFC1y8RFP64ce56CjeNzs54+QTs+DkPoRco8pisO/R9wgTbzlO7QHnL28gJE2yaktqMvAITjcso\n/j6rdc5227nPM2eG48KfA2DTMWGCyxdKn3yO9YTGOEWuy0vSi8qGY4wZdX82WYqi1Ju+PmMAY2bP\nTj932TJ77oknFrsP/0+8/LIN8+6748cBY37xi/z3kcyebcyVV1aGPW2a/X/vvfbYmjXGDAy433/4\nw8prPvGJ4vEAjLnmGvv5lFPsd8CYBx6w//fbz5j3vCf5+u23L37/jTayYbz6ajzMD3/Yfl5vPWNu\nu8399p3vGLPnnpXh/OIXLu7UTAPGdHYac/HF8TR85CPunGuvNWbMGGOOPDI9rt/9rgv/gAPC5wHG\nHHhgclgUzpZbGnPnnXcG77VwoTv2t7/ZY08+mRz2TTf5y+4VVxgzZ479vPfexuy6a/z3r3zFmPe9\nzx/mHXfYMF95xZiLLrL5GkLWJU5/vyvPEsA+X2OMeecdY1avtucvXWp/23vvePgDA/Z3+hsYMGbt\nWvvZF5fddjNm7lx7Dj/Or1mzxv4tXWrM8uWu/slwiTfesL/5oGv6+oxZtMiYt95ycaJr+vrcd/pM\n4fK00bF33rGfly0z5rXXXDhLlxqzYIGLL4Uj8+WNN2xe8udM4fL49vUZ8+67xqxaZT/zuCxYYMz8\n+fbzokU2LsuWVeb5m2/aey9e7Mox/bbDDsZMn27M9de78rB8uQ1XPh9j3LM2xpYLHl9+X3puxJIl\nxqxY4eINGHPfffHwZR8Q6hM48nlxqG4nXe9jYMDmWRo8f3gdIPh9ef9RK+h+a9b4n5UPXuaHEhk3\n+r755u45Ub2kuk/lffVqWx5Xr7bHVq1y9Y/C4n/E228b87OfGdPdbfsdXpd4uPPn2zK5dq19Rqee\n6vol2S5QuL68lsfKZRvOWWfd6c0TKjO8DFG542nh9Z7akDfeqKx/fX32esCYBx/0x4vaSQqftyfz\n59s6Su0FXbtqlf0NMGaLLSrzm5cpilt/f/xYX1+8fXvjDRvuu+/Gn0mWcvzSSzYuZ54ZfzaLFxuz\ncmU8jTwP3n47/v2tt2y7GXqGss5mbUfkc8tT3/r6bBoWL7afW1vj4y5izz2NueAC+xkwplRy169d\na/ukpUtdXfLFLa0t+PnPjZk1K1u8AWM23NB+vv56G29jbBx33LHyfJ4vae0873Po+5o1xpxzjr3v\n00+7tmMoyduvGOPKfB7uv9+mUz6rtjbXTtWTQb3Fq8UMkRGXoiijkTxuX0Vd5ID4wp2+4/XyP85q\nweRbT0RSDxc5vsh3moVStRZM8t6AS6fPRc6Xb3lc5IruIlcvFzkfSRZMWRf5rqcFU1J+JcUvzRqO\nniO3HqE3u3KR81B8+T3kTmPkJiiPy/rms0ryxV1aG8m00DVkkSDjFPrsC5cf6+6OWzP09MTj7HP5\naGvzt2s8XH5+6E0pWRsA8XQRdA+yVuBWa3xDBXJdo7iMHeveBssyxJ81uSrI+La3V17H30Bzq1Rf\nvof++5BlyEfexV9bWlyeJcHv7asDcve9WiPrQZZ0DuVCuEn39ZV/qke+NldaoCUthE2ss4610li+\n3Ibd3l5Zl2S4vl0N5WeftZwvHpSetD6Rf6dyF2qPCGorZP2j8Libna8984VJecGtXuk8+o0Wjw4R\nRZVtJtUTfpw++9yQ08oopY2eKV1Dn7kLLg+TP7f2dmeBGbq3rLNZ606Wdivp2vZ2l4aQBZAsO/TM\n6J7SerRI3KpxkeN12Nf2+cYGSZtF+CwdeT/ke5b1psjzpTXL8uDzbODHG8kwiIKiKCMV6jSyiCeh\nhrAaGuUiJ9cUyHLverjI8UlfnjVB8sLNmn1h+lzk8i7yLcPg+RVF2V3keFmslcAEJK/B5Bvg1GKR\nb59IVCsXuVpTq3sNdbyHI0nt2lBCAlMt2+w00lyHaslQpkvJj1yHpdakuc/6qNUaVXTPWbNKtQkw\nA/Ver0Vu6NAIkl4+jDZCAo0UnpLW4StKLQSmtJdg1TCc1yYaCoZDuodBFBRFGakUEZhq2fAlTcTq\nacHkezPPGY4CUy0smLKuwZT0Zs2Hzx9fLvKddD2niFVd0TDrsQYTz0vfADJp3YKhEpiSxMNaWOoN\nh8FRI6GyMxQiSxKNEJh8dapeqMA0vOHtQD2eVRGBqVY7M0mLrKGg3nVLbszQCChtaWukjQaSBCZ+\nPLTWYjUUFZh43JIW+a6Wesw3hiNJFpCNZhhEQVGUkQqJAFnEk2pc5EI0epHvUOdYDxc5uagyv39X\nV2MFpnrsIidd5Og+aeRxkcsjMJXL5Yrj9Vrkeyh2kauGpHyrtt5xF8FmhZ5btW1GtYx2CyZleFPv\ndiDrgu2cWlswPfNMuTYBZqDeApNaMA0tI8mCicjiIlcL8owZRzKhvnk4pLvJh3GKolRDoy2Y+Foh\nkqHcRU7iy496rME01BZMMi/y7iJX1EUuT9mpxxpMIRphwTQcXOTqKTCpBZPL31pZS1QTj9EsMKkF\n0/Cm3u1AEQumWom+JGoNZVtXT4GptbXx7RXFA1CBybcGUy2p5xpMtaBZXOTUgklRlFEJTSazDLrq\nYcGUNBGrp4vccFuDqVEWTHnXYMrjIuezYGqUixyQvAZTrRf5TrJgGq4ucoQKTLWj0RO2RghMQ+na\noALT8KbeZYAWq2+Eixy9gNhyy1JtAsxAPQWmeljJFEFd5Ia3i9xQWzCN9rGECkyKooxKqNNolIsc\n4RNP6ikw0SQ/j8BUKwum4SQw1XMXOZ8F00jYRU7uohZiKCyYGuEiV229Uxc5RzV1thZEkS37QynE\n1Gotrzz3UoYn9W4HWltt39kIFzliKN3K6uk2VA8RowhqwTQ8XeQaJTANB1exeqIucoqijEryWjDV\na/Lom9TW00WuiMBUKwsmHh/K987O+u4iFzI3rucuckUtmOrlIpe0BpMv3mmT11Ce1nINpnpN0JLC\nVQum2jEcBKahtmAiVGBShqId6OlpzC5yxGOPlWsbYALUzzaDwNTsFkzqImf/j/axhFowKYoyKsmz\nBhNQP4FpJFgw1cNFjtLd1ja8dpELWTAlPfuRuotcS4v/maSR1YJJ/q4ucs1DM7rIESowKUPRDnR3\nN8ZFjujrq214adRrUj9cXOSoTg8XwaueZHWRa2YLptE+llCBSVGUUUmeXeSA+k0eGyEwtbY23kWO\n0tgogYnuP1J3kcvjIhdag0nGqVqBaaTvIqcucrVDBab6ogLT8KYZLJimTi3VNsAU6jWpH26CznCL\nTz1QC6Yw6iI3tPHwocM4RVEKk9eCqV4CU39/5bFaTM74ZJ9DHXioEa+HBRPFw2ctk6WjrrcFE/+t\ntTVZYJK/kajAj9fCgimtXFY7wfSVgbwCky8v0gSmJFdDHsZItWDSib9FXeTqi5az4c1QWTA1yxpM\nQP0m9bRg+nBBBSb3vR55ERobh6D2nMdZXeSqZzhbMKW881YURQmTZw0moD6T3ptvBg48MH7sttuA\nOXOqD/ucc4DZs+PH7r0X2Hhj4P77gfHjK6/5wx+A3XaLH7v7bmDzzYvH46abgP33t595/m23HXDD\nDcDOOwO77hq+/oknqptM+axt7rsP2HBD+/nb3wZmzXK/7bUX0NtbGQ7F4aabgA02iB/fe29g0iR3\n7IorgFdeid83S9n54heB/fYD/uVfks/785+BLbZIPufee21aALsGk7Ri8rmrzZ5tn0kaIQumvfYC\nJkxwv8kB2KGHhp/1ULnIJaEucrWj0RZMQGMEphtuALbZpr73ePzxdKtPkMMOlgAAIABJREFUpbFE\nEbDvvsBFF9XvHt/8ZmV/ncSllwKf+1xt7n377cDy5WUApdoEmIErrwTGjat9uL/8JTB/fu3DLcL/\n/A8weXKjY1F//uM/gE03rTx+xhnAjBn28y23AHPn1v7eu+wCfOlL2c599FHnprf55jbegK3bfBxY\nS5rFRW7WLP948847gSVLhj4+HO1eFUUpTJ5d5ID6TB6PPLLy2MEH1yZsEnU473mP/X/MMf5rfJ15\ntWLXUUe5z9JS6Oij7eeNNw5fX+1kzWdts8ce7vNhh8XPnzjRijwSevYzZgA77BA/vv769o/YcEMn\nYNF1aTuzAVacyTKg2nvv9HPoWSetwSQFIP5MkggJTOutB5CO5Qt/xgw3eJQMBxe5WljqjfZBYVaa\n1YIpS/2plm23rf89lOpoaQFmzqx8yVNLDjoo3/lTpti/WnDAAYBn74i6Ehq3VMtGG9m/4cCxxzY6\nBkODb+wLuHELALz3vfW59/jx6S/xiO23d5/b2128J0+unxDYLC5yLS3+/nKzzYY+LhIdximKUpi8\nFkxqnVA9jXDrCLlz5YWu9607lASdn9fioJZuNlnXYMpKSGCqJnxd5Ht00awCk6IAzdEW+PoVRVGq\no1ksmIYzmvWKohRmuOwi10w0Iv+yiCFZGKkCUx4LpqzUU2Cq53bUFH4IFZhqR6Nd5FRgUhqJtgWK\nohSBxj7adzUObboVRSnMcHCRazZGsgVT6K1SWpkoKjDVCmPsGkyS4SgwSSumeqC7yA0Nw0FgGorF\nthXFRzOMF3z9iqIo1UFthwpMjWOUN92KotQTdZEbehrRYdbqbdBItWAKoQJTJWrBVDuGg4sc/68o\nQ4m2BYqiFEHbjsaj2a8oSmHURW7oURe57AznNZiybKNbrcCkLnIjm+FgwcT/K8pQ0gxtga7BpCi1\np5qxmVIbRnnTrShKPVELpqGnmV3khtuAQS2YKtFd5GqHWjApzYyOFxRFKYK2HY1Hs19RlMLktWDS\nRr96RrLANFItmHQNpjhqwTQ0qMCkNDPN0BboGkyKUnuaoe0Y7mj2K4pSmLwWTFGkk5VqaUaBiX4f\nTbvIZRn8qItcc6Muckozo22BoihFUBe5xqNNt6IohdFd5IaeRq3BVItJ5ki1YAL8a2XUQsRJqjut\nrfme93CwYNJd5GqHWjApzUwzjBd0DSZFqT3N0HYMdzT7FUUpjK7BNPQ0yoKpFvcNrcFUL4Gp3uQV\ngHwkCUx5BayhEpiSUAum2qEWTEozo22BoihF0Laj8Qyz4bqiKCMJ3UVu6Nl8c2DvvYfW/LeeFkzH\nHQdsv33ydY22YKI1mOTb5smTgV12qS7s3t7wb1tuCaxenT2s7m5bNgBg6lRghx2qi5uP8eOBnXcO\n/64CU2045RRgypTGxkEFJqWRtLSM/rLn61cURakOdZFrPCowKYpSGJpMqovc0HH88fZvKKmFpQ7g\nF5h+/vP06xotMIWYNg248sri16fF74QT8oXX1QXccov9vNVWwMUXF4tXEu++m/y7usjVhssua3QM\nVGBSGouOFxRFKYK2HY1Hs19RlMLoLnLNQb1d5LJe1ygXOWN0rYysqAXT6EEFJqWRNENboP2KotSe\nZmg7hjua/YqiFKbILnLa6I88au0ilzcsKjONMnmutyXUaKIWApMKGsMDFZiURqLjBUVRiqAuco1H\nm25FUQqjFkzNQb13kUtjOLjIlcvl2gU2iqlWYNJJ5fBBBSalkTTDeEH7FUWpPc3Qdgx3NPsVRSkM\nTeB1DabRTVtbbZ7bSHWRU7KjLnKjBxWYlEaibYGiKEXQtqPxaPYrilIYdZFrDprdgknXYMqOCkyj\nBxWYlEbSDG2B9iuKUnvURa7xjPKmW1GUeqIucs1BswtMSnbURW70oAKT0kh0vKAoShG07Wg8dcv+\nKIo2iqLoziiK5kVR9EQURZ8ZPL5DFEX3RVH0WBRFt0RR1Dt4fG4URQ8NHn8oiqL9AuGuG0XRH6Mo\neiaKoj9EUTShXmlQFCUZmkyqi9zoplYuciNVYDJG18rIQq12GtQ2YnigApPSSJqhLdB+RVFqTzO0\nHcOdemZ/P4CzjDHbANgDwKejKNoawE8AfNEYsz2AmwB8YfD8NwEcPnj8owCuDoR7DoA/GmO2BPCn\nwe+KojSAvBZMap0wMmltrZ14wP/nva5RazCpJVQ2arVOl7YRwwMVmJRGom2BoihFUBe5xlO3ptsY\ns9AY88jg52UAngQwDcAWxpi7B0+7HcAxg+c8YoxZOHj87wC6oihq9wR9BIArBz9fCeCoOiVBUZQU\n8q7BpAPGkYm6yOlaGVmolZWbthHDAxWYlEbSDOMF7VcUpfY0Q9sx3BmS7I+iaAaAHQE8AGBeFEVH\nDv70fgAbeS45BsBfjTH9nt8mG2NeH/z8OoDJtY2toihZ0V3kmoPhIjDlfSOllkdDi1owjS5UYFIa\nibYFiqIUQduOxlP37I+iqAfA9QA+a4xZCuBkAJ+KoughAD0A+sT52wA4H8CpaWEbYwwAnUIoSoPI\nu6CvWieMTGq1BtNIdpHTtTLSmT4dWHfd6sJob2/cc1biqMCkNJJmaAu0X1GU2tPRYdsPpXHUteke\ndHG7AcA1xpibAcAY8zSAgwZ/3xLAYez8DQHcCODDxpgXAsG+HkXRFGPMwiiKNgDwhu+kk046CTNm\nzAAATJgwAbNnz/6nKSo16Ppdv+v36r5bC5HyoNCUfn5LC/D002WUy8Mj/vo92/enngKiqPrw7ES1\njLvuAvbbL/v1S5YAQAltbdnvB5RiwlDR9ANl9LHXIMPheQzX7/ffD/z5z9XV7z33LA9OKhufnmb/\nTvX1oYeA7bZrfHz0e3N9/9KXgIceqq49Ge7fH3nkkWEVH/2u30fD9332KeHnPx8+8Rkt3y+66CI8\n8sgj/9RXkohMnXwIoiiKYNdIessYcxY7vp4x5s0oiloAXAHgDmPMFYO7wd0F4OskRgXC/e5gmBdE\nUXQOgAnGmHPEOaZe6VIUxXHPPcDee9s33FmsmXbZBfjc54ATTqh/3JTaccstwCmnAG945fzsPP00\nsNVW+V3X3n0XWGcd4NFHge23z3ZNFAGzZgHz5uWPpwxn4kRg0aLqwlGUkcb73w9cfz3wxBPANts0\nOjaKoiiKogwXoiiCMcZr49xSx/vuBeBDAPaLoujhwb9DABwfRdHTsIt+v2qMuWLw/DMAbAbg6+z8\nSYMJuCyKop0HzzsfwNwoip4BsP/gd0VRGoDuItcc1MpFrih0b91FTlGGDnWRUxRFURQlL3Ubrhtj\n7oFfwLoNwA89558L4NxAWJ9gn98GcGCNoqkoShXkXYOppUUFppFIrRb5LirUFBWYaikMlcvlf5oJ\nK0ozoAKTotQX7VcURRmN6FRPUZTC5J3At7ToZGUk0miBie7dSIFJUZoNFZgURVEURcmLCkyKohQm\n7wReXeRGJq2tw8OCqbV1aO7nC0ffMivNhgpMilJftF9RFGU0olM9RVEKoy5yzUGzr8GkKM2MCkyK\noiiKomRFp3qKohSmiIucCkwjj1q5yBWl0QKTMW67VkVpFtSCSVHqi/YriqKMRnSqpyhKYfJaMKmL\n3Mik0WswNXqRb13LSWlGVGBSFEVRFCUvOtVTFKUwasHUHKiLnK6VoTQfKjApSn3RfkVRlNGITvUU\nRSmMrsHUHDTagonu3ahFvhWlGVGBSVEURVGUvOhUT1GUwugucs1BowUmIm/ZqaWLnK6VoTQbKjAp\nSn3RfkVRlNGI7smjKEph8lowHXMMsNVW9YmLUj+mTQNOPrn6cDbdFDjqqGLXHnIIMGZM9vMvvhiY\nPr3YvRRFUYFJURRFUZT8RGYU+hBEUWRGY7oUZbjx618DRxxhP2uVU0YjUQT09gJLljQ6JooytJx0\nEnDllcCLLwIbb9zo2CiKoiiKMlyIogjGGO8rKHVWURSlMHktmBRlJKLiqdKMqAWToiiKoih5UYFJ\nUZTC6MRbaRZ0rQyl2VCBSVHqi/YriqKMRlRgUhSlMGrBpCiKMjpRgUlRFEVRlLyowKQoSmHUgklp\nBowBSqVSo6OhKEOKCkyKUl+0X1EUZTSiApOiKIVRgUlRFGV0osKSoiiKoih5UYFJUZTCqIuc0gwY\no2tlKM2HWjApSn3RfkVRlNGICkyKohRGLZiUZkDLudKMqMCkKIqiKEpeVGBSFKUwasGkNAu6VobS\nbKjApCj1RfsVRVFGIyowKYpSGLXsUBRFGZ2owKQoiqIoSl5UYFIUpTBqwaQ0A7oGk9KMqMCkKPVF\n+xVFUUYjbY2OgKIoI48nngAuvxzYaSf7feutGxsfRakXu+8O9PY2OhaKMvSowKQoiqIoSl5UYFIU\nJTevvQY89hgwezZw4onAlVc2OkaKUh/uvdf+b20tNTQeijLUqMCkKPVF12BSFGU0ogKToii5WbvW\n/hkDtLUBra2NjpGi1Act20qzogKToiiKoih50TWYFEXJDYlLa9fq5ENpDnStDKXZUIFJUeqL9iuK\nooxGVGBSFCU3JC4ZA7RoK6IoijLqUIFJURRFUZS86NRQUZTckIucWjApzYKulaE0GyowKUp90X5F\nUZTRiApMiqLkhqyXjNHJh6IoymhEBSZFURRFUfKiApOiKLlRFzml2dC1MpRmQwUmRakv2q8oijIa\n0amhoii5URc5RVGU0Y0KTIqiKIqi5EUFJkVRcsNd5NSCSWkGdK0MpdlQgUlR6ov2K4qijEZ0aqgo\nSm7IRU4tmBRFUUYnKjApiqIoipIXFZgURckNiUtqwaQ0C7pWhtJsqMCkKPVF+xVFUUYjOjVUFCUT\n994LLFhgP69dC/T1ATfeqJMPRVGU0YgKTIqiKIqi5EUFJkVRMjFnDnDqqfazMcC8eUC5rBZMSnOg\na2UozYoKTIpSH7RfURRlNKJTQ0VRMmOM/b92rTv2/9m793hJqvLe/9+1L8MMMwMDQUAQHUBQJMrF\nqBhNMhqjElEU8RKjBm8xB+IFIwSDJ+JPRTFqgCTiT/GgyNFDjEpElCNRtuFiRNQJgnJREEUU5DYw\nMzD7ts4fay9rdfVadeldvXd39ef9es1r7+qqrqru3klTX5/nKS4+AKB9qGACAAB1ETABqCwWMFHB\nhFHArAyMGgImoL/4XgHQRlwaAqjMB0z+p8TFBwC0EQETAACoi4AJQGVUMGFUMSsDo4aACegvvlcA\ntBGXhgAqYwYTAIwGAiYAAFAXAROAymItcuHvQFsxKwOjhoAJ6C++VwC0EQETgMpiFUyzs8tzLgCA\n/iFgAgAAdREwAagsFjDNzCzPuQBLiVkZGDUETEB/8b0CoI0ImABUFmuRo4IJANqHYAkAANRFwASg\nMlrkMKqYlYFRYwwhE9BPfK8AaCMCJiwra6u3WM3NdQYbS4k2MGd2tvtzIGACgPYhYAIAAHURMGFZ\nfexj0ooV1bbdf3/pVa/q7/nE3HOP9PjHL/1xB9G3viUdcURnixzhG0YBszIwagiYgP7iewVAGxEw\nYVn9+MfVt735Zumqq/p3Lilbt7qQCc6VV1LBBABtR8AEAADqImDCsqr7H69jy/AXOzfn/sExhrvI\nYfQwKwOjhoAJ6C++VwC0EQEThspyBEzz8wRMIWO4ixwAtB0BEwAAqIuACUOFgGn5jY3RIofRw6wM\njBoCJqC/+F4B0EYETFhWtMgNn3yLHAETALQPARMAAKiLgAnLahgCJiqYOo2NcRc5jB5mZWDUEDAB\n/cX3CoA2ImDCsiJgGj75FjkCJgBoHwImAABQV98u140xexljLjXGXGeMudYY8+aFxw8yxnzbGHON\nMebLxpi1C4/vvLD9A8aYfyrY7ynGmNuMMT9Y+Pfcfr0G9N8wBExzc52ByqhjBhNGEbMyMGoIl4D+\n4nsFQBv183J9RtLx1toDJR0m6ThjzAGSzpZ0orX2CZK+JOmEhe0fkvROSW8v2a+V9BFr7SEL/y7u\nz+ljEC1XBZO1nW1ho4y7yAFA+1HBBAAA6urb5bq19tfW2o0Lv2+W9GNJe0raz1p72cJm/yHpxQvb\nbLXWXiFpW4Xd8588LTEMFUy+Woc2OYcKJowiZmVg1BAwAf3F9wqANlqSy3VjzHpJh0j6jqTrjDFH\nLqx6iaS9cptXqRN5kzHmv40xnzTGrGvsRLHkhiFg8sESAZOTv4scM5gAoH0ImAAAQF19v1w3xqyR\n9G+S3mKtfUDSayUda4y5WtIaSdM1d3mWpL0lHSzpV5I+3ODpYomV/cfrJZdI//AP2XJTAdMRR0jT\nFf/yqlQwTU9LL3iB9PWvp7eZmXHHXayzzpK++MXuxy+7THrPexa//zL5FrmHPaz/xwSWG7MyMGoI\nmID+4nsFQBtN9HPnxphJSV+QdJ619gJJstbeIOk5C+v3l/S8Ovu01t4Z7P9sSRfGtjvmmGO0fv16\nSdK6det08MEH//b/kfuSVJaXf9n9x+uUpqbi69/9bumKK6b0pCdJktu+ieNfdJF0110btMce5dtf\nfbVbnptL72/TJunCCzfo0EOlFSvi+zvggA266KLFn/+xx05pl12ko47qXP+hD7n9/8EfLP79iS1L\nbnnbtindcotbfvrTpb/5m/TnxzLLLLPM8nAuGyPNzfH/31lmmWWWWWZ51JdPP/10bdy48bf5ShFj\n+zS52BhjJH1a0t3W2uODxx9mrf2NMWZM0qckfdNa+6lg/TGSnmitfVNivw+31v5q4ffjJT3JWvuK\n3Da2X68LzTrpJOm009IDtDdskL71LbfeGOkP/kD6z/9c/HGNkW67Tdpzz/Jtr7hCevrTpXvvldYl\nGjLvvFPabTfpne9MVxH5bRb7p2mMtMce0i9/2fn4854nffWr/RtG7v+X7H32kV72Mun975de+lLp\n/PP7czxgkExNTf32SxYYBWecIZ1yivvuA9A8vlcADCtjjKy10TrnflYwPU3SKyVdY4z5wcJjfydp\nP2PMcQvLX8iFSz+TtFbSCmPMCyX9ibX2emPMJySdZa39vqTTjDEHy81qukXSG/v4GrDMJic7l8fG\nmtt31SCmSotclW2abDWInftSZaphi1yTnwcAYHDQIgcAAOrqW8Bkrb1c8RlPX5N0ZuI56xOPvyH4\n/dVNnB8GQ9l/vE7k/kKHOWDy28zPL/51LGeB3thY9loImDAq+F+ZMWoImID+4nsFQBtxeYhlVfYf\nr4NQwVTlLnJVAia/bna22nGLLGcFEwETALQfARMAAKiLy0Msq1GqYGoyYPLHK3usH2iRwyjyww6B\nUUHABPQX3ysA2ojLQwy0fgRMPhypGsiErW2L2abfFUxLxRgqmABgFBAwAQCAOrg8xLKq2yI3Pr74\nY9YNmJpqkfPb0CIHDB9mZWDUUMEE9BffKwDaiMtDDLR+zGCqEgbV3d6HO1Va5Koetwh3kQMA9BMB\nEwAAqIvLQyyr5Rjy3Y+AiSHfQLsxKwOjhoAJ6C++VwC0EZeHWFZ1h3w38R+7dQMm7iLXiYAJANqP\ngAkAANRV6/LQGDNujNmhXyeD/nvgAen225fv+LOz0k9/mi03eRe5n/9cevDB8nNoqoLp3nulO++s\nvs/FBkyzs9LNN3ceL9RkwHTLLdL0dHwdLXIYRczKwKghYAL6i+8VAG1UenlojPmcMWYHY8xqST+U\n9GNjzIn9PzX0w/nnS+9+9/Id/6qrpNe8JltuskXuhBOkr361/ByaCpg++Unpwx+uvs/FBkz/9E/S\nvvu63/tdrbTPPtJHPhJfRwUTALQfARMAAKiryuXh46y190t6oaSvSVov6VX9PCn0z/R0My1avZqZ\n6Tx+kxVM09Nu/2WaapGbns6qfJYiYLr77uz3pWiR27Qp/rgxBEwYPczKwKghYAL6i+8VAG1U5fJw\nwhgzKRcwXWitnZG0RNNe0LS5uaWb1RMzPx9v70qpU8FUdd9NVTDNzWWPLUXAFO57KQKm1IVF2CLH\nxQcAtBMBEwAAqKtKwPT/S/qZpDWS/tMYs15SorYBg25url7A07R8CFS1gqlKoEHA1Nt+U1JhHi1y\nGEXMysCoIWAC+ovvFQBtVHp5aK0901q7p7X2cGvtvKRbJT2j/6eGfpifH6wKpqoBU5XgKAx8ys7B\nb19FPkQKH/eP5X8W7WdYAqbUZ0PABADtR8AEAADqqjLke3djzCeNMRcvPHSApL/o72mhXwatRa7s\nP159gLFtW/b8qvsu2k5afAXT/PxoVjBxFzmMImZlYNQQMAH9xfcKgDaqcnn4KUlfl7THwvJNko7v\n1wmhv4atRc4HGVu3Zs+vuu+i7aTla5Grety8MJha7oCJCiYAaDcCJgAAUFeVy8NdrLXnS5qTpIUh\n38t4HzIsxrBVMNUJmPrdIjdqM5jK5l1JBEwYHczKwKghYAL6i+8VAG1U5fJwszHmd/yCMeYwMeR7\naA1aBVOV7aX+VDBVPY+mKpj8Nk0ETLFz72cFU7jvMKQkYAKAdiJgAgAAdVW5PPwbSRdK2scYc6Wk\nz0h6c1/PCn0zrBVMDz6YPb/qvou2k9p3F7mmhZ9NeLzwfSZgwqhgVgZGDQET0F98rwBoo4myDay1\n3zPG/KGkx8gFUtcvtMlhCA1CBVOdcCQfMBU9t2qLnN/HsLXILfUMJgImABhdBEwAAKCuKneRWy3p\nHZLeaq39oaT1xpgj+n5m6Ithq2DqZ4tc0xVMY2PtmsEUhkfh+0qLHEYRszIwagiYgP7iewVAG1W5\nPDxH0rSk319Yvl3S+/p2Ri12773SS1/qfr/gAunQQ7N1L3yhtGVL9X299a3u3047SRs3dq577GOl\niy92vxsj/eY32bo6FUy//GX3f1wedZT0j//YvV/vkEOkL33J/f6v/yo9+cnS4YdLZ53lHrM2O/4H\nPyi94x3xY99zjzuGDzL8+xae+7Ztbpuzz87Wzc+7x2YWauw+8hHpoos6992vgGlyslrA9KIXudfn\nPfe51UKnQQmYqGACgPYjYAIAAHVVuTzc11p7mlzIJGttjRgEoXvuka680v1+0UXSD36Qrbv8cun+\n+6vv64wz3L/77pO+973OdTfcIH3jG9ny7bdnv9epYPrZz7of+9KXpE9/2v1+xx3d6zdulL72Nff7\nhRdK3/2uC7vOP989FoYT55yTPS9/Tvfemz1+0knStde6wCoMOnwg99OfZq/NhzA+YNq4Ubr++s59\n9+suclUDJknatDAm31rp61/PWgCrnEdKP1vk5uellSulq68mYMJoYlYGRg0BE9BffK8AaKMql4fb\njDGr/IIxZl9J2/p3Su01P989s8eztl7rVKq6xAvDiPzvVSuYUuGB39/4eHx9bMaR/4/UMJwoqsjZ\nbjv3c3ZWWrtW2mMPaccduytpwv2E76+3ebP7F+q1gin/voXvpQ+Yit7b8Hj+9fnAb3q6/DyWOmDK\n/42NjbmQKZyjRcAEAO1EwAQAAOqqcnl4iqSLJT3CGPNZSd+U9Lf9PKm2ygcSocUETLFgIRbE+HOo\nGkSk/sOyLGBKvUb/WGx9flu/vGVLdh5jY92vRcret/n57Hf/GpsMmMoqmCYmqlcw+fPzlVZ1AqbU\n57IUAZOfM0UFE0YNszIwagiYgP7iewVAGxXeRc4YMyZpJ0kvlnTYwsNvsdZGpu+gTOyuY95iAqZY\nqJEKb+rcxa3XgMnvPzbMu2rA5I/xwAPVA6a5uSyw8eewZUv3bKt+tMhZWy9g8r/7YGmmwn0Z/esM\nZ1OF+t0i5wMmWuQAoP0ImAAAQF2Fl4fW2nlJJ1pr77LWfmXhH+FSj/oVMPWrRa7XgCl23LIWuaKA\nyb/WKhVMPrDx2y1lBVOdGUx+n/5861QwpUKdpQiYxsdpkcNoYlYGRg0BE9BffK8AaKMql4eXGGPe\nbozZyxizs//X9zNroaUMmJpokVvsDKYmKpjuv7+8gil8T30lUNhit9gKptT2+ZlaSxUw9fs/+FN/\nT7TIAcDoIGACAAB1FbbILXi5JCvpuNzjezd/Ou1WFjBVDTykznAnFgiEIVL4exMVTD4MKZsFFB43\nFjCF61MB0+bN9WYw5Vvkmqhg6sdd5PItclUCprBFLqapCqaw5dCjRQ6jjlkZGDUETEB/8b0CoI1K\nAyZr7folOI+RMCgtcoudweTDkNR+ermLXBMtcuEMpuVqkSsKivpdwdR0wJSvMKNFDgBGBwETAACo\nq/Ty0BjzYmPMUbl/f2yM2XUpTrBN+hUw1b2L3GIrmLZtSx83fHypWuRSM5jm56WtW9MtclXfh6Yq\nmGKvdxDvIlcUMOVb5Lj4wKhgVgZGDQET0F98rwBooyotcq+V9FRJl0oykv5I0vcl7W2M+f+stef2\n8fxapcmAqaxFrokZTGUBU0qTAdNiWuQefND9HMQh373cRW6pAyZa5ABgdBEuAQCAuqoETJOSDrDW\n3iFJxpjdJH1G0lMk/ackAqaKfLjj/4UG8S5yqfBgWFrkfLDUryHfy3UXOVrkgKXHrAyMGiqYgP7i\newVAG1W5PNzLh0sL7lx47G5JFS6L4YWtVvkgYjEBUyzUKKtgmpmRLrgge/zBB6WvfKVzH2X/YZkK\nNL73PemnP61fwXTjjdI113S+prm57LnGSNdfL73//S54+vd/d4+nWuS+9CVpYsJtG8oHRj/4gTvf\nFL/d//k/3QPTYwHT+edLp5zi/t1wg1t/ySXSPfd073MQAqYLL3Sf/8aN0k03pSuYjHF/d3feKX37\n2+5xAiYAaCcCJgAAUFeVy8NLjTEXGWP+whhzjKQvS5oyxqyWdF9fz65lwmAjVkW0VAHT/Lz0zW9K\nL3pR9vh110knn9y5j17/w/L666U/+ZP6AdNTnyoddFD3urBFbssW6e/+zgU273qXezwMmPzv1kqf\n+Yz0utd1t5/lA6ZDD5X++I/Tr2d+XvrzP5euvtoFMV74Oc7PuzBrft6d1113Sf/3/0oXXeTWP/vZ\nLhh74QtdENVLBVO/7iL3t3/rgr1DDnGfW9kMJkl66CH3k4AJo4LLYcQxAAAgAElEQVRZGRhFBExA\n//C9AqCNqlwe/rWkcyQdLOkgSZ+WdKy1dou19hn9PLm2CatymhzyHZvfE85ait1FbmKie/t8UNVr\nBZPkApNUi1zsvKztPF7sueFrDudAhe9r2CI3M+OCoVg7Yuz4KfPz0pOeJO2wQ+d7napg2rJFOvFE\n6fd/v3u/Bx7oQrTFDPlOhTq9BkxbtmRthCtWxOeEWZu1yIUImACgnahgAgAAdZXOYLLWzhtjrpa0\nyVp7iTFme0lrJD1Q8lTklAVMVWcCSZ0X9rFwIgxywuAqFTDNznYHXP4/LPPhT3jOKdPT9SuYUlVZ\n4Qwmz1fQ+HP3+whb5DZvltas6T63KjOgQnNz7tgrVnS+16mAyR/XmO73aHw8uxObNBgtcps3Z/Oq\nVq4sH/IdImDCqGBWBkYNARPQX3yvAGij0stDY8xfSvq8pI8tPPQISRekn4GUMIxo8i5yqYDJHyPc\nr3+8SsAUnltdTQZMsQqmVMAU3kXOBz35868bMPlzqxMwrV7dPZRccp+bH5QtDUaLXCpgSg359mKB\nEwCgHQiYAABAXVUuD4+T9HRJ90uStfZGSbv286TaKqxgavIucmUBU5UWuVjA5M+x7G5xMTMz8YDJ\n2nTAVKdFLpwBlLqL3JYt0tq11QKmsha58fFqAZOf0bRiRXEFUz5girU55pVVMPViZsadgw+Yttuu\n2gwmyf0NETBhVDArA6OGgAnoL75XALRRlcvDbdba3068McZMSGrohuijpV8zmOq2yFWtYPLPT1X3\nDEKLXD4QWe4Wufn5rD3OmHgF0yC1yPnZS/5nnRY5/1oAAO1DwAQAAOqqcnn4LWPMyZK2N8b8iVy7\n3IX9Pa12ajJgCluVYtUvqRY5X8EUBj5+myoBU9VAYXY2HTBZ21nJ5B/vpUUuHzCFQ7Pn5lxg0lSL\n3ORkZxA0P98dMEmuPc6fb6yCKWyR62XIdz8Cpl5a5AiYMEqYlYFRQ8AE9BffKwDaqMrl4UmSfiPp\nh5LeKOmrkt7Zz5NqqzBg8hfxYRtanYAp/I++WDgRhlixCiZ/XB9wFM1gCoOGMGAoCzRSd5GLPbeJ\ngClskXvgARf0xNrUFtMiV3YXOSkLmIoqmHqZwdSPgMkHS1UDJiqYAGA0EDABAIC6Si8PrbVzckO9\nj7XWHm2t/YS1vY4THm1hwOSDCv/YUrbIhdVD/rlh6OXFKpjqBEypCqb8Or/cS4vcihWdIY9/PQ88\nkLWqpc6r6RY5/95sv312voN+FzkfLIUtcuHfqec/n/DYBEwYJczKwKghYAL6i+8VAG2UvDw0zinG\nmLsk3SDpBmPMXcaYdxnDf3L0Irxw94FCGOosxV3kfAVTPmCq2iIXHrdM3YCplyHfqRY5X8EUvo78\neTV9Fzl/nqtWZefd5F3k/LFSoc5iWuQeeMD9LBvyHZqZIWACgLYiYAIAAHUVXR4eL+lpkp5krd3J\nWruTpCcvPHb8Upxc24TBRhjsxCqNypRVMBW1yMUqmGZnOwMXqXwG02Ja5MoqmGLhVLh+28LY+VSL\n3P33l1cwhcfo9S5yYcufPz8fMBVVMIXv//bbV7uLnH+d/ahguueebN9VA6aHHiJgwuhgVgZGDQET\n0F98rwBoo6LLw1dLeoW19hb/gLX2Zkl/vrBuoM3Pdwc2+fk5d9/d+/59MOSPMzMTv8D3x9y8OasS\neeihztlH/nn5gMebnpbuu6/zsfDCPjXku06LXD9mMMWqgooCpnDfZRVMPmBasSJ7D63N3otf/cqF\nT/n/OJ6ZyY59113dryX8HK2VfvOb8ha5mZlsG8kd1593/j3yc4z865uZcZVW99wjPfhg9l6Er9+3\nL95/f+f7kf97Dj8/vy7cxr+2cLvbb3dtcXfc4Zanp7P31r++u++mggkARg0BEwAAqKvo8nDCWvub\n/IMLj01Eth8oJ5+cVZJ4K1ZIV1/tfv/nf5Z22cUFCL2YnJTe+17pf/wPac893b4/+tHObTZtkvbb\nz/3+8IdLb32r+/3xj89ak6pUMJ14orTTTp1hRRjG+HaxUK8tcuExYhVMEzU++X7NYFq5MnvNk5Od\n5+0DlXe8Q9prr87X8rWvuc9pft5VN33hC9INN3Sez5FHSldd5X7/4helXXeVvv9997rzd5HzAcyK\nFdK//qs7v113lZ74xOx886/zkY/sbpHbf3/py1+WXv5y99jRR0tPeEL2nA99SHrKU9zvYWi2YoX0\n3//tfn/BC6Rf/ML9/vOfu3V+myuucO/RihXSBz6QDSOXpDe8QTr0UOnOO93yuedKRxyRvSdnnJH9\n30m+PfLII93fPjAKmJWBUbPHHtJBBy33WQDtxfcKgDYqCpiKmnYqNPQsr+9/Px7Y+FYgX73iW4R6\ncf310ne/m12c/+hHnevvvVf65S/jx7nzzqwdqSxg8uccBkk+bDEmC6tCYYiUr4ZJVTD553mxgCkM\nJ/rZIldUwbT99tl7MT7e2d4XVuycemrnud58c3asww93QZCvKvPnc+ed3YOvf/5zV2VUNIPpppvc\n+d1xh/Se92Tn7d+jtWtd4Hj44Z3B09ycC2o+9zlp61b32JVXdv4tbdrk/o7+8A9daBb+L8q33+5+\nfve72WP33qsOP/lJ9vlu3Nj5noyPS6edFv+/g/n5rGrqjjs6Z1pZK11wgQunAADt89jHSmeeudxn\nAQAAhklRPcoTjDEPJNatSjw+MFLhh69q8uFBleHKKStXdl7s50OTLVvchX3sGNPT0rp11QImf65b\ntnTO95HcPlIBU2y/Pnjy5xq26vmfvlIlFjCFwU9qeLYXHrffAVM+MAu3988PX0++5c2v27KlO5ib\nnnYVTytWdLelhYPb8+1iYZA0O5tVf4UtcnNz5YPTZ2fd652cdOcZ/s3599jfuS7Gt96Fr0lyrXAT\nE+5vKhYwhbPC7r3XvQfAqGJWBgCgSXyvAGijZMBkra1xv7DBkw8//PLKle6nv6BuMmDKH9MfI3bx\nboyraqkSMIX72WUX97sPM3bcMV19kmqRi93FLAyY/AyhcF/h81Py68Lj+vPt5S5y+aCoKGAKA6D8\nvKjw2MZ0trz5dZs3x4O1VAVTGEblA6awgikM7sL3338e4bb5mRezsy4M8tVj4Xr/en11UcyWLfE5\nX5s3Z8GZn7sUmp/PXu899xQfAwAAAAAw2lo7ojcfYPhAwl+c+1Cmyt27UnxY5aUCJt9mFFq92gUG\nvmVNqhYweWUBU9Fd5MLqJh8g+OAh3DYWtBTdeS0fMIXvbb6CKRYA5iuYfCBTVsEUVhKF+01VMPlj\nhYFRWcDkg5h8wOTFhmAb0xkkhRVMRQFTnq9gmpioVsGUD6i2bo2/pjBgipmfzz5DKpgw6piVAQBo\nEt8rANqotQFT/mLdt5H5UKAfFUyxFjkpPkh89WoXGFStYFqxIh0whRUq4bnUvYtcftu6LXL5trai\ngKlKi1y+YqdKi1woDJj83KDwWGHLm39+qtonVcEU/h5rkfPvdfj6ylrk8gGR3zYWMPl1RdVFYcCU\nr2DyrysmbJG75x4CJgAAAABA2sgETD6c8RfYTcxgCu/oVXTMX/+6+7lr1lQPmLZskXbbrXPWkg8l\nVq50+8m3OPVyF7n8tmUBU164buXKxc9g8gFT/i5ydQMm/1rCY8dmME1Pu8Apdo5lFUypFrn5+ax6\nyb8HZS1yef59zL8f4bqiGUxhwBR+Jlu2lFcw0SIHOMzKAAA0ie8VAG3U2oApVU0UVjCtWdNbwOQv\n1vMBU+qY4R24vDoB0+bNLmCKVTBNTLh95dvkilrklqKCaWKifxVMq1ZlgVr+LnKhfItd/lj5Fjn/\nHqZmMIUzm/w5hq8rVcEUDvj2j9edwSQ10yIXfr75FrmJ3ES2MGCiRQ4AAAAAUKRvAZMxZi9jzKXG\nmOuMMdcaY9688PhBxphvG2OuMcZ82RizduHxnRe2f8AY808F+93ZGHOJMeZGY8zXjTHrYtuVVTBt\n3izttFNvAVM4z6koYPLHvOMOaeedO9fFWuRS1UGbN0u77x4PmMbH3b7yd5IrapErqmCKnUPVCqZw\nu7Gx3gMmH4BVCZj8ulg4l69gKrqLnJS9h/nPY7vt3GeVv4vc/HwWzhTNYIoFTH7f8/PlLXJhBVMq\nYAoDzFjAFAsbfYucf5/DkMqfIwET4DArAwDQJL5XALRRPyuYZiQdb609UNJhko4zxhwg6WxJJ1pr\nnyDpS5JOWNj+IUnvlPT2kv2eJOkSa+3+kr6xsNwlFTCFs3Z23rm3gMkHEbOz1Vvkdtqpc13VCqb5\neXeb+V137Q6RJBcExCqYilrkwgomH5g0XcHkh2+n9hULmPz2MzOdQ7GLZjDNz7vtYp9jfgZTUYuc\n1P03Mj8v7bBDFqzEWuTC9rKqFUz5FrmxsXotcmUVTHlVW+TCffhzpEUOAAAAAFBF3wIma+2vrbUb\nF37fLOnHkvaUtJ+19rKFzf5D0osXttlqrb1CUuSG6R1eIOnTC79/WtILYxtVaZHbaafe7iLng4h8\nwFTUIpcPmFavztq7igKmBx90FTQ77NAZIoV3Y1tMwFSnRS58Xrg+3LeXD1vyd4+LBUz+2D5gqjKD\nydr4DCqpu0UuX8HkW978fmMtcjvskAUr+ZlNYZVV7DX70GipW+TyilrkwiHfq1Zl63zANDPjjnvf\nfVQwYbQxKwMA0CS+VwC00ZLMYDLGrJd0iKTvSLrOGHPkwqqXSNort3mijuO3drPW3rHw+x2Sdqty\nDk22yKUCplgF0/h4PGCqWsHk5+TkQ6T8fKCiFrn8MOpYi5zfpihgmp93rzff0hXu20sFTEUVTP7Y\n09Pld5ELnz8+XlzB5F9LqkXObxdrkUtVMMXei1gFk39d+e3q3EWuSotcfn5SqOgucmvWZAFXGFJN\nTGQtcmvWuOdTwQQAAAAASOl7wGSMWSPp3yS9xVr7gKTXSjrWGHO1pDWSer6Pm7XWKhFI5cOed7/b\n/ZybcxflMzMuPJielj77Wemaa6TXvEb69EJt1Ec/Kr3uddI//7P0L/8i3XKL9IpXSC99qWsXkqSP\nf1y68srsGHNz0tFHS6eeKh1+uHTDDW449w9+4I4VWrvWHfuMM+IB0/OeJ23cKP3VX7kL+7VrpdNO\nc2FB+Pr8kO/PfEZ6yUuk977XPX7LLdLrX+9+/8Y3pPe9LzvHsBLpfe9zr+nuu7NzeP3rpXPOyc7l\nK1+RXvta6YQTXBjx6Edn5/CJT7hzPOII9/54+dDk4oulI4/MKo9e8pLO9Weemb3+bdvKh3x7voKp\nrEXuyiulU05xy2HANDOT7d8HeP/wD+5v4ZxzXDC4dq17fHJSuvpq6e1vz4KhooDJGOnyy6XnPtdV\nooXvTaqC6YwzpF/8wq37+c+lN7yhO2DKD0P370PK5Ze7v8Vw+w98wH2uq1e7Y69YkW6R8wEbFUwY\nZczKAAA0ie8VAG1UUPeweMaYSUlfkHSetfYCSbLW3iDpOQvr95f0vJq7vcMYs7u19tfGmIdLujO2\n0U03HSNpvU45RVq7dp1uvPFgPeEJGzQ3J11yyZQmJqTtttug6WnpvPOm9KQnSZ/61Abdf7/0qEdN\n6bjjJGmDJOmgg6Z0553SBRds0OrV0v77T7kTuWPDwtHc8kMPbdAFF0gXXzylLVukvfbaoLe9Tdq2\nbUr77COde262/R//sfSsZ23QccdJl13mnj8769ZPTU3pq1+Vdt/d7W+vvab0mMdIW7du0F13STff\nPKV77pHe//4NevnLpde9bkrf/Ka0ZcsG/dd/uf2/853Su961QY94hHTUUVM65xzp5JPd63/wwSn9\n8IfSYYe57W+9dUr77ute7+ys9MlPTum666QPfcidz4knTi2c9wZtt530wQ9O6bWvlazdoM99Trr0\n0my9JJ177pTe9rZsWZrSvfdKX/7yBj3nOW75e9/L1v/hH07p8sul3/kdt3zppVO6+WZpctItX3vt\nlNaudaXEN9wgfeAD2fGslebmpvSd73QeT5LGx93y/PyUTjjBfT6SdMMNU7r9dumAAzYsBFNu+82b\n3forr5xaCA436MQTpSc8YUpTU25/V1whXXHFlDZskFat2rAQ9rjnj41ln58kGbNBGzdm6/353X77\n1EIw5T6PH//YnY+1G/TWt2bbf/nLG3T22dJhh7nliQn3/K1bs/3Nzrrj3Xqr9PrXu+2vuipb76qO\npvT5z2fbS1N6xzvc8jOe4Z7vKpiy989Vubn3xxi3vzVrOl+fL+1mmeVRWPYG5XxYZpllllke7uWN\n7j8SB+Z8WGaZZZZTy6effro2btyo9evXq5S1ti//JBlJ50r6x9zjD1v4Obaw/pjc+mMk/VPBfj8o\n6W8Xfj9J0gci29gnP9k1RVlr7aZN1q5ZY+2RR1r7xS9ae8891u64o7V//dfWnnmmtS95ibWf/KTb\n/qUvdc/JmqqsfdrTrP30p61dt87axzzG2n/5l871/t+f/mnn8sMfbu3//t/2t8J11lr7k59Yu/fe\n7nwka486qnPbY45xPw880D32qEdZe8st7vc/+ANrp6bc769/fbbfXXd1P7dudT8POMDaG2+0dt99\n3bYTE9busYe1n/uctS97mbVjY267xz/e/fzOd9zPF77Q2ssu636N22/v9nPQQdZ+//vWPuc53dtY\na+1ee8Xfo6c+tfuxd73L2n32sXb9erf/a66x9qSTrP2933PrL7rIdjj11Oy5z362tbvsYu23v929\n323b3PYrV7rP0D9++unWvvnN7rjvepe1q1a5x88+u3sfJ5+cHfess7LHb7vNfb577pk99pGPdJ7n\nRz/a/b5Y6479j//ofn/+86294AJrv/Uta5/+9M7tP/hB99O/x+94hzve4x6XbfOe97j9vO1t1v7D\nP7jP87//OzveTjtZ+7znZfs64IDOY5x6qttu552tPfzwzr+jZz7T2ic+0f2T3N8RAAAAAGB0aaGZ\nLPZvrDyC6tnTJL1S0jOMMT9Y+He4pD8zxtwgN/T7Nmvtp/wTjDE/k/RhSccYY35hjHnswuOfMMY8\ncWGzD0j6E2PMjZKeubDcJWwZ8nfL8nc2m5lxLUErVrjffctc/nne7KxrcRobc/vZtCn+gvMDw2dn\nu9umQv74/pj5GUz+cT9fZ2ysc1i233fYuuRbxcLnrFnTOeTcz2AaG8u2C+/gJqXvahYOzrY2Pfsn\nNafp/vu7H5ucdK99dlZat86da6xFzguPaRdmEsXmV/n3x5jOFrX8DKZ8i1zqdYTnsWVL1l6WP15s\n+/w+i4Z8e/6cq8xg8n8PxnTOp5qfdy1+DzzQub3n38sVK+ItcjMztMgBAAAAAMr1rUXOWnu54jOe\nvibpzMRz1icef0Pw+z2SnlV2/PAi298tywdM09NZwDQ9nQVIUucQZM+vHx93F9n33Rc/Zn4OUCpg\n8o/54/tgIX/sooDJhyRSccDk12/e3FmbEwZMfqi2lM1ICoeEh/IBUypISgVrPugI+YBpft7NPNq8\nOX4XOS8fMI2NxT+38Fz97Cr/2sbG0neRS72OMNjxA7LDu9flzzP1HoSfY1HA5M85DJjy5+HX+aHj\nY2Od+7G2M2DKv09hwBS7i9z0dDbcm4AJo2xqauq3ZcIAACwW3ysA2qifFUzLKrzIDu+WFQZMPmAI\nA6ZYJUwYMK1eXT1gmpuLhwzhRX0YMOWP7UOIVMDkg4bw7l7+HPw6a11lypYtnWFEqoKp6H2QugOl\nWAjlzzUmrGAK787mK5h23LE7YMpXAoXnUFTBFD6vqILJn2v+Tnz515GvYFqzJr0+thzuM38XuSoB\n08REcQWTMd37mZ93A+arVDCFAVP+LnJSZ4UTAAAAAAChkQiYfDtTGDBNTsYrmMoCpiZa5HxAkgqY\n/LIPk/z2VVrkYm124+PSypVZhY6vYDKmO2AKQ41YeBS2nfn9xFRpkQvvzjY7685h3bosYPLnVtYi\nNzaWDsT88/MVTP7OabG7yFV5Hb4qrqhFLhWyxVrkYlItcuF+qwRMRS1y/tiTk+m7yK1e7cKn1HkC\no4D/lRkA0CS+VwC0UWsDpnyLnK82SbXI+dawVMD00EPNBUz5Frlw+/Dcw8oV/7yyFrk8v3143kUV\nTGUBU75FLhUwpcKVcHsfME1MdM9gmp+vHjD5CiZf8ZSXapGrMoOprEWulxlMsc+x6gym/H7934/f\nT7hvqbtFru4MJl/BRHscAAAAAKBIawOmoha52JBvHzDFZvnMzWUB0+rVxQHTihXZ8uxsPGTwIY0P\nVvKBUr6CKQxawnWxFrmU8Lz9HKaxsexc8i1yc3PFAZMXe7+keMAUvjdSdwVTqkWubAaTMZ3bx4Qt\ncv61x1rk8q+vrEWulwqmxbbIhXzAVLVFrmgGUxgw+RY5P+S7yt8Y0Gb+dq0AADSB7xUAbTQSAVPY\nIuerMsIKprm5ei1y990XbxeamXEVOJILO8Iqo1BYBeTnQIXHDqtbpOp3kfOBTex9WLMma0/LD/mW\n3LDq8fHuUKPo3Ou2yO24Y+dyGDDNzWUVTGUzmFItcqk72sXurBYLmDZv7n4PF9MiV+cucjFVWuTy\nAVN+yPdi7yJHBRMAAAAAoIrWBkyxFrkqd5GrGjCtXNm93fR0FqLssIP7WRQwSe4c/J3I8gGTrzap\n2iLnjxl7H3yLnN9HPmCanpa2265+i1ydCiYfvnn+fMMKJt8iVydg8i1yRQFTKNUit2VLd8DU7xa5\nogqm/J0Ni1rkfPCU34+11Yd85yuYCJiADLMyAABN4nsFQBu1NmAqu4vc5GTvd5HbtCkdMK1a5S7W\nfVDRS8Dkz70sYApb5FatireI+X358/ZtVrEKppUrqwdMXp0ZTPmAKZzB5Fvy1q6t3yLnK5iKWuTy\n5zw2ln3+YQVTPkgpapFbvbpz/VK1yKVmMPkKprDKrWoF0+Rk913kZmddVd7229MiBwAAAAAoNhIB\nU+wucrEh36m7keWHfG/dGg+YZmbchfmaNcUVTOFjdSuYbropC3/CCiYfoKXeB98iNznpjvfTn6YD\nprEx93p/8pPu/YUVTDfd1D3YPNwu/9pTLXLhnenWrKnfIldlyHco1SK3cWN3FVj4nob7mZrqvYLJ\nt5/94hfutVZtkSsKmMIZTEUBU9EMpvBvenzc/U1MTLjKNiqYMOqYlQEAaBLfKwDaaCQCptSQ78nJ\nbMj3gw+6Co6yCibfRpSqYJqYkN70JmmvvdxjYehw8snS614n/cu/ZI+FAZO/+C8KmF72MumjH+1s\nkXvEI6TjjosHFX5fq1a592Fiwp3nhz/cGTD51+Tfh2uvlf7qr7r3FwZMr3qVdOWVnev/7M+yc82f\nT76C6RnPyPYluc9s1Sp3Dr5lL1zvHXig9JznSH/919K73pUFg7vuKj3ved2tcvnn+7v75SuYJiel\nRz6yc9tUFdLll0tPfWrnvvPH8c998YvdZx8+Pj8vvf3t0g03pCuY8rO5YoGbH07vA8d8lZvk/mb9\ndvmKM/9evehF0sEHdz7+0EPumIceKh11VPx9AAAAAABAkhJTa4ZfWYvcihXZxXjVgMlXvUhZ+BGa\nmXHHOOUUFwRJnQHFe9/b/RxfUeSPE567D5h8UOP3dc89nS1y22/vgpbzz0+/DxMT7jhhlU9RwLRl\nS/e+/H6KfOQj2b7HxzsrnMKA6fGPl3zruX8d4+NZa9b0dLoK7DGPkS6+OFv2FUxr1khf+Yr0rGdJ\n3/hG+hxnZtzn51vz/PFPOEH65S/d7698pXTeeekWucc9rjtgygdqft2TniT97d9mj/sWOR/6pAIm\nr6iCyX9O/u8hrGDyry31GsJzfu1r3c8vftGFSZOT7vwmJlygd+CB8XMDRgWzMgAATeJ7BUAbjUQF\nU6pFzrcq+QBp++3jQ6v9XebGx8sDprDaKPyZ4tu0pO4WuTBYCPfl5xXl913UIucrl8JtYgHT1q2d\nw57z/PZhUOHfk/Acx8e7zydskZuYyPbhf/rzmZ11oaAPmFKtZuExfbgndQc1+ef7z98fK2w19L/7\n15lqkYu9D/nXm/obCO/QFnte/nhFd5HbvNn9DO8iF1bC5QOmonlW4TF9IFkWKAIAAAAAILU4YCq7\ni9zkZHcF0/bbl7fI+QqgWItceCezOgFTnRlMfruwRc4rapGLBQZNBUzhcOgwLCpqkQtnNOUDprk5\nFwpWDZh8BVMqqMkLA6a5uc6AyR8rNmC8LGBKzWCKDf/OB0yxCqZYwJQ/pq9gis1g8q+tqIIpFTCF\nFUwAmJUBAGgW3ysA2qi1AVO+ginVIjc3l1UoVQmYfLVOLGCSeg+YfDVNeO6pgGlurrNFziurYCpr\nkdtuu+oBUyh8L6oGTBMT3e+RMZ0VTH4IeL8rmMK78YXteuG55eU/k9i2qb8B/3dXFjB5RS1yYQXT\n2Fg8YAq3zx+jKGDyM8UAAAAAACgzEgHT5s3ZLeXDId9hi9xDD6VnMFmb3UWuXwHT5GT1CqZeW+Ri\nFUzhc3zAFFYkpV5fGFqE70XYIhf+LtVrkQsrmMrew3wFU5WAaXKyO2BqukUuVcHk/+78fKrU60u1\nyPnHV67snsGUH/Kdb5FLDfnOH9MHkQRMgMOsDABAk/heAdBGrQ2YylrkwgomHzClKpik5QmYfADR\nZItclSHfdSuYylrk/DHzAVO+RS4c8l13BlM4S6mMDxhjM5iabJErqmCq0yLng8Z8i9zate59srZ6\ni1ydCqbYegAAAAAAYlobMKVa5PyFfewuckUBU79b5MKAyZ+7n82UCph6aZHrxwymWAVTGDD556Ra\n5FJDvqu2yPVSwRQLmMIWuVgLXGixM5iaaJFbsSKbleQr2sIh34ttkYutB0YVszIAAE3iewVAG41E\nwORb5PJDvsMWudnZ4oDJBxg+YAorgUJ1A6bJyXQFkw8g+tki13TAFFYj5QOmsEKoqEVu61b3mN9v\nP1rkYjOYYhVM/WyRq3oXOf968neRGxtz57xlSxY4hhVMsfa0JmUAACAASURBVBY5AiYAAAAAQD+0\nNmCq2yInpWcweeFd5FKhhw8LUuFC3ooV2TDl8PbyUlbBlB84nWqRix3LBwrj4+44+cAkFjAVzWCK\nhSFVK5gmJ93n4B/LVzAZ455z332dYU/dId9lUhVMsRlMy9ki5/k7HuYrmIxxwalvk8vPYIq1yOWl\nQjECJqATszIAAE3iewVAG7U2YArvxDY97UKTWMDkK5gkV7njQ56YsIKp6t3F+tEit5i7yIXbLGYG\nU1kFUyxgmpiIB0zhz4kJadOmzrCnXy1y4+OLn8FUdBe5xbbIhZ9dGG6G+/UVTEUzmIrev1QFU/iZ\nAQAAAABQpvUB05YtLjDx1TH5u8jNzWWhUpUKpn4FTD4cmZ/vrmBqskWuKGDabjv3+pu6i1wsYFq9\nOvs91SK3aVN217/8sWLyFUy93kUuNoMpVRWVr1SLbZv6G8jfRa5KwOT/FVUw5WcwxVrk8udZFjBV\nrQoD2o5ZGQCAJvG9AqCNWhsw3X67+7llSxZq+EBp27asgslf5EvFM5j8833AtMsu8W16CZgeeihr\nV/Ptb1I6YPrMZ6Rf/ar+XeTyLXKxCqbwZ9HrC4XvRVkF0267ud8PPjg95NvazoCp7gymMmGL3Nxc\ndvztt8+OVVbBFAuYFlPBFOM/u/Fxaddd3fn5O8b5/a9enZ7BlGqRCz/DVMDk/x6pYAIAAAAAVNH6\ny0dfrSRlAdPWrVmA4S/ypSxYCec3hcbGsn3tt5903XXSgQd2blM3YPIBQRgwlbXIeb20yG23Xefr\niQVM4TZ5sWDl7/5O+q//kq69tngG08SEdOmlWTVZGJTkz2flyv5VMPm/Cf9+S9J3v5tVEoXnnAqY\nYvOhqs5g8sFWWYtcGA7edFP29+BZm/1NhzOYiu4i5/eX/9vKvy7/WRAwAQ6zMgAATeJ7BUAbtbaC\nyZud7Wz3mZvrvKtcGDDlQ4e8cA7OxES8lSwfTJSFI6tXSw88EK9gCsOhcJ9eLy1y+ZlB4XN8sORD\ntJjY6/LtZuHjsRY5//759rh8SBMOHfeDrfPHiimrYCq7i5y12WsvahGLhUm93EXOH7fODCb/dxdW\nMPlB7/4xHyYV3UUuf55UMAEAAAAAmjBSAZOv7vB3lRsb66wKqRMwjY/HL77zd3wrq2Bas8adTyxg\n8mJzj2L7LmuRqzLkWyoOmGJhz/h4vN0t326WCjNi5+NbGP3jRcoqmPJiAVM+7EqFevlzr1LBlKog\n8p9N6hjhZ+f3E742HyD5uV0+tAsH3NMiBzSDWRkAgCbxvQKgjUYiYPLBg69g2rIlC5jqVjDFqj/C\nlrJ8aFClRc5XMPm7muUDknxo5dVpkRsfLw+YfLBUJWDKByv5ap1Ui1yR8P0NA6Z+3UUuDPTy51+1\nRa6Xu8hNTLi79XlVWuTC/YUVTP55dVvkwmPHzpmACQAAAABQx0gETFVb5CYnux8LhRfj8/OdYYjn\ng4NeK5jm5tIVTIttkSsa8h22YfmfMamAKR8Gpe4iVyRVwVR3BlPqnD0fMIV35cu/rrBSLbaf2PtQ\ntUVufNzNAQu3K2uRyz8mxQOmJlvkUlV6wChiVgYAoEl8rwBoo9YHTHNznQHT/Hx5i9xDD8X3lQ+Y\nYhVM/rl1AqbUDCZvMQFTUYtcuO8wTCiqYIoJh2PH7iKXapHzfGjSa4tcWQVT3vR0Z4A0M9MdZjXZ\nIldWwZSSapHLz2Can89mMPllqbcWufB9oIIJAAAAAFBV6wOmWAVTWYtclYDJ2mYCptiQ73xA0uRd\n5FIhWRgm9NIil2/FqtMiF95Nrpch32Nj7n3z21e9i5w/p5mZ7mojH0At5i5yRS1yYQWT37Zqi5zn\nq5as7ZzB5J/n35OiFjlmMAHVMCsDANAkvlcAtNFIBky+Ra6pCqYwkPH768eQ7ybuItevgCnfirWU\nLXK93kXOn1MYMFW9i9xiK5iqBEypFrmqM5hSLXLMYAIAAAAANG3kAqbZWVfB5GcwhRf1RQHTihXD\n2SIXhhTh3Kj8a6gbMOWP66tnwnOreke9sha5xQ75zpuZ6Wzbi7XI9VLBVHUGU50WufB9jN1Fbmws\nC5h80FenRS5VdeX/HlOhHTBqmJUBAGgS3ysA2mjkAqbNm6WVK93v+YvrXgOmMJDppUXOD5lebItc\n7Fj5Kph+tsjl76hWN5zIz22q+h7mh3ynWuTCfYeVSrEWubIZTOGxY7+Hy4tpkQtnY6XuIjc/31mt\nVOcucnlUMAEAAAAAejFyAdOmTa5qSOq+8J+crBcw5cMIqbcWOWlpKpjy2+QDpvxQ7piiFrl8NU8v\nAVMYBjXVIuf51xUGaP7uek3cRa7ODKb831iqRS4f8vRyF7n8eRIwAfUxKwMA0CS+VwC0UesvH7/y\nlSwkGB+XbrklC3XygYQPkc45p3s/YUWN1BkChY/7gCkVLuStXp39Pj4uff3r0q23dm6TbzWLHTfc\nLuTPM3wPvLm5rL1vsS1yRUO+ywKisEUuPE4sHImpWsE0OemCnTBAS81gir3ndVvkUiFj+Fn4aqOY\n+fks9PTHCmcw+QqlVMDk1/tz8McqCuLC1xVWTwEAAAAAUKS1FUyf+Yz7eeaZ2UXyk58svelN0nvf\n65ZjLXJ///fSfvtJhxziHjvpJOnSSzsrmC66SPqLv3C/f/7z0s47u9+/+13pS1/q3HdZwOQDHmNc\n695JJ0lnnZWtP/546fd/v3Nff/Zn2XNCVSqY8iHZi14kveIVnWHCihXSGWd07ue00zqPWTbkO2yZ\ne9SjpH/7t+5zC8/xqqukCy6IP7/sPSybwZQPjcL3yc+myldLlbXIxaqr6lQwSe7v8QtfyLat2iIX\nrg9b5FIzmPLPHR93f2uve13366KCCYhjVgYAoEl8rwBoo9YGTC95Sfa7v0jeZRcXIP35n7tlf/Ht\nK3ZWrJBe+lLplFOkV7/aPfawh0kbNnQGTH/6p1nl0dFHZxUxv/d70t57d+676gwfY7LKqtCzniX9\nzu90bnv00fF9122Rs1Z69KOlJz6xu4LpiCM693PUUdl55vlwKdUiNz4uvfjF3c8LPelJ0vr1nc+v\n2iKXr2BKiQU1+cf8MfvdIidJq1Z1vq9VW+SK7iIX7idskYtVYvm/o9g5EzABAAAAAOpobcAUXlCn\nLpJ9eBAGTF4+QMjPYIrtJ3b8OgFT2C4X27cPcfx5Vqlg8lIzmPxj+YApte9YsOKDjdSQ717uRBZW\nMC32LnL5qqRYW1v+dcUqmGIBU7i+aouc33fRrCsp3SIXri+awZRvkQvPK3WnPQImII5ZGQCAJvG9\nAqCNWhswVRlq7C+6fZtaeMG/HAFTrIIpHzCNjZUHZjF1AqbwLmv5fafmIhXNYCp7D2JhR50Wuaoz\nmGLvWz5IWqoh31J3oFmlRS5fwTQ25n5aW71Fzm+TqkbzPwmYAAAAAABVtTZgqlLBlA+YiiqYJifT\nAU5s/4sNmFatcj8XEzDF3oO6FUz5+UWpaqJ8BVPYIlf2HpTtr6m7yNVpkSubwVQlYCqrYCoLmPIt\ncv5YfjtftWRtFhhVaZGrUsHk/84ImACHWRkAgCbxvQKgjVobMFWpYBrkFrm1a7v37auCqgZMsfeg\nbsCUv+NeLxVMZcFPWQVTU3eRi4Vk+fCmbotc0V3k6lYw5fkWudT7t9gWOSqYAAAAAABNGemAqaiC\nKb+fooBpMRVM4XmGFUw77OB+LqaCqW7AFAZu/rn5oCsVMBVVMJUFRKmAKXWsvLozmEKpFrnxcff7\nYlrk6lQwxc47dRe5cDsfFtVtkasaMPUyPwtoI2ZlAACaxPcKgDZqbcAUSl0kV2mR8/oVMHnWdgZM\nqQqmsbH0cOiiFrlYNVEYMIVBRpUKprzFzGCqsr+ybWdny49Tp0XOh0upCqbYY1VnMOUr5/y2Ve4i\n5x8Pnzc/39ki5z/XorvIVRnyXVQtBwAAAABAaCQCprKKnyozmPrVIuf5gGn77d1yPtjx+1ruFrnY\nvv1y03eR81JhSHjsKhVMdVrk/PmXzWBq6i5yqSHfVQKmfIucX59qkatTwUTABDjMygAANInvFQBt\nNNIBU1jBlGqHqjLkuyhgqlqFY62bwZQPdGZmOs+pyRY5H0QU3UWuTotcfh7RYu4iFzvPFGPqzWAK\npQIm//fQxF3k8u9VqkUuLxYwhRVK/phVZjCF51L0N0nABAAAAADoxUgETEVtXZK70M9f7McqmFJB\nSZMtcj5g8iHJgw927rMoYEoFHOE5xiqYwjuGTUx0hhD+fMpeT9MtclWDOb//KneRK6pgigUxRS1y\nsQCx6bvIpQKmWIucn8EkFd9FLhaShQiYgDhmZQAAmsT3CoA2GomAKVUBUxQweYttkatTwRQGTD78\nyQdMi22RC8OOWIucfx8WO+Q7vAtcr3eRK1qfP3ZZi1z+/Lz86wpDofA1xI4Z/gz3ld8mFjwZUx4w\nSdVb5GIzmIpa5FLCv1sCJgAAAABAVSNx+Ri2FIX8BflOO0n5Nuh8gPC7vyvtvXd8P899rvTNb3Y+\nVhROxFgrrV8vPeUp0jXXuOXttpP22697n7vtFt/HvvtKz3ymdPfdbvlNb5Luu8/97u9Kt/fe0qpV\n7j159rPdY498pPT4x7tw65nP7Hzdfj7VxIR0wAHSs57VuT48t/Cxffd186T23rv7vc0/7zGP6Xxs\nzz2lpz0tW/YhV9E+pCzg+Yu/kP7rv7L1/nM+9FDpqqs6n1vUIvdHf9Q5eD18ff6962XItz9uWYuc\nf01lFUypFrlw8HmsRa6sgulxj0v/zQOjhlkZAIAm8b0CoI1GOmCS3AX4DjtIn/1s5+P5i+8TT0zv\n40//1P3L77duwLTvvtLHPy594hNu+aGH4vtcty5e7fL857t/3gc+kP2+dm32nFe+svN5T3mK+ydJ\nF17ofoZBg3/ej37UfcwwwAhf74te5H4ee2z89Xpzc92P3XZb9ntZ9VJ4rj5gevvb49ucdZb0sY9V\na5EbG5P+/d/jxznuOOmIIzofC/eRX04FTGVDvv1ziwKmsbHOFrlw/WJb5P7mb7rXAwAAAAAQM9It\nclK65ayoyqOKXgKmomW/z17uyNaLshY//3gY0PT6Xi1WWStefrB1LGAqCmLyz0uFSlVb5Pxxq7TI\nxT7zxbTI1RnyDSDDrAwAQJP4XgHQRiMRMMWqZLzU0OzFXminZv6kVA2YehmY3Yuy15+vGqr7epuU\nP5fU+phUi1zRa0mFVbG2wdS+xsd7b5ELK/KKWuTK7iJXNUQDAAAAAKDMSARMZS1yw1TBtNQBU5kw\nRBnUCiapegVTlfCl7LH8usVWMJW1yKUCplSLHBVMQH3MygAANInvFQBtNPIBU9Fd2aTlC5hi57yU\nLXJVK5jCgGaQK5jKAqbYDKbUccrmGHllM5h6CZik7ha51AymVAVT0bkTMAEAAAAAejHyARMVTHF1\nW+SGqYIptNgZTE1VMKVUvYtcLzOYCJiA6piVAQBoEt8rANqIgKkkYOrVYsOgQQ+YvGGcwRQuh+cf\n/uxlBlPeUt1FjhY5AAAAAMBy61skYIzZyxhzqTHmOmPMtcaYNy88fpAx5tvGmGuMMV82xqwNnvMO\nY8xNxpjrjTHPTuz3FGPMbcaYHyz8e27ZuZS1yMWCieWuYBqWFrlBqmBKvd+9tMhVnbdUJYhayha5\ncP1iWuSWKywEBhWzMgAATeJ7BUAbFUwfWrQZScdbazcaY9ZI+p4x5hJJZ0t6m7X2MmPMaySdIOnv\njTGPk/QySY+TtKek/zDG7G+tzUctVtJHrLUfqXoisQt3jxa5uKqvO6wAWq6AqayCKdwmb1Ba5FL7\nqXoXuaotclXPmQomAAAAAEAdfYsrrLW/ttZuXPh9s6QfywVH+1lrL1vY7D8kvXjh9yMlfc5aO2Ot\n/Zmkn0h6cmL3tS5/5+bS6wiY4upWMA16i1zdu8j1u0VufLx7BlPqMw9fV2oGU9gi59eXtcgxgwmo\njlkZAIAm8b0CoI2WJBIwxqyXdIik70i6zhhz5MKql0jaa+H3PSTdFjztNrlAKuZNxpj/NsZ80hiz\nruz43EWuvrp3kRuEFrleZjClAqaqLXJNVjBVncEU/m2MjWUtckUVTFWDIwImAAAAAEAv+h4wLbTH\n/Zukt1hrH5D0WknHGmOulrRG0nTB02PNbWdJ2lvSwZJ+JenDZeew887pdVQwxVV9/T4kGeQKpnCb\nvFSLXOy11G2RK9rXdttJK1eW72fFinil05o12fN8BZMP+biLHNA8ZmUAAJrE9wqANurnDCYZYyYl\nfUHSedbaCyTJWnuDpOcsrN9f0vMWNv+lsmomSXrEwmMdrLV3Bvs/W9KFsWMfc8wxktbroIOkvfde\np6mpg3/7/8h9SeqGDRs0NibdfPOUpqbUsf766yWpe/uqy9deK42NVdtemtKWLdnxpCk98ED38cfG\n3Pn2cj51l7dtK379v/mNW3/eeW7517+WjOnf+RQt3367W56YiK/fvHlqoU3SLT/0UPZ5u4BpSt/6\nllt2wcqULrtMevazO/c3OemWf/GL7Pl+e6dz+4MOcsvf/vaUdt658/zf/Gbp0EOz5U2bJGs3LOwn\n29973yv98Iedx9u6dUrveY/08pdv0Ic+JP3kJ+7vxxi33r8f8/NueWpqSlu3uv0ZI919t1sf+7z8\n67nxxu7Xs1SfJ8sss8wyyyyzzDLLLLPMMsuDsXz66adr48aNWr9+vUpZa/vyT25O0rmS/jH3+MMW\nfo4trD9mYflxkjZKWiFXofRTSSay34cHvx8v6bORbay1rq7j7//eFtp7b2s//vHux887zz3/3HOL\nn5/yta9Z+8hHVttWsnbffTuXDzywe7uPfczaww7r7XzqevBBdx7HHhtf//KXu/WbNrnlv/xLaw8+\neGnOLe/Nb3bncs018fWHHGLt2rXud8naRz86W/e+91lrTLb8mc+4bbZt697P5Ze7dSeckD32+tf7\n+qHu7e+7zz1+553lr+Guu6zdaadsX6l9rl1r7fr11m7c6JZPOMHa006zdp99rL3pJmuf/3xrX/1q\n99zjj7f26KPddgcd5B5bt87aF7zA/X7FFd37//nP3bpPfKL8nIFRcumlly73KQAAWoTvFQDDaiFv\nieZA/axgepqkV0q6xhjzg4XH/k7SfsaY4xaWv2Ct/dRCIvQjY8y/SvqRpFlJxy6cvIwxn5B0lrX2\n+5JOM8YcLNc+d4ukNxadxNhY8UmmZjANaovcoMxgyhsbW/4ZTL3M0pqYiN9hrd8zmGLbFt3tMJQf\n8u1nMPnPgBY5AAAAAMBS61vAZK29XPEZT1+TdGbiOadKOjXy+BuC319d5zzKApmxseEKmOrsczGq\nDvkOfy7VuaXOJRUwFQ35Hh/vXM4HMrHnNTGDqVc+QArPxdrssTBgKruLXGr/4U8Aji8RBgCgCXyv\nAGijZYoElk7ZxX1ZVdBiAqY6z61yF7mlDHHqBkyDXMFUFKpMTMQDo6rVPU2FNVUrmPLbjY1lDXV1\n7yIXO6/89gAAAAAAVDHyAVO/WuTqhkGD2iJXdbuyyph+Wuxd5KoGTLF9NVXBVLdFLjxP3yLnH/P7\nmZ2NnwMtckB9ftghAABN4HsFQBuNfMBU1iK3mOPWCZjyFUvD1iK3lOeWV7eCKfw9P4OpqIKnnzOY\nqsoHUWGLnK8i8+tpkQMAAAAALBUCpgGdwRRrkVvKEKesVSo2g2m5K5h6mcEUq2Cq+pql4s+jH0O+\n/Xb5GUx1WuSoYALqY1YGAKBJfK8AaKORD5i4i1xc3dc9yBVMUr0WubLXMQgtcuExqgRMVWcrETAB\nAAAAAHrR+oCJu8j1x7BVMFVtkatbwbQcLXL5u8j5GUy+Ra7qXeSoYAKqY1YGAKBJfK8AaKMBiSv6\np9cWOW9UW+TKxAKm5Tq3xQZM+Za31OuoO4OpHxVMRTOY/Ov068ta5FL7D38CAAAAAFDFgMQV/UOL\nXH+FFTLLFUo03SK3HBVM+eCo6HMOZzCNjUm//KV0//31W+SKArNBCTKBQcGsDABAk/heAdBGBZfk\nw+8Nb5COOKJ4m5e9TNpvv+7HFxuW7L239IpXVN++SsD0+MdLL3jB4s6rKcNWwZRaHh/vbpGrO4Np\nbEx6zWvi2z3nOb39LY2Pu4Aots98BdP/+l/ud1rkAAAAAADLpdV1Ch//uPSoRxVv85a3SA9/ePfj\ni73Q3mUX6e1vr759lRa5xzwmHmT0U6ptK//+LGcFk1fljm7532MtcmUVTPljPvKR0tlnx59z8cXV\n3pd8cFQUluXvIheuq3MXudT+8/sFwKwMAECz+F4B0EatDpgWgwvtepazgikWxoWKQpU6d5ErCnUW\nq2rAJHXfRS5/LrEZTLHXRAUTAAAAAKApBEwJS32hXaVFbpAMUgVT3YCpqIKplxlMTQVModQMpthd\n5PL78H87ZS1yRedBwAR0YlYGAKBJfK8AaCMCphLLFTCVhSaDomrrVT/FZhUVyQdMYXVPlaCsHwGT\ntPgWufwMprIWOSqYAAAAAABNIWBKoILJqTODaVRa5Kruu45eW+SqzmCK3UUudR5VtgNGDbMyAABN\n4nsFQBsRMCUs9QX2oAZMKbG7yA1qBdMwtsgVhVyx1rfwXLiLHAAAAABgqREwJSx3BdOwtMh5g1zB\nJBVXMOVDmrLXUfWuc3XVaZErOpfYkG9a5IDFYVYGAKBJfK8AaCMCpoTlDpiGpYIpXB7GCqbx8eqB\n0SDcRa5oBhMtcgAAAACA5ULAlEDA5BTNYMoHM4NawRQLw7xBmsEUSt1FTur8TGiRA5YGszIAAE3i\newVAGxEwlaBFLq1fd1Ora7EtcoudwdRUsFa1gikMjqpWMFWdlVW10gkAAAAAgBABUwIVTMVibWfL\nVcFUt0UulJ/BVKUSaxBa5GLn4tv7fMA0OxtvkaOCCaiPWRkAgCbxvQKgjQpuhj7alvMucoceKu2+\n+9Iev65Yi9ygVjAVzWBau1baccf0tvn9lO27V/ngqKxFrugucn4/qbvNhdunHiNgAgAAAADUQQVT\nwnJWMF11lXThhUtz3DJFlVTDUsFUZPfdpe99L1uuMoNpKYK1XiqY/O9V7yKX2n9+vwCYlQEAaBbf\nKwDaiAqmhOUMmIqqV5Za0ZDv0LBWMEnS5GT2+6DcRS71N1B0F7l8i1zqLnJVWuSWKywEAAAAAAwn\nLiNLLNcMpkEXC22WK2CqO4OprIKn7HX0K2AKVb2LXNGQ79Rd5KqcBxVMQCdmZQAAmsT3CoA2ImBK\nWO4h38MgXz2zXFUvi7mLXGy7sha5/GPL0SJXZQZTWYscM5gAAAAAAE0hYEogYCo2SBVMi22RK9o2\nvy7//KWuYMpvV1TBVNYiV+d8gFHHrAwAQJP4XgHQRgRMCQRMTtEMpmGpYCoKZfKqvI6lCNZSFUz5\nc4i9tqotckVBGgETAAAAAKAOAqaEpb7AHtSAqcigVDBVuYtcnRa5OhVMy3EXuVA+DEtVMFVtkctv\nA8BhVgYAoEl8rwBoIwKmBCqYisWCjkGuYKrTIrdcM5jC/ZS1yFWpYOq1RY6ACQAAAABQFwFTCS60\n4wZpBlPdCqayFrnlmMGU32/RXeRSz/HLPqyMtcgVPTd8nL97oBOzMgAATeJ7BUAbETAlUMFUblhn\nMJVtu1wzmPLvZ9E2qeCoTotc0XkQMAEAAAAA6iBgSiBgcqoO+R7kCqZhuItcXq8tclL2mZW1yFHB\nBFTHrAwAQJP4XgHQRgRMCQRM5QYlYCqrYJKaDZiqbl9X+DdXtRqs6l3kUuFYap8ETAAAAACAOgiY\nEriLXLH8+/Pc50pvfOPynMsnPyldcUV6fZ3A5LGPld7//uJt+nUXOb+f88+XzjhD+ta30tvkf777\n3dlyrEXuda+TDjmEFjmgV8zKAAA0ie8VAG2UuBk6lrqCadjkQ4hHPtL9Ww577un+pcSqfFK22056\n/vOL99Pvyq2jj3b73G239Dl4PkB66Uuz9bEWuSc+UdpnH+nmm2mRAwAAAAA0jwqmEqN+oV1UWTVM\n703VFrmq+wgf60eLXNVt/E8/synVIlfnfAmYgG7MygAANInvFQBtRMCUsJQVTMN4MT9MIURT55qq\nYGrq7nm9tEnm7yaXapHz66oEbU22/QEAAAAARgMBUwIBU7FRDJjC/fVj31UCpvzfZewucT5gmp2N\nB0xUMAH1MSsDANAkvlcAtBEBUwIBU7lhOu8mW+T6NeS7zjnkl8MWOR9U5Vvk8gFT0QympqqyAAAA\nAACjgcvIhOUMDQZJqqpmkM85r+kZSfnHlrKCKX8uRS1y1nZXMMX2Edv3MH2+wFJgVgYAoEl8rwBo\nIwKmBCqYnKKAaZDPO1R19lCV/eSfv9TvQ+oucrGAKXw8fD4tcgAAAACAphEwlRj1gKnIMJ13EwFT\nal/LETCl7iIndYaCvbbIDdNnCywFZmUAAJrE9wqANiJgSqCCqdgwhRD9vovccrTI5c+pSgVT1XMd\nps8WAAAAADAYCJgSCJiKDVMIUXX2UN39+McGoYIpDJjCoKroLnJUMAHVMSsDANAkvlcAtBEBUwIB\nk1NUVTPI553Xrxa55b6LnA+QwrvIhRVMsXCNGUwAAAAAgKYRMCUs5QX2m94k/dVfLd3xmjBMAUQb\nW+Sq3EUufNyvqxK0ETAB3ZiVAQBoEt8rANpoYrlPYFAtZQXTaaf1/xhNG7YQosm7yOUfW84Kpl4C\nJlrkAAAAAABNo4KpBBfaacPy3lSt3Kmyn/zzl3sGU6xFrupd5IqOMSyfLbBUmJUBAGgS3ysA2oiA\nKWEpK5gGWapta5hCiKbPczkDpvw51K1giu0jtu9h+WwBAAAAAIOBgCmBgKnYsIUQw1DBVGUG02Ja\n5Px6KpiA+piVAQBoEt8rANqIgCmBgKncsLw3TbfIhZbrLnJFLXKpu8gxgwkAAAAA0C8ETAlcYBcb\npvdnWO4i14vYOYWVUAz5BprBrAwAQJP4XgHQRgRMWvpd5wAAHghJREFUCVQwlRvW92ax5z1IQ759\nmBQ+XhYwVTnGsH62AAAAAIDl0beAyRizlzHmUmPMdcaYa40xb154/CBjzLeNMdcYY75sjFkbPOcd\nxpibjDHXG2OendjvzsaYS4wxNxpjvm6MWdev1+CO18+9D762DPkehhlMdc7BC9vh/PpUi5xfpoIJ\nqI9ZGQCAJvG9AqCN+lnBNCPpeGvtgZIOk3ScMeYASWdLOtFa+wRJX5J0giQZYx4n6WWSHifpuZI+\naoyJnd9Jki6x1u4v6RsLy42jgqnYMIUQTbfI5R/LD9JeCkXhUKioRS5lbGx5XhMAAAAAYHj17TLS\nWvtra+3Ghd83S/qxpD0l7WetvWxhs/+Q9OKF34+U9Dlr7Yy19meSfiLpyZFdv0DSpxd+/7SkF/bj\n/AmYyg3Te9PkuQ5SBVO+wqxKwJTaNrUdAGZlAACaxfcKgDZakjoFY8x6SYdI+o6k64wxRy6seomk\nvRZ+30PSbcHTbpMLpPJ2s9besfD7HZJ2a/p8JQKmMsMUQvSzRa7pu8iV7St/DrEWudRy1QqmYfps\nAQAAAACDoe8BkzFmjaR/k/QWa+0Dkl4r6VhjzNWS1kiaLnh6YgLQwkprbdk2veIC2ymawTQs8uf6\nsIctbj/h/iYmpPHx3va3mHOouj7W6lYWni71awKGAbMyAABN4nsFQBtN9HPnxphJSV+QdJ619gJJ\nstbeIOk5C+v3l/S8hc1/qayaSZIesfBY3h3GmN2ttb82xjxc0p2xYx9zzDFav369JGndunU6+OCD\nf1uK6v8fetHyz38uSRtkTLXt27gsbZC18fU/+5lkzGCdb2r5jjumtGmTez2/+IX0wx9OaWqq/v4O\nPdQt//jH2fMPP1yameltf7H3u8r20pQuv1w64ogNCwFgdnwXGmX7GxvLnm+MW3/rrdlybP//839O\n6dZbpX32WdzrYZnlNi17g3I+LLPMMsssD/fyxo0bB+p8WGaZZZZTy6effro2btz423yliLGpEpVF\nMsYYuRlJd1trjw8ef5i19jcLA7w/Jemb1tpPLQz5/qzc3KU95eYzPdrmTtAY88GFfZ5mjDlJ0jpr\n7Um5bfJPq+3666UDDpB+9CP3cxQZIx1zjHTOOd3r3v1u6bzzpJtuWvLTqu0Vr5Buu036z/9c3H7u\nv1/acUfp3HOlV72qmXML+YHhc3PpbQ47TPrOd6T77nPn8pWvSM9/flZpduqp0sknu31ZK11yifSs\nZ7l1b3yjdOut0qGHSu9/v3THHdKuuzb/OgAAAAAA7WSMkbU22g8z1sfjPk3SKyU9wxjzg4V/h0v6\nM2PMDXJDv2+z1n5Kkqy1P5L0r5J+JOlrko71KZEx5hPGmCcu7PcDkv7EGHOjpGcuLDeOGUzFhmlO\nT9N3kVvO150/h9SQ78lJ93NsrHNd+F4My+cHAAAAABh8fWuRs9ZerniA9TVJZyaec6qkUyOPvyH4\n/R5Jz2roNJO4CC83au/NIL7eVKHexIQ0PV18FzkA1U1NTf22TBgAgMXiewVAG/WzgmmoETA5RUO+\nh+W9GeUKpthd5QbhdQAAAAAA2oWAKYGL72LD9P40HYb187XXvUvc/Hx8PS1yQLP4X5kBAE3iewVA\nGxEwleAiPG2Y3pu2VDB5qXPwj08sNL/SIgcAAAAAWAoETAmDFCYMomEKK5o6z0F4vflzSLXI+YAp\n3J4KJqB3/natAAA0ge8VAG1EwJTARbjThhlMUvta5PzPOi1yfv0wfW4AAAAAgOFAwJRAwFRuWN6b\nNg359spa5FIzmGI/AZRjVgYAoEl8rwBoIwKmBC7Ciw1TJUybAqaqLXKxu8gN02cGAAAAABguBEwJ\nXIi3S5MBUz/1s0WOGUxA75iVAQBoEt8rANqIgKkEF+Fxw1QN0/R5DtLr/qM/kl71qmy5yl3kCJgA\nAAAAAE0jYErgItxpw5DvYWqRyw/lLjuH3XeXzj23e7tYi1xsGUA1zMoAADSJ7xUAbUTAlEDAVG6Y\n3pu2BUxl66lgAgAAAAAsJQKmBC7Ci41yBVM/VT1Gr3eRG6bPDRgkzMoAADSJ7xUAbUTAlEDAVGyY\ngophmsHUdAVT0V3khuXzAwAAAAAMPgKmBC6+ndQMpmHTtha5XiqY/Hr+toH6mJUBAGgS3ysA2oiA\nqcSoX4wz5LtzP/1WtUKpbH2qRS72EwAAAACAxSJgSuAivNgoBkzh/vqlrIKp7BzyARMtckAzmJUB\nAGgS3ysA2oiAKYGAqdwwvTdta5ErW8+QbwAAAADAUiJgSiBgctrSIjfI+6uz76ozmPyQ76KAaVg+\nP2AQMCsDANAkvlcAtBEBUwIX4cWG6X1pMgzr9+uu2iKXUnQXudgyAAAAAABNIGBK4EK83DC9R22Z\nwVQ1+KzSIjdMnx+w3JiVAQBoEt8rANqIgKnEqF+E/+7vxh8ftha5JiuYBqFFrmw9ARMAAAAAYClN\nLPcJDCouwqWZGWl8PL5u2AKmJvc1DHeRi7XIMeQb6B2zMgAATeJ7BUAbETAlEDBlIUXKML03bZnB\nVHXId6yCKf+8Yfr8AAAAAACDjRa5BAKmYsNUCdP0uQ5zi1yVfQDoxqwMAECT+F4B0EYETAlcjBcb\ntvdlWGYwNdUi5wOmoha5YfsMAQAAAACDi4ApgYvvcsPyHjU95LufqrbIla337Y2xId8A6mNWBgCg\nSXyvAGgjAqYSXJDHDVNY0fR5LmeLXNXnxwImv54KJgAAAABA0wiYErgILzdM703bWuRSaJED+oNZ\nGQCAJvG9AqCNCJgSuAgvNmwVTKMaMNEiBwAAAABYCgRMCQRMxYYprBimGUxN7Z8KJqBZzMoAADSJ\n7xUAbUTAlMBFOFKGoYLJz2AqCpgAAAAAAGgKAVMCF+HFhimoaFOLXNW7yKX2kw+cAFTDrAwAQJP4\nXgHQRgRMJbgIjyNg6o+m7iLnf87Nda6jRQ4AAAAA0A8ETAlchJcbpvdmWM61qQomY6TPf15aty6+\nDkA9zMoAADSJ7xUAbTSx3CcwqLgYLzZsFUz/r717D7K0ru88/v44M3hFJ5qEi0JmNDEYI87IRZO4\nAsbZEo1oVqMrmwSyKZIyRlx2V0NIoca4FQRR4qU0kUtISYy77q6XsEFYMqOuiihOMyBQJFWMClEk\nJiPBoI7Md/84T8Ox6dOnL8+Z7uc571cVNc/1d36ne57+TX/4/b6nzbZWc4ncYgOoBF72sgefc4mc\nJEmSJGkSnME0ggHTwroWMHVlidy4AGnduoXPL2aGU1e+b9JaYq0MSVKbHFck9ZEB0wgGTP3SlYBp\nXNtLmcE03zkDJkmSJEnSJBgwjeAv4QvrUlDRtb4uZLEzmAyYpHZZK0OS1CbHFUl9ZMA0hr+Mz69L\nQUWflsi1MYNp1HlJkiRJkpbLgGkEfxEfbxq/NqsdMI2bwTRr3AymafzeSSthrQxJUpscVyT1kQHT\nCAZMC+tSSNH2DKZJaqsG00Lnu/J9kyRJkiR1hwHTCAZMC+tSUNF2X10iJ00fa2VIktrkuCKpjwyY\nRvAX8X7pSw2mlRb5HnVOkiRJkqSVMGAawV/CF9a1GUxttjXJ993WEjlrMEntslaGJKlNjiuS+siA\naQx/EZ9f10KKrvS1rRlMyz0vSZIkSdJyrF/tDqxVCWzb5i/kC+nK16btIt9dqME033VPfCIceGD3\nwkFpLbBWhiSpTY4rkvrIgGkBV1652j1Yu7oUUnQpYGpridwBBzz43EtfOvjzwgu7872TJEmSJHWD\nS+S0bF0KKboSMLU1g2m+gEnS8lkrQ5LUJscVSX1kwKRlmcZwaX9oqwbThg0LX9Olr4kkSZIkae0z\nYNKydCmkmKYlcrMWmsHUle+btJZYK0OS1CbHFUl9ZMCkZetSUNGVgKmtGUzjlsh16XsnSZIkSVr7\nDJi0LNM8g2mS9kcNpi5976S1wloZkqQ2Oa5I6iMDJi1Ll0KKtvu5mkvk2pjB1JXvmyRJkiSpOyYW\nMCU5LMn2JF9OcmOS05vjxya5NsnOJF9Ickxz/IAklyTZlWQmyXEj2n1Tktub+3cmef6k3oMW1qWg\noi9L5BY7g8ki31K7rJUhSWqT44qkPlo/wbb3AmdU1UySRwHXJbkKOBc4u6o+keTEZv8E4DRgX1Ud\nmeTHgL9JckxV1Zx2C3h7Vb19gn3XGF0KKLpU5Ht/1WCSJEmSJKlNE5vBVFXfqKqZZvse4Gbg8cDX\ngcc0l20E7mi2nwJsb66/C9gDHD2i+Q7FG/3UpVkwXevrQqzBJK0Oa2VIktrkuCKpj/ZLDaYkm4Ct\nwDXAmcD5Sb4KnAf8fnPZ9cBJSdYl2QwcBTxhRJOvSXJ9kouSbJxo5zVSl0IKZzA9+BpJkiRJktoy\n8YCpWR73YeC1zUymi4DTq+pw4Azg4ubSi4HbgS8C7wA+C9w3T5PvBTYDWxjMhjp/om9A81q/fnzY\nsVa0GaisdsDUxgym4eskLY61MiRJbXJckdRHk6zBRJINwP8EPlBVH2kOH1tVz2u2PwxcCFBV9wH/\neejezwC3zm2zqr45dM2FwMfne+1TTz2VTZs2AbBx40a2bNly/w/y2Smp7i9//8AD4dxz105/Ftrf\nvXsHe/YArLy9BK67bgff/nb7/YVB+wtdPwiYdrBjx+j+wQ6uuQZOPHH+17vllh3cd187Xw/33Xff\nfffdd99999133333+7t/wQUXMDMzc3++spA8uIZ2O5IEuBT4VlWdMXT8SwyKf38yyS8C51TVMUke\nDjykqr6TZBvwB1V1/DztHlJVX2+2zwCOqaqT51wzT21wTas3vxn+8R/hne9ceVs/8RPw0Y/Cli0r\nb2uuBE4+GS67bPQ1550Hr389jPrrffXV8Lznwfe+N3oW02WXwateBXffvfI+S9Nix44d9w+ykiSt\nlOOKpK5KQlXNuyZmkjOYfgH4VWBXkp3NsbOA3wLek+ShwL3NPsBBwBVJ9jFYKvdrsw0leT/w3qr6\nEvDWJFsYfJrcbcBvT/A9qAf69Cly487P2rBh4fMukZMkSZIktWliAVNV/T9G13h65jzX7waOGNHW\naUPbv95G/zQ9ulSDaVzb4+pe/eAH49sxXJKWzv/LLElqk+OKpD5a5HwIqdumZQbT3r3jX2PS70GS\nJEmSNH0MmNR7XQpUxgVI42YwLSZggu58PaS1YrbYoSRJbXBckdRHBkyaCl2ZwTSu7XEB1OwSuZW8\nhiRJkiRJS2XApN7rUg2m/TGDqUszuqS1wloZkqQ2Oa5I6iMDJvVelwKV/VGDSZIkSZKkthkwaSr0\nZYmcM5ik1WGtDElSmxxXJPWRAZN6r81AZbWXyLX1KXKSJEmSJLXJgEm916eAyRlM0uqwVoYkqU2O\nK5L6aP1qd0CatJ/7ObjnnnbaOuUUOPTQdtqa63Wvg5NPXviacQHUi14EN900/rUMmCRJkiRJbXIG\nk3rvOc+BF7ygnbbOOgse/eh22prr3HNhy5aFrxkXMG3eDO9738LXGC5JS2etDElSmxxXJPWRAZPU\nIeMCpsVwiZwkSZIkqW0GTFKHjKvBJGkyrJUhSWqT44qkPjJgkjrEGUySJEmSpLXIgEnqkDZmMBku\nSUtnrQxJUpscVyT1kQGT1CFtzGACQyZJkiRJUrsMmKQOcYmctDqslSFJapPjiqQ+MmCSOsQlcpIk\nSZKktciASeoQl8hJq8NaGZKkNjmuSOojAyapQ5zBJEmSJElaiwyYpA6xBpO0OqyVIUlqk+OKpD4y\nYJI65OCD22nHgEmSJEmS1CYDJqlDjjgCvv/9lbVhuCQtnbUyJEltclyR1EcGTFLHbNiwsvtdIidJ\nkiRJapsBkzRlDJekpbNWhiSpTY4rkvrIgEmaQoZMkiRJkqQ2GTBJU8ZwSVo6a2VIktrkuCKpjwyY\npCljDSZJkiRJUtsMmKQpZMAkLY21MiRJbXJckdRHBkzSlDFckiRJkiS1zYBJmjIukZOWzloZkqQ2\nOa5I6iMDJkmSJEmSJK2IAZM0ZZzBJC2dtTIkSW1yXJHURwZM0pQxYJIkSZIktc2ASZKkMayVIUlq\nk+OKpD4yYJKmjDOYJEmSJEltM2CSpozhkrR01sqQJLXJcUVSHxkwSVPGGUySJEmSpLYZMEmSNIa1\nMiRJbXJckdRHBkzSlHEGkyRJkiSpbQZM0pQxYJKWzloZkqQ2Oa5I6iMDJkmSJEmSJK2IAZM0ZZzB\nJC2dtTIkSW1yXJHURwZM0pQxXJIkSZIktc2ASZpChkzS0lgrQ5LUJscVSX1kwCRNGcMlSZIkSVLb\nDJikKWMNJmnprJUhSWqT44qkPjJgkqaQAZMkSZIkqU0GTNKUMVySls5aGZKkNjmuSOojAyZpyrhE\nTpIkSZLUNgMmSZLGsFaGJKlNjiuS+siASZoyzmCSJEmSJLXNgEmaMgZM0tJZK0OS1CbHFUl9ZMAk\nTRnDJUmSJElS2yYWMCU5LMn2JF9OcmOS05vjxya5NsnOJF9Ickxz/IAklyTZlWQmyXEj2n1skquS\n3JrkyiQbJ/UepL4yZJKWxloZkqQ2Oa5I6qNJzmDaC5xRVU8FngW8OslTgHOBs6tqK/CGZh/gNGBf\nVR0JbAPOT+b9NfhM4KqqejJwdbMvaZEMl6Slm5mZWe0uSJJ6xHFFUh9NLGCqqm9U1UyzfQ9wM/B4\n4OvAY5rLNgJ3NNtPAbY3198F7AGOnqfpk4BLm+1LgZdMov9SX1mDSVq6PXv2rHYXJEk94rgiqY/2\nSw2mJJuArcA1DGYcnZ/kq8B5wO83l10PnJRkXZLNwFHAE+Zp7qCqurPZvhM4aIJdl3rN6dnS4uze\nvXu1uyB1guOKtDiOK9LiObZ0x8QDpiSPAj4MvLaZyXQRcHpVHQ6cAVzcXHoxcDvwReAdwGeB+xZq\nu6oKqAl1Xeql9eth3brBtj+spcVxKYO0OI4r0uI4rkiL59jSHRlkNBNqPNkA/DXwN1V1QXPs7qp6\ndLMdYE9VPWaeez8D/GZV3TLn+C3A8VX1jSSHANur6og51xg6SZIkSZIktayq5i26sn5SL9iERxcB\nN82GS42/T3JcVX0SeC5wa3P9w4GHVNV3kmwD9s4NlxofA04B3tr8+ZG5F4x6s5IkSZIkSWrfxGYw\nJXk28ClgFw8sYzsLuAt4D/BQ4F7gd6pqZ1On6QpgH4Olcr9ZVV9r2no/8L6qui7JY4H/DhwO7AZe\nXlVWyZMkSZIkSVolE10iJ0mSJEmSpP7bL58iJ2nyklyc5M4kN8xz7r8k2dfMAJx77mFJPp9kJslN\nSf546Nxjk1yV5NYkVybZOOn3IU3afM9KkjcluT3Jzua/54+49/lJbknyd0l+b+i4z4p6Z7nPiuOK\nps2of4MleU2Sm5PcmOStI+51XNHUWO6z4rjSHQZMUn9cAsz3D/3DgG3AV+a7qaq+C5xQVVuAI4ET\nkvxCc/pM4KqqejJwdbMvdd18z0oBb6+qrc1/V8y9Kck64N3NvT8DvDLJU5rTPivqo2U9K44rmkIP\nelaSnACcBBxZVT8LvG3uTY4rmkLLelYcV7rDgEnqiar6NPDP85x6O/D6Mff+a7N5ALBuqJ2TgEub\n7UuBl6y8p9LqWuBZGfcBEccCf19Vu6tqL/BXwIubcz4r6p0VPCuOK5oqI56VVwF/3IwXVNVd89zq\nuKKpsoJnxXGlIwyYpB5L8mLg9qraNef4oUkuH9p/SJIZ4E5ge1Xd1Jw6qKrubLbvBA7aH/2WVslr\nklyf5KLZ6dVznpXHA18buv725hj4rGi6jHtWHFck+CngOUmuSbIjydHguCLNYzHPiuNKRxgwST2V\n5BEMPrnxjcOHAarqH6rqhbMHq2pfM+X0CQx+wB8/t70afCKAnwqgvnovsBnYAnwdOB8e9KzM/fuf\neY75rKjvFvOsOK5IsB74kap6FvA6Bp+C7bgiPdhinhXHlY4wYJL660nAJuD6JLcx+GF8XZIfH3VD\nVX0buBw4qjl0Z5KDAZIcAnxzoj2WVklVfbMawIUMli3MdQdw2ND+E5pj4LOiKbHIZ2X4escVTavb\ngf8FUFVfAPYledycaxxXpMU9K/dzXFnbDJiknqqqG6rqoKraXFWbGfzwfkZV/dAP3SQ/OrTE4eEM\nCoLPNKc/BpzSbJ8CfGT/9F7av5p/kMz6ZeBBn8YIfBH4qSSbkhwAvILBMwI+K5oSi3lWHFckYPB3\n+7kASZ4MHFBV35pzjeOKtIhnxXGlOwyYpJ5I8kHgs8CTk3wtyW/MuaSGrh1e03wo8LfNmubPAx+v\nqqubc+cA25LcyuAH/zkTfRPSfjD0rPx086z8R+CtSXYluR44Djijufb+Z6WqfgD8LvAJ4CbgQ1V1\nc9Osz4p6Z7nPCo4rmjIj/g12MfDE5uPYPwj8enOt44qm1nKfFRxXOiODGc6SJEmSJEnS8jiDSZIk\nSZIkSStiwCRJkiRJkqQVMWCSJEmSJEnSihgwSZIkSZIkaUUMmCRJkiRJkrQiBkySJEmSJElaEQMm\nSZK0ZiW5Z87+qUnetR9f/01J9iV50tCx/9Qce0azf3mSRy+z/acnObGlvv5Ski8lmUny5SS/1Ua7\ny+jHPeOvkiRJfWPAJEmS1rIas78sSdYv4fVvAP790LFfAW68/4KqF1bV3cvsylbgBcu8935JNgB/\nCvxSVW0BtgA7VtruMrXyPZIkSd1iwCRJkrok928km5L8bZLrk/zfJIc1x/88yUuHrrun+fP4JJ9O\n8lHgxiSPaGYfzSS5IcnLR7zmR4AXN208CdgDfGuo/d1JHtv05+Ykf5bkxiSfSPKw5podSY5qtn80\nyW1NKPRm4BVJdib5lSSPTHJxks83s5FOau55anNsZ/N+f3JOHw8E1gP/BFBVe6vq1ubeH0vy4STX\nNv/9fHP8UUkuSbKrafOXm+OvbI7dkOSc4a9jkrc0X6/PJfnx5vjmZn9XkrcMXX9Ikk81fb4hybMX\n8w2WJEndZMAkSZLWsoc3AcXOJDuBP+SBGTLvAi6pqqcDlwHvbI4vNOtpK3B6VR0BnAjcUVVbqupp\nwBUASf4wyYuG7rkb+GqSpwKvAD60QPs/Cby7qn6WQRD10qFrfqhfVbUXOBv4q6raWlX/A/gD4Oqq\neibwXOC8JI8Afhv4k6raChwF3N709fIkB1fVPwEfA76S5C+TnJxkNoz7E+AdVXUs8DLgwub42cA/\nV9WRzddwe5JDgXOAExjMgjomyYub6x8BfK6ZIfUp4LSh9t9TVUcC/zD0Fk8Grmj6fCQwgyRJ6i0D\nJkmStJbd24QvW5ug4g08MIvpWcBfNtsfABYzQ+baqvpKs70L2JbknCTPnl3mVlVvrKqPz7nvQ8Ar\ngZcA/3uB9m+rql3N9nXApjH9CUOzsoB/C5zZhGnbgYcChwOfA85K8npgU1V9t+nrC6vqG832acAv\nAtcC/xW4uGnzecC7mzY/ChyY5JHNte+ZfeGq2gMcA2yvqm9V1X0MgrvnNJd8v6oun+e9/TzwwWb7\nA0Pv5VrgN5K8ETiyqqzNJElSjxkwSZKkLsmYfYAf0PwbJ8lDgAOGzn1ndqOq/o7BjKYbgLckOXvE\naxbw18CvAl+pqn9ZoH/fG9q+D1g3t0/Awxa4H+DfDYVqm6rqlqr6IPAi4F7g/yQ5Yd6OVt1YVRcA\n23hg9lSAZw61eVhVfWfo3Nz3OnwsPDDzau/Q8X0MluSNVFWfBv4NcAfw50l+baHrJUlStxkwSZKk\nrvosDxTf/g8Mlm0B7GawjAzgJGDDfDcnOQT4blVdBrwNeMaI10lV3Qv8HvDfltjH2bBmN3B0s/2y\nofN3M6ifNOsTwOlDfdza/Lm5qm6rqncxmIX0tDnv5ZFJjh86tLV5TYAr57T59GbzKuDVQ8c3Mph1\ndFySxyVZx+Dr+8kx7/Ez/PD3Yba9w4G7qupCBsvyto5pR5IkdZgBkyRJWsvmq6c0e+w1DJZgXc8g\n2Hhtc/z9DEKSGQbL6O6Zc/+spwGfb5aOvQH4I5i3BlMBVNWHqmpcHaFR9Z/eBrwqyZeAxw0d3w78\nzGyR76YPG5qC2TcyqDkF8PKmcPhO4KnAXzR9vTzJwQyCrNcluaW55o3Aqc29pwNHN4W8v8ygnhPA\nW4AfaQpwzwDHN8vtzmz6NQN8cWi54PB7G/4+vBZ4dZJdwKFDx08AZpr3/HIGtZokSVJPpcpPkpUk\nSZIkSdLyOYNJkiRJkiRJK2LAJEmSJEmSpBUxYJIkSZIkSdKKGDBJkiRJkiRpRQyYJEmSJEmStCIG\nTJIkSZIkSVoRAyZJkiRJkiStiAGTJEmSJEmSVuT/A6Qen8u6J2rxAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff7411fa710>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"awac_df.Pitch.ix[datetime(2014,8,20,14):].plot()\n",
"plt.ylabel('Pitch')\n",
"plt.xlabel('Hours:Minutes:Seconds')\n",
"plt.title('Pitch over Time (Carloway Deployment)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"<matplotlib.text.Text at 0x7ff7410088d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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vPynkGQGo/FDndtZyCp673+/u90taSdLjdduPS5oeJ3nAaKASAuKq\nX4QcAAAgJvr+E5EnkLpbA+q7Cn/5LvNs7TUAXSIaDhQnxvNXpt9SA0gXI6CQKVu7wgio3qT07DEC\nKj8p3feidBOAkrsvrPt5gcK6UAB6RGUExEdnAEAqCEChrAhA9SeFPCMAlR/q3M66CUDdZ2b/amZL\nmNlkM/s3SfcOO2HAKKESAuKKPQWvWq3GfUMAwEijXUkbff+JyBNI3QWgPiFpC0l/kzRH0qaS/nmY\niQJGDdFwoDg8fwBSwQgolBUjoHqT0rMXO42MgFq0tfsreJnXu/se9S+Y2RaSHhtOkoDRRWUExMca\nUABSQQAKmbK1KwSg+pNCntXXEzFGkBOAWrR1MwLqjC5fA9AClRAQF38FDwAAFIW+/0TkCaQ2I6DM\nbDNJm0ta0cwOl5R156eoy8XLAQREw4HixHj+qtVq6X5bDSA9jIBCpmztCiOgepPSs8cIqPykdN+L\n0m4K3mSFYNPitf8zT0vadZiJAgAAAACUA1+oAeShZQDK3a+RdI2Z/dDdH4iYJmDkEA0H4qr/DR5r\nQAFIBSOgkClju0I56l5Kz16stPbzPoyAGj3tpuB9w93/TdIZNnEsnrv7B4eaMmCEUBkBxeH5A5AK\nAlAoK6bg9SalZy92WglALdraTcE7u/b/KbX/66NQZCkAADVlW6sDAJC2srUrfKEGkId2Aag7zOww\nSa+XdJuks9z9pTjJAkYL0XAgrthT8AAgD4yAQplRjrqX0rPHFLz8pHTfi9Lur9n9WNJGCsGn92hs\nJBSAPlEZAXGwBhSAFBGAQqZs7QpT8PqTQp4xBS8/1LmdtRsB9SZ3f6skmdmZkm6JkyRg9FAJAQAA\nIFX0ZXtDfgHNtRsB9XL2g7u/3OY4AB0QDQeKE+P5q1arw7s4gEUGI6CQKWO7QjnqXkrPHlPw8pPS\nfS9KuxFQbzOzeXXbr6rbdndfdojpAkYSlREQB2tAAUgRASiUFVPw+pNCnjEFLz/UuZ21DEC5++Ix\nEwKMMiohIK7Yz1zZ1uoAAKSNdiVt9P2B5tpNwQOQE6LhQDHqf2PL8weg7BgBhbJiBFRvUnr2GAGV\nn5Tue1EIQAERURkBccUKQJVxrQ4A6SEAhUzZ2hUCUP1JIc9YAyo/1LmdEYACIqASAuLimQMAAEWh\nHwI0RwAKiIBoOFCMWCOgWKsDQB4YAYVM2doVRkD1JqVnjyl4+UnpvheFABQQEZUREBdrQAFICQEo\nlBVlqD8p5BtT8PJDndsZASggAiohIK7Yz1zZ1uoAAKSNdiVt9P2B5ghAAREQDQeKwQgoACnJu56i\n/kNeKEu9SSm/mIKXn5Tue1EIQAEAMKCyrdUBAEhb2doVvlBjUJQhSASggCiIhgNx1T9zPH8AUpF3\nfUX9h7xRlrqT0rPHCKj8pHTfi0IACoiAyggoRqwAFGt1AMgDAShkytauUJZ6k1J+EYDKT0r3vSgE\noAAAAAAALfGFGoOiDEEiAAVEQTQciCv2FLyyrdUBIE2MgEKmrO0KZak7KT17jIDKT0r3vSgEoIAI\nqIyAYrAGFICUEIBCWVGWepNSfhGAyk9K970oBKAAABhQ2dbqAACkrWztCl+oMSjKECQCUEAURMOB\nuPgreABSxAgolB1lqTspPXuMgMpPSve9KASggAiojIBisAYUgJQQgEKmbO0KZak3KeUXAaj8pHTf\ni0IACgAAAAAADA1BGUgEoIAoiIYDccWegle2tToApIkRUMiUrV2hLPUmpfxiBFR+UrrvRSEABURi\nRmUExJYFoHj+AKQg7/qK+g95oSz1LpX8in1vRz0Alcp9LwoBKCCCrDICUIxhP39lW6sDQLryrq/o\nf6SpjO0KZal7qfX9Y6R1UQnKpHTfi0AACoiAaDgQV+MUPJ4/AClgBBTKirLUm5TyixFQ+UnpvheF\nABQQyWKLURkBsWUBqGE/f2VbqwNAmvKur2LUfxiOsrUrlKXepZJfse/tqAegUrnvRSEABUSQ2jBc\nYNTw/AFIBVPwUFaUpe6l1vdnCl5+UrrvRSAABUTAcEwgrthT8Mq4VgeA9DAFD5mytSuUpd6klF9M\nwctPSve9KASggEiIhgPF4fkDkApGQKGMsqlF6F5Kz15KaS078rI9qhEgAqLhQDFijYAq21odANLE\nCChkytiuUJa6l9KzFyut9aPTez2n1/OKktJ9LwoBKCACFqQDihFrEXIAyAuLkKOM+GLdm5SePRYh\nz09K970oBKCASBiOCcTT2PAP+/kr21odANLFFDxI5WxXKEu9SSm/Ukpr2ZGX7RGAAiLgt0ZAMWJN\nwQOAQQ3jN/3Uf8gTZal7KT17TMHLT0r3vSgEoIAIGI4JFCPWFLwyrtUBIC1ZHZX3GlD0P9JUpnZl\nGGVz1KX07DEFLz8p3feiEIACImE4JhBP7Cl4AJAHM6bgoXzqA1DoXkr5lVJay468bI8AFBABwzGB\nYsSaglfGtToApCWrq7Kf87wm/Y/0lLFdoSx1L6Vnjyl4+UnpvheFABQQAZURUAzWgAKQimFNwaP+\nw6CGERwddSk9e7HTSgBq0UYACohkMZ42IJrGhn/Yz1+Z1uoAkK5hTN1gOkiaytauDGN66KhLqe+f\nUlrLjuekPYoaEAHRcKAYjIACkIqsrmIRcpQNi5D3LqW+B1Pw8kOd2xkBKCCClBohYJSwBhSAVDAF\nD/XK1K4wBa93KT17TMHLT0r3vSgEoIBIGNoKxBN7Ch4A5IEpeCgrpuD1LqW+R0ppLTuek/YoakAE\nRMOBYsQaAVW2tToApIcpeKhXpnaFKXi9S6nvzxS8/FDndlZIAMrMjjWzP5nZLDO7ysxm1F6fZmZX\nm9k8M/tmm/O/bGZzzOyPtX/vqdv3OTObbWZ3mdk7Y3weoBtEw4Hi8PwBSEXe9RX1HwZVPwUP3Usp\nz1JKa9mRl+0VNQLqZHdfz93Xl3SJpC/VXn9e0hckfbrD+S7pNHffoPbvV5JkZutK2kPSupLeLenb\nZsYoLxSOaDgQV/1v2WI8f2VaqwNAmoaxzk5KozAwXtnalbxH5426lPr+sdM66iOgeE7aKyQ44+7z\n6jaXkTS39vpz7n69pBe6uEyz2OJOks5395fc/X5Jf5W0yYDJBQZGZQQUg7+CByAVw5qCR/2HQTEF\nr3cpPXssQp6flO57UQobHWRmx5nZg5L2k3Riw+5ubtmhtWl8Z5rZ1Nprq0iaU3fMHEmrDp5aYHAM\nxwSKM+znr0xrdQBAPfofaSpTu8IUvP6klGcx0rqoBGVSuu9FMB9SSTCzKySt1GTX0e5+Wd1xR0la\nx90PqHttP0kbu/uhLa79Wkl/r20eK2lld/9obd2om9z93NpxP5D0S3e/uOF8X3ll16RJ0uabS7/9\n7di+LbaQfvYz6SMfkc49V9p1V+n668f2T5okbbaZdO210tSp0p//LP3bv0kXj3uHzhZfXNpyS+ma\na3o759JLpd12C8Mkl1tOWnZZado06fbbpWefDel/6SXpqqukddeV/vrX8deYPFnaZBPpuuvav9fm\nm0u33iq9UBuLtuWW0s03h2tnNtssVCTz50vHHy+demq47tSp0oorhjS94x3SggXS3/8uPfBAd5/T\nTKpUpKuvnrhv++1DPrz4onTLLeEz19tuO+k3vwn5s9VWY/m79dbSDTdIL78sTZkirbOO9PvfSxtu\nKO23X7iHlUr4PBdcIO21V3j/+rRMniz94hfS+utL++4brnv22dIee4wvQ8088YT0pjdJ//u/4Z61\nsuOOIe0LFkjVakhvJ9tuG9K39dahrC5YEF6vVEK6Fi4cO3bxxUMZydK73Xbh/Z5/XrrzTukf/xh/\n7aWXDvfQPaRnu+3Cc7HbbmNlaPvtQz5l6c3SYybtsEO4/sKF0pVXhjLzs59Jq68e8v7WW0N6l11W\nWnvtsL3hhtIvfxmewUmTQhm85ZbwXv/5n9JGG0l77hnu0003SbvsMv4z1t9rSdpmm/C81h/Tj0mT\nwvP3oQ+FMt/KJpuEcpKVoUaNz1LjPenWu98d8uK448a/vtJKoW64887erjeo9daT5syZWIa61Us+\nrLaa9KpXSbNnj39G6+/1I4+EY1/7Wunpp8PzN3u29P73h7K77rrhmLlzQxndbrtQ5k44ITynnWQz\nI+bNkx5/XLrrrqq23baiP/whPE/Nnj8ppPfcc6Ujjwz51Swfem0bGrUr85VKeFYz664b7tmjj/b/\nfpmll5be+tZQvpvJ6oZmttwy/N+sHqpUQn5k3ZVtt5XOO298PdTMNtuE/Vmd2IsNNpDuu0968sne\nz5XUtH+RaZUP9f2Lfi25pLTxxuP7LTG85jXhmVxxRenuu0MbvdRSIR9vvDEcs8wy4TnM6vNWtt46\n1PX1degWW4TzXnxx/LFZXvZzr/NqG1rJytDzz4ey4N78vmf9Fikc88ILoZ/y/POhPujX1KnSmmuG\n53H69FCvrbDC2P611w5tWWM9tOSSoW254Yax1xr7F71Ybz3poYdCPdmo03W33TbUV718Vcn6JFdf\n3T69W20VymYv/ax69f0WKbQ1Wd+3leWWk9ZYQ5o1a/zrjf0WKZT5a6+tarHFKp0T2GCVVUIZuvvu\nnk9t6W1vC/XwSitJzz3XX9ls1W+Rer/X7dqTvL3mNdLrXz92r9vZYovw/eKFF8IzPHOmdNttoXxI\nze91XjbbLJStxj7qiiuG+/bnP7c+9/HHpbXWCt/XJk3KP22ZQw6Rjjkm1DPTpjU/pvHezpsnPfNM\n+HmJJcbqsex72U47TWwb8tJNOZs2LXyvyZ7refNCebnrrvDM96rxO/hii419r5g3r/V5G20k7bOP\n9KlPhfrtwgtbfxdpZ511Qn7/7W/jX2/si0nt+y2PPGJy96ahuKEVMXffsctDz5P0yx6v/Vj2cy3I\nlAW0/iZpRt2hq9Vem2DLLffXtdfO1OWXSzvsMFUf/vD6WrCgos9+VpKquvJKSarollukgw6q6s1v\nljbfvKJ3vUu65pqqPvIR6fTTK1q4ULrppqoOPFA65JCKJOmGG6qSwvGttr/0JenGGyv69Kel1Vfv\nfLwknXRSRQ88ID36aFUvvyzNnh32T59e1aOPSqutVtF110lz51b17LPS7bdXdM014YtRdr2ttpJ+\n+9uqPvpR6ZOfbP5+3/9+Vd/+tjR5ckW//710+ulV/fCH0nLLVXTjjeH4u++Wvve9il58MbxfaCgr\ncpf+/OeqlltOOuWUir70Jenxx6tasED6wx8qWnbZzvmz225VXXWVdMABFR166Nj+226r6Oyzpeef\nr8pdev75iu68c2z/FVdU9OtfS+utV9WcOSF/P/Up6eGHq7rgAmmVVSr6r/+SZs6s6qmnpBNPrOjY\nY6Xf/Cbk5w03VGoPVbj/W29d0bPPSlddVdU73yldd11F998f9v/619JSS4X0VqtV7bGH9NnPtr9/\nO+9c0WOPtd7/i1+E+/X882F7pZUq+uUv2+fX4YeH9IVyWNHKK0tHHhnSd8UVFb3hDdIhh4wdv9NO\nIb277y6tsUZF3/zm2Ps9+mhFf/vb+Ou/5S3h+lIoD+HLXlW//W24v3fdJf3gB2H/9OkVbbeddP75\nVb3pTdKSS47/PJMnh+Or1aoeekj6+98revObpaOOqmqvvaT58ys6/viw7S799rcVmYXzn3lGWmyx\nih58MLz/VVdJ7hU9/HAo/5/7XEjvJZdIX/1qVVOmhPz4yU+k006r6rWvlS6/vP396bR9wgnh+Zs7\nt6ozz2x+/F/+Iu27b9i+7rqKNt9c+vCHx/ZfdZX0mc9Utfji0u9/H87fdtuqqlXpmGMq+qd/6i49\nd90VPs+0adL221e1005h/wsvSG94Q/j8V11V0fTp/X/eXrYfe0w6+eSQPz/9aX/XO/nkUL986ENV\nbbNN6+OvvjrUX1OmVPSb30if+EQoD5Mnh/OXX76qlVeWHnmkoosvlhYsCOfvvHNFZ5whnXhieF7u\nvLOiOXOkCy6o6thjpWuuCfXjrFlVnXqq9J73tE7vzTdLP/1p2J47N+z/5jcr+spXpHnzqtp555D/\n66wjHXzw+PN33z3UL3/5S0W33Rber37/DjtUdfXV0lFHVbT77r3fj2OPrernP5de//qKLryweX2x\n1Vah/XrkEeld76rqiSeke++taIklBisPb36zdOONVR12mLTPPuP3X3ZZRdWq9Pa3V7XPPuPPv/12\n6Yc/DNsPPFDVhRdKW2wRto84ItzfLbYI9++QQ8ba59/9TjrggKo22GBieh56qKJvfEOaMqWqr361\nt8/zyCPSqaeOlY9+8uP44yu66SZpjz1C+5jtP/DA8Hl22im0j/Xnv/OdoX+x997S4Yf39n7Z9tve\nVtW110pnnBHqn17P73d7r70qtaB6VausEuq3DTaQrr++qn/5F+nAA0N79PTTVX3mM9Keeza/3kkn\nVfWf/ylJFV1/fajf1lhDOueciiZNCv2R7PhDDx1r/268saIZM6TDD+8uvffcU9F3viOtsEJVX/hC\n/vmx8soV7bWXNGdOVVOnhvZAknbZpapKZez4gw4K5fm9763o3/89nL/UUqH/8cwzg6Vn9dVD/+uL\nXwz9qRdfDP0dSVpnndBeP/10VWedJW277dj5Bx8c7t/pp0tSVddcE57fVVYJ7Vcv6bnkkqq+8hXp\nsccm9i8uukg67riQP7/5zcTzv/Ut6cwzq3rd66SLLuru/Q4/vKorrgj9s5VWkj772ebHP/546G8s\nsURVp53W/vN8+9vS9ddXtOuu0tZbj+1fc03piSdC/2OXXcL21KlVHXec9IEPNL/eqqtWNXeudMkl\nFa2xRth/3XVhe4UVpKOPDse//HJFRx0lSaHM93L/X3hB+tjHQn87y99By/OKK1a0776hPT3jDGmD\nDXq/3u9+Jx1zTPh+8tGPVnTwwWP7//jHis49N3wfOuKIztf72c9C/bD55lV9+MPDr98+8pGK5s8P\n5WnVVVsf//3vV/Wd70iTJoXvTzfcEPpjG24Y6seTTw7fR1ZdtaLLLss3vbfeKn3841XNnx/6N9n+\nhQtDffv449KXvlTV8ss3P/9Vrwrt93PPDS8/99uvqt/9Tnrb2yq6/PLQPjQef9ZZob583/tC/yTb\nf9hh0uWXh++jm24ajt9446ouuyzk9w035J/eAw4I9fOHPlTRF77Q+vjddgv19ec/X9X06WH/iitK\nl14avs/08v5Zf+jll8fau298o6KHHpLuv7+qc89tfv5994X+5WqrhfwIvwgM/Y299w79v27e/6mn\npKOPrujpp8P3uyWXDPv/4z+k7363qpkzpZ//fOz4z3xGuvnm0P99+OGv6/bbZ2nGjJmSpNNOU2vu\nHq1cdSYAACAASURBVP2fpLXrfj5U0jkN+/eX9M02569c9/Nhks6r/byupFmSJkt6naR7VBvl1XC+\nu7tvuqn76qu7n3++u7v7lVeGbWn8/9Wqv2LDDcNrP/uZ+xJLuL/wgvsOO7j/+tfek0olXOess7o/\nZ/PN3S++2H2FFdynTMlWNhlL68yZ4efllgvbyy3nPnfu+Guss0445le/av0+V1/tPmNGuJ67+6WX\nhu23vnXsmBtuCK9Nnx7y4ec/D9trreW++OLuK6/sftll4bWpU92XWcb9qae6+5x77BHSeMIJ418/\n5ZTw+uqrh+sut9z4/YcfHvYdemi4J6uv7v6974X7u/rq4X67uy+9dNi+7DL3173O/f/9P/c11xy7\nbpan++3nvssu4edTTnFfe+3wObP99WXkvPO6+2ztHHTQ2HVXX919k006n3PAAeHYLP1bbhle//a3\nw/Z73jP++C22CK//5CfuZ545/v1qj8U4K6wwtj97j+wz/+pX7iefPLZ/443djzkm/HzAAe477zz+\n+muu6b7uuuG6UrgPm28etpdaKuT9ZZeNf4/s37Rp7q95TSj/9WX+4ovd3//+sfSed974e/0f/xG2\nd9yxt3vRzKabhvs/fXrrY/74x/Hp33ff8fv/+7/D629609hrm23Wexm69tqQd4cfHspv5vnnw/M4\nfbr7I490f71B3Xdf6zLUrS23DGXgnHPaH/fMM+6vepX78su7//3vY/XFWmuF/9/5TvdPfjKk5cor\nx5/7ox+NlcXVVgvHLFgQ6osZM0J5WWEF98cea5+Giy8eK5vLLhv+XXrpWB1yxhnh5/e9b+K5e+4Z\nnr+llnJ/9tmJ+7fZJpz7ox+1T0MrP/hBOH/77SfuO+CAkL4vfjFsz5kT6urFF3d/8cX+3q/e8suH\n9/797yfuO/jg8N5HHjlx39VXt66H/v3fw3kf+UjY/uxnx9fTrdqyH/4w7K9Uev8cs2eHcydN6v3c\nzDveEa5xwQXjX/+XfwmvH3HExHM22CDsu+ii/t83y8f6fksMkyeP9Une+Mbw2sorh7Rcf33YnjIl\nbN92W+vr/OQn4+vQk092v/zycM/XWWf8sXvvPf7Z33bb7tP73e+Gc971rt4+Z7dmzw5pnjQp/J/d\nlx//ePxx9f2WvE2aFK49e/bEfY89Fp7XZvXQGmuML0Nnnx22t9qq9zTce2/4/GYT951zzvh+S6OT\nTgr7d9ut+/c79tixvN5ii9bH/fSnY/2WTj760XDs5z8//vWs33Lnne4vveS+2GKhzM+Z0/paiy0W\nzrnnnrHXGvst7u7/8z/htbXX7py+Rs89577kku4rruj+6KO9n9/MHXeEdL/qVf1fo1W/xX3sXu++\ne3fXOvDAcPwxx/Sfnl4suWR4v7vuan9c1patsUbz/dm93myzvFPofuON4dqNfdSXXw7P36qruj/0\nUP7v24uDDnL/5392X2+91sf867+GsnbYYeNf32uv0D+r94Y3hP5Y1ubkrV2/pV7WXt177+DvWa1O\nLEPbbx8+56tf3fq82bNDW3jyyWNtYpaur3yl+/d/9NFQdyy5ZKhLMqeeGvJil13GH9+u31KLtzSN\n5QxxkF1bJ5jZOpIW1IJEB2c7zOx+SVMkTTaznSXt6O53mdn3JX3H3f8g6SQzW19hraj7JB0kSe5+\nh5ldKOkOSS9LOqSWAU2ZhaHX2TzNbFsa/3/9PM76c7IFxvqZF9343r2eU39e/WsLF47/60+N1+/m\nfbNjsiGYzc6pfy/38HN2TH2e1B/T7Wdtlcb6+9Pps7X6ufG4Zmltlqf1P2f7M73ex06fu36723Pa\nfcZWx3fzfvXHNH7+xmu0y69sf+NCgs3S2yyPW+V/u+ezXT70o5dnp1naWl2j37qg2XM1SJ00iDzy\nudtrNH7GZs9Aq2s0PvvZa73WVY11kST95S9VLVxY0WKLtf8sne7RoHnZ6b0bn488y0sv791sXzfX\n7PSMdfN+g3yOQa/Rbx718r4LFsR9/rP3bfy5n/q4XTvTLi8H6U8NQ6u2sJfykGcamu1r9ew3lqFh\nPUudrjvIfc1+7idd3R7beI+7qUu77QNkr82fX5VU6ZzIhvfIux+QV93Ursz1cv1hP7/9vl92XKsp\nbEU870X1C5vppn3qVGd0e2weer3vefaj6stQt21n43daKd/vF732adopJADl7ru22Tezxesfr/t5\n3zbnHy/p+O7T0ny78f925/Srn+t0Sk831+znmG7et9WX4X60Oq/dfWmWplbXa/fFvZvr9Jrn3eq3\nTDTL617zqFOa6t+jU942+7lT5dT4OdqVuV6ez9j3p5cy2st1yy6PzzBIfdHsGWhW5lp1wnp97zzq\n4l6undf5wy5r/b53L/s6PWPdXLOTYZbnYd+fMtU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trD7O6ZSjU8fbF7/4xMacdqy0ZkR1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\n5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R+F5dwj62AUqE+PQsTfuL7zHVAP+3HXhF7+Ei0vj7kBVR5O8izBo2lzRlfKLMHLCDza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\n3HAe0dIAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff74102f950>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"awac_df.Roll.ix[datetime(2014,8,20,14):].plot()\n",
"plt.ylabel('Roll')\n",
"plt.xlabel('Hours:Minutes:Seconds')\n",
"plt.title('Roll over Time (Carloway Deployment)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.text.Text at 0x7ff740f3b0d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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b1XMT0sW4AoyPsWB4FKAAAKMjAZUWjiusok8DABgLZkhAAQDMsDrAM1cHkDar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"text": [
"<matplotlib.figure.Figure at 0x7ff7411dc890>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"awac_df.Pressure.ix[datetime(2014,8,20,13):].plot()\n",
"plt.ylabel('Pressure')\n",
"plt.xlabel('Hours:Minutes:Seconds')\n",
"plt.title('Pressure over Time (Carloway Deployment)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 57,
"text": [
"<matplotlib.text.Text at 0x7ff734a02ed0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ShQlGQSKVbnfnncDhhztCoe3ZBNGjh7/HVhDNmrmTWWsPIy3WmB5GJ50UbUy3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rTupax695ZOOEHaeedg35w50k47Bdc/4QQz71Ke8B0Kl1GfcBn1CZdRn3BZHuqTwAhAm1uzxizX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\nkoakde9u1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33lK8FxSYHRrbc2/xltQBS/bjmB0fvvB8/twpA0AAAAAEB+EBg5Ig/jH1uL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\npKeZuRGUqZRvAz7Qt3QyM3+emZc1j+cC7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"text": [
"<matplotlib.figure.Figure at 0x7ff7359d1950>"
]
}
],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"awac_df.Temperature.ix[datetime(2014,8,20,14):].plot()\n",
"plt.ylabel('Temperature')\n",
"plt.xlabel('Hours:Minutes:Seconds')\n",
"plt.title('Temperature over Time (Carloway Deployment)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<matplotlib.text.Text at 0x7ff740dec590>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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6+Hwmyf3njquqW44c+stJPjO+atcffZkAxmPuX3IAoAvmFaCPxtaDqaremeTU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\nJEmSJuT/Azn5x4U5QZAdAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff740edc890>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"h_m_s = 'Hours:Minutes:Seconds'\n",
"column_name = 'Speed#1(0.9m)'\n",
"awac_df[column_name].ix[datetime(2014,8,20,14):].plot()\n",
"plt.ylabel(column_name)\n",
"plt.xlabel(h_m_s)\n",
"plt.title(column_name + ' over Time (Carloway Deployment)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.text.Text at 0x7ff740d53510>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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B0bQlaTsNjIQxAAeTXhMAdMm8AvTRxgRGo2Bn1pK0ZfoRbVJItEljBQAAAPph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TDSVOJVEUaawogWpmRH22w3G+mlqcRWrzYbniHQ7k0jjOi13s94Rv6YpjCy2aO9IoyqJGZcePSj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\n5se/9rUTA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iWu1J9dLmmvehXwhz/k89Taoo3VpzLQeCIn5WuvBb7xDT1vTmr4CCPAGA7U\nFrW++Je/GHLXpjCiZxSqMApxSeOE0YoVebLKVk5NYbRwYXGFEZW5CoWRjzDi91MFYSQXUS6XNO0t\nYQRZzxqZrUG+rpXKxyHbh01hZCOM6LcQwkiW9a67steF8/uXdUF5cBcJlxF2883AW9+aP48TRvQc\nuNuKRhhpCqPxcV1xyAkjItk5JGEk5y+67+uvB77ylfz9++ZmThiFLM6kezJPv9EwY1EIYaQp2STK\nEkZ8k0ESRlu2mLJKhTPdk+aSFkL+33gjcNJJWfwxbfFLbee//qt7DNWem/Zc+BgjFwRy4c/blDbu\nS8LIVudUVh4PidszpDDidhhtoLpc0nyEEdmYnDDi58rXnnP47CmgW2GkKWr4c+HXc/KPrytiFUay\nzpcs6Z4zCXURRlKZxhfxBJfCiN+z1oaKKowo/mcMbrnFuEu228Dll7vrkuJNuRRGss6pzRA5xMtX\ntUsaJ7tCCSNbf5qYMNdR29MIowcfBD7xiez7ypWm/lxzKsX73GuvbPwk22tmxqTpukeqh4mJ7vWz\nCy4Si4+373lPvuwc2th4/vnABz9oJ4x4nVWhMKLxnL+xkMoU2t9thL98bi4MDGHEO7TPJc2lMPJd\nL3c62m3g0Y82n2mRwq/ni3ipMKLffDGMiGDg5dMauI0wIshBmKfBFUa0IKHf6VpXDCOa+LSJ1UYY\nAfndJA1aetwlzacw0hbj0sXlrruydG0uafJzSAwjLXYPSazHxoz7g63M8ne6T25IcZDRrxFKPD1b\nDKNVq/ITbRnCSKp5NJc0oJvM4C41dL1m9O+2G7a90YSgKYy22870NU5SUL286lX5199qLq2asUaf\n58/3u6QReLux9UHZtuk8Mm65G9dLXwp8+tPA+9+v58cnMM39S96PT2G0aZP58ymMpPGjEUY2hZG8\nhhZs3HWSGz5aOaVbTFnCaPvtm9a4ZLGEkW0BV4QwsrmkSYUBn6NCCCNtfJbtxrZBwcsAmLr/xCfM\niw8kCSLLIcsL5A1qW13zBa6tPFpeBBrjuUuaVEjR/913zxSDWj9+4QvzymNKz0YYyfOonckxk+bd\nuXNNXWj9mRNG2mJLuqTRXMHbCimnP/KRfPlcRjrdF1cm8zrTIMkCaYctWmR3SZue5oG67XkQfLv8\nvmslIcGfHSeMuI1BcxZXGEnCyEViyXrXyAcaD485pvta7blpNgMnRuUY5HJJ0/KT46OtziXZKeuY\nFEacMApxSet0gCuuMK8YtxFGvJwyZpDLpSaWMCIvA62M9J1e6iERShiRQor+NJI4hASrAjzfkBhG\nkjDSNmNsbUgSRvfeqz+7KggjwNjnvuvo5SRA97OSczCHS2nlIoyqVBjxDTaCTE+mG6ow4uABtOn/\nzIyZU6lsP/whtr0YSXphtFrAm9/cPdZwcDI1RmHkmueoLv7yF+Db3zafef60btTWXHKzQYL3A26v\nk/JMIpQwonSTwigSMS5pmsLIliZ3SSMjj85fvbpbEseVOvT7ggV5hZF8+JIwojeq8fL7dr1dRqo0\nYKh809OZe50Mem0jjCiNDRvyefDPWswegkYYzZ+ffdZ2qnl8KJfC6PWvzyLHc/D8rrkGOOCALF2b\nS5o0rEJiGNmUBD6XNO2z3Mm0EUZ8oNqwwQxAPD2bwmj//Q2JIvOlNzVJPO95+SCELpc0uUCmwUwa\nsnwCpHvQFkBAtzxZUxjtvjvwzneaY9KX/YwzgBtuyM7XFEa2Z8IJo5BB1GUI2RYR9J0WT1QvGzaY\nGDc0WWng/Zwv0LT0Ox1se0ONdh7lTcaBvCd+X1JhJM+JURgRac1dXcgdx1ZObgBReVyE0fS0MQrp\nDUhSYUh9tajCiCOGMJLtT85HoQojPs5rRA/9p2Oa8S3r2eeSRvmPjxtZ+te+ZieMZPuIVRjxvPh3\nDdoxGoM5YeRySaOYZFo/vuQS0zclMcP/QggjWVfUBufMMe1ZuvWQgccJI1m2yUm3wqjT6Vbs2OYZ\neQ53GYpVGEkjuNEw85JNYXTSSdj2JtxeKIz4GNnp6AojvgvO74srjOTYFrJBRs9Gc+fRFHXStZ8/\nA+250HytkUyaS5q2iy4XxbYdaoKLMKI2TIQRPydEYXTttXlymp9j3vzbTRjxjSobQgij6WmziH7w\nwbyXgXa9i8SMIYx4/9FsJJfKoi6FkWw3GmFUxiVNtvv/83+w7W2vtvPKEka+urriiuyzpjCyjaOu\n4N+azSbHhdWrjQ1cJobRwoUmHU7EyXzk/U9MmLZObY8TRn/3d4bEs7VF3hfoGrLptm4F9tknWwPw\nGEZbtvg3I3hbq4ow0sZbyn/NmmzdqBFGcn6W0FzSzjkHubdTynJq4/fb3mb+09xEZa2DMBoqhRGH\nT2EkXdJkA3O5pBFpQkQRpXPCCcDb354xnDyGEU8XMJ2MrpMKI3mN9p2TLyEuaQTbovHkk/MKIy1P\nYn1tCgmSSWs7DLRQ1Iw3H2HEO5Zc4EiF0e9/bwKyTUwYN0F6TayLMOKSYL5g1Aga/rmMwkgqxihN\ngmacSMPURhjxweuYY8wAJBer7bYxdvlAuM8+wLnn5ift8XHgWc+CiiuvzGSkdO8En8KI8tUII1kP\nZOjJwUrWn1afCxea4IKawgjItzOXS5q8jhaZRRRG9Pmuu4xSShoUkswlwojaEu3W3HijPT/eBmwu\nadww4H1Tm1zouYQqjLS0+IJZ29nVFkpUx9ReKK6Hdj9AvMLooYeAnXfOv9GSl2nDhpb1LWmxBujM\nDPCEJwAvepF9XCDQmC3HO0JVLmnyuxanITaGkVwk8E0Gl8JILgZjXNJk29GgPS/aFNBiGGlp0nih\nLdDod61f0PllCCNSGGmLbiAfPFVbnLjeksZJM14mWU7tfsnFmvedEMJIW+iSS5pUGH3kI8DHPw7c\nf3/2Wy8URnLeinFJK6owkmOnttjW+im5fGgLVG3u42/h1AgjqW6gNqO1b76gcJF0kuzkimJaGGoK\nI7K75Rghy62NE/xZ2Agjl8JII25km5qaMvPIgw+a/9q8xv8vX97adpyPyxphpBFkIS5pUqnMUbRP\naJCEkWb/8/ZaxiVNlntyUidPfYTR0Ucj91pzDWQ38Os05SNtlMvy8ecDdM99LuLMFTuHzvvmN40q\np6zC6KMfBQ4+uPs42Wsy3fFxs8bSFEbXX2/+5NwpFdOdTlZuUoxOTWXrYpqHKX9X35PlrsMlTRMt\naN4hPA2+BgoljMi21yDHVbrHn/7U/LeFsChCGNnsw6EmjHwKI21Hlz67FEZ0LU1sVJkf+xjwtKd1\nS+I0hRHfqZcxjKh8QF5hJI9rA61PYaTtXuy9t5H7ATphROeSYWhrTD6FkTb4AFlMKA5SOVG+rvvk\nCqNddzXXLl4M/PWv3eUg8Pz4YMqNXlpM8AGUG2NlCSPZxmyDIn2m+7Qt7GnRwY+TgS0Jo5kZsxNG\naiMgc6vkRu3EhBmAggYKdj82wogGI5tL2j33AFddlaXjIshk/9bcc7hbpVZvfNHBP8sJTn6m5+8K\nes2hLeKvv94YmNJotRFGVIekcrDh7ruzgIOdTphLGifUNEON7yYRtN00SW5JY9elMJIG0eSkGffm\nzcv6KBkXPA+OBQvyO1E+woiMSYIWw6xKl7TttjP9LjaGkcTkZJzCiKdz8cXd9yAXUhyyPfhiGEnC\ng88ZNtJSlhfI7+7Z6prmN1d5CFq7loQRLYoBfa7hSiQtLz5eAd3Pmdq/TJdsCR9hxBVGknSPcUmj\ne+ZtRRrZoYQRxTvk6lxX3+B1MjOT78fkkibb4Ve+Anz5y9l93XRTfixwlc9FzrjA5356LppLmnSJ\n5wseuWNrWzzKMvP/oQqjRYt08odfpxFG2jghXSupXcsXCMh+cOaZ7gUK2T62GEYaYUTzhkthxOtX\n5k3l5u2gDoXRjjuaReTOO8cpjPj9+AgjKuf4OPCmNxl1jY0wojJoJEedCiO54cc3fHi5+DmyXLY2\npD1brX/7CKPTTjPxv1zYaafuPHnMHV4GWX763Ta/U7k4QgkjvqE2MVEuhhHZc9ym5Olp6z1ySaP7\nk25t7Xa3/a+lLQmjyUlTHiLqufdIDGH05jdXH/RaW4PyOYqPQ2eemSfEYggjrdzPeIYhN+W4Id9i\nLu2KkBhGxx+f/07zmE1hFLLWGUjCCNAJI7pxmnw0hVGjYXwpd9tNT5NPXFxhBJiJSUritM/UUX0K\nI15eWwyjmKDXEtqi2kYYkWEoBz76HkIYaYO7S2Ekd/y1nbqxMeCUU8x5VJ/SXSmUMOKLWbpOm+i5\nQchhc0nj14YQRppRxNl2riTi1/PfuRErJ/V22ywgdtghY7U1o1a6jknYFmvSkOOGULttVxgdfTTw\nhS/k68E24doURj/4QTZI8ratGc3z5nXvgvC0+Gub6brFi03sI5tL2n33GXc3Dn4PfCeE35ctGKyM\nYeTahQDyO16dTphLGjfQtUmBys3JFdnPyeAH9LT4glkjsbSF0ty5doURVxsQyNWX0vERRnz8A7rH\nm4ULu2MYybbtgiSMpMKKT87aBoaLMNI2RZYvB17zmuxajTxqNrsJo1/+0vwfH89i2BCKxjCieuT1\nV8QlbWLCXg+c4KHv2mftO5DNo1oMI15HcuPGRRjx3yVhxOdxWdZQlzRJEFH/drmkUdDrU081SmCe\nH5W7iEsaEdJz54YrjPjcLRe6jYbpwxohwuvmqU+1x3qQedVBGHU64Qoj3n5C6rQMYcTrU24Syd98\nLmlysUp9Q1sU028nnaSTNgRy3eJzHyeMtKDXITGMbGQM/SYVRlIJK21MVx7yM11PBIPNJY23gcc+\nttlVN1QeOaa67Cr6jS/ACTQeaBtMIQu/UGibkfzYwoV5wkIjSrSxp07CCLAHsSYUIYxkG+HlCyGM\n5IaqizCamjJ/sQojfh635+T90Jwg06Wg12SDcFU3pa95DvBy2AgjPobJoNeyfBLT08bDB6g+hpHm\n5aIRRu02cNRRxkbXbDwOnuZ73gO84AX6On3JEuCss7rnSp7mqlV6nEvK39aXVqzI/0Zjn812ChIO\n+E/pP/hc0iTxIc//1reMYW27lhuA3JCYNy/cJY3nLQdMSSDJGEYUaJHABxNukNIiTYJPXlwBpSmM\nqLGQwsi2S0wLVW0ALeqSpg1GPA+q++OPNwtIykfuqoQSRtIlTe7Y8fyLKIwofc0lzWaQ0Gd65jSY\n+gijb37TThjR4nXnnfNv6+H5ccLIJtm2ubnISUwqH2wxjCRiFEaEd74zaxecEOa73/wZu4zwj388\n+0z5v/71wEUX2V3SPve5fCwoQG9DMu4Kbytz5hhfcKCbhPERRtzNLkZhZKtn+k0as9pOs09hRO0+\nJIaRRhjxtjo1lQXq5vceozCS46MWw0i6pMUQRjIvIrRjYxjJtmlzSeNEuSSjtDGFjtNO09at+bcB\nynIB4S5pdI9cWepySZOGDXe/sRnDtLiU5bniCrtihoMrjKgPaAojLZi7Ns9RkNS/+ztg3311hVEo\nYcT7o6YwojJR29AIo02bjDqHCKNbbwV+/OPuDQ8iA7T6ci1E2u14lzQ+d2tti7/RkkMzZOl3V17y\nmttuA37yE/s1QPZWLamG4ru4Mui1vC+qX62Pl1EYccUlf2a0O689N5dLmkYYcVcxul+yebRxX26S\nuRZ1FDIA6CaMaBFclDDSFke0CcqvdSmMTj8dOO64/L3zPORnIE8Y7bKLW2FEZdSInNAYRto18hiN\nD1o+vVIYEWHkC3otx1xtbODHCZKcIPtD9pkihNGOO2Z5ELRA4rZFPPVFbX6ncsl7Wby4O34XP87/\nSxsqlDDiaboII76+5SCFEQkI5Hi9fj3wqU/l06L/1Ca5Db56tfmvKYxiXdK2317fjHfBNc/RfYUS\nRvRfrjd8hNEZZ/z/7H1p1GVVde36mvq6aqGQAiKdiiAgSieiqGWDqIlERU1EfdEYk6iYoUZ9ti9G\nxeQ5fHbPPj6Mxih2GDtiBLWwR0VFUUFBkF6qb76uvu792GO6555nrX3OvVUmz+KtMWrU/e49Z5+9\n99nNWnPNtXbSWaJ6Y35H/XDDDb0BRl/8YuqnAw4obZVLL02pLiKG0T4NGHUJSYsYRrVyo5A0s7wx\ndQ1JQz27MIy0/t7LW1rKi0CNYcSGBLMw5uezEhKFpKlgkmzblpQBb4Prl2HEISZcF1Um8Bl9rIak\np0RAlGGkIWm84PNnDyzQ96IJPqEIcWiCV8fFRbNXvKL8nkPSIsCIAb3zz/c3K9DNh4aScgOgT2Pe\newWM+Bkf/3hiLfDY4YUZfR7l1+E2RUBGbVPQOOaBgdKgYoUVmxhvACjbAyshAIw80FCFFSEFjFRp\nxbXYSHtlGKkCEyWzVsCoC8Oo5k1bXGw+i68BeBOFpCmI4YWk8fUHH5z7CMIJsrsCRvy+lGG0a9eG\nxjzvBTBSQNVjGHlzVEPSIsBI66CnyOH+7dt9Q8u7X+dVrzmMVKHlOdJPDqO2kDSPYcRMNO9ZEKzx\ny5blvVxzGC0u+oCRp7w94AFm117bDL3sChhxuR7DiE9JQ58oYMTG4/e/nxhjMzN5T8U8ZoeH9iPX\nL1qbcQ0MB547rGD+j/9R3sPrub6TgYEYMIrq4gH9fL3e85rXZE+0tgUCwIjnOq8Vi4vtIWkew6gG\nymsbvbk/N5d0LIxHdg4g/4dnAHlAnseWiwySiGEUAUaRUaf1V8DILPWrhqRFOYz0Xm9M6bswq5+S\ntnFjmdeyrW9QDgCjgw6q5zBaWDC7/voNtnJlU0/tBzBCm3+fAKOlpezcwLjCZ/zvjSHv3eJ5r31t\nAgzM9i7DiPuqH4ZRL4ARTlzrEpK2NwAjJi7o79gTtFwkvYaOrev1pZemiA+ukwJGDPRx2BcAI3bi\n6NiuAUae/d0mXQAjbz4DnOT9lt8br7ltgBEkqjf6YGEhOTtuuKGsL2xfyMBACRjp8zH34EiCfOIT\n/vXeWhTJ7yVg1CYRw+ge96jf1xaShoXPA4z4e4A6XUPSnvCE7iFpKNtTUlWgjEJqOYxgwKmwUbJ6\ntb+xog7egEMOI65HxDDSxXJkJLeNQ9L2FsNIlSleALswjLyQBPR5G8NIGV7wZM7P+ws5FnhvcfU2\n9cHBBBiBtaFK7Z4ARi9/udnTnla+L+7HXhhG0YYbgaBmaWPSecdJYRnYQPu9RKJdACMPNFTxFNoI\nMMLvAIa8pNcrVjSf4dUTnvBaKKlZU0FXwfuLvGn4TftQ38nYWMww0k3J7oRDmgAAIABJREFUYxgp\nYHT77eUzYOihHVAi+mUYsSEP6QUw0rVAQ/I8gMCsCRhpv6qCAFHFcGkp7Wk//GHZBg1Dhei8QTks\nvTKMuP96DUkbGCjb5K2ZzLLA/V7fRIAR1k2sqTWGkY4tLXvLlsQy6hcwwnrHcwT7BeaB9iH6x0t6\nzYwY9BPmcltImgf6qiwu5pA0Hdco93Wvi418b02vMYy8tamW0y0CpaJrIcowwrMjhpGnJzDDiNc2\nXWNU1IBRtsTKlfmds7LfJem1rvlcX3yOkiV7gBHmQVfAqC0kbXQ09Ss7EdHvNYaR55DB92xIQmoM\no6kpf9/3ngthhtG6de0MIzZEte/aACNlAkaAUS0kjZ+5cWMZxt6rqG6p9dXTeOfmzP7lXxKwZhav\nub0CRnxirz7P0wHaACOAT/xMD5yOdCJ9LzrndY2DPWmWdR+vbN1LPcDo+uvL50U5jPplGK1YETOM\nWD/QtjNgpKAYh6RxFIbO6TbASHW6NukVMMJ7ANjLY5BDCdnR6+lJ3h5Xqzf64WMfM7vqqiYwy/ci\nZJDvY9lvv/Q/HKpaJ8+2NLsTM4ywaSvD6Oiju4ez8YRSwIjLqDGM8H1b0uu3vrUsU73LvJgwwyhC\nW1WBQT0w6bjeDBjVGEbbtycAwlOkmV6oAuWAQZQ2hhGeAQ+fWWZAeYCRDvT5+XRa0ctfXi6mHsOI\njQR+fpccRrWQNH0vujnwyT2oGzbSLiFp+I7/R51Ql9Wrm8qCBxhFCm4UksbtAOuD66IAQLQJsJHQ\nBhhxGcqUGBjIiujiYmkAAjBihhHKqgFGUQ4jb45w29EOZjzxs9DnW7ak/72QNChbnujmOjmZ3vPe\nCEmredM8pVXfyehoO8OoBhjx+wDDiJ/BCfTBqtDwXa1fLYfRsmXr3ZC0WpksamRgX2JlyRtrbQwj\nvoZFcxUsLpqdemo6cprroswsiLdfIMTkRz9qPtebtzXAqDY+PMAIOQEhHkjM8w3leXu4N645JA0g\ngXdKmseci0BE5DDcE8CImXIAjJRhBGHACHss+pHZiAwE6P7FRhvXSeupAsU/CklDv+zcmb3nvM5o\n2V1D0tjQqQFGESgVXQvBWFAQjgEkDUnj8YL+xbvg/lDwIqpHBBhxSBeDB6OjZZ/qnq/f8RrD44BP\nAoQw8NLGMEI7PUFIWsQwWrGiyTDSkDTvOdy/Oq/YuacMI12r8FvNkaGfcT9CmA46qHxn6mBYWDBb\nu3Z947loaw0wmp9vGvkRYFRjGHGZd72r2VlnNa/pKgoYqSHrMYx++tOyLhjH3GZvDOk44+vYppqd\nNXvBC9LniGHksWs88dZ5lppOxONR7/UYRmzLgG0D0XHBqQbUGf/Up5p97Wv5735C0mCD6DqAHEZg\nGKnN4dkE+B31gOObf+OQNKyfveYwUobR1Vf717LU2DOoI/cfrse84jWMgXCsMRFD2nteW0ga/rH+\ngXfP9/KJqB74Cp1p48ZyDHA6B31+VOdGG9ov+X9PugBG3kS/5z3bQ9KgAENZ5U707uUX6YWk1RhG\ntXp86lNmF1205wwjDUmr5TCqsScAGHkLLBYWj4YHwGjZMrMDD8zfmTUz8CvDaHy8ZBhFgBHq9K1v\nJQN6fj5t8OvW1VkRqoDxAthPDqPh4bKeWsfFxXTyBSvw+gwspr0ARt6mrgwjLt+sG8PI8yZonWDE\ncz9Gp6R590cbbg0wmp72Q9ImJkrGwAteYPaNb+R7tCzPUwhZs6bJqDPbc4YR6oF4eY9hVAOMFhbS\naY3r16e2Tk4m72ekbKPOkScM1ypg5BkO+gy+Bt4MGOn6LM9Qwkl0tZC0GmA0Opqe97jHNRP84Vk1\nwAjGuq4J+l0kel8tJA3P/cIXzN75zrIvugJGGpK2tGR2r3ulMCkPMPLa4AHZP/lJYgyaNfcbFW0P\n95XnVeXn6Nq5bJm/Z/CzvJC0NoYR9jgvJE2Nl6Uls7vfPdcRZUUGJJ8a5gFGCgbiGewQ8ACjiGHE\nSa95TxoYSGvFgx6UwrAYMEK/sRHdb9LrWkgayvjSl3Iyde5Db03vwjBidkC0N3Fb2+TP/7xMog3A\nCNR9PJsBpK4hadzHAF26MIxwjxrbDBgxwwjede+91XIYqY4D/VHXesyNLoCR1+cPelDKD8T1n58v\n6wZWh7Leu+Yw0vcNsLuXHEbT0/WQMq99vYSkLS5mY1PXNg8w0jWyK2DUlWG0e3fzkJheBO2Cs1WN\ne2UY6fPYORoxxfRZXD7eHfoFf7/5zen/2dn+QtK8Z3p1ikAdNvL1OrN2wAinHuqz1QaCA5rrdscd\nCQyAcP9fckn+DDvUYw3zHsF1Hh7OjhzsSzx/vKgD/O+FpHFoGsJqe8lh9Pznm73sZeU8x/rxohdZ\nq3jzm9tr5pMWwDDiucesHs6ntTcBI6xpi4uJPX7/+6fP3O883r31GfW86aZyD7nTMowiQYOx+aCT\n99vP7C1vSQpAm3AOIw1J0+fgWWblNaywegwjDzDSkLTHPjafiMMLleYw8sKflpbMDjvM7J//uaxf\nLSStLYfR4mIyoL1FbnCweVoCBErIsmVZaUN/sMHAKDqewQwjVtQjwOiBD0w5FRDWNThYAgWoBz/P\nU0bUQwvpEpKmbCqu4ze+kZhP/QJGERDK3/XDMOo1JA2C/mxjGEVGSVeG0cBACruBTE83gVoo+IuL\neRxecUUyhgcHm8a2WRM8YHnxi81e8hJ/DHjtQLkoGxuO0l5RDwBGmm+hC8MI4wuecD7K3WsPG7fe\nu24DjCKllccuQtIikFE3JWYYeePwoIMS8MFlsPd+ejoDRmalV9PM7ClPSayHWkja9PQGl2HkzX1P\nPGaSBySY5e+uuy7nSqgZu14OI1WsFhfTu5+cLH8De81rg47f+fnUlxiXXUPS0J6hoZTTzKx+pLIq\nNjBQ20LSeO/E/Z7iVTLHcnl4ThSS5nk3dawrYLSnDCMGPvFbG8NIAaOlpZTA/Oijzf7u7/JzoXDy\nse/MftY26Rj87GdLxRhGRI1hxMm6eT3vBTDicllPqwFa0TNUvvvdknUHwOj220vgx8zsMY9pMox4\nPOAz9y+v/2ACRaL97oWkeTmMsPZ5762WRJeTygOs1Gvxd9spafw9y29+k3Sbq64y23//OCQNoda6\nR7TlMIqABpTvMYx4r1DAqB+GEeq8cmV7SNr1128ws70HGCkLw6y3HEY8jnoVPBf7tK6XyuSZmytP\nOPXWXE+XwPf6bFyHfgFAhLUEeoAHGF1ySYoy8MSbR16dvDnF/+v+DtE17gtfyMmimW0D0XFYA4w2\nby4TdPMe+rKX5c/oM4xdZeuqPYO+HRrK9pYCRh4D2QtJ68owagOM3vGOdEgVA0aoQ5dQyy6AkUda\n8BhGXkhav4DRRReVezn6Ac9bXEyRR3AG1wAjb70yS4ARrydeDsKLLvLXokh+LwGjNoYRe9TN0sAH\nhbELwwgvTEPSIFDCUDYEL46VXPY6cn1QDj+b7/G+jxhGntx0k9lXvtJbDqNauI1Zc2HG56Gh9JsH\nGKEvBgbys1FnMHJQhqLrtZA09iBwna64ogSM1Ejh+uA9IzabFWF49Fg0VEVDT2ohafjd+6zX/S4Z\nRrzItwFG3n0sAIwAUqEuv4tT0i6/PH/WXCxgGCFGmsfhHXckJdY79aDWPg5Ju+66Znirdy8r9AgX\nQV3Qx20Mo127EjMuEjZMuzKMGCjxGB0eYKTz3DPOPMCI39veDklj5YUZRmZNls4vfpEMmRrDyFOa\nFDCanIxPXerKMNIwNe0Ts+ShZ2kLnYaBtHx5GlMKGmv9IB7DaGamO2AEwIPBg+c/P33uBTAy6xaS\n1pVhxOVwrkG8zygkLWILRIYEA0bKMFXA6MorU5JQHmdLS6UxC48pxnZXwAiCUBmuK/YKKKKeDuLt\nHWbpVJVLL83XdGEYsSHJBrzWtRaSxnXB3j4xkefSk59s9qhHNa/vAhgtLJTPRP/ffnsCprEPXXtt\nOkyCAaM2hhH/Br2hxjBiAMWsnsOIQ9Kgj+j9Zj7DiBmtHmDE1zKQqXPAm7f6XhGOaJYclVFImscw\nwrrZL8OIQ1Ug09MJnPKcJJrDyGuTto/npbIivTqyMcnC7fOAqggwYgMc0jUkzcwPTeoq6FeACG2A\n0e7dGTC6733zuDJrAn8eC0f/jgAjs1Tu1FRpl/B7uvnmNKc3bkx1MUun0370o7ncWloCbj/Xn9e6\naB3Vtt18c6kLjo0lIIQPM+D/eezqwRLbtpUJuj27yyz3E+Yb/n/LW/Je6OlwQ0P9MYywbvF4Zb0z\nymGkOtHSUvlMrA1dAaOHPtTs6U/P5fH/LF0AI64fA+HMMIpsIxXeg885J+kHuJZ1cDwT66La+Qw2\nevssp72ohaT9+tepHt5aFMnvJWB07rnmnoQB0RxGkDYlPAKMVCKGEb5nD6cHbnmAUZd6egwjLySN\nF59eQtJqDCOz5gKDzzWGERR0L3SPASMGdxgwYs8pFN+pqcSe0XqYJS8XACNtDwNG+PuGG1Kf4shk\nPMtTztmbyPXEpMW4ixR0bK4eTZc3I2/ceYCRB7bsTYZRW0gajJ+9GZKmXkUIb5AaksYMo6Wlchxu\n2pQYhl5ImtaFBaDf0pLZrbeW30f38uaCDQd10ZA09BGUK2YgHXBA8xkQbCSoWwQYcXsYQK8xjNSI\n4LK8jQlr0POeV+YwgtQ8uXxKmvaRWRMwgtHaFTCCkVhjGA0NrW8FjL7//bTXcEgL9wvfh/eimzmH\n3kaGyeMeV5YdOQL4XqwJSCYLiWLVU5vLv+fnU1+i/7rkMBoby+1hb7J3pDKX5QFGkbKLe7oyjLic\nWkiarrtePhJPiYX0wjB6whPMzjyzBIxgQOHeLVvy2DZrD0nTeQ7AyMthxICltxdq27T/YNRhLYwY\nRnNzpXMAir0H5vCer4JysU8uX57LuPhis//4j/J6XbO4H/7u7/J3vNeZ5TVn2zazu9wlK+wcJlFL\nes1rBI9rADLRfsdtxP+awBdHWmNv5Tp7+yXu4zLRZrM0brR+ej/az4eQoG+7AEY8Zg89tJ1hxGPx\nk5/sHzBC+QDTmGG0YkWp60A0JM2smSNG28fje2TEB4xKltl6M2uyD5hhBFZnV8CI39e2bZll7YGT\n+r72BmDkMYxYp4Xs3p11NZz2xCA96nbNNWYPeUj7sxUwgm5u5gNGHEq0e3caizfeaPazn6Vn/+M/\nJvuRdX1tq9d+lKn/Rw5PHWP8N8CT737X7NvfTt+pHcA5jNgeAHuY9eHoJEkNSeNQrm3bYsAI7xo2\nVAQY6VrUNYeROvR1Drz2tSVYDp1KQ9Kuu87s7/++2e4NG8z+7d/8OrJ0CUlbWMi/d2UYPf/59dM9\nUSc+nISBYcYfvCinNoYRt8djGHm2Jbe9Jr+XgNERR9RPPPMS6EHaGEZ4QbOzyeCemWlnM0HQ8azk\n1gCjLmWalYsJgw4RYMT16RqS1oVhpMoQbyZdGEYQPAfKIwN1XC4zjHDf4GA2kr067tpVLkjaFnyn\nNN+bbio3Ee/kBVVoPMAI/3vhFVgE4TXwBMqoBwDouNZFeWgohW697GVNhpFukKxERx7RKCSNj0nt\nkvQ6mouf/WyiRPI10T3qUVEWHnIYLS6W43DjxsQw8kLSWGZmzN7znvw35pUuyDX6KSu02AyUPcPA\n1eBgQvm53fPzJRjqPYu9M7+rkDRVoFVpxfczM2bveleqh4ak1XI9MMPIux6npDFgxO3QkDQPMIJx\nD/FyGLWFpEFBU2PVrGncYK3ndQGGXxvDSE/H6QIYgem6YkWZAJkVN5U2hlFbDiMYNWgjg6n6DlQR\n1HnXxjBSwAj3e33jMYwwR/iUND3iOQKMtO78nK6AEXtcGTBiFsrTn55AfbSzlvTa2xcUMMJazIym\nGsOoDTCCc8MLSeM+5HU7YhhFIWkaxoeQtOXLc7nefhmBUmbJ6ODrNGTxttsSWMTAmob6ekmvsQ4y\nw4idPV1zGHnjD4ngwWJRwIh1Fg8c8sZsrwwjNlQjwIj7/OyzS5ZLrwwjszQ2wWTQtZjrqnWJchjN\nzGSwUfU8DUnD89sAo7POSixQPdnXA7W65DC68srE9OgHMNpvvxTixCwqlv8swAjOAxYG12BM8wEv\naO+2baUzM2IGKmCEPdusDhhh/5+dTXrE3FzaI9noN/NZ0F77zfaMYcTPAcMIbeBne3o6A0bQgzUk\n7YILmnmbFDBS54s6pjkkLWIYeWtMLSSN9c4oJE11IhzAAQFohXBftGdmJof5zcz4YXo19oynE3sM\nI3XyLizUcxi94x0+YKTvdseO/EysbQwYsQOS928e70pi4HriWv0e12POKVhZk99LwKhNNIcRpC2U\nje/dvTsZmm0xwgzIKGAEAEqfyaAF163tMzOMWEmN6scMI7OskJg1aaJdGEbKumFjbmysNIb5HrOY\nYQSjjr3wHsMIz/EYRlxHLC4eYMT9ERnAeL7HMFKFxUt6zfVk4c1v1646YOR5klE+f6+bHzYIoPDM\nMGKkH22MGEbe4uoZt0tL9aTXbYDRhz5UtpvrooqQAkYaksY5jHgcbtxotnZtO/XYzOw5z8mfmWHE\n13shXUq1NssbRsQwMjM7/PDkhTMr242xrSACntFvSBqzBFiwSXnK0aZNSeHyjDPerDZv7haSxgC1\nsgBrIWl4H6hDG8NocbG5pqm3bHZ2Q4NhhHmG726/PT9PRY0b3uDZEGWAJTJM+gWMBgeTccSAUY1h\npOXOz6e+6yUkjZ0DN9/cfC5fq/Vl2ZshabxPM2CEd4H1vCvDKHpPUKQjwIj3F84FFAFGZmnuRAwj\nBt9h0HusK24Dg56oV8Qw8tZm6Agouy0kjZPhwoB/8YvNfv7zslyEpEWACsqA4cMMo2gtjNZyLVcB\no+98Jx2CgjUe81cBI/4dz9T+5b7c0xxGy5ZltjYDRtBnvD3VA6PZiONnRkmv0SaUhaOd1UnGdTcz\n+9znygMHDjusyTDCPhEBRlEOI90zFHRG+ZrDCIz3hYXmWPMYRm2A0fx8yo/5ta/FDCP+f+PGDWZW\nB4zM0t6tAJgCMB5gZJb6fOXKboDR3shhhJA07X8FKfgasN09wIhBZrM41J+ZXSgD4weAEaeP4Nwz\nc3MZMDJL6+yeAEYeOMjrHouuN/w3kl6bxZEGEWAEUEQZRieckBl8EAWM9DCBNoYRACNvXdF+wP34\nXtckLyQN807nnvalMoy8sfLpT6c9h9vHdfTerWf/4DqMGTjUzEoHED5Hp6R5UgOM2P5hfcILSeuF\nYdRL0usue+k+CRixYcHSS0ja7GwCjHbu7Jb0mr9nwKhrSFoEEvF1DBj1wzCC58UsLy68uHsgBg+i\ntpA0DzDyGEYakoYcSAo08ClpZjFgpMpCBBjxYuNNNJ7QHsNIjR6PYYR6et5yBoxqLLOuOYx0UWY0\nWRlGvQBG3ia4sGB27LHpHxsUtaTXbSFp3jOje2oMIw5JW1wsjfstW0o2Gsr+1rfq9YHxp+PEA4x4\n4+T5hLp6f5uVgBErCNjYI4aHBxi1MYxgzPSaw+i+901MsAhgxXUbNzYZRp5ywYCaMoz4+gMOSGsv\nFEA10j3A6Npr8ziBwlhjGMHLVmMYQXGoAYW4D+8F6w/6J2IY8WdV6rvkMFpc7J1hpOsOFCKAhtH7\n4+vHxvJ74RNxFLRT40/ro0mvVdjY4PK8vvnqV9N6h3JxHQxKrJ0o7+ST0/8eYBTNBVzfK8MIwF4E\nGO3cmeulRpSGUikIij2XQ9LQbzxGujCM8FlZKAoYqaGgIWno/698pXxmV4YRh6T1yzBimZ9vGnDb\ntpk94xllHg12ErSFpHkMo8XFOiCGOuPa2dm0P6G/ARiNjqbfGCSLwgLN8hjg76K1NwpJ03XqfvfL\n7a4BRqj3QQelOh58cAlyMgiE9nhrkAcYcV/hf3xGP7MhCRkfz+XpWOs3JI3DoNpyGGGP1z1jbq48\nvMMDwLomvTaLGUZa/70FGDEwjN+8kDTWo3k96BUw4vnNoULMMJqZyXPx4IOzPrWwkJ6xe3fewzdt\nKkF81FHb6rWf6+A5FmqA0fh4+Zzdu8s8TFx2G2C0ZUvKccn68K5daSxEzDL0Fx8mAIcdjxXkhq0x\njJShzf9j3IMpw795Sa89Bv9FFyUQmgVzOXKy49l4Ps+hGhiCdcrTAZCCYGEh50dlsFFZdF2kC2AE\nFh/0iS4haXj+pz5l9uEPl+3h+Rntu3dahhF7xCIjtUvSa2zma9eml9sFMIJyalYO7HPOaSY07SUk\nrR+G0Ze/nK+JACNQ2dnT2iWHkW4Y69cnZkYUksbP1/Zh8wXDSNH/E08sy8IEUsCI3zczjDyvahSS\nht/N+mcYdQWM2EDwJMphpAwJZS0oYMQMIwUy3vnOhMrzd1quvuvnPS+Fg/ImByWTF7CuDCMW9fio\nIsRjS3MYwUj3chgtLjaVmjvuSB7DmnDYF9p2880pqbqKp9CiTzU8TwEjTbyHscv36LM0dKKNYcQe\nmq4haRjnt9ySn6vPYPbVpk39Jb2OGEZDQ+m4cyRU7QIY/eM/pk0TbWrLYbS0VOYw+upXzR72sCZg\ntHp1N8CIQ9I4LIfZkx7ga9ZU6jVUTgVrkTKMJib8unK5LPPzpQeNvZEemAOjBtR/ln4YRnxP15A0\nL4/C/Hw6WRTl4joY8ZrDyKuzN4/NynfWC2CkDKMXv9js7W/PgBH6Y8eOPA94TIyNNUPt1LHjAUYM\nemKMRIARt409xPw/nC9dQtLgbOE6QboCRktLZp/4RAkEeAwjNbi9Z+I6BYzMzE46qQw501BfLySN\n2TgcSoDncJ0vuyyd2srCfffhD5uddlpa58yagBGvCQDtPKbi1q3N78p1Lv/uhaThbw8M8eat7gO7\ndydm0d3ultYNDUnD3OBUBCyTk73nMGLASBlGDBhxP4yMxCFp/NyNG82+973cd2ysdslhtHv3+t/2\ni+qL552X/2ZHG9qn+wDa7OlQXRlG/Yakcd26hKRhbut66TGMGGQ2aw9J85ytODAD7//22/NpiFh/\nlWGk+3Ab89xzHHCdPOBJy+Wcf/hN5wDe2dRUWjdYL2RgB0QGds7v3JnGQhtgxL/D3uM2b9+edB2w\nydoAI+2PWkgaACP8xuA89zESQbNAf8UaWHN6cru5jv0ARuif6emkYzFzktfhfgEjzmHEeynawoz1\nGmCEMq680uwHP2gPScP1+tnrI5V9CjCCwAjoNSQNnriFhTwxPeGy2eDB6UbMqjnrLLPjj2/WD+Xw\ns73PfF1XhtE3v5mvwWLBeV7MMsMIZatxBeFBpAvM4mJKoHbEEXHSa0wObqsyjBQwmp9PKPMzn9kE\n57DIMGuEF7VaSBoDRt4mzBO6C8NIE0QyYMTtxL2oYy0kDe3x6qYegRrDaGjIZxjxgn/ZZc3vzOLw\nGWwgGG/IsxAxjPoBjLqwkryk12Y+w8isCRh97Wvt9cFizYv54x9v9vWvN6/ljVOBL2UY8fg58MD8\nWQGj884zO+YY/1m1kLQdO8w+//kmYIQY8Agw0vngGRTed7hn06bek16D+aF9ADn66BzWoiFpXg4j\nZTq0MYyghKBOGBcKGB12WHeGURSS5jEDlD3C0haShncGhhEYP3zscxeGEQNGnK+PDT8WtMcL1W7L\nYeQBRjzm2kLSvPWYnwHD2wtJw/vQZ0QhaVu25PL0nfUDGA0PZ/CTjV2zpKgzywSioB0MerzDRzzC\n7IUvLNuDtbgtJE3ZG2YxYBSFpPGazUZUBBghJC0CjLiMNWvSM7/73fR7xDDqorCDbQBB/Q45pHtI\nmoKJGE/MMAKYinFx440ptIuFFfzNm82OOy7v2zXASEE7njdbt8b5JfmZDBipcwDAizIuvP7VfWD3\n7sTu+NnPct1RJuY9j0EdiwABIsCI+xffcWJ1hPArYKTMMhwO0BaS9sUvmv3DP6TPMG4xRttyGC0u\nZjBdASMwXiAKeGL8sGA+e/rQoYf6+7m+n34BI3UWe4ARhzlBh+c1C0xiXO+BzFHdud3sbGWHM8oH\naMrjGyFpd9yRrtm0qTT6zco6vOQl+XQtrw/e//6UZJnftdYPwu9lYqIJGGn5GCc/+IHZS19a2k3s\n1JqfT+AF780RYAS917M3wVT1ACMAcR5g5DGy8J2ekob9F3OT5yznMPL2IBZmGEWAEe+nXQCjJz0p\nOXAGBkp9CWVs25ZYkwsLqU7siFMgem8zjNAn2HdVb9EcRih7ejr949ydXkia9oeWVZN9FjDqRzQk\nbe3a/D2LB34MDCTGACu5ETjVBhhFxsLSktkjH5k+e0qqCoMYZnngmzVD0tgTwKKGpw401NXblJ74\nxJwXxmNlDQ9nSikWEyzCIyNZeeP70FZmGA0Pp+NwcU1XwMgzgM3qDCNG9tlggPGJfjJresJ504s8\nDGiPbkBYMNV7g9/MSmAEDKMaYITrdeOOGEaDg1lxQDtqOYz2JCStRuv3kl6b5Rhp3XQ8JaxNPIaR\nNy+9o4i5Hd6R8eh3pgijTvAo/fVfxzRtBrM0JO2HP0xzgfscc0K9o1wmg11mvldZ32M/DCNmNCrD\nSN/L0UcnI8SsmcNDGUYcVoX6KmDEYzdJmcMI/zNgtHVrcgS0AUbY1Dkk7cork8OgH4ZRl5A0ZhiZ\nJfDg7LP7S3ptVir6UP5f85qmUTM21o1hpP3jAUaezM2ZveEN2TA3K8NGWFHlut3lLul/zpuHdRNG\npWfsHnNM2qsURPnVr8q/zXpLeo3vdB/2ThHDmtAGGHFI2lOekkFnj2GEOnQNSYO+EwFGCvryWsd7\nxp4yjLCXDg+bXX11brsKv6+vfjWtFVFIGvcj7lu7Ng5Jm5zMIfG8d+MzM7i4Pxi80Odq32FcYH+C\nAwbONwW7o5C0rVtTCC9/1xaSxteiDfpuUMcuDCO8LziUsBZjztUAo5079ywkDQYU7sXR4GrYgWHU\nFpKGg1PMynA0lKEMo+batOG3/aKAET+bWYa4V3UVjDdPZznyyDplZztnAAAgAElEQVTDCP+3AUaX\nXuo70VSHaGMYYZ9jxwP0e1zvrRlop1kTkFBdFGPFLJWL0yORS4/3WQB0u3endZJzGHnPMzP7yEfi\nPjBLjmzWMSJAQsOCNCQNos5ZgO98PQM78/PJdmNwZmoq6QBtDKPFxRy27eUw2rGjN4aRgmUakgbw\nfG4uzRuek1jPFAz1WM3Ya7EP6TXoM88O8tgzs7PpdEazpIMzaIfP69bl/gHRQgEjDSdsk66AEa+Z\n0GF4L0Bo38aNOfk27B6sb4gg8k5JwzMZhOzajn0SMPIMdvzdpogzYASGkUeV5+tVPOXGq98jHpHZ\nRxHDSEPSzjnH7JJLSu8hi4IUGpIGjwCMVd5cvLZwW9nDb1YOZGVxmJn91V8lyjU/B+WYpQk5PZ3B\nIWzGHJbDgkXGrMkwev3r83O6AEZKheS2YjHwPGtnnJH/xkS76qpkpLcxjPA89rp4UmMYsehm6jGM\ntm9vUh4hnpHilYvP2EBQBujAe5Nh1OUeTXrNDKOlpeaG4o3NNmHjAW2DYc7C40QVIrNmX5jlsatJ\nCHEde19UMKehpE5Pp82B+09p4Zi3NYaRGrCbN8fePr0X9e8lh1EXwOiII3JOgraQNGy0NYYRJ3WF\nDA4m43BqKteNAaPJyXQqjcfa0c/KMDLL7BGPtRclJ0S9ING6DGMF4P8f/VGp2LQBRjDsMEa3bCmP\nJR4ZSR5Vnk+Li3WGkccQwOc2wAjv8uqrzV75ynLNU2DWrB0w8kLSPMUevy8smL3vfSkXFouC9DoW\nGRxi5dwsG7MKGM3Pl+PdA+/bACNeP9pC0rzwbG2btpcBVL5f741yGHUFjCAcxoBnMptAhcfDhRem\nnElRaAsUa7OcOBZAGtZ4XleRZ8RjGKGNCqig31FGG2AE/en+98/9ODycWTqLi9mA1ZC0hYWcx2Tr\n1gR+9QIYeQ4pjz3jzVtvDvH4QP27AkZtDCMeb/gM0BWOEG5PlMNodLTbKWmTk+VY5LHnhe2xQa/r\nu/7tMbgg8/O+ruI5a8wSq6sGGKHtbTbPmWeaPepR/nMh2DtVJ1SG0cxMaicM1ohh5AFGetgLt5vD\neLAmgPU4PJwdowwIge00P5/YIl5Imvafjm3td02/EOmpmPcASiLQRY117Gl8DdagpaX0PYdH7dpV\nMiFZaoAR9C++Z/v2pJsCKOE1x7MfdB/QkDQAG7zHMuDu5TCqMYwUMHrta9Pf09PlWGljGKEPzEqn\nLb/PVauyLodULsqgquUa9YRBIbM8ZnftKlmJChhBz4NApzjwQLOPfzx99973ppN8wTCCjRGFpHG/\ne7ppJPskYLQnDCO8IGYYqWLrsWX4hXZlGD30oWY/+YlfD+95CIVjKp8yjBRgYvAMyr5Zniht4Jd6\nGdQIwD3eRsfGSQQY4ZSDCDDyQtLMSsCIN3RsRF4OI+6PL37R7DOfKX/nBZBPXoBEm8Ob3mT2i1/U\nASPd9NsAI322BxhpvZRhBMbHzExzsTLzwyC4PO9dg66K+7yQNFa2uLyasPHB93oSMYwQkqZMh34A\nI16s0TbeXCA1hhGSMuJvCJQpj2EEBVXBWQjP+aWl1NaJifJ+DzBqC0nT8fn2t6dNiJ/LxqDW26w3\nwAiKXi0k7ZBDsudQDSYvJI2NcA8waiZZXm9DQ2Y//nF5xLECRvvvn8cUAKx//demooD34hkZGBsK\nPkDp8ELSUH4UKqwMIzAAa4mkNecEFCIzs1NPTcfzmpXeY88L7gFGqhjz+qHGkVkMGLHnjXOHqLew\nC2AE5ZQZNywKGP3VX5W/b9/eNPqwNmgOO2UYod4RYKRGLtoEGRvzk16jT/hd4rnoEw5J68Iwqhnq\nvO/ytZ7xh72T64R720LS2BGh4c81hhGAg7m5boDRxo3lsxm8wboaGTVs8GAOMmtyZCQ7fBSM3b69\n3FsxLt761vQcXhMxX5iNzWPuwgsTqwhlK2DEY4vrHp2SBoPdC5mKACP8PzNTruNgSO0pYKR6iLKF\nsN4rw2h8vHwHfE+XkDRlGHHbPIbR8HA+KS7Veb2Z+YCRMjTaGEZot6cLaPJ8CO9duL9NpqdT6BaL\n6v5mqT233WZ2660JqOT6jo4mQGdsLH/fNSQNYKZ+x3PcLL0bBYxU/8f1CEkDYMRJryPASMUDjLhO\nkZGN76ETaUgag8xmJWCk45aBbTCMsGcjHI3LgHghafvtlz635TDCfbwW4T7tG3bioe1zc5lhhHUR\nOi0zjNRx3wUwQh0e+cicz4nnCOsVqPe2bWmd1GdEgBGetbAQM4w8wKgGuuA37AnYky6/PNeNQ9Kw\nZnqAkY7L5z/f7Je/zIBRF4aRrqt3WoaRB+Lg77YcRh7D6K53La/zACOWroCRPhviGcN4LtrADKMa\nYKR9oeEwbYAR/44J/+Mf599qIWkRYMRKEBt+2IyxOHjlRQwjCJSINoaRJzyBGAhYvdrsb/4mXgz4\nJCf+PwpJ0zqrdGUYQbyFEnVAfhMFZMz8cCmzmGGEBYw3ChgArERywj581ya6+dRAJi/ptVkGjNRg\n7ieG3wtJ8wAjBhbVIzYxkTcnVgCwmHsnGDDY6fWbGjZg9iwspI3nbW9rKpgAjKKk1xw+wMJHpmP8\nqpGvBm5bSBrGcReG0cEHl4BRjWEExZCVuXbAKD+fjziuMYzudrf0/33v29xgOSSNlVg2lNWAANhT\ny2EUAUZQJFAGcr1E827dumZelPn5PEY53JaNF10H+JQ0FjALIG0haRETF4ARr3k6z8ya4xzKMO55\n1auSorhsWT0kjQEjleuvjwEjj2GkgNHoaOmoQFuwTy1blk6ai0LSPMBoaCgl+H7AA5r1xTxmQEN1\nBK6fGiz8GwNGHsOIjQied2xcmpX6kMfyU8AIxgzWYLTdayueg/5U/ccsfc+A0Z/+aVKw8WwYLWzE\nwKhhXQvPAnCu/TA7m943h15gPtzznumAEFx7443JgGUwDe8W85IBIwXMkcjXLIek8fjltZQBvigk\nDW1ShpGCGtrvZs39eG8zjDR0wizPZ2YY7a2QNGYYKSCBMcLAxPCw2bOeVQKRZu2AEQPemzal+R45\ntzwnnoYLQXANxnwEitx8s9krXpH/Rg5WfSaehe8OOcTsD/7A7LrrmiFpAIzQZwwYcXsZZMZ783Jo\nKWDEDEuABxFg5DGMmCXC10eiewK3AWO7pstDR+HneCFpzArTcYv1G+sch6QxYOQ9G/ebpftrIWmc\nw8isuRaZNdnG6AezfLoZ6gm9lEPSGHBXh6xZew6jwcHUf5/4RIpeGR9vMox4TKLsd7/b7I1vbJZd\nA4xQPyS9hihgxPXHZ2AJLMhhyI4RlSjpNa+LNXumxjDS/QEJxnFy450eMPIkAnFWr05GAAbn7t2Z\nYdQFMPIYRioPeUh7/bw6tjGMonu93zGAPHQ0Ysbw79/8ptl97tMs39vouJ38HNRxTxhGPIHbACMs\nqL0ARuzRXloyu8c9YhADxhMvtGZxSJrWWQWA0V3uksMjugBGnpGJ8ewBRvBARYCReiyxgfB1EcOI\nvUU18Ad11frVPD9tSa+VYdQPYITF+tZbzR73uFy+WV4XzJrHK99+e8otMjeXrvdAOYxH7Uv83zUk\nTQGjn/3MbMOGJjCBMcCJ5VkibxvnqYFyVGMYdUl6DdYIAKM2hhGSWWLuo64eYMSKFtZwHidNwGjD\nb+vLfVYDjCBqZJj5IWn4PjpBBuFk2q9tOe0+8IF0yuHgYMno4HJ47TzllJyTB94sZRixABgyS+38\nwQ/SOgeWAhuskOgEIXxuA4zQZpweooCRxzBC4n6zfK32VxeGUTTfJieb70wBowsuSOFQEcNIw705\n/8qqVYla3msOo89+tjTwOCQNa0QUts710/9RBn+nwK56x5kt4HmjmfGFNmzblh1PNYYRnhUxh/A/\nDFC+jn+HnmGWDI23vz19Zi83OwnYQGkDjFDH2dn0HmFkwfFolozVm2/O9/zv/51OSasBRjxuFKhg\n2RshaVjblQHjzVs1FDVEHKf7oQ/aAKOuOYw051vEMAIADNYZpGtIGjOMWBeFTExkcJ33xAxKbjCz\nJmA0N+f3r5nZN76RTm7VZ6GvFDDZtCkGjJjxhns8ueGGFMYSieoQXA8Ih6SNjSWwf2wsjzOkLTDL\nYxp1Yj1TnZF4lgJGnNAX13uAEfRArE3r1u19hhGvE5GAYaS6kD6f9zQFjNjmgyMSLKUaw8gDjOBU\nqQFGyjCKACN9N9w+AEYew2jHjqT3eIBR1xxGRx2VfvMAIy8kbXIyz1l2mjFgtLSU5zAzjDj3L9rb\nxjDyCAs4MRNtVL2LATXs4fiO+2jZshjHqDGMWN7xjpTexiwdLoV2eYf6sOyTgBGHYbHU2EV33GH2\nT//UnWGkdGsWj2E0PW326lenz22AUVeGEbMNvHvZQxUxjDzAiOunTAUo8/itH4aRhqQxwwiKRgQY\nMZsE0gYYIUE219cTXrTVg8i5e1QiwIhRZiz23Bbv2ShnYSFtcN//fv49Gje4l9vGoBUWHPV0MGC0\nalUCG9B+s/Ld4/na15rDiBfTroAR5yDQGHNPopC0sbE0XvYmw4gFYw6hL2Y5hxG/vwsvzIBRjWHE\n79PLYeT1AZQrGDJzc7mvd+9Oz+snJM2sOb7V4F9Y6I1hpN5q/I+wKTVEtW58ipwyjNpC0jDflNmx\ne7fZgx+cTiJBuXh2F4YRBGuwfgeGkQcYKSOGGUaqYLSFpH3pS/mZDJREyuuqVXn8MhOHGUYsDBgt\nLJidfHJi7OD7W24pWZ5mTUCyjWHExoZZ6utvf7s8braNYfTYx+b7I4OUGXsRYBQxjNTo85JemyWw\n1gOMoNzxvOCxoOFlXGYEGHnvmEPSUO727XFeHwWKdK3n/9sYRhqShrJQdx6faMNf/EV2PEEYMMI7\n83LAQZRhpOsH1uaFhbReYLzp3nHmmaUupQwjdvawkYjvMK4BYnsMI9RHxxLv0xyShj2VdQpmGLFs\n25Z0VQX92FBE/3pecQ5J8xgwbYCRxzDqJSTtgx+sM4xYL4N4DCMIxo4a3lj/20LSagwjs9SHnGwW\n7VG9g9cOsGG0f1Hvyy83O/305txWgA+hPmvXtjOM2kARry9YPAenrpHKMMJ3qDeSXg8OZocDnq2A\nkbaHdWb8z04gjlSARCFp69b5OYzadFP93WMY1XLWwomm/Yy1ThlGKJ+vV8AIjNnZ2dSnbSFpvA4c\nemh+vrLYkcOoK2DkzUt8D30TjjveY2+8MZ08q2urlg+57bY0PxgwQh0BGPFcYn2f12b0OTtalGHE\n0SLoHz5d3CyvazXAiMkNKmijthXjCHoK9AxdgzGfPJmaKh2Rke3zjW80v/vWt5JuXJN9CjBCp/bD\nMAJlDi9odjbT9w4+2H9O9CxPodP8MrV6RXVkhlGXkLQaYNQPwwh0QK/8NoYR1wuLFk45AMMIBge8\nfV79MCF5InB/Y6NgYxSGTeRt5Xux2KlHu5YbBMi19h8bcLow6hhRJhfaec01Zg9/eKk8evXm5/Jn\nZhhpjgKmLO/cmcEpbzOFAqqbc8QwGhtrbs5nneXXnxU+bD6zszmfikrEMIKnMcph9Gd/lk/taxNv\nwceYQ+4IszI/DQuAnFoOoxpgpJs5hA0bKBZM/QWIpPMWYA+ec+mlmXESAUZcBgyvCDACTT2aX+99\nb16zoDwrw0gVD+6fNoZRl1PSoGThVEbkMELb2TuEfpyfL4+qh3iAEQMJChghFIffqQJGEfBfW7MY\nlK4xjLwyujKM0Ke33ZY+j44m5t0hh5T3APCHqAHbJSTtAQ+IGUY1A5LbqG1dtsxnGD35yb0DRpz0\n+rzz8vdIxqpGOpQ7frfMjtD902MY4Tes3zX95t/+zeymm1J7JydT0vIaw0hZHPyZ9Sl1RPG9UV4P\nBYyYYYS156tfzePPYxh5gDuEn4n+jELvpqaaBpT3GboV5rCGpHH4lvYdQtJgZHmAEY8xXp+gW6mR\nhr4DoIzxwe1EHjsuG3sw1296OutCChDq/oByPcBI9QPdj1EO3ksNMHr4w83ud786YOSFpNUYRgwY\noT38/LaQtF27yv1Y1yllGOEd5XV0/W9znrC+6uUwQh/u2lWGA3E7ca1ZZmugnTWGURtgpIwnFU9f\nrYH+HL3A+TGHh5OTgnN4YS9k41jbs7CQQuz/+3+PGUZm9ZA0OP8RksZJsfl6Tx784Gae064MI9TJ\nA4zYcaugsxeSpoDR8HAO++yFYbS0lEgL979/1r943OOUtFpImpfDSPdNtgHgkALD6Pbbk86zfHmT\nvWnm6yLbtpVhyqi7Wckw8mxDfMeAEestHKkyP1/actA3d+2qh6R1ZRhBopA0PU2QGevcRzXAqBaS\nxvKDHzS/89IMqOxTgBFEQRJIjWHE98Jbhc5WhpFZ8o4xKOGFpEXP9xS+WgiChqRxbhUtSxlJyrZC\nm4BA8kD0ACNe6DBZIQzAeEckq7GGOh1xRPrsMYw0JI2FjegHPjB5KVEOBEomf8eecPWKc91+8hOz\nv/3bJsMIm0ItmSzqx//Do2rWG2DE3subbkqIfK+AEdcFign6d/36lJNJw6VQV2TvV4OvC8OIQQz2\nOr/3vSnu2BMOX0NdfvELs2c9y4+rjRhGMCqhuEOgOK9Zk2mYUT0gbPxB0Eb2NuCZnieKGQKs6HRl\nGHmAEeY8h6QhTwq/TwUgAYLiOWeeafbf/lv63AUwQrleSNrd754YJ7VN8rLLkgGLcbxrVzbUtQ88\nUYaRWX9JrzmkCOXi2cowmpxMioIXyhcBRm05jJRhhHVY+47X8RpAwCCuAro8frz3gvpyfheIBxht\n2ZLKRGiHAkbaT/z8l70szh+lwjmMmI2qhhDXm8N3tK0jI3k95/5//OPTfW2Akb4zb20AYMShYWij\nBxhhTVbASFkUs7NlYnTO4cGiugbGgc4BiIJvutbzd1FIWleGkReShpDG970vl4v5D8BoaKgJGPE7\nx1oCBX5urtkPPFbQj5Eji3Ur7Plq1NQYRrUcRugH7md+lzAq1UjjfTwCjBg04e80aT1O1OR+4b5U\nhhGMel3nNm0ye8Mb6oAR5+JQwIjXKOzTHmCk4zAKScN80vHKhjePYTVSzUpjidkvHqNvYqJkGOF3\nftfLl5eAERLYc/t4v8I81Wfhb4/xBCeEigLqbYBRZBepDuEJO4rxmRlGqOfERLnXcGgYjw8FjMzM\nLr64vE/1bA8wmpnJ73Rqyg9JY33C6wOE56g91IVhBB3xpJOaesvAQJ1hVAOMMB4R9tkl6TU7MeBg\n8kLSpqZSvWsMI29/X1gwe97z8vcA3EdHU9jxCSfkcm+80ezww3O9dE/2ACMIM4w8wEgZRjzPGTC6\ny13MXvKS9Jl1+V278h6B9eJ1rzP75CebTKQ2wKgLw0jbyoARxqcyo6HLtAFGbSFpt94a16sm+zRg\n5EkbaDQ0VLJelpaaScWWllK+o0h5YwXJe3atfny/ltGFYaTsIH3W2Fiinh17bC4T0gYYKVKOQa31\n1PLMyo2QcxhxX3tJr9VLjomzalXOCcX9xYARH20JUSPHrPSSbNniM4z4xKtIdCPjcBFe0LQ/8Dv/\nhr+3b296G1VwrTcOoDixQsjAD4cpod445le9kFiw+ble0msspjfdlK9TsImF64AkjLgW4BWL5kxQ\nwAgeVy4f7auxNWC841od0xhPvAjXGEaawwhtAmjJbeDQiy4haVib4HHEuoVnKcMIGzhv+DgVRQ0f\nfpa2yQOMuB21E+k2bUrPeOxjU8I9ZRjVACP0iQJGEKwbbYDR7CyHCG0oACNlGAEw0tw8ZvWQNPU6\nMmAUMYx0bHrgryfKMOLnennjWGCgoJ0sDBihzlu2lN+3MYz4+d/8ZgKBWaJ2cUga11/Bje3b/fJ0\njp91VjqCF+8GgrHcK8OoC2DEyVU1JA3KPo8T1IXnAPawPQGMPNaNWW7rrbeWOTVQZ/5f132PYcTz\nLmIYYR7Mzye2GpeBupqVTBtlaCKcEvdi/WXjm4WBpigkjSUKSVPAiNlCHPbAOYwiwAjPZIdeBBhF\nIWka+qjGnzd/GTDia5k11QUw+tznzF75yv4BI2+/qDGMFABBX2K978Iw0jHM7dy4Mee0gtRC0hQw\nQrn5XW8IGUYsrBOqXgZB2XwdA0Z7wjBCjp9IJ1IdwpMoJE118sHBxF5BTkIGTJhh5K1DV11l9v73\n5/vU2cN9hnI/+tF0ErJZ2t9WrUrPAoiE8Y6+qYWV8W/MYsa64Om1ExMpTPRDH+oGGDEoivUMgv1G\nGUYXX5z+RTqXnpLG/YzxpgA22Li4D2sOAIYoh5HuDwxYm6UcsLiGAaOLLy6dBl0AI94DPcCI2+MB\nRgsLWddnO2HnzqY+9stfNq/bU4ZRFJLG0SjMMMLfP/5xcnq3AUZzc3md94gckbTZt2b7KGAUgRiq\nuEX3gvXSRWoMI5WuDCNdvGoMI8+byvcxHRFln356qbRoW6KNFbRpiMdwYuG6qQGF77Dh98ow4nry\ntQhzAxilv2t4oVnz6EFlGGFT6IdhFIWkab9FgNG2bVnpivqaGUbHHdesCxZTKIRcLyTQw3OjOgEc\nVIZRLSTt7W9PIXVtgBE2sOnpBGaa5b6GYcGigBGz3MC00WSM6IvaeGWj2TMKMfb5dCIo6t5mxTmM\nWNHzGEYKGOlYh+A9MMMIm3wNMFpYaOYw+s1v8jM96cIwYtDYrJmXhmXz5tQmsLyQ7NQsVn7x+x/+\nYdMDyV71Xk5JY8N+bwJGTCGOACPuU4wRPFMBX9SnBnIqwyhSfL0yADYhHIJlcbHOMDLrjWFk1uzD\naC4CCGIDcnAw5Vi78MJybWRh45tlzZq0LqrizmCNx+gbGuoOGOG4Z7xDGJQYg/xuV63KiXV1D9P6\neSFp0TrKwuXVGEaf+lRS2rmNaqgDkI5+ZxaWxzBixjWDEnqyF9+HNVDD1TQkAuwS7Nuq3+H6LiFp\n+BsACjOM2EjcU4YRvz9lGAFEV4YR6qKgOu5RB0MUkuYxjJaWMtOO1zQ8S+cF+mxvAEb9MIwAjCvD\nCII+jBhGKMvbXyHMzvFyGHFIGvqjxjDyACNlGHUBjDgkjQEPll5D0qL9Bac6mcXX8H7P6ynbIVhf\nGTBiRjUDGR7DiKVrDiOWycmsI/GY7gcwUoYR7/UPfnBO68AHgHAImv6tawh0GL2eAaNly1L5//7v\nZpdcUkZvsHghaehnL4cROx/N8nhcWDC7173yNRAGcnV/QJQB5Oijcz2gawwMJAYPDuEwq9tYW7c2\n37mXw0jBN7MSMFpczLq+AkYAkmArII8xjzGsK8rg5GfXACPsadzWN785r82veU1yrgG0wroIPUKZ\n+SxgGHnOkTa50wJGbQyeLvd2BYy8F8IKUu0ZLBFg1CvDSHNY4FmYLFGMP9crAoxYgYsAK5YuDCOz\nbkmv2XuvZXLZzDDyACOPYaRMBSzKe8owYgNOQYUaOMPeS8R9d2EYDQ7m2FQ2nvBshCQNDeV6LV8e\nA0bqsVSFZm4uBozgydm8OS30nEzPk927M5pvlhdTjzo5Pe17iTmHEW8EbCjUxivfEzGM3vUus2c8\nI9FszTJIpe8HHgg2eLoARmwAeAotjAgFjNoYRvz+zdIzEPrjKWbe956SrQZprX8BGOGaX/2qVAA8\nZQ99ev75PsNIAaPeQtLW//b3WkhaL4ARQtIUMFJqt5kfkoaxwW2tsTgjhpHOtQgwGh5Oawzn5YJ4\ngBGAR7OUs4qFGUZXXNEcP6oMRgAPe4H52u9+N4U29sow4t+VwWMWM4xWrGiGpHHSaxZlGHEIhe7R\na9akucfGhre2j46WzBiMoS4MIwZCa4CRWV6/RkfNzjijqXjr6YdqkHIIj8cw8kLS0A88nz3jGesn\nn9iIusEowZ7jhddgTawlvWaBM67GMMJar/3UNYeR5zyDM04ZRqxTeAwj6Cq6XyhgtLSU+tJjGC0s\nlOsIhD3yLB5gxG3qBTA65pj0P/qzlsMI4wZltTGMMCbwTH7vV1zRXNNZeglJg2gOI+yXQ0P+gRMM\naHmA0YMetGcMIwa9jjkmO4ggEWB0wQXp9DTOOdmFYcTMnwgwuvTS/GzUzQOMIjCvaw4jlsnJphNu\nbzCMVC8fGEiRJw9/eMkCUb1lZCSPe3x/xRVl+VFIGnSLsbG05/DcU32ET081y+xG6FrQc7jvGIzA\neOR5EjGMhoezLgOGJo+Ne94zl4t6eWOqZmPd+94+YMQJ9rle8/O5fWDT4fcuDKOhoawj8z7RBTDS\n9YYF9eC24oR2Lg/rnDKOuoSkec6RNsFeWZN9GjDSzurCMOoVMPLAoQgwwt+R8g5RGhk8QFgslGEU\n3evTZZtlQ3AtFPYVK5oMI/actgFGEcNIAaMuIWlMq9T6RoARH5EIUSPHzGcYIbwJfT801DvDSENE\nPGMFouwj/L11a/eQNAaoeFPFxsZJU1HW8uXlQuF5+MzyWFJQBF4jVp7n581+/ev0929+kyjFxx8f\nAzYAPtijVQOMpqZihtHiYpNh1E9IWsQwGh5OCRT/9V/Td5wbRd91FJKG53D5tZC0a681u/769BmM\nHoDGXRhGUJ4ZMOITyBSs9L5HuaqgRgasJ9dea/ad7+R2X3ddabTXACOzphcduZvMMmD0q1+l56Bv\nPIYR7wOo+y23mP3oR/m7fkPSoBx2YRgxsIl3etBBuSye19oXXLbHMNJrawyjbdvqgBHWXIAc+P4e\n9yivZy/6KaeYfe1r5e8Rw0j3Oy/R8cBAencXXmj2l3+ZvlOGkbfvc+L8GsPIA4yQ7FxBPm8dAcMI\n39cAo9Wrk3LKc8czWMbH0xjEGKmFpKkww8jTebhNy5dnJfoud2ka6mDN6L3syWXASBlGvCfxPPdY\nMbxWs4MKYYoISdu+PdUX7BIANBFgFIWkeToiM4wU6K0xjBCSxmDG/Hw2BrE/aX4z/O+FpPGYZoYR\ng1RqDF9ySQnsgnXLzA8GZzAOdVwpC0LrXGMYIeSyBhht291Mcg4AACAASURBVJZC2/AdG3jcRmYy\n4Pkew4hZ9PwOzJoMo/Xr6/pcLyFpkIhhNDwch6QxqMNruVl6j6jzb36TmSkKGA0MpP0LwqDIwEBi\nK1xzTQoJZ0ESbp4DJ52UGA5XXVVeuyeAEfSZ+XmzN74xPxvt5vGhIKxK1xxGLFNTPmCkDrRItHyP\nbYj2Dw0lUIyBF563Zum5H/2o2VOektq/ebPZW9+ay4cODQG7hAGj0dG050xPxwwjdlbjf9Rx9+60\nlm7alFJHXHNNZhix04lBezP/UAvYa5wXl9fykRGzhz601NPRLyqR8/IlL0l5qPTdeyFpHsPIrBvD\nSEPSNm5MR9AzePqUp6S1i9dX/H/JJekzxpu398I+4b5Up4xZXvN5DW0DjObn470OEmEgfAJ6JPsU\nYKTgQi/xe5A2wCjKFdD2Hd/bBkZ5yiN7gZRhFN3LIWm9AEbslVHACJ4+ADv9AEZqAIFhhE3VYxjh\nnhpgtHx5GZKGhY6f/Sd/YvasZ5X15D6bnU3PHB7OgBH6vSvDiJXACDBS5UzZR1jcNm3KC0ZkKLBh\nqaGG2IThUfEAI3jqoeRB1Aup7QFgND6evVfw/KKt116bEpze/e65bSrIxXPttfk7jFckR2XZts33\nEoPtU8thVDO2eF56iz2DPgx2ArzVeYvjhc1KhpEa4txeeIxZuTnhhPTvRz8ye+YzS883e4WY/afz\nFhs4J/6DRMw3VdoU8EB9u3oxzj8/v7s//uOUK4uVTM9bqsaVMowYMFpYMPvCF8ze8570HSuXKKs0\n4Df89vdvfSuxV8x6YxhpjjUwjJQlGgFGygQBYMT98pjHmJ12WswsYQdFxDCK2EnDwwnwbWMYsTKI\nscrH05o1cxipAqIerC6AEa//s7MlSKQMI4+xtHZt+TuPHzY4IoaRp3RGwDevGVNTedzo9atWpd8Z\n/PH2/LGxMhEnxpC3hupcxTVdGEYwbKFbqKEOEETvZcUcBrvHMOLxqcCwMox4reY9HIDHiSemv7ds\nSeECDAzUGEZtSjQE6yqMIC9HH/ZSBdY4JI2ZCKeckv7vEpKmgBGPaTY8OdSOGanz82aPfGTaj9GX\ni4uZYcWJVfn9MaADYRYIiwJGGiI+MpL7Hc/xGEyrV5cGoDKMPAMQz+/CMALLFO9En18DjLjtOt80\nJK1Z3gZbvjz9jXmFpNcsXkga15FBLoTmc0gaM3JuvDHfxwzAsbEc8uPt57o+/PCHCUDQvomMTA8w\nuvvd/RxGXMcaw+jVr/aP98YeoAwj1bEjm4zX+F4YRro/MVDCep9GeigYDBkdTWWuXNkESbFuqB7u\nAUY7d5aAlQJGWO8Y2EY/z82l/Xt4ODlzjzkmZhix3bOwkK4//PCSyVMDjJ73vBTZoXtdL+wXBYqY\nYaQhaVwvXm/bAKMdO5ohaRs3pvHM8xI2MMYF+v3nPzf70z/N9w8O+ikaZmfLdBVmTaeMWV7zYV/A\nIVkDjEZGkl6EvvfmrY4TSATSFnVqv+T3T9CZugh0zWFk1jtg1AvDSJNo67VeSBp7FroyjJipE22O\nHgDDfyvIgcnCdNtIdPOD3Oc+6X9GoNtyGKEsZU6YpX459NCkXDPD6LnPTYnvuKyVK7OHGsL9DbBJ\nQTlsVjVRY63GMMLkh6jRDoVkx468qUQGo9LUuTwGjDgkjQEjGGHwOHl1wljiOsC7dbe75XAybBb/\n/M9mZ5+d8mMcd5y/uZuZveAFZo94RHruli05xxT6GpRQli1bynpoSFrEMIoMPTOzG24oy/RYBHw6\nA7MT0GalYXMYI49p1EdDXfg6NtwGBtLYvuGG3I5aSBrKY0YjGzk6bzX0x/vebM8BI2zG27en478/\n/en8m8b5QxQwamMYmZVMqzaGkVd3AEa33poAHKxLb3lLWRc2UtAGMIN4XWVmBX/P9YNDACAM6rds\nWUr4+Z3vxAwjb73R/ctr5/h4und2tgQQIQwYQbFaWMjgsO6vChipgaRhRRFYguuUYaTlRQwjXgd5\nnENxR59xH0eAUddT0lA+ypyczPfrHj08nPpz+/bmesIChhHWMgDi3j6AcfWmN5XlKWiq1+MaZi6q\noc7KLB8GwWEyuL4NMIKxAokYRmD38Jr2whfmfgRgxIZUG8PIo+mrkgxQEe8sAow8YJ1D0jSsBG1S\nwAh1wfqnrCY2OhlURx9OTWUDgp95/fU+YIRnYx9AH+HYaxY2sLSPzMr1tg0w4jnjGSbe/FNAzmMY\nQa9R/QnlwThThpFZCT6o9MIwYoYZZHy8NFgjhhH6SR15aKc6IaOQNA/Q1bAg3V89hhEkCh9W4fIx\n9847z2cYIX8Rno06KmD0yU+affvbzWehD9sYRvxs1jt5/kDP6jUkzaxcH3k+dwWMGPDz9CntewaM\nsEaAYVSr++hoYpdxfXkNHhxM4A90bPSdMozU0fOwh6WcRgzQDA9np5OGpCmjSEPluojaVgoYeQwj\nZWlySFpXhtHsbN5nVDQkjcc3xryXkBwObX7P3O8Q2FtYY3hPiubj6tVJrzj55JSfsBdQrovsk4BR\npIjujZC0XhhG0bM49MUr1zOSeCGsMYyikDTPGDPzGUb8bGUqKN2vK8OI23Taaem5mJya9JqBrlpI\n2rHHZgWLN1EARqtWJSphW3gG/w6PnYJyXQAj3chgKEK0L2uAkbJFPA8dymHPGwT9BMUJnpDXvz4n\nuDTLhotZaXRrnTCWFAAbHEwIPNhBUN6PPdbs0Y9OiWof/eiybSxPelJa9OfmkgH493+f6Lroa48m\nuW1b0xA027NT0vQ3zyjkhLO8cYHyz8/EuPRC0roCRvgdp6phY2cmC+qiGzuDW0NDecOBARSFHnqK\nJwSKAEsvIWkw8L08YpGoAq25AHoFjDSHUTSnlpYSTfvoo/O69KIX5WsA2CkwhPeGd4bv4c30wIcv\nfznNl8HBvDd4oWXeXsMgEa83/Hz8xvLzn5chD20haRizc3NZ8WLQ1KyZz0wZmRFgpB7czZvT/wpk\n6vrbJYeRsjkA7GKNR/2Z0QdZscLsIx8xu/rq/F1kYOG5zDACYKR6x+Bgej9eEk+W8fEmw4jbyYJ5\ngHdWA4wwbjHWtm5NwD0rqGYlYIQ2j4/7DCOzDNpg7LWFpJk1nRJ6QIF6YTHHN29O7DFmkngMRY9h\nVFvjsK7y2GRAjU8U4/5Ee8HGYvYIBPuTOibQNzWGERxMEcMI7437E/OKASMGqNF2GEoRw8hzHJjl\ncPGugJGnw3E/tDGM8D+DC5o+AGWhvMnJzGQCYwyiezYLAwseYPS3f5v6zWcYrf+tToP3zWxjyNxc\nCt2HAc/6FQBtBcGZqRwBRgzoaroFfX7k8FFwS0FvCNcZ8+P445NT+NBD0/dYX5/97GZdNCRN90gW\nZmxym/n9cP+YlTkCGZScnc37FcqORN8/M4wYPK4BRqq3oE66TszNNfc5LyQN7FOUg+tUuM0MzKEf\n73nPfC36ju0YXYPRHrYFYa99+tNmr3pVk2HE+je3P2K6eNLGMMK7eMc7cmoBzD+PYTQ+nt5XG8PI\nLO0z3thnQB73c30HB2OGEeffRFkRw6hLSBraASBxfNzsCU/4/4BRVfZGSBo6uCtg5Hk1I8S3xjBi\n4fuR1IsXQgUzeOJFp6S99a0pWa+KBxi98pVpI/MYRhCwDWoDMmIYQQAYMcNIk15rWbyZ3O1u2RBH\n34DV4dG+IfoOuzKM+kl6zfVgOnENMNJFGkZK5NX2ACNmGMHzinpt3eozjBQwwoJ2443NkDRsggMD\nZkcckXLH4B68vxNPNDvqKLOnPjWXqe8VeRV27071WrMmsx7M4rhabiuHpP3852aXX14aWfxeasae\nKvI6TjyGEZRVTqrKz+XTfTQkrQYYseGGUyXQF6gbjydlGHEd2ehoA4yiMRl91wvDaGbG7NxzzR74\nwOZv6OtDDkmMM4iC51zvZct8wIhPplPAKMphpOIBRlpfDzCCwbl6tdlXv5q/h1HA1yN5+8Melg1C\nlMsnY0F6YRi1AUbHHJPyuaFdnhPj1FPT/+y9m583e8MbEoiC5zJIMTeXx6ECOl0ZRsi1wePUW3+7\nhKQpsMwhnwwYMUALWbvW7Hvfyyc3cjmesquAEUIO1NgaGEi/8TpcA4x0LNQYQ8zQMcvh1SwYt898\nZsrHcPnlZp/4RNMQ8BhGExN+0mv8vbBg9k//ZPbnf17mj0G7+w1JM0v9gHujkDSVF74w/R8lvfby\nkDG4zwwjMDQjwGhmps4wWrasyU5SFkINMGKGBN4NEvqyQQnxACOMQ2YY7djhA0Ya4gHB+0bYkLLe\nRkdLwAh6aK+AkbaV+wx7K4NDrPOgDwEYYU9l/ViZyCzMMNL5MzKS9uIHPzjnakR5EE56DUaI7s+3\n3ZbG9H775XVC1wP0Geqzc2cJOHD6CAgzspjhoONR82GxeAwjb43iPuU17lWvSvsa6jk4WB6fHoWk\nefMGEjGM1InJ7xi2FuoAgT62NxhGnnOH9U527qEdqL8CRmCNs2hI2rJlOSSN6xcBRjfcYPbBD5bz\nEICRAoqwxVBvXYNRJgNRANgPOiilToCTG2MvAoyi9+yJ6rIoS0PSnv/8HIKJyAzMcd6nhoaSzgO9\nB/0Jm5THy+rVvo6r/c76CO6PAKOhoXJuYt9gwbtS4oIHGA0Nmf34x6lvJyf7Y3F1kX0KMIJEimgX\nhhGu+V0wjPC3p5yz8II3Pp7zHTBgFDGMuD68kT/xiWYf+EDzWV5I2rp1Zocd1kTGdcFtC0mLPL0Q\nDzDqhWHEZfOirad2tDGMPMCIcxlgovImeuWVzXroRqYhabt3x+FREcPILBu+3tgdHMwLIZfH3jg1\nnDkUogYYLSwkL+Lhh5t985ulNwmbLcJokGuIAaPTTkuU2KOPLtvGgncHhtGaNSUzxwtJM/O9xPwd\nEHfeANlroGuDgkldGUYwImZmmoARPDlm/TGMFDBShhHyepj51GFlXPAcY4nmuHootc64txfAyFsH\nUDezlBwRiQPN6sAv2F1mZf6tNsAoz6UNVcDol79MHrgaYMT9AdBHlX9mVvD1SJSs97PwOPXq2i/D\nCAKlxaNOP+1pSQGEEo+y16xJcxrPZUBjfj6HazBF2yx7RLVO2i4wjNpC0j784fJvHe9aNt4Njg6u\nhaRdfXU+CdEDurx9iNcMMIzwfRvDyGN4ATDCGukZJpAIMOI+wFG97LEcGSnXFQbOMLf4qOWJiTrD\naGEhATk4htms1FtqDCM2cD3vNjOMABghzBqGl65PSDgNrzLaqf0GYeAGdUf5DBhx/2pI2vx8ylvk\nGURsYKKd+lwYkhqShmv42TgyHO/NYxgtLTUBoy4MI0gEGLH0wjCqMSH01CYz/x1BR0J/8SlIvN5O\nTeUTWsH0gYAR5kktJA0JpsFkQJ9yDiMwjADY4jQ/luuuS+xsBQvNmv+jbTt3luuAd/pxV4YRh4Wx\nQLdgqQFGUU4aBrY8XQrP1pC0iGEEwEj3DX6+vi8GABRUY8CtBhhpuyOGkQJGCgZDNCQtai8/jwEj\nAJDYl9oAIzOzz3ym7GcvakHZWaijjgXoytwPbPOinm0haW3t9pjvbQwjFgC20IWYYTQ0lPYGAIoH\nHJD2WtgNbCt4Cam5Duh3j2HkrS/QQdnOjwAj9DPCCbG26VqNfQFl1hKLo379yD4NGHkMoy6Im24s\ntfs9cKjNKOolJA0TQtkpDBhFYWVtIWNm/r2c30PDqCBdQtLaGEZMo4My+eUvlwwjTXrtLTIKGKlh\n2gtgxEkk0ceY/NwXOBbTa2/EMEICRjPfOOT6RDRQFVY2PACKPXH4bsuW3GZOes3HI6OMz3++bB8z\nayLAKEo8aOYzjBQwqjGMvIUQ7eLvOO+HKt1mfo4XNTR1rrN3i4EzeHB5c8CiziEE6PN+Q9LQF6gr\nl9mFYcSKdBeGEXv8+Tv9u7b5KF28bW2szU0PHO83h1EEVkCQ9HrVqv4YRqpIe4ARjmLn+2sOAK/v\nNGwB1yiLNdr31qxJ/0f7HcCR+fl8QhWPJ74XCj8AI1Vg1WDS9RKC99gWkubVleuFOvHvMCjgFDDz\nASMAhWZNwIiVZf1eQ9L0e/wNhhHqfPrpZt//flkejE548XthGPE1+HzUUfl9winDgBGUZAWEGDDi\nkDT0F9a4n/3M7I47yn3CrFyHeF1VJZ/Xm+HhprHCR5MjJA1hpmAYee8F0iWHEQweZRjNzKS9ssYw\nAgABB4yulQBPagwjtNsDjAAkefoKv1dmW6ONXkga6r1zZ9LF8Nub3lSegKg6lzcPuU0jI3kN6BqS\nhjbzmoE1V9cRlAXG7+Cg2U9/mnNjwlCbmWmGpPXKMPJC0q67zr+H+4VzGOl8YDnySB8w0rXRA4yW\nLSv7GcLz02MYIT8QA71mpc7thaSpgwD1i4xTrmcbYMQMul4ZRqxXKWDE+pruDxySVgOM1I5k5h3P\n5xpg1DUkzRMPMOJ3EI0ts9zm6el8gA8AI56TZs2+u/vdfUck7uN+4L7VHEa6J+EZbYAR21ueLmtW\nB4wwtqA/b9yY1gn051FHZZ16ZCQzRFHXNsBIAfCuDCMvXxnvsRB24LTlMIJu3RUwaiOtRLJPAkbo\nJI9h1EV0Y6mV0QvDCNJLSBoS7CnDiGlqHkvIrPSURVIDjNjg9cpuC0lTY01FGUYDA2Yf+1gZ+tOV\nYcQKXq8haXwtM4zm59OpEbqwRu3pAhix0hr1HRvC/F20aAGI8hRhDzDSkDTOYcTve3Ex0Rwf8pBc\nZwZjsekceGAGjJSN4LXt3/895cwwa4ak7bdfnWEEA1eTu5uV75UZRgwOqJcDou/Yez8MePD/S0v5\nSGVuJ/rerM4wYoDMC0nTHEYwuhQw8qjD/P/AQCrroINKhlyUw2j37qaHpFeGkcfk8iQCcDzjin9j\nbyr6ug0wygb8+ipgBOBHkzmb+YAR1jAvfJNDW8zS+PQAo1q4rLfXcMgRP7MrwwjstcjTDoVlbi7P\nPdRR12YoojBi2kT3GxVlGHmGKufDUmWSn4HvuzKMwMYz6w8wmpzM+7wHGIFhxO/0D/6gLI9z7mgy\nUhVmA7X1wRVXJJYEvJwKRCtgxB7N8fH8LPyOeXf66TmfjTduub/NmsaShqRpO8fGytCcFSuaDKO9\nARhxnTFvp6czu0oZRhqSxmADy69/nfQJTzeBAwCGRMQw0nB9LyRt7dpk7GENaAtJ27WrZBjpXri3\nGUbeO4IO4AFGNYYRAwGPfWz+nQGjQw5JeoXq9coKhiCczMx3fr3znZl9yJL33/WNkLRo/V21qvnu\nzZpzHfXZsaMEHDzACKIOHzjlHvCAEhTCvQcemK/19jtvb+G5rut4jWG0JyFpqiswkMUhaUcfXZ7O\nq0QChIjicyQnn1z+rSFpvFZAagwjdbD0Axjxe60xjFAHzEe8R/Qjz1vV2+973zzPWNSxwE5Drqfm\nMFLduw0w4nUG5aOvMNa8U9K4PYuLeR/eujXl12K7FeD+wEAqx8t3umxZnL+LRQGjoaG8vnzyk/m3\nqanmHukxjLifvZA0zVfsAUaRbqXh/F1lnwSMdGFg+c9kGOm1mGDeJtXGMKolvY4YRv0CRjz5awyj\nGjCg13vGDgCjgw5Kp2O94x2+h5T/9pQNpevvSUgae+we8ACzd7/bBw9qCwi//34AI++decakWVa0\nwNKCMBgBwxnf7dyZ6zUxkYEILyRt164UnoiyeHMEw+jAA0sjQpValuHhtICDrQB2mMcwWr68yTAC\nEHTccc22cn8yw4gBUGVF/PVfN39DWfp+NJE07tGQNGwGDBh5DCMG9XAEL+Y0G+WYJ4jNxu+aAFM9\nQcraGRgwu+tdrSERw8ij7PfKMBoeTknMET7UK8OoBhix0sJe7RpgxJ4ar0wIws1gZCgIEjGMMM88\nwIiVmpUrm4BRW0ia13fc//A+me09wAhACvIysShQqyFpbaKKJ4syDgYHfcBIvd24Vr/D9zXASOuh\ngBG/zz1lGC1fntZdrp/OIwWMuoSkecabPuOBD0wn/g0OprUoCknjMtGntZA0foZ627lO+FsZd0tL\nZU42NcQUjMG+j9OeauEsZt1D0vB8PBsMo4mJ7MmOGEYRYPTGNyYG1uWX1xlGNcBo9+6Ui4T1Wj4l\njZlj11yTTxz1ACMOSTOrA0a65v8uACOAAayPYr57zEQ4lRiMgE4BQ216OvXP8cebff3rWa+/7bZ0\nKmQUkrZiRd6LvZC0U05JR4WrKMMITF5ea1Q4STr2DDYe0WdRSBrWJm/cc0gawBTUEU5os9y/j3lM\nvtdjuCtgdMstpe4d7V29AEaXX55Yip5A11U7hQEj1one+MZm0muz3CccHluzY17wguTk1Lq3haRF\ndhSvcW1rlpmf9JrtU3Wus6AOyJeI77yQNGbdmiUHQAQY8T7RNSRN7fI2oMwjK+heEzGM0OcMGEHA\n+jMrnSUKGGFesF7m9btZ6ns+tRV9hD1n//3zbzfeWM4nlOvZqXjvGpKGvZuFx0U0J83S3nDRRc3v\nu8g+DRj1yzDyXkZURo1hpAJF2nuJqlBCOCSNBwFvxBFg1MYAMvPZSTxpIsAISloXOqRZHTA65ZTE\nLOLJoP1cUzYAOuAzG/bes7VsNqKhtA0MmD3nOQmVroE7Wg+zUjHlMdgLw4jLQZ2965EkrxeGkVkZ\nkobvvaTXu3bl/mElnkPS2DPVBhihDCygrPRv354TVC4tpc/KMMK7O+mk/B3XH+IxjFhpxRh/0pPy\nb3wd2CIsyjCCIvShD6VcT2NjyXuPNqHvBwZKxXN01Ow//iMnA8eYRb8xmMGKPU6l8QCjoaF2wGhw\nsAkYwciA8Bhiii5EN+y2NQaKGnsbPWFQj6VrSBrH9PNRxQoY4Vnp+w2tDCN4bVSpawtJU8AI7Btc\nv3JlM4eRtybUmJJoowdQq5IUvSMwdLqEpN18c/nb2rVl2f0wjOBVVpmYaObW8gAj7T+zOliCeaiA\nESvAEIwXjCte13Uf8mjr2N+0ToOD+ZSbfgAjbxwoYFQDzfgzM4wUwIsYRouLyWN6zTXpOwUQIsCI\nPbZmTWOJjTpeq9GPnPQa75EZRjy/zj236Zjj/EgQL+k16oK6ckjahg3pRFBuH54JwAjjlMcrhwB4\na5oCRqzf4XeUx33GDCMAu+hH3OvlMGKGkVkJGGEcoB+6hKR5gBF0jj1lGEUhacowAqANQ216OvUP\n2oZ5BN0lCkmbmCjZLt6edfzxze+yYZ1yGCH8uQYYYd3g/FUcnuIBRh7DSMOxUX+M+TVr0jX4fceO\n5l5+7rn5JDMvDEn3FnbKmTXbyIchRPssA0ZDQ2aveY1/nVl7DiOsDxwK5zEW2VboEpLG95qVJxgv\nLvpAfteQtBqjCoLnHHVUtrm6MoxQ78nJcm3TRPRcL5R117t2YxhFIWnKdlHAqA0o4zGIvu0KGCE8\nEYdPsLCj7rnPNfvKV9LfMzNNMA/CDhPuB4gCRliTdY4cfHA6IAhOZb5e5wg7cLyQNA8w6hKSdsQR\n5cEyvcg+BRhhYESAkdl/LcNIk352qRcG1q5dpcIIQ68GGHl/q3j38mCrhaTtKcMIk0+pnIrccllt\nOYy8xdubiCzr1mX2Bt+7Zs2eAUbKMOKk17UcRsz+gUTXLy7mcvl3Zt14gBGeAUV2fNzPYcSAESsN\nDBjBcER92nIYDQ2VgNHISDoZaXy8NE4iwOiyy8z+8A/zd6gzo/gTE+la7hdWoqHMMFChDAWdkwxE\nLl+ekjMPDibv5Q9+kL2FMzMlYASjA/eOjpo98pHp+uc+Nx/R+7rXNcctjHWzHPYHBbQt6TWE26OA\nkW60PFc8D6xu2G0hadg4PS8cy94AjCDMMOLy2HCNngdhhpEqjKivF5IG5ZDB4omJPAY0L5Ua8DWH\nhNd3PK5YAewKGP2v/5XCZNpC0ubn01zk3G3771+exOkxjM47rxlqBYFx7BmQChh5IWnLl5ft8vZQ\nZXNAkWVg1gtJM8v74NRUehZCE3TP9epilvtUvZwMGNX2KQaMRkfrgBHq04VhxPXokvTaC0l70pPS\numXmM4z6CUnjvuC9E/sgh6TBMISzAWWh7qefnlgkLBoaYRaHpLEOiZA0Bhc80AlhyTCw2NDivdx7\n59in4YhQhhGcDmblngjAiHVC3ceiHEbc9okJH6zzAKOuDCPoCL+rkDRlGPGayiFpABwBxgDYjgCj\n8fH8DjyGkVlin597bvmdOqwAbtT0RwWMYPRFDKMf/ajcSzHGFhaSDoFj0rEWM2DEYP6OHc33yM41\nBf15D0c/c2gXrmGBXsjgiYoyjGrSNYcR1wtt0jGN+kaAkepEvJ5C72pjGPHcreUw8mwank/s1MN4\n1HyZZnXAaGqqdOyg/Z5+pPdH+VSjHEbKzOPn8XPaACNNIm3WHLMcksZ9PDpq9t73Jsessq0B2Jil\n3x760FQ3ZRh5jlR2AukewHMGtgbWF5R75JFm11/f3CPNfIYR1nUvJE0xCox3fDbzdSJlltXqoLJP\nAUYveUk63QQvV0PSPNaAJ/0ARizRy6oBRjUZH0/sC0U/2xhG3t8qvQBGqryo90U3BX52jWHE70mR\n1n5OSdPn3e9+5fVaT93Qce/q1QlI6goYoY7MIlLAqBeGESuZ0fVYnCPACF51XgBvvLEEPswScKQ5\njG68MSUXPfTQXJZ6XrWNbQyjsbFUV4A7eHe33JKAO27/6tXNkLSBgXScrdfWdety/cfHkxfwYx/z\nwQFVcrh/ozmjSZsf9KBc9q5d6ZmslDBgxGwg3uzf+c7sVXv965sACSsLAIxQ19nZck2IGEaoUwQY\n8Ub7qlflz/CYq7CS3iUkjY2/NsBIf6+tLxFgVDslDc9Kz1sfzkEARgyQsmDdjRhGPFeWL8/zRfNS\nKWCk9VHD++CDyxOoWIFmxVT7Mdr3Vq9OuQp4THJbsX6YpYSR3/xmswxWRAEYYe069tgcKuLdpwap\nen//6I/Mzjorj3cW5P9QifZDGAgew6gGGE1OpjoAN5PUzwAAIABJREFUIGHvKgRJg/nZ6NOFhaSU\ncj3Gx1O5tT2SGU2/S4YRA0bcNg73RBkISUO4k1l7SJoCRsPDGfypGWb8TLOSYcTsP+gimzenxKZ4\nhnruuwBGalRpSJrWzawZkoZxCseBWQw28f7TFpKmIURmzZA03nt7AYyWLy/7h/cx7ceuDCMwMx/+\n8LSP703ACIZsF4YR3huMLLTJc4gMD2eG0ctfbnbxxbFTVOdr7pf1v2UYYU+IHH5jY+W7P+oos4c9\nrAkYYZ58+cuJka/Px7qLcC6sZ3inAIxqDCMGhmuAEfq5LV8KTn5sA4zgdICeGYkyjHSuag4jMIy0\nLxnciPbLX/0qf1ZHI+Y15lAXhpG2A+VGOYxYn2E2IEDSKDRKBW3lkDRejyNnQq1sZRjxmsMhaVG/\nd2UYse7fhWHE9vXISD5t1csZ7NmAmvRaHVZmMfCvgBF0ZA3LO/LIfLqj6pQeYARgDnvByEheMyKG\n0bJl9ZQLNbICA2Ke7FOA0ehoSnRWYxh1Ee9lQHphGKko0lkrl2ViIgFGvDBhEA0N1QGjNqCDN2M1\njthY4LJWr/YBI2/AR7+Z5cHZhWHUBhipQcplPPWp6Wh4CPoa7BqdQMww6gcwYkWf6wFgB7/1AhhF\nYCcAIywi/D3qpDmMDj20CRitXJnDok46yexd70pHcX7/+2ViWV70wTDS+tSYZ5/+dAJy2Pu0bJnZ\nTTf5gBEnFUQ/qChz6vrrU38sW5aexUAQ+oXBT/wdbfAQ75QvXLtzZ2YYoV3Dw/keViy8E9q4/vw9\nAzpIVAclVEPSvESV2tYHP7i8RhlGz352Aq7MYsCIwck2htHEROqX/yqGkQcYdQEHOem1me98YM8P\nvhsYaOYw8hhGnBCZy6wBRkNDZu97X+nZVoYRwDJPIaoJ95/mBYKSevjhJYuP622WPfdTUzlBNgxZ\nT+Bl498578/Cgtlpp5l98Ys+wygCjCLWDsqsJb2emDC76qqyXQgd437WNoFh5AFGi4tmZ56ZE7BC\nkQQ7ROu6fLnZC19YhlCtWFHm41BBfTx9JDIKoGByqDy3zcthhJA0Hi9q8Kj31AtJwylSfG/ETOLT\nVGsMo6uvNvvSl/K9apD0wzACkIGQNK4r5OKLkydb10sGmRgwihhGXXIYqfCprljLawwjzEsvJI0d\nhbyP6bzryjAaHU312bKl9Op3BYyiHEZYWwEYsV6K32HYgx2IOsKgikLSGDB629vSu432LP3+X/4l\nf2bACP+8nKrKMDruuARUqZHNct55zefjYAIO41OGEbM/PYYRA0ae80kZRgyqmjXXYjD8+B2p8Dj3\nwvxY2kLS9JQ0AEbKLPb0QX03YGrhOqwL4+MZMMIcUuYSnq3zEHLUUfn6KCQtAoyQn9ULSfOEAUBd\n23iem/n1iAAjtieikDR1cKAfugJGO3bk9aqNYeSFpAGw9NjTnn4EkBvP6zUkrcYwQrlgW3sYg0f2\nwH6MHEYXXWR273vXASMey968q9medyrACFJT8vc2w6iGyuq1f/zHKfSmS7ksYBjxBPxdMIwwiFix\n8kLS1qzxcxjp4tKVYaRKYrRImfmLDBRHLqvmYUc7v/KV/JtntK9e3VtIGp7B4U4KGPXLMOoSksZt\nPOKI9D9YLupBRz8pwwggID8LihiHUEDpigCjSMk6/PB0j4akMWCEeesZ1Z7omDjiiNLAY+BET1lg\n5aGmpJmVbA4IA0agsqNd6uXDb9HawtegHhySxt8rYFTzMrHRccIJOW+TWXOjxXdmvgf23vc2O+OM\nOmD0iU8k4N7M7IILUvhdvwwjBUxY2hhGHC5lVnpC0/M2VAEjVoS8vQTX6JxWij0MEE16jXsgUGi1\njfx5eLg0cpRhBCOrV8CI37MHGHUJPeaQNKwZANZU4N0EmArBeoS56s1dyIMe1GzXpk1mJ56Y//aM\ncw1JA0sByjuOFMfeByPFA4ze//5c7xpgND6ejE/cX8thdMYZZm9+cxmS9oUvpLnH17F0DUnj/lqx\nwgevvaTXzPbxQh9YlGGkdUJIhTKMBgZKNhoDaGa5zy6/PBskABo8lpOOFy+vQwQYKcMIp6Rp3SBX\nXtk8KZNBpsgzzWtzDTDikDQWDUnzGEacw+jYY81uuKHOMOK9EIAcSxfAaGqqmfutX4ZRlMMIQHYb\nw0gBI4wNb38DmOmNX5V4z93w2xB/7AkIj1cZHS2deqinsjPang/AyCyvuQDHzbKTtyvDyDsZcnjY\n7KUvNfuTPylZDHsLMILOGklbSFqUw4j7ktlCnjPJE74HgBHGdpeQNH7Oq16VGeXDwynnJee+4bZC\n0EdmGSTVE3lrdTfrFpLmzWuvbNwX5TDamwwjBYwihpHHJkV7ON0IxNPjmWGkDodeASNlGKFc3M8Y\nA1ixXp3Qz9BlYT95GAWARNZVo5C0/w8Ykewpw6gXwMibUDWjiPO9sHz8403vPwQMI02W1gUwajMU\n+F5sEm0oK+itvTCMvHcRfacTEXUx6y8kTeuiSqGCN8ww8pLDtUkUksaAUZccRpo01bseigLHn09P\nm/3Zn6XPEWCEZ8AoWbkye2pZCTPLnm0kpDbLlNxeASOIhqRNTzcBI5ThUUO1D1SUEYDvcC3K8RhG\n0btm5QDCgBEzjLgP+wWMePPVZ3oMIxUvJM2snHcc8obNrAYYXXGF2ec/XwJG+uwnPtHsCU9Inw86\nyGcAqqgyA/GMK/5NDWWz0jvqrUEMzHDdL7ssf24LSeMcRswo5PHEoKyGpEWAkbZRwfShoRIwOuKI\ncpyvX5/yEuk86QUw4vIHB5uHCKgow2hysmQYRXnnMEf5d2YYMRip9X/ta83e857m92vXmv3lX6ZE\n9GY+WOKFpHmKrrJr2ZGC94j6eiFpehoivycwjDynCnuz0YYDDqivTxqS1oVhxKwS/r1L0usaaKSA\nkbarK2Ck+yAS2//N32RnFeaVrpFdGUYeGIE2oK4ISauB1wAgFLj2ACOvHABCWCu7Mow2bizHbxvD\nyCwdUqEMo4kJPyQNTBmWxcXMloPw+0aY44oVvtHlrQcAjLhOveYwagtJg16PdXZyMmYYeQw5FbTZ\nmwsTE90YRhqSZpb69qUvzXWOhOuFfEsokx0er31tM+n19u1N45tDT6OQtP/5P5PRym2JQtIAGJ14\nYj6NVoXH+RlnJCdAJBHDCO8Bp6TVQtJ43a/ZJ8ykHRrK73hkpMkwUmc1Pnt71/77l7rQN75Rnk7H\nbYVs3twEjHplGPFeGgFGmquIr9Uysa9v32526aXJEWnmh6SpHt4Pwwhl1BhGLKOjeQwzEBmFag0M\nNHMYtYWkcd8tLjYBI9bVNLcQ6miWmVCebYF+5r0Av/XLMNJQRJY7JWCkAxPyu2AYeWyiiGFUk9NO\nS554T8bH0+SJGEa8ofbKMOJ7EQPKnjil2ZmljRmbe41F1MYwQv/wII0YRqz8qPQKGOnCqWCMhqwp\nUyESbCr/1SFpY2OlQawhaXgGPLRoK3IYqUdoxYrUtqOPbhrQ2gbUpw0wgnLH7LAIMOJ29wIYqeIM\nw8srZ3Aw5xnRNp18cs7Zoe3isBUNSVOPCsZ2bSwpQAIvFhv0vQJG7KVG3SDMMMLmXAOMEGrHgJHX\nHnynYFkbw8hjEWmZ/BvmHF+neYW47vgufb++eB4bq11C0gAYeYns2WjumvS6LSQNSgjWhS99KQFE\nbHSuXGn2ohfV1z9PeL/TfCteKKZXNgzdHTvyPOsVMGI2gDIsWDDXIoWIjUStZxSSpka6hkvxmsf5\nG1BvBYzw7jifHOrnJb1GfXA9xiM80BGoapbrc9xxZh/5SPlbjWGkJ+Nw26Kk110AIy+0jAG7kZG8\nV7CooWZW5jAyy/sUypmZadYHY5Gll5A0j2HEQLSuU6gT9+fsbB7PUUgaG5U4gr0NMEJIyz3ukY77\nxnp8yy1mD3xgO2DERghk7Vq/f9C/Kk98Yvm3Moy2bUvjy3M4RoDR7GyZh6QrYIR3xiB8Lem1WXqv\nEWCkDKNo7YvXRD+HUS28mwGj5cvNnvnMXOdI+PnMMBodLY32V786tfeii1JeSrNuIWkHHmj27nen\nv1mXVaP0yCPTu9a1GHvAunVmT36y34azz87jfGwsA2WeAFRkxgrr0cowggEdAUbct7xenXii2X3u\nY/Z//k++jsFzMG4BeHu6TQQY8efau1W9qd+QNM+uYb26zT6MACM4X3/60wQgAjBixk/EMNJ9MZJe\nGEYeYDQ5mVIs/MVf5O/1YCzI4GA96bXHZOe+6RqSxgBeW0ga3o+mPkB9vfs51yHKgOip257cKQGj\nGsOoC4jjvYzo/hrDqBfAyMyPITXzk157qCN+q/2tgoXokkvyUXv8HM5Uj2etWZMXLg8oe9vbyuvv\ndS+zRz3Kf/7SUl4UzPacYRSF6DzjGWbnnFPWK2IYaZ4bPf66TZhFxGMwSnqt4xR/dwlJ8xhGLKyM\naEgaLy4HHZQ8GZwUFuKh6pFXiZMY1gQKMnve9jZgpPcPDqZ2Li2lvFbq2Xn2s5NSpXPmzDNzsujI\nENek16Cac3uQsK4mXD42i/n5BDDwZtYlJE0BI2+8LSxkxdEDjKJ1cG8DRpBeGUacq6tWT7OSfeEp\njawEMw1Yf0MZS0uJXg4jB3HmeC4zJLoyjGr7yxvekBwL2Pi1T/leXVPa9qKIYTQ01M4w4nE1P5/2\nKgZmec1+znNynTFH+XeAJAoURftctM544IqCuQoYqQGqDCPeF7EvdQGMdIxCkZya8sct5h/q/q1v\nlW3y7uF98ilPKX+LACOPYcQAH+f3wH1dQtLUUeKFpAF4ZvbK0lI7w8isDJ1GvhwV3e/QDvwGacth\nxAyjiLVllowTDQvvEpLmOTWGh1MOwdtuK9dujMdPfzr9/+hHlyybTZuyXsZlKmCEvuH3+NjH+t51\nBqpYas5BZhh54H2NYcT6JsZGFJIGtgXqx4YpDMmdOzM4z4DR8HCdYcTt805S4z7gdw6ApWsOIzj6\nosMjsE7Wnm9WAkbKMDJL4/jSSzOLtktImrJxGETl/eWCC8xOPdUH9XF9TdiO4Xmi4jGM2GkQ5TDq\nlWH0ox+l98FAI8YsANTx8byfezoY92UEGNX2VMxFhEfXAKM2nUqfzfVqsw+9MYs+X1xsHgawZk0C\niz3ASPVPz97lxPxdGEYAhj3nwNRU+h+Of7OcKkH1hsHBHGqIOnOZAIMickbXkDReAz2GEAtsvs98\nJumYPL+8dzcw0ARz+R6dW57uVJt/ZncywKgrgMMbi0oXhlHbJIzEi1E385Ned81h1Ga4495HPCKX\nz55UJNo1y21cvTonW2TB38rU+NnPzB7/+Ho9uAxFbs1yuyJvNW9mXBfIK19p9slPlu2IGEaqoHQF\njHCfF5IGxSs6iYSFwxwgEWAEr2TkbQdDQBVoKNvoryOPTB5KsIMiI0P7WecDQIxewFJlGClrhstC\nwkeWXkLSIC96UcoLou/a60fu+wgw0pA0pndjPu2/f1LaPPnAB9JzFCDZuDHNtVWrsvcd9eHcMrU1\nR41v9hQuLGQGA1hffIRrF8DIe7YCRm31jBhGT3taOimLy4QwwyhS6j2lMAMzG0KPH9qFekWA0Qc+\nkI0czbmjDCMOwVFgBJ+1jbyHnXFGUmKxLihgVFNG29Yv7j9ls2k4jgrPjbm5EjCCYgk59dTUhkMP\nzX3Evz/zmWbf+14T5IxC7NqAQm8dA1ihgBEMUMgZZ+TPEcPo1FNTgtReGEasSHrKPq9nr3iF2dOf\n3t7mKLG4Xs+fFTDCXqIhaWCYok0azqTCjhJe07i/sWczYDQ/7+cwUobRzEyZ9FrDZ8z6ZxjpOs+A\n0bnnZsAzAoxYmGHUJYcRyvV+HxjI7VEHC/oBwFkbw4i91ocemgDJ/fcvxzcDRrOzZp/6VKnDdQGM\nlKlTA4wABjBg5DGMjjjC7MMfznmShofNDjvM7NvfLp8zNpbavGNHCRixAwOsYJZ+ACOWhz3MzGyD\nTUx0z2EEMDDS36K1NwpJA8OI2S+4Fvlcdu4sWU1mJTAMnZFD91HWAQc0HcDe3mWW1o2o/yARYHTC\nCYkdBUESdQYGuY4AjGohaeyUiRhGZqk/db7gOuQz0ygLLc/buyJ9QwVj5aST0v8ckoaQ3qjukeja\n1gUw8t4d7ltYaDoVARhxlEFEYvDWgZNPzs/0kl57eelmZ+OQtJGR9HlpKf3DSXweYFRjGK1bl/Ym\nLyebWTvDqB/ACNf/5jfNOkfzrQYYrV5t9p3vlGWo3KkZRv+ZIWl6jbJvukgbw4iNLmYY7UlIGot6\n09W7xBsSe7IgHqOjV4EyCenCMGKPR+0kGYgq3grG6DNw6lFXwSLBmywUTy+HkS74YB8w6MBK+Jvf\n3Ex6xxshS1fAaM2atAnefnsuzxMGG1AvlrbwFU/aQtIgr3nN3gOMIB5g5IGuEbjXBTDiTei005p1\nMEuhBEtLTQX72GNTktdVq7Liu7SU+p0BI557J5xg9rnPNRUjDUmDArZ1a/obgBGP/4gRxYCRN1YU\nMGpjGCmYBXnc41JbuEy+Fu/POzrVzFcKNXTMu1b/5r3k0Y/OgBELK/2DgyVTEGAK+pZPbYR4SoDX\nX1hfasCqrilt69fq1RnM7JVhxOMKIWnIXzEw0MxTc911Zl//ep6jerrJKac0DWmtv9dmlhpgFIWk\naXLvE09MlHvc6wFGxx5rds01fg4jlIV9k9cjPgFNhfWA88/PYRoeQwbSFTDiftSk1xqStriY2n/C\nCSWAsLTkh7Ow8BhloJa/Gx4uw50UMFKGEcqZmipD0iKG0Z6EpCnDaHo69RdARH0Hu3Y1dUZ433ns\ncDu4LmzM1QAlT9cxS+XjGGrd9zjpNbcRbOLTT09/c//w+56bS6AowrL5GRAFIs2agFHNUPQYRh5g\nNDiYQNoVK5JhCj37/vcvrxkfT/sa9Bw8n8GErVvLk4sPOyzlfjzjjLLekdcd7eE5j74dGysZRm2A\nEZenz+Cxc5/7lO2EeAwjduagPTj1d3Y29a/m1uI66DjE36tWmX3wg2U9u9pWnvC+yXsPj03Ugf+H\nUY6/EZK2pzmMDj449R2HNWPMMmAEoMLbo7qEpHnrFgRtOP98s1/+sp7DqFeGUeQo98QDjJhhpIDR\nfvuleYW15dRTU5g0C56v68D556f8mJddlp7LIWkeY5W/1/0IIWlejj7+H4I5MTqaIlHOOaes39q1\nae54eWDNYobRyEhyxquDvS0kDSBRtHdHYJ8mvdbf2P7w7r9TAkaRId5V+gGMvO/3FmDUlvSaJVKs\nu4h603UhwgIHr572r0ep61V004LUAKPh4VwXGI5dACNWrLiu8I7zc7sARqws4B42lKMcRtqPTIXl\nhQblatJBbIKRh8rLYQRlmwGgu941HUnPDKOzzy7LU8BIn9kPYBSFpHkKmSfevDn++AQ2mMXsFa9s\nj2HE78qjgZplMJD7B9fWjEMI7uN1h6/3ACNO8Ihrly83e+MbEyunLSRtZCRtqphTyjDi+kQMj4hh\nxF4/bl80NmpKc3RNF8DIUwrzfF//27Ie+tBsEClIbVayxC6+2AeM/m97Zx4uV1Gt/bfOlHkiIRAG\nSYCEGQlTBARCJAioBAQMAaf7AderwFWuoICAoAwyXK4K4id6cUTA6wSIA14lqChEhjAoiAhBBkEG\n+SARJYH6/qhe7LVXV9WuvXv3Od3nrN/z5Emf7j1U7967hrfetUo6jLhDggaeMsH4X/+a7e/rdPva\nsFBIGv+uZR1GQLassVwlrUwOI3IYkWAk652eHvecr7VWVr/5EuNKcdA3mRH7Xr6OIb//pWBEkyPy\ne/K8L76k10TIYcS/v89h5LvfQ7kd5GwrpyinkO81hUpyqLx0vC23dP/L7+4LDeDQs8QngHwOI17u\nNWtc0lsKqZMOI/p71aos5CHmMJLXJCXpNSEFI1oBLfS7cbfKM8+4QQI5jOQkmO/34HVbTDDiM8i0\nHYVSUDso733pMKLPpKuFXx8+QKb/ffULnwwhSMgaM8Yvjvnaa3Jx0OQFlVvmWuL1PQlCEhKMnn02\nLwhx8aWvz7l3uUB52GHAJz/p8u2kOIx8/RNX1vmvOfGoXyZFQ4JPMoX6vXQNd9nFCe0+fDmMZEga\n4Aa9U6ZkObf4AJGXRZaH92V9+CY7UvnHP7J9ZfoDfk7ZjyMBSApG/J7lfVxqk2OC0cUXu7aryGE0\nblyzwyhFMOLXlEdvSKguGT3ahaXR80htVGoOI46clAuJDhzfsem6k8OI1/1jx2YLX/T1AcuWZX0B\nvj/Q3M5tuKHrg261lbuuL76Y9Ul9E38ET3BNkANRPnO+vhL/e2DARaLssIO/ngo5jF56KX+ufffN\nru9DD+XFe8AdO1Q2/h1DYmPoeZMOI45so337/8d/+Pd9bZ/4x91Jqw4j3jmUpDiMYu/HiDmMYkmv\nYyFpKYJRqFNODytBs4Gk3oYcRkUD/Bhyho2OFWuMFixwMfhAmsPIF5LGIdsi4H9wQ8RC0vr785Ur\nf+BlWakRX7AgX0buTuIddlKzQ4JRisOIBKMVK/KNHeVL4PvR9lQWTpEbwUeRw0gmYZX4BlibbOJW\nSwLig0tfSIJPFCpyGAHNeYtoW18CXokMB5XHnjgxE0VodTpf0uuJE8NllA6jgQHXqZ4yBbjkEuD0\n07Pjy3LJTjMdM+S+4zPUQHWHEUfW67292T3BZ9t95QTy4qus8374Q394AiGFuSKHEe+YjhrVLBjR\ndo8+mi+rvJa+6yFD0mIOo//5HxfGkVJ/0fFkSFpqDqO+vuYcRlJckaHbfX3+PCeyE0773Xab+7+o\nXfDVrfLZ9DmM5PfkAoHPYURMn94sWtKARZ6fC0a+6xrqB9A+vpwyVR1GfElnCkl74IHmfDwbbOC2\nNSabWebImcl1183OJ+9PLhhxXnnFCYmUtJsG+9ttl/8eq1blHUahySseUgj4BaOQOMfFRRKMxozJ\nt98c7jCaOjW7Fyjszzcrzo9TJBjxayfrfL4cND8+7eMTjMgl7hOMuDuLuzV87hOf640LRr7vssMO\n+byVVNaBASe28USxL7+cr2dTBSP6naRgxCcwnn46Xw7+3PFzFoU782dPrlZIkxPcYXTffdn2KQ4j\nOtaUKeGJERmSRu/Jdve559x3lg6j227L52Ckc/tCrH2kuFUkl16aLVPvE4xCgga/XlTGf/u37Fnl\nglHMYeQTIbbe2j3LMYcR1QUvv5zv/8jj+YQk/pq76SSyruL3WF9fc4RBCr62tWh8GHPwUg4jXvcY\n4+6vZ58Nl4vO6Vv9lx+bXJ18HyBNMAo5jGSfiZeb9iN87XAomoevxjhjhpv0iImociEbXjb+mu8v\n+06+365VwYhyPIUY1oKRTx1tV0haHQ6j1BxG1AhROEgsJC1FfZadErrhpk7Nb0edxKlTnWWuHYKR\nnI0jQjMfgAtheNOb3OuqDiMOF4xC28TwhaStvbZzE6QIRqTSH354fpDL3R580ECzLL4y9vT4k15v\nvDHw8Y/nG9epU10ZySng+97y2ZIDfRnWkcLAgLtm1DiEHEZlBCNOzGEk8VXEsd+KXx8Zhkav+UxV\nCB4m5js2dxjRzCUXjIhx45rrJDlg4539Z55xg7RjjsncBD7bbUgwCoWkybosVTBKcRjxTn9Vh5F7\nf2lQCJRlkfekFOqBZocR35c6szIB8pNP5ssqr2WrDqPJk/Od5BhUJukwSs1hRCFp3GFEAgPhE4x8\ns3ZyIE3/03FTk52nOoxCghEJIdwhwGeciRNOcLNz0mHkcwySAyJU/pTlhiVVcxhxNy2FpD34oD+n\nyqRJ2X0vRSu6Tn/6k/uf7pcXX2xun0gs8okJnL33dvfTrFnNZaeQB3IYyfqptxdYujQTm4C0kDRZ\nHhItXnrJPRc+Rw3QHJJGn/scRj4RU14bWQ5enpDDKHRMn2A0Zowb5Mh6ivbjSX7pXL76RYpXQNhh\nRM/bpz/txBoJ9Tt4P4BcHJLx4/15NKn89F15u8BF3/7+uGDE7+8ih1GzYLS0qa3h9Qef3OCCUWjC\nz3eNJdJhRN9H9tdWrcoEI36tKT+iFAXLCEZlxzsTJ7rngwtG0gWX4jAyxiUblxNKIcGIu18Juj6T\nJmWC0ahRwIUX5sdYMiQtJYdRSDDiKwJKigSjKg4j37gnpU8sIeeaL4cR4ITNp58uFoxkOycFo3/+\ns7mvAzQLIjRpwOE5jHznls+a7FsCxQ4jXiYuGPFjyvNwh5G8bieemK3o5hO25H1UVjCS5/PVN0X3\n0rAWjHwOo9T9Q4KRJOYwqjuHkewUUFK9ZktsRkplQuUMCUb0PoWkTZ/uEiSHBKNW6OvLPwi+8JBY\nJVfGYRQSFmfOzF6nNNaEz2HE3TNPPOFfgluenydd9IWkUYXKB0Uhwai31zWmd92Vr+xGj3bJVLnb\nhBrDvr7mGWQi5DCiv6vmMFpnnbDA0apgFJvBS016neIwkomu6XVVhxHfftKkrPNLAzsuzlFn0RcC\nIjsu/Dc844xmsaWMYPSZz/i/V1XBKEXo5e6MKg4jEtz5sXzfochhJOvamGBE7hvuMFq2DPjiF7Pt\nfJ1uX0x5Sg4j3imMzXRxaJ/dd88fu+iZ5r/d6tVO0OAOI5nDiIg5jOQkhqwrUx1Gvg5XKIeRTHoN\n+AUjOUlD5+ntjQtG/DdJTXrtwycYxSZpQsLM+PHAPvvk9+WDbR80AeELyQPCOS/4ve1zGIUm9/gg\nn/+W9FtRDiNfAlG+L+APow5dN36/8ZC0kLNWJlCm7+YTjHxhWvx+5ceWdXbIYeRzptL/MocRkK3S\nx6+FL4cRX7TA5zAi+D1LdTEP0Zbl8t33JNLwwZsUjOQEQUjop/e58HPooW4RBdqPC0YHHOAm0Aje\n/0l1GP3qV80rHFLdSw4qoNnBG+uf8O/i+5zKxh1GlLyaJ7Xm95xPMPKVoYzDKLWNkd9tYCDNYXTG\nGc6ZJsvqE2OKHEbSscj3mTTJidzkzvrwh92L6K6xAAAgAElEQVQ1kDmMeEiaTxjiCcRDgtGppwI/\n/7n/2khhmj8Do0aVF4zGjWvuq/N+7dveBsyeXXwcIBMifTmMAHd/8aTXEnq/jGBUxWEUC/sKCUZ8\ne187TO9Nm5bvd3HBiI9ZQ4KRL+n1euu51ZtD5ZSvfc9bGYeRrz4ZkYJRaCAO1B+S5uusA9XEk1By\nPZn0mo5PdsiYYBS6eTihkDSeS4fOCRQLRnU6jHyCUaxhKpP0uq8PuPnmLHQJAK6+OluVhsoTOucD\nD/grWZ73gspBy7mXCUnj55cOow99yM1qA80dco5PfOO0KhhJZd436Cpiq62Ar3yl+f2igVPqdrEZ\nvNSk16Hfqi7BSF5XeexDD82S3/ocRtQx5gMx+VzLv3t7gTvvBG6/PV8Wn+MjZmf1XddOdhhlz8r8\n1+oLOv+uu2bhrTGHUVFIGj/vuus2O4x6elxCSJ78WnYCbrsNOOec5u8UWiXNF5JWRTBauDA/eCsK\nSXvXu9yAq7/fhfY98UQmGPHOtiyjbxAir5+8d+l70XWMWeb5dwLyzyaf0OnvdyFXDz7YXB7ah+cL\nk20uJ9VhlJr02gclN+ZUcRjJ/gaFpFHd76tXjXGfy36FTExNjBnjcnDwe5Da+NgggOMTjFatyjuM\nJkzInpVttgHWX9+95vkzfMcJXTc+0F69OhsYhcopHUZcMOLhyfwzfh5eJ/PBT0+Pc0otXJh9B/k9\npGAkxVSfw2j06GaHEa8fpcOICxv8O9D14/V9KOl1UR1Ex6DyF4Wk8XJw+Hn+8pfs9eabZ3naSKim\nHEYLFmQuGyDvMk8VjHbbjX6T+bk6me59uj+kW6RIMIr1QU86yf3PHUYDA+68oUH72mu76/ryy9l1\n9Llk+GvulveR6jCSEwZSMJL1JZ3zkEOaRRTZV5PiGAnKUjCiBOm+e3/CBPesyzaPO4xCIWnyeLLt\nkttMm5atKA0A+++fvZb9a37PDAyUC0n7+c9dX0OO77ggd9RRbjyTAs+JKnMYAf5E1bwsm2ziXocE\nI+pb/fOfzX0dIEtdQVB4LdC8jH1qSJrv/os5jJ5+Ol93v/BCs2Dk63dxwcg3Npdjbb6/vI98Y5VY\nG5XiMCp6hoelYBRzGLUrJE3S31/eYXTWWcD99ze/P3Zs8w3Gb1beoMqHsJWQNLoGdPxjjwXuvdcJ\nRk884c8b0Cpy5tE3k5wiGKUMPPv63ACRKpkpU7KBDy9P6JyzZztVmJDx61zBp5wOvqTX8rrxDgrv\nePAcRv/1X8B552XfNTQolNdB/s2Fir4+V/H29/vzZPDtZUga3TO+3FZF9PUBe+7Z/L5M6h4apBUN\nsGJiRKrDKPRb8Wecd064YFRHSNp662Wd3ZhgtHChG/xy5PNdJM4cemj2mr6PzGdW9DyGVlGqw2HE\nO9D0zFULSWve7+abXdJTua/swPkEI5/DyFp37WjgKXMYybLy93fYofm6A802bZ/N2jdgKcJ3HBIQ\nYr/LBz4AXHON24Zy4vDwyVBIGp8plQOWkHBEvwMX3nz4BmH8/pEOo623dnVfSCinepEICQ2DIRj5\nkqWmJr2OPbfkXCTBwlc2+jxFMPrDH1zo+iGHuP349Zb9o9j95XP5rlyZDQifeMI9J7TU96WXZhM5\n3/gG8LGP5c+R0qbwsq5e7eqzWGd81aqwYBT7rvL+9glGe+6ZHwzLZ0QKRnRv0sAtFJL297/ny0Wv\neT3FQ9L4AF5ODnLBiNeVPjdVDFoCm45DYT8SKXRwuKhPy8hLqFx0jWTZDjooex2ayPUN5rfc0k3A\n0LWkttqYrF1ee+1MyOTCaZFg5Pv89NOB445rFox6evIOI16nrL125jAqEozqdhjJ4/f3Z6vJAe58\nlMOMD4j5deLPSqh+p3023hiYPz+//eGHu9+IP3t8n3HjshX4COkw4oKRr930PafyNeeww4DLLsv+\npu/ru8eo3ZR98RB77eXK6+s/+cpYBDmMbrrJuaTkWDk2ab/XXv46h5eBnhcS5oCsnI88AtxwQ/6Y\n/PxyGftWQtJiDiMg3/+65prmnHkxwcgXksY/L+qj02+3Zk02OQK0nsOoiGEtGJXNpUIsWuRmxXyE\nBKM6HEbjxvmTTskQBMAvGM2b11pImtxHCkajRjk3yPTpzRUqUI9gJK3PRKrDiBr32Dahwelzz4UT\nkdHx5GyTVP7nzs03svSPVo3xOYzkbxSa9Qsl3CwjGMltuH23lZA0uld4cvZWoeTORKhz71uinBOb\nwSub9Fp+Jn9/OSgF6glJk7NdNNMvBaMLL8waENnoSOGI/n7kkXxZ9tkH+O53s/M++GCW34iQooKk\nnSFpPkH5da+L78P3yyYOlgZD2eS+KQ4jns9JXhOfw8h3vpRJBtmJqsthFBOMUp5pKsfXv56VhRZn\nIHgZ99wT+MIX/OcO3bMyJC30TPlCA7noJAWjgQE3c/nss/7j/eMf2fZy5aYQdFx5fiDeTg1GDqNb\nbvFvywUjnjCYmDHDLYwgO7s+wWjOnGxA6gtJSxWM+DNHrFyZtVl33eUmfnxOjMmTsxBzKc4A4WtN\n15g7jGTyas6LL/oFo4kT4xNr8rv19TnxiZD3B7lHgPxS2z7B6OCDgR//2C3L/cgjxSFpxOrV/qTX\nXDSIOYyIV14p5zAC8i4fEow40mHku0fpPHzlSwl9P55vkvOhDwGXX57fJnQeWb+98MLS1/4mB0pP\nD3DBBW6Rg/Hjs9UxucMo1H/zOePkNjIkTTqM+O9DgtHLLzdPsMr2csECt+JqkWDEJ9ViFDmMAOeG\nobLwfpecIJGTe/JZMsb1DT/1qfz2PT3A9tvnj8NFufHjm/uxb3yjcwBRH5nqAi52yX677/3QNXr1\n1fwzTPcFlZH3NQYGXF0TC2uWjB4dD0mL9U0l1M+58UZ/SBqVK6XPEBrXkXAuHUave10+7x6Qv25F\nglGRwyg1JI0fo6cH+MlP3MSIPGZMMDrooGxykvCNR3zwY/MJhnHj/GkMgDSHURHDWjDyDfxSOuQf\n+1jeOSKPwQk9rBMmxHMBlIEeGlmhAHnB6JZbWhOMqBGlv+nBlwOj6dPzZZBlascqafRbfu1rwFe/\nGt5fCj4+fAPPWHn4PrKDIleou+OO7G8+u082StqfN7Cx34h3gkNLnFPnOyYYLV+e/z7y+KkhadK9\nJ5X5lSvru++lwyjEpZeGZxKBuGAk8TmMenqy50pePykY8eOUcRj5RG6f2EHnJIcRzx0VIiQU0b3L\nZyjk+fr6nIXYl9DP95ooIxide25mrU9xBvJt6Dvsu6/fUs23JVs9zb4C+QGKRHbS+PFkqBUQzmEE\nuN+V5zDyfc/UTjftK+9J3/1C9U9qKLbvXKkrH9K9y0W4V17JXycpwpHQJzvX8p6VS4YXOYx8bZB0\naUgR6vbb/Q5fILO803eq4jDi21Ab+qtfNX8eE4xmzXKhNZKyq6T5jkEhaTHBaNNN3SpPsiNeFAou\nJ0jKTDb5nhVKxE7l2H338MCarqfv2Qxdt2eeycqa4jCiHEfy+5C7EHBOKP4ZLwuv23jIBS/rpElZ\nHhde9pBgZEx+4pMvYuILSSN4PcUFIz6wpu9A29UlGPHvPmpUtjKvhAZFW2zR/Bmd5wc/yK9IxqGE\nw6H6uqfHTY4C5QQjCQlGNOHH3b9Llri2N9Y/4dc8dP16e4sdRrx/UMZhNHMmcN11aYJR2TaGHIJS\nMOITIbzfkOowip3bt/2ECfnr4At33HBD4Prrsz4yiV30mpcbcBPH5FJLEYxkTpu+PuCUU/zjmd5e\n12858cRMNC+CO4x8IWllBSO+vWzjfImqQ8j+GdHTk3dFxspXxmEUihiR4xjA7/S98ELgc5/Ll6mn\nx00YUF8yNSRt881dChSOLzeiD/7bnXaac3oBwIEHAp/9rH8f+TuV+c2JGjwhnUdvr/sBy4aEpZDq\nMLr55nAi1rLQQ8BXdOAdDV8Oo8MOA666Ki2HER1LNvpLlrj3KFcOQd9LdmwHw2HE8wv5KCNWpHRg\nZGM9caKz2RP8GshBCp/d32MP4KKLgP32cxU9fX7EEW6Fql13jZ+/qsOI3qOYfJ/zAWgWjEIOOznw\nlw4jIE20S4GEESIkRMokgJJQp9B3zEmT/Ev+UodLPue8gpcOwDIOI18ZfbMZVOaeHn9Img85+JYz\n1D6ke0XOWlQVjHzX4KST3Cw43y5WJp9gZIwLQ3nxxXyYmU+4MYYGDPOxzjr+nDBAvsOQ6jAK3Wt9\nfeVD0oqQnSmfw4g68mWOK5NQpwpGtA1v99ascR3te+4Bjj8+3CbLQZMcSMuBY1HSa9+9zTvM3OFC\n18onnBJ8Fk+6pnzlouP66iWq1370oyyHCicmGN13n/87lxWMfL+nDEnbb7/mbWbN8ucwojozNHjh\noqXPYRQb9ITqzb6+bL9ttgkPrOUzxz8PtSm0ihflSKI2Vq4cy/GFH06cmF0rcrv4wjD4/b9kiasP\nzzgjX9Ynn2yeOADCghE/7iWX5K9xzGG0Zk2zw4iEdhkeVeQwKhuSNn068Nhj2blpQE6/4aOP5o9F\n7jHinHOcI4a+Y6g/KMM6ffUS/Z5lBaP58+e/9po7jCQUehUTjLhoEnsOuGBE7hYuGPHfZ/r05qTX\nsm3lq7xSGesISUtxGPFJSZ94xMvqc0/OmAF89KPN5w4JTNddl9Vfvb3+vDkE5TDyiV38O8yZ4/7J\n92PtFX+G+/vd8x+iv9+FI553XppgNHq0XzAiygpGPBJG9verCkbyOtFqdEXlqyMkjdxW/Dy+dnjv\nvd0/IC8+rVyZ9ZFjglHs2HxfIiYS02fHH5+9HwpJW7So+Zko0yd8bZ/yu3QHPrEmVQWPsWhRPt9K\n6KGoSywCsoeAW/FCnR66EUlYqeIwIqZNa14qmG8fGhTyRJNlkbOPRaEHkhTBSMaJFpUHyAtGHN8K\nHgQXjNZd1z3Yvb3A+ednnx9xRH7WUMKFGZ7DKHQeCe8A8L8Jqih5DqO+PmDxYn+lJq2yVJZvfztL\nXN0uh1ErzjXA/3vLY86Z45KMcmjQ7CPmMKLfjidBL1NGPkiWAwUqU0wwkuKF/DtlkCldUkRRJ0iW\npygkLdZpjm0jf7/x45tXWuFQZ5qLRKG62vfbymvJCSW9pvPWFZIGuGeT58GQx5QOozKdA+maJAt+\nEXQvcnFxzRrgTW/KBnGh7xcSimh7KRjRdbz0UmcHj30HgneYfQ6jGPz8vlXCfOeNCUaAc8XNm9f8\neSyHUcjlUjYkzXcMEoxWrQKOPNJdW8nAgAvzkN+Lh575KApJi/0GPqeT3GeTTfwDIaC8w8iYLBfX\nwIC7LnSu6dPDnX1+Tei4M2Y0h8vyc/pcE8ZkA1h+jeSqY6++Ctx6q2uv+P0sV70DmnO1jRkTdhhx\nYZuXr7c3v+AAneub33QTlJIqDqPp0/MrX774YlYv7r578/ay73TyyXHXKCEFI1/ZqgpGHGqrY/V6\nrO3jk4GxwWPVkDS6L2QZZMJycueGqOIwShGMuEgk27mQADQwkIWhcUIC04QJ+f6OvMc5fFJ11Ch3\nH4X61r7vnCoYpU6+b755OMcWh4ek8cmkqg4jnuMrFJJWZpIJ8AtGKeJTXTmM5La//rWrX0PwY/kE\no2OPzRKsEzwkzUeZkLQyv9m//muWbLzo2DGGpcMoRquCkexEhRxGdUIVAp/d4ufjN5kckJQRjHyz\nRDHk9gce6Dpa669ffXAfCklLvbk33RS49tr4NmXKJq3XsRxG8mGnmf1dd/UPHFIGc7xyl3kDiDFj\nwg02F4yOOKJ5hQEgm6ml2RNyYfiOR9ZgKRhttlmWoLcuwUjmMGqVFMEI8M8+VBGMyjiMfOeOCUbk\ncEkRjGQjWcVhJJ0QRUJeWcGI5/AIkSIYAe4ef/jh5nIC2b3tcpQsBTA/eD4+MPQ5jCTcYeRz8tFA\njM8Occo4gXwdbF9OmDoEo1Wr/Mm3JT6HEbURsevGP5eCER0z5DCaObPZZRCCt4llBSMektaqw6io\n/UldHTL1mPxejD2HFJK2erWrs0K/1ezZ+dWngHDeBILfg2VD0iZODK/wSW4ULqTJZ086jHz1Bx8Y\nTJuWOYxoH58II+Ez7XTfb7EF8L3v5bfzOYBkvZHSr3zlFWDnnbO/KYTLd3wpisdC0ngOI+mGWn99\n99vzvsiSJf7yyd85pQ7i4tqECa6epnvnyitdPj2i1QkkLkT6ykaD7JB7mV9bCnEDgKVLl77mMqI+\nTIpgFJrwo8FhqP9ADqxYSBrvq0+bVhySNnZs+x1GzzxTzmEkyyjb0aJJp5DAxNvdMoLRwID7DnQf\nhb6/dFX54Kuthc7tQ65wGyIUkhbqr8RYvdpdo6eecn2tukLSYoJRrHy83011ML0nRaDQhF9PT/P3\nmDs3rex0TCkY7bNP8z48JM1HlZC0FFLGOSkMW4eRj3aIOnWEYRVBD01IMOJUEYxo27KCkRwUvv/9\ncUU2BRmSRjd6aiJlY7JlsUNMmQL88pfp5QGyykA+ZCkOo5/9zD9DT5/Tb7n22s0x+TK0BGj+nSZO\nLG6w+/rcijH/+Z/Nn1EuCJmfIHQc3vDyc1JlXWdIWrsdRlts0RyC5tsvFPJVVw4jooxgBFRzGKUI\nRnJgeeyx+Web3GSAf7ZE3qNSAJDU5TACwjlAgMxh5EscLKkiGMUcRn/7W7YcuO97lhV2CN/gktcb\nZZxLQHMnLjUvWSgkjR8zNSRNOmFCDqMQsRxGc+YA223XmmAUqoukYOSr99shGKU6jIrcjvR+LMR3\n9uzm71VU5/N7kCaFeI7E1H7ULbdkSXH7+oAdd8xcWiGHEc/pIz+na82FF19enJQk50X5LwgpyPL3\nygzgZJnkCoL8eFIwSg1Jk4NdEnRCk1fEHXe4HCz0bO23X3Hd9tvfulwcPLH1pZdmTtpp0/yrqVaF\nt/uhkDSajPNB7y9bBjz0kH+bWEgaEXN5pAhGMiSNO4xoHy7ojh2brZAn+yZVBaOyDqNly1y0Rp0O\no5B7hH8e2p6/LhKMKIfPwIBbJEG6tELfObaNfI7qHleGQtKKrplkp53cSrxANolUVTDq68snpZfX\nia+SFjsWr0+lK9C3UroPn2BUhOx3pTi9ihxGqWOcqn1FThnB6bXztnbK7qNu0WgwBCO6EXlIWih3\njhSMUkIJytzwnFjelKpIhxFx9tn1nkcugRgrD+A6XNY228v57+CzE8Yeajn7v8suwO9/7z8/v2+l\n22XChPC5UkTAMoLRwIBrfHwDQBoA1OkwardgtNFGbiAfo6dn8BxGoZA0vm+qYETQNZQ5sFIGmVTn\njBqVH1Ttskv22nePyffIIVckGKU4jHwORM5JJ7mcYXwfggQj18mbHz4ZygtGq1fHcxgtW+Y66nwF\nFU5ZYYfwdfqqOozuvjvv2OntTReMQkmveRljDqPNN89yp8n7u6xgFAo1AtzqSR/+cPWQtFaTXheV\nPSY2hCgrGPmgkDQgLgBtumnz9yrqB8mQtP7+fJhUaj9q3rxsv/5+t2Q2rfhWV0jaNdc0rxyZIhjJ\nUMwQPreSrMdSrkeKYETHlyFpMYfRxIlZ+eUgjgZ4dE1D12XuXFcP9PW5QeYPf1hcB+24Y/7+HD8+\nCw9ftqz8gK4I7pr1lW3KFOfKDkH7bLBBvs4kdxGQT3pddJyYYESpAHz4QtLIYUT30amnuoS9gLuO\ntMqgDKcKhaTV7TDaaSfXL6KV8FIcRkU5jKo6jKjs3I0fOg7vI6c6jKoIRqkT5CEoJyTBBSOeZqNs\nSNqyZS7EHAgvwpO6Stqf/wzcdJOrK445Bth44+yzMn1nvqok1YH0PIYcRpKenrSxMofKRGMDKf77\noN85NSQtNHmkDqNBoB0OoyoqXVnoAeSx2fyGayUkbaONXMJIwMWIr1jh38537dohGIVyGM2aVf+5\nUsvDueyyfNLrmMOoKMRkzJh8bLHvGtPgi38mr/v48eFzpQw+SDCi6x4bLIwb51Zc8w0AqcJtV9Lr\nVqmqyA+mw8gXViRfl3UY0XmpQS4TksZXdQmR4jCistbtMPJ9h0WL3NLufB+CZl/PPLM5rEbCv9du\nu7mOTeweKnIY8dchwahSI+4ZdPJOYZnjUltAUEhaVYdRakhaT49L6EwuWukKkYJtFYeRZDBC0mQn\ndOHCfMfYRztD0mJ1M4WkFW23xRbNjpWiuo3fg1QPcBGjzAAp5ABIDUkrmoSYPDk+MRSCT7jF2l1f\nDiNZjlYcRj5BKtVh9Oc/A+9+tz/X2tixmShGy8IXPWe8zk+tg7jDiJD1Uh0UOYxGj3b9vRAp34fy\n2sW2jQkUZR1GAwNZf5CvZjVmjBPk6HwrV2bLs/Nzt+IwSrkevnZROoz4ZDd3OkuXvwxJKxI/YoIR\n/yx2v3LBaNQoJxh1msPogguaF63hTjmqJ1JzGIVW3SJk2xxanEcyY4abkLzjDpeUn5KEU9mo3ED8\nevAFKeh+pnw97XQY0TWTv12sTiwKSdtxR9d/JUIT/mUFo9AxAODoo4GPfCRxn9ZO2V2k2ibLHhOo\n1slLhc8cEKkOo6KO2O9/D9xwg3ttjBOQfIRm1OuGxyp3ArKiGjMmWxIZyFcWspIu6ihceWXeqeHj\na19z/8cEo1hIWopgdMIJLoyH7pWiinOjjfwDQFLpu8lhlELMYeRzoQD5DkhqAyq3eewx4Kc/da+l\niCodhCkhaYMpGJ1zDvD5z+ffq8thVBSSBoQ7cSTWjBoF3H//0vDJkL8+b3qTa8hjdVPMYcTr4Q9+\n0L8iV5kcRpL3vMefNLOsYCTp6Ul3GBFcbKB7o2jQKK+rvKfqCEmTzz91mIvqhW22AbbfPvt79Wrg\n8stdiG/svP39zcLLDTc0uz0kQ+UwAtIcRgsXurYrdI7QcblA14pgFLqXQnWHdBjx3zvFOQSktT2p\nDiOfAyg1d0XoOEDcYeQTjHwOow03zNez/FodeaRbmQkIJyKX8Dq/FcGoHey2W/a6St8g9H2WNmxR\nfGAeO35sQol+g5hgxB1GH/6wW6iGHEZ8nz33dALHqFFZ/kPpyqP/pWBEDuEQqWMruU0sJI2Hbvf2\n5lcyo//LOIxkO8j7sKluGy5KU9npWYid1/eaU5dgNHly86rWQHFIWuw7H3dceFwINLfNPBy+KnQ9\nUuoO7jCaPdv9T6tChxZsklQRjKhssp4qEoxi12X6dOD738/+pnbk6KPz25Xt08VC9MePT1soANCk\n17XRTsFoiy2caszhHZLFi7O/ZQhAUUcsNQxtqB1GQ0VRxR1a2hYoHgCmPKRkm+bHkdd9wgR3/lBe\nlSJOPNH9nyoY8fLI7zd6dL2rpPHvNFT3gjFpIWn8WeOdGXo/ZXDCr+fkyX6xiScDp2MvXJhvODlU\ndhIpUgQjum+4OBrCJxzvuqv7x0kRjFIcRin1Q0wwSm0DZJ3uE7NnzXLOmP/9X7cS4n33uffldvze\nOOEEf71bFLoQg+eUorICWR1UVTAih1GKa5DuM/4dyoSkceS1DyW9DpHyrBmTJlTcfnu+3GvWuBXO\nfEjBaN484MtfLj4HZzByGPlIDUnr6Wluu8qEpO2/v7unuHvjssuAP/0pfgwiJFaE6jX+95lnFjsU\nq5LqMOIiPJXFV9cUwWfkgXgOo1BIWux+kIIR3RMvveT6CFdcUTxpSAtqAPkcnCm0UzCixT2IVpyd\nIcaMcX21ovqX7hvfNtxhFBPbV61yq0W+851ZwnoekkZMnZrdaxQaKo9FZefPyVprxe/p1DbG5/h9\n/vn8fRgKSaOcObyvwMvoC83mpDqMYn0QesYoJA0oDknj17toG6KqYBRqX1sRjGLHBcILnLRCGTMC\nOYxeesnlQTv//KwMsn6L5SOr6jCaODFbJCF1v9RJIdpOOh3LOoxiIWllyjOiBKN2iUVAewWjUaOa\nVWP+A6+1llOBgWo5jIpYvNh/nCozoUWEVkkbKooGFAcc4Brh2CpodRDLYTRxYnMcOFHmvqTvmjI4\nDA0AR4/u3KTXrbgsUkLSZGdENsYpv4W8nr4cVrwjT78Zn5WQx5IroYRmtTnPPZffNkZyY9Oiw0ha\nxoHwPUHbyGeFd9rmz58fLa9v1l820mRNf8tb3N9/+IP7P+YwSp0BbQUZkla17ZNhlTFkJ6+vL1tp\nJCUkjVMkGNVxnVIFI7lN6v3e3w+8733uXxk6ISStauc5BL+3t9vO/c9dSttskx52RLPHIeT14/cK\nOWSIVBE/ZbsUwcjaLC8PL5sccBRdT9/vXdZh9Pe/hycMDz3U7eN7zugeuu66eBmB/ATguuuWa8OL\nVt5rBXl/V6lPQr8RtStjx7pl14vq3yKHkRQ0JH19wLe/7RIw83pfimKy3D09ccGIt7Mf/GC4/ED5\npNcEuXT4b80FI+4woXuVT0KUcRjFBKNU8YSHw9LropC0adOcuPv88+kOo6o5jEK/AQ9J4w6gVgWj\na691eeQ4reZfAvw5MEPQRCkXxYByeXsoOqIMdM3KCNvWOlE3NLkrCQlnMQE5dF4J73Mfe2zWLscY\nUYIR0J0OozLnq7JKWhFXXdX8Hi0TXTehFYSGiiK1/Nxzw5+1SzCS12fCBNdZ8J2rjKhXxmEUE4zq\nchiNHdsZIWmpDiMOF0eKVpThyN9Q/n3rra7zcfHF7u/Y803fd7PN8tcuxWH05jc710wKdQpGKQ6j\nlJA0QjbMqQ4j3yDRl3hUljeW9Jof20crIWmSOkPSgLRnepddsvBmIN8+1CkY3XwzsO228bJstln8\ncypL2fZxyy2BBQvCn/vySJWliuslNriuOySt6Byh48rfvqqDROYXksh750MfCq+ulXKte3vrE4wA\nf46hJ5/Mb1Nllt6Xw4jKIdv0sWNdqGnIQfqtb7n/jz++fDk4sTo/RFGej3ZQZ0gawZ1DsW1jIeup\nDiO6xny1vaeeijuEX321+beh53js2HL1UGobUyYkjRxG0un24ovZdr79UgUjLpyNH58thJMqGFH9\nLifkJCec4P6tv377Q9JCtOowCpXbt97n9BYAABzGSURBVCJ1HWWX9Wfs+eQ5jIqe43bkMCobklbG\ncRxqR+p2GE2alE16xqipe9odtEssGj8+v4LZYDCYgpGPdh63mxxGMeocANK9e+edwFFH5T+bMCHc\nMSsj6tH+rQhGo0bV4zC67z4nirTTFZhKFcGId07oulZxGMlGYeedXahaSsLe0LUja3esQzgwkK2G\nEeKee9z/qfdYLD9ZisPIJ8ZUEYxo/6V8ql8Qmu31OYw4oVBNKuctt4R/s1acQBI+i9hqSBqQJhj1\n9mZL7kp8TjnfeQj5rPAwzF13bXZMSDbZpPnekPtUEYx+9zvgwAPDn/uWTC9D1cmSiy/OwiFjx6wj\n6TVxzDHZ6112aQ6R4vgcCIMlGI0bF14VtUxy9CK4aBerE333yDPP5Lepch/QQJB///HjsxAlzuTJ\nzkVaVC+0Wh+1Ihi1I+VBiDpD0qhd4YJR7DrG+lspDqPe3myl18cfz875l784V1cIa+OCUZl7sFWH\nkU/4oRxwBx+c34cLRiHHkI/Q9sa47/uDH+TP74Ovlkr3aWh1RkmsHaZn9vbbXbjzYIek1VkP1CEY\n8b7p6NFZn9XHySe7VQCB6t+jimBE5yorGJUh1O+qQzDiz1kq6jCqAarABhvfd5ErgrRL2BkYyCu7\ndUErh3UKrVR+dTmMTjkls+tL2+DChe7fAQf4r1u7HEahZHR1OYw237z5+EMZkgb4K+iQ6DJ1arNg\nlJpXhRNqFFIEoxBHHOEGeDzpZxW23tr9n3qPveMdLrm6j6EQjGL09vpDrIoEo5DDiJg3L3zOOh2J\ndTmMyghGKcdJFYx891Sr7cK8eS7vCjEwkJ7DL5VW66je3mrOikmTwp3qVMEIKOcwuuQSJxr/4hfO\n0UXhmKHjyntw5szic/jYZZfm/GjEjjsWr0LHqeL65Ky/fjZIb8VhBGRL1gPV+h3UbvPvNG6cP/xh\nrbXiITK+8lUhtjJmEamJWOugnQ6jIjEl1t8iV2tssqWvLxPXHn00O+c//xlubwG3T0gwGj263GRj\nKw6jl17K70vb0He++ur8PjTe2mSTfC65VhxGcrsQ3GG01VbAj3+cfUb5RkPErhE9s9tv785Rt2DU\nyippQLl6oK4xJ10DvkKpj1NOyV4XPcftCEk7/ngkr+Jdtn9wyCH+drWOvmJPD/D+9+cnfooYUYJR\nqgreLcQGsNzW2Q7addz3vjfv5hhqh9HxxzevfpZKWRU4xNlnhz/jISA+qghGKYMFGpy0MyRNHn8o\nQ9IAf8fON+B4/HHX+X/4Yfd3GYdRauclRRCODc5nz64v4WvqPXbhheHPUkLSiDL3RCwkbb4MvveU\nh+Ob5ZW/KR1bbrfFFm7Vuxh1CkYyh9FghKTFaDUkDWhdMJKOufXWA371q9aOKVm82CWfvfnmavu3\nIxw7NSSNJ72OzehyUl0gPpfFkiXN+S9SWGut8PX97W/LHWvu3CxfW4jYb7LBBq0JRvzY3A3SisMo\npZ2kwW3RMzUUDiPiXe9y9827391aGVKo02FE7Qo9a0X1b6wvTeFYRSFpgBMHKdfQypXu/5gTc9Uq\nfw4jcluUmRBOddP7HEb33dfsIqKy+CDBaNYs5y6Rxw7d07L9njfPheHIZOypgtEFF7gV6YCszxcj\ndB/092cTpHT+unMYTZrkz5WV2u8qUw/UJRhVOU6RaNcOh9Hee7t/RJ0Oo54ev3O3rpC06dPLRUeN\nKMFouOFriAcrJK1dgtHYsfXP+rbCzju7f1WoMyStKu1yGFEj286k10C9169q55fKkCoYrbee+79K\nSJr8vrNnu6VyJa2EpBF15YioI/l9isOIOOooYKed3Ot2OYx85fDN8srjx2zxtEpdiDonNOQqaYOR\n9DoGnd/3e22wgXONcNohGG25pXNVcOhZrYs5c4BPfzq7P8tSd+4KecxYbicekpbq0kkVjHz3tjH1\nX/+y/OxnxXVIrL7g5echaal1Ih3761/P/zZVBCMaLKVMBNC2Rdd/KEPSenqAN7yhtfOnUqWfse++\nwGmnhT8fzJA0ADjvPGD33d3rF16I9w0GBvwOIzrXqFGDE5JGKwaSW5lTJBiFjh1zMfPzz5/vF6xT\nBCMS8uj5SanHQr/h8883L4pRt8No7tws5I62eeWVdIfRF79YPOFF8FUgW6HK2JWSi4doh2AkCbUn\n55/vHEN1UJdgVLbeG1GC0UhwGH3pS8BDD+Vtne3gbW8D7rijPcfmDLXDqBXKPpBF6ngVygzmy+Qw\nIlXal8OoTodRXSFpn/2sc3mU5UtfcpX8N77ht53GRJeygtFVVwF77JF/b/RovzNH2ourMNgOoxhl\nHEazZgH77edex77D1KnADjvk3+MOo6VLlwZdRqEcRvJ5loJRKFQzhXaEpA1mDqMUfL/XihXN9Yh8\nVm68Md31EqOOYxTRihDbbofRggVxkYfs/0Wz5UQZh9FQT574SGnrYuXefXfge99zr1txGL3znflt\nqvTbrrjCJauuUzBq9X6sEpLGr8/s2e1ZXEVSZVyw1lrAJz7R/D61K3U5jGhwGDoGXV8Zwrf22uHj\njh/vnHVbbZUtoMHPV1YwSn2+r702y7cEAPvv7/7faqvmbX3nv+66cD+Otg8l+o6JbkXnJbjDqCyh\nayQnyI86Ku84qgNj3GrKnDVr0gUjEiJT2Hbbep7ZqjnuYm186B41pnxfOjSBFRqnnHhiuePHKNue\n+sYusTolxIgSjIDhJRj5Kq3NN3f/SMxp1/e99NL2HFcydmz6EoSdxsYbp3e8ATcDXjdlKu4qDiNZ\n4XzsY8UrGJWhrpC0446rtt+RR7r/Q/mRY53zsoLR4sXp5arDYVSXGFtH56CMwJ2aFF8mkgXSHUa+\nbXwOI7L+EzQAG2rBiDt6Ol0w8nVW5YC7SuhSN9JuwQgI1xnWAo884l6n3i+thKR1C6HfxFqXpJbg\nA7+i5OJEUZhRGaheTHHiTZ7s/o8lRQaAk07Kh1tUKVOrk5btmvTk1D1ABwbPYUTHlhOOsQH3xIlO\nMOrvd0tq8/ORw6jMdZ85M81lI3Nwrr++Ezl9IpDv+771reFjU10khRF+vE4UjCT77FP+2ESZOnb1\n6nTBqCx1PLNVBaMYMYdR2TIPDAydoSH1XgbCZVSHUQHd2mEJEbvBB3NJ0nZy2231OBiGgljuIR++\nWZZWecc70iu1MjmMqMMpB4B1D+w6cVaaU0YwqsvRA6QJRkceCdx6a/jzbnUYtbKKYmoOI1/d6muk\npZi90Ubu/yr3bTscsK+80vmCkY9ubr922iksMBfRjsFxasfy1VedI2/u3PRjhwZnkje8YfBXkq2L\n2LPD6z4uGN16a5qQHvptZs+u9szef3/aQIvus6LVBidNKl4tM0arDqPBoO7zyRxGRakJYoJRf3/W\n7oTulY03dpONciVAHiIpCd0jdJ4lS8rlMOKJh8ty6KH+98ve/zRBFMvd2A2CUQy5QrKkTP+BO4w6\nsZ892IJR2ZC0EINRf9VxL6lglMBwEo1iFVs3d7g5RUvoDhc23rg5j0cdvPe97l8KZRxGdO/F4oXr\noM6k1+2ABsC+XAvUqaD/6wyHSclRdvzx8WPUJRgVzVKnkJrDaPr0vNW+imCU0kj66tbNNss/o2PG\nNK/gQWUrWtnDRzvCdloVjA4+GPjmN+vLS5B6z3XrJAHgrvWee1bb99RT03NFpFJm9phW3UzlRz9K\nu9e/9rX0Y3Yap58OPPmk/zO6nydPzouqsX5LisNovfWq9eFiOap8tFvEq8Nh1K1suKH7v8hhFAuF\nectbXA7Nww4L3ys77wz87nfN78cEo5BQSKJKUb69waDsfeNzFHPqFIyqOHKqhABxFixwuYRilBnf\nlslhNBSkTkaUISYY1ZWXd7AEo1Z/MxWMChhOYhEwMhxGI4U//WmoS1AuhxHx7LPtKQtRVw6jdkFl\n+s1vmj/jDqMVK+rthKU4jIqoQzB66ql63CepDqOnnsr/3YrDqGwOo512yiczHj++ebBMx6bljcuw\n9971uwxJMKra9q2zTr0riY0Eh1Er8PCQumjVuh6jW11DZYiFM9PAm+dlKYI/A0PZJ33wwfTk5lUZ\niYIRtSsf/ahb4e3ss6s7jCZOdP984dBFtOIw6gTKlqNIYBhqh9Ho0dVdLCn9rGnTyoVWtjMkrQ66\n1WE0GNSxuBAlbi/DCKvKh5doNBIcRsrgUcZhBDgHSyv5DVLodIdRatJrClWqC2osYp3CIuoQjEIJ\nJstSZpU0Ttl7YtKktGuW0oEaPx54+unm908+OUvmWYYiu3kVWnUY1U1qu6TtV320UzAa6WyzTbOI\nXQTVmVOnDm1/dJNN2n+ObghJaxf9/c5p1koOI6KKkBNr5z7xCeDNb67nPO2ibDlOPBF43/vix2tV\nMCIXShXB6Prr44nIY6T0sx56qFy51l67swWjdjiMQv2gbgtJO/XU1oV4dRgVMNxWSYvdMHUN5JSR\nQ5kcRgBw0UXtKwvR6Q6js84CFi3yfyZzGNXJ0Ue7lQpbcS3VmVOpVaheLtuAlb0nzj47+11iOYxS\nBSMf55xTrkzt4vTT3YxjJwlG6jAaPM49F7jmms4cDAwnyva1dtihOVn+cGXKlPJ1dCe282WQ7UrR\nuGPePP9qa5wq4UwxwWjePPfPd55OqS/KlqOvr3mlOHm8lGNus034s1ZC0to9JivjyFm1yuVce+45\n93en/Oacbg1JGwzqcF+pYFTAcBKLgPhDvvnmnTUgVDofEjY6qeLslIFuiC23DK9u187Zm/7+LEdC\nVTqxfij7e7/1rfHE3pLUWaQDDig+7ne+E85t0gmceab7vxsFo27OYdQpnHSSm3VOndXu9oF6N9GK\nM7Sb+MAHhroEQ8+7352tKutj7FjgtNPix6jbYRSik9qKuvtN++zTvEqbj8WLwyvWthKS1klQgv5O\ndhgNZkjajBn1pYzolnZUBaMEhpNoVPSQD6fvqrQfqug6pcMA5O/hbooxBlynYo89Out6cjqxYSt7\nrVpxucVyGKUcd/Zs96/TmTOnM5KYAun3nDqM6uGyy4a6BMpIpkoftBPbpTLIdsW3IEZZ6nYYxc7T\nKeJB3eXYdFP3r4iU8MFuF4yITl4lLSayViX02558cn3n6Jb6q0qdMkxu+zSGm4DSKRW7MjzoZMfJ\n8uWDk3OhTnp6gJtuGupSdBdap9UPOY06Ac1h1Jn09moYu9IZdMuAazAZLIdRf39rC2nUSSe68Iar\nYNRp/a5ly4Btt63/uG98Y5po2ArdUn+pw6iAvr7OqQxb5cQT47G2ilKWddftPMcEVWivf/3QlmO4\n0kkdhXvvbU/ceohYDiOlPWgOo87k0Uc7KxRZUbqVdrQrda+SFmLjjV3es6Hm3nvDof5DSSs5jDqR\nTnUY8dVo6+T1rwf++Mf2HLvbUMGogLe/3cWxDgfOP3+oS6AMNyZMAB54YKhLkafTGrLhRidd37qX\nlFc6D81h1JnMmDHUJVAUR7fM0A8mVcJHKE9NGYzpjHa4E8rgY7g4i4j+fuCEE4a6FMOLbqm/qghG\nbR0uGGP2Ncbcb4z5ozHmo4FtPtv4/C5jzNx2lmfMmOrLGiqKMvh0kqAx3PjOd4Bvf3uoSzF0LF26\ndKiLMOJQh5GiKDF22619DoPBoB3tStmQtJNPBg4+uPZiKA2GS/tkDHDBBUNdiuHDd7/r+tXdQEfl\nMDLG9AK4BMDeAB4H8FtjzLXW2vvYNvsD2NRaO9sYMw/A5wHUkCJOUZThwPz5wIsvDnUphidvf/tQ\nl2BoWb58uYalDTJl8qQNt5yDiqIU89Ofds8svY92tCtlBaNzzqn19IpguAhGSr0cdNBQlyCdTnMY\n7QzgQWvtCmvtagBXAVgktjkAwFcBwFp7K4DJxph12lgmRVG6iIsu0phjpT08//zzQ12EEUeqCHT4\n4W45akVRRha9vd0d+tOOdmXmTGAdHRl1BN/6llt5VFG6mU4TjNYH8Cj7+7HGe0XbbNDGMinKsEbD\nbBQljRUrVgx1EUYUN92ULgJdcQXwla+0tThKCbRdUZQ02tGuXHABsPfetR9WqcChh2qqhLrQdmXo\n6OvrLMEo1VQq5xy72IyqKEOLVsCKksby5cuHuggjij32yFaZUboLbVcUJQ1tVxQlDW1Xho5TTwUO\nOKDcPsa2KVjYGPMGAGdYa/dt/H0ygFetteexbf4vgKXW2qsaf98PYE9r7VPiWCoiKYqiKIqiKIqi\nKIqi1Iy11ps8oJ2RwrcBmG2MmQngCQCLASwR21wL4FgAVzUEpuelWASEC68oiqIoiqIoiqIoiqLU\nT9sEI2vtGmPMsQB+AqAXwH9ba+8zxryv8fkXrLU/NMbsb4x5EMAqAP/SrvIoiqIoiqIoiqIoiqIo\nabQtJE1RFEVRFEVRFEVRFEXpTjTXu6J0IMaYy40xTxlj7vF89mFjzKvGmLU8n402xtxqjFlujPm9\nMeZc9tlaxpifGmMeMMbcYIyZ3O7voSjtxvesGGPOMMY8Zoy5s/Fv38C++xpj7jfG/NEY81H2vj4r\nyrCj6rOi7YoyEgn1w4wxxxlj7jPG3GuMOS+wr7Ytyoih6rOibUv3oIKRonQmXwbg67hvCGAhgEd8\nO1lr/wFgL2vtdgC2BbCXMWa3xscnAfiptXYOgJ81/laUbsf3rFgAF1lr5zb+/VjuZIzpBXBJY98t\nASwxxmzR+FifFWU4UulZ0XZFGaE0PS/GmL0AHABgW2vt1gAulDtp26KMQCo9K9q2dA8qGClKB2Kt\n/SWAv3k+ugjARwr2/Xvj5QBc/jA6zgEAvtp4/VUAB7ZeUkUZWiLPStFiCTsDeNBau8JauxrAVQAW\nNT7TZ0UZdrTwrGi7oow4As/L+wGc22gzYK192rOrti3KiKKFZ0Xbli5BBSNF6RKMMYsAPGatvVu8\nv54x5nr2d48xZjmApwDcaK39feOjddgqhE8BWGcwyq0oQ8Rxxpi7jDH/TVZm8aysD+BRtv1jjfcA\nfVaUkUXRs6LtiqI4ZgPYwxhzizFmqTFmR0DbFkXxkPKsaNvSJahgpChdgDFmLIBTAHycvw0A1ton\nrLVvoTetta827J0bwFXW8+XxrMt2rxnvleHK5wHMArAdgL8A+E+g6VmR97/xvKfPijLcSXlWtF1R\nFEcfgCnW2jcAOBHAtwBtWxTFQ8qzom1Ll6CCkaJ0B5sAmAngLmPMw3AV6+3GmOmhHay1/w/A9QB2\naLz1lDFmXQAwxswA8Ne2llhRhghr7V9tAwBfggsRkDwOYEP29waN9wB9VpQRQuKzwrfXdkUZyTwG\n4LsAYK39LYBXjTFTxTbatihK2rPyGtq2dDYqGClKF2Ctvcdau461dpa1dhZcRby9tTZXgRpjprGQ\ngjFwCbKXNz6+FsB7Gq/fA+D7g1N6RRlcGp0L4iAATasNArgNwGxjzExjzACAxXDPCKDPijJCSHlW\ntF1RlNf4PoAFAGCMmQNgwFr7rNhG2xZFSXhWtG3pHlQwUpQOxBhzJYBfA5hjjHnUGPMvYhPLtuXx\nwOsB+HkjHvhWANdZa3/W+OxTABYaYx6Aq8Q/1dYvoSiDAHtWNms8K/8HwHnGmLuNMXcB2BPA8Y1t\nX3tWrLVrABwL4CcAfg/gamvtfY3D6rOiDDuqPivQdkUZgQT6YZcD2LixfPiVAN7d2FbbFmXEUvVZ\ngbYtXYNxLmRFURRFURRFURRFURRFcajDSFEURVEURVEURVEURcmhgpGiKIqiKIqiKIqiKIqSQwUj\nRVEURVEURVEURVEUJYcKRoqiKIqiKIqiKIqiKEoOFYwURVEURVEURVEURVGUHCoYKYqiKIqiKIqi\nKIqiKDlUMFIURVEUZVAwxqwUf7/XGHPxIJ7/DGPMq8aYTdh7H2q8t33j7+uNMRMrHv/1xpj9airr\nW40xdxhjlhtjfmeM+dc6jluhHCuLt1IURVEUZTiigpGiKIqiKIOFLfi7EsaYvhLnvwfAYey9QwHc\n+9oG1r7FWvtCxaLMBbB/xX1fwxjTD+ALAN5qrd0OwHYAlrZ63IrU8hspiqIoitJ9qGCkKIqiKMpQ\nYV57YcxMY8zPjTF3GWP+1xizYeP9rxhjDmbbrWz8P98Y80tjzDUA7jXGjG24g5YbY+4xxrwjcM7v\nA1jUOMYmAJ4H8Cw7/gpjzFqN8txnjLnMGHOvMeYnxpjRjW2WGmN2aLyeZox5uCHyfALAYmPMncaY\nQ40x44wxlxtjbm24hQ5o7LNV4707G993U1HGCQD6ADwHANba1dbaBxr7rm2M+bYxZlnj366N98cb\nY75sjLm7ccyDGu8vabx3jzHmU/w6GmPOalyv3xhjpjfen9X4+25jzFls+xnGmF80ynyPMeaNKT+w\noiiKoijdiwpGiqIoiqIMFmMagsOdxpg7AZyJzMFyMYAvW2tfD+AKAJ9tvB9zJc0F8O/W2s0B7Afg\ncWvtdtbabQD8GACMMWcaY97G9nkBwJ+NMVsBWAzg6sjxNwVwibV2azhh6WC2Ta5c1trVAE4DcJW1\ndq619n8AfAzAz6y18wAsAHCBMWYsgPcB+Iy1di6AHQA81ijr9caYda21zwG4FsAjxphvGmMON8aQ\nuPYZAP9lrd0ZwCEAvtR4/zQAf7PWbtu4hjcaY9YD8CkAe8G5lHYyxixqbD8WwG8aDqZfADiaHf9z\n1tptATzBvuLhAH7cKPO2AJZDURRFUZRhjQpGiqIoiqIMFi81xJS5DeHhdGQuozcA+Gbj9TcApDhY\nlllrH2m8vhvAQmPMp4wxb6SwMmvtx62114n9rgawBMCBAL4XOf7D1tq7G69vBzCzoDwGzDUFYB8A\nJzXEsRsBjALwOgC/AXCKMeYjAGZaa//RKOtbrLVPNl4fDeBNAJYBOAHA5Y1j7g3gksYxrwEwwRgz\nrrHt5+jE1trnAewE4EZr7bPW2lfghLg9Gpu8bK293vPddgVwZeP1N9h3WQbgX4wxHwewrbVWcxsp\niqIoyjBHBSNFURRFUYYKU/A3AKxBo79ijOkBMMA+W0UvrLV/hHMc3QPgLGPMaYFzWgA/APBOAI9Y\na1+MlO+f7PUrAHplmQCMjuwPAG9nItlMa+391torAbwNwEsAfmiM2ctbUGvvtdZ+GsBCZO4mA2Ae\nO+aG1tpV7DP5Xfl7BpkzajV7/1W4ELgg1tpfAtgdwOMAvmKMeVdse0VRFEVRuh8VjBRFURRF6QR+\njSwZ9RFwYVIAsAIubAsADgDQ79vZGDMDwD+stVcAuBDA9oHzGGvtSwA+CuDskmUk8WUFgB0brw9h\nn78Al3+I+AmAf2dlnNv4f5a19mFr7cVwLqFtxHcZZ4yZz96a2zgnANwgjvn6xsufAjiGvT8ZzhW0\npzFmqjGmF+763lTwHW9G/neg470OwNPW2i/BhcHNLTiOoiiKoihdjgpGiqIoiqIMFr58RPTecXAh\nT3fBCRUfbLz/RTjRYzlc2NpKsT+xDYBbG6FapwP4JODNYWQBwFp7tbW2KA9PKH/ShQDeb4y5A8BU\n9v6NALakpNeNMvQ3EkjfC5ezCQDe0UikfSeArQB8rVHW640x68IJUycaY+5vbPNxAO9t7PvvAHZs\nJLb+HVw+JAA4C8CURkLq5QDmN8LbTmqUazmA21h4Hv9u/Hf4IIBjjDF3A1iPvb8XgOWN7/wOuFxH\niqIoiqIMY4y1ulqqoiiKoiiKoiiKoiiKkqEOI0VRFEVRFEVRFEVRFCWHCkaKoiiKoiiKoiiKoihK\nDhWMFEVRFEVRFEVRFEVRlBwqGCmKoiiKoiiKoiiKoig5VDBSFEVRFEVRFEVRFEVRcqhgpCiKoiiK\noiiKoiiKouRQwUhRFEVRFEVRFEVRFEXJoYKRoiiKoiiKoiiKoiiKkuP/A8AZd4htQORJAAAAAElF\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff740ddd710>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"column_name = 'Speed#38(19.3m)'\n",
"awac_df[column_name].ix[datetime(2014,8,20,14):].plot()\n",
"plt.ylabel(column_name)\n",
"plt.xlabel(h_m_s)\n",
"plt.title(column_name + ' over Time (Carloway Deployment)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.text.Text at 0x7ff740c88550>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Svl9w+c2S/rGyEQVUdYXRIPsBAAAAAFBnvL9FVq8KI0mSmWWri55b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qAAAg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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff740d48bd0>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Open Storm Dat file and process into MultiIndex ( Date, Cell Number ) DataFrame"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dat_lines = open('Carl_103_20aug.dat').readlines()\n",
"date_lines = range(0,120360,51)\n",
"dat_index = []\n",
"data = []\n",
"for x in date_lines:\n",
" dat_index.append(dat_lines[x].rstrip().split())\n",
" for x in dat_lines[x+1:x+51]:\n",
" data.append(x.rstrip().split())\n",
"index_columns = ['Month', 'Day', 'Year', 'Hour', 'Minute', 'Second', 'Error Code', \n",
" 'Status Code', 'Battery Voltage', 'Soundspeed', 'Heading', 'Pitch',\n",
" 'Roll', 'Pressure', 'Temperature', 'Analog In 1', 'Analog In 2', \n",
" 'Number of Beams', 'Number of Cells']\n",
"dat_index_df = pd.DataFrame(dat_index)\n",
"data_df = pd.DataFrame(data)\n",
"dat_index_df.columns = index_columns\n",
"columns = ['Cell', 'Cell Position', 'Velocity (Beam1|X|East)', 'Velocity (Beam2|Y|North)', \n",
" 'Velocity (Beam3|Z|Up)', 'Amplitude (Beam1)', 'Amplitude (Beam2)', \n",
" 'Amplitude (Beam3)', 'Speed', 'Direction' ]\n",
"data_df.columns = columns"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"timestamps = []\n",
"for index, x in dat_index_df.iterrows():\n",
" timestamps.append(datetime(int(x.Year), int(x.Month), int(x.Day), int(x.Hour), int(x.Minute), int(x.Second)))\n",
"index = pd.DatetimeIndex(timestamps)\n",
"dat_index_df.index = index\n",
"dat_index_df = dat_index_df.drop(['Month', 'Day', 'Year', 'Hour', 'Minute', 'Second'], axis=1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"multi_timestamps = []\n",
"for x in timestamps:\n",
" for y in range(50):\n",
" multi_timestamps.append(x)\n",
"multi_2 = data_df.Cell.tolist()\n",
"multi_index = pd.MultiIndex.from_arrays([multi_timestamps, multi_2], names = ['Timestamp','Cell'])\n",
"data_df.index = multi_index"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20,10), dpi=100)\n",
"data_df[0:50]['Velocity (Beam1|X|East)'].astype('float').plot()\n",
"plt.ylabel('m/s')\n",
"plt.xlabel('Cell Number')\n",
"plt.title('1st Timestamp Velocity X East over Cell Number (Before the sensor went int the water)')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"<matplotlib.text.Text at 0x7ff73619e150>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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qf3/phBOavzkzuYhW8uCDvjgl+WJVs+Vns+RjqSIVMz4Q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bMZ/8i2/FVWAhs3AuPGNf1ZlNeiDLvfK6/QuuAqKsYLUV6PgDeRyrLI6nfPPXLmJJtY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\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff7411fab90>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_amplitude(date_time, column_name, title):\n",
" fig = plt.figure(figsize=(20,10), dpi=100)\n",
" data_df.ix[date_time][column_name].astype('float').plot()\n",
" plt.ylabel('Amplitude')\n",
" plt.xlabel('Cell Number')\n",
" plt.title(title)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"date_time = datetime(2014,8,20,13,30,4)\n",
"column_name = 'Amplitude (Beam1)'\n",
"title = '2014-8-20 13:30:04 - Beam 1 Amplitude over Cell Number ( Before Sensor was placed in Water )'\n",
"plot_amplitude(date_time, column_name, title)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Xd8stQ7ckD/RrANiNRNIMPIZ4ErMaqIN155O8VVcQ57N5O48jKeKRiqT+bG5K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\nkQ7alqbzO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"text": [
"<matplotlib.figure.Figure at 0x7ff735b38790>"
]
}
],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"date_time = datetime(2014,8,20,15,0,4)\n",
"column_name = 'Amplitude (Beam1)'\n",
"title = '2014-8-20 15:00:04 - Beam 1 Amplitude over Cell Number'\n",
"plot_amplitude(date_time, column_name, title)\n",
"# I think the peak below is the bottom reflection"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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9BtwAEGN8LIQwM4TwDeB1oGej/XqULvuaoUOH0rt3bwC6detGv3796N+/PzDr\nH4dybS+88EhGjIBp0/oz33zlv3+33a7m7dGjRxcqj9tuN7e99NL9uesu2GWXkYwcmT9P7vG46ab9\nWWQROPPMkay3XnHyu+12LW37/ui222677XY1bA8bNozRo0d/WV9pTXv3ONoPWDbGeGIIYWXgnhjj\ncqXm2FcB65OWqN0D9Gna0Kg9exw1WGcdOPts+O532/WwkqQy2G036NsXjjkmd5LiuOiiNJv2xhtz\nJ5EkSVJRZOlxFEK4GngIWDmE8GoIYU/gUmCFEMI44GrgJwAxxmdIy9aeAe4ADmz3ClELXK4mSdVp\nwgS4+2742c9yJymWXXeFf/8bXntt9vtKkiRJFSscxRh3iTEuG2NcIMbYM8b41xjjtBjjHjHGNWKM\n68YYRzba/7cxxj4xxlVijIVpSW3hSGpew1RHqahOOQV+8QtYeOHcSSpvTsbjQgvBLrvAxRdXLo9U\nz3x/lIrBsSiVT8UKR7Viww3hpZfgzTdzJ5EktdUzz8A998DBB+dOUkz7758KR9On504iSZKkoqto\nj6Nyy9HjCGDHHWHrrWHo0HY/tCRpLvz4x9CvHxx1VO4kxfWd78Dhh8P22+dOIkmSpNyy9DiqJS5X\nk6TqMX483Hefs41m54AD4IILcqeQJElS0Vk4aoMf/jA1WHVKvzSL68ZVVCefDIcdlnr51Iu5GY9D\nhsBTT8ELL5Q/j1TPfH+UisGxKJWPhaM26N4devaERx/NnUSS1Jqnn4aRI+Ggg3InKb7OndMS7Isu\nyp1EkiRJRWaPozY66iiYb750lh5JUutGjYIFF4S1127f4+60E6y3Hhx5ZPset1q98AJsvDG88koq\nJEmSJKk+2eOoDAYMsM+RJLXV8cfDJpvAIYfAlCntc8xx4+D+++HAA9vneLWgT59U3Bs+PHcSSZIk\nFZWFozbaZJP0zezbb+dOIhWD68bVkhhh7Fh47DGYOhVWWw2uuSZdXkknnwxHHAFdu1b2OEU0L+Nx\n//3h/PPLl0Wqd74/SsXgWJTKx8JRG803H2y2Gdx5Z+4kklRsb74JHTqkgtFf/gLXXQe/+x1suSVM\nnFiZY44dCw88kM4UpjmzzTbw0ktpxpYkSZLUlIWjOTBwoMvVpAb9+/fPHUEFNWYMrLUWhNIK6Y03\nhieeSP+GbrwxnHBCmolUTiefnPoa1eNsI5i38dipE+y9N1xwQfnySPXM90epGByLUvlYOJoDAwbA\nXXfBjBm0TxAvAAAgAElEQVS5k0hScY0dC2uu+dXLOnWCww6D0aNhwgRYffXyFeLHjEnNuJ1tNPf2\n2Qeuvho+/jh3EkmSJBWNhaM50LMnLL00PP547iRSfq4bV0saZhw1p0ePtHTtvPPg4INhhx3gtdfm\n7XgnnZRmGy244LzdTzWb1/HYvTtsuilcdVV58kj1zPdHqRgci1L5WDiaQy5Xk6TWNTfjqKmBA+Hp\np1MfpH794KyzYPr0OT/W6NHwn/+kBs+aNwcckJarVbqJuSRJkqpLiFX0P8QQQsyd91//gmOPhYcf\nzhpDkgrps89gscVg8mRYYIG23WbiRDjwQHjnnXR2r403bvvxtt8evvc9+MUv5i6vZpk5E1ZeGa68\nEjbYIHcaSZIktacQAjHG0Nx1zjiaQ9/5TurP8e67uZNIUvFMmAB9+rS9aASpWHH33XD00bDjjqnf\nznvvzf52Tz0FjzzibKNy6dAB9tvPJtmSJEn6KgtHc2iBBaB//9QkW6pnrhtXc8aMmf0yteaEAD/+\nMTzzDHTpkpawXXppmgXTkpNOgl/+Mu1f78o1HocOhZtugvffL8vdSXXJ90epGByLUvlYOJoLAwbY\n50iSmjN2bMuNsdti0UXhnHPSv7EXXpiWoY0b9/X9nnwSHnsszZBR+Sy5JGy9NVx+ee4kkiRJKgp7\nHM2Fl16C9deHt95KU/slSckPfgBHHJEK7PNqxgz4y1/ghBPg//4PTjwRFlooXTdoEGy+ORxyyLwf\nR1/14IOw995p2WFodpW7JEmSao09jsqsd29YYon0jbckKYkxLVWblxlHjXXsmPoXjRsHkyal5Ws3\n3ghPPAGPP556Ian8NtkE5psPnOEvSZIksHA011yupnrnunE19dZb6e+lly7v/S61VFo6dfnl6ayW\nP/gBHHWUvY0aK+d4DCEV7M4/v2x3KdUV3x+lYnAsSuVj4WguDRwII0bkTiFJxdHQGLtSy5v694fR\no+FPf4J9963MMZTssUc6011DMVCSJEn1yx5Hc+mzz+Cb30z9jhZfPHcaScrv9NNToeGss3InUTns\nuy/06pVmeUmSJKm22eOoAjp3Tmf7ufvu3EkkqRgaZhypNhxwAFx0UWpSLkmSpPpl4WgeDBjgcjXV\nL9eNq6mxY8vXGFtzphLjce2108zaf/2r7Hct1TTfH6VicCxK5WPhaB409DmaOTN3EknK6/PP4YUX\nYNVVcydROe24I9x0U+4UkiRJyskeR/No5ZXhH/9I38xKUr0aPRp23x2efjp3EpXTc8/B5pvDK69A\nB79qkiRJqln2OKogl6tJUlqmZn+j2vOtb8HCC8MTT+ROIkmSpFwsHM2jgQPhjjtyp5Dan+vG1diY\nMfY3yqmS43HQIJerSXPC90epGByLUvlYOJpH/fvDU0/B5Mm5k0hSPs44ql3bbQc335w7hSRJknKx\nx1EZDBgA++wDQ4bkTiJJ7S9GWGqpVETv3j13GpXbzJnp9/rAA9CnT+40kiRJqgR7HFWYy9Uk1bNJ\nk1JxYdllcydRJXToANtu66wjSZKkemXhqAwGDkwNsgs4GUqqGNeNq8GYMWmZWmj2+wm1h0qPx+22\ns8+R1Fa+P0rF4FiUysfCURmstBIssACMG5c7iSS1v7FjbYxd6zbbLL3Hvf127iSSJElqbxaOyiCE\n1OdoxIjcSaT2079//9wRVBA2xs6v0uNxgQVgyy3hn/+s6GGkmuD7o1QMjkWpfCwclYl9jiTVqzFj\nnHFUD1yuJkmSVJ8sHJXJ978Pjz8OH36YO4nUPlw3LoAvvoDnn4fVVsudpL61x3jcaisYORI++aTi\nh5Kqmu+PUjE4FqXysXBUJl27woYbwr335k4iSe1nwgRYfnno3Dl3ElVat26wwQZw1125k0iSJKk9\nhVhFpwILIcQi5z3rLHjuObjwwtxJJKl9XHEF3H47XH117iRqD+edB489Bn/7W+4kkiRJKqcQAjHG\nZs+T7IyjMmroc1Tg2pYkldWYMTbGrieDBsFtt8H06bmTSJIkqb1YOCqjVVZJZ1ibMCF3EqnyXDcu\nSGdUszF2fu01Hnv2hN694cEH2+VwUlXy/VEqBseiVD4WjsooBM+uJqm+OOOo/gwa5NnVJEmS6ok9\njsrs5pvh3HPhnntyJ5Gkypo0KZ1N7d13U+Fc9WHcONh2W3jxRX/vkiRJtcIeR+1os83gkUfg449z\nJ5Gkyho7Ns02snhQX1ZfPf3Ox47NnUSSJEntwcJRmS28MKy3Htx3X+4kUmW5blwuUyuO9hyPIcB2\n26UZtpK+zvdHqRgci1L5WDiqAPscSaoHNsauX9ttZ58jSZKkemGPowp4+mnYZhv7P0iqbWutBZdc\nAt/+du4kam/Tp8Myy8Djj0OvXrnTSJIkaV7Z46id9e0L06bBxIm5k0hSZXzxRfo3rm/f3EmUQ6dO\n8KMfwS235E4iSZKkSrNwVAEhuFxNtc914/Xt2Wehd2/o0iV3EkGe8ehyNal5vj9KxeBYlMrHwlGF\nWDiSVMvsb6QttkhL1T74IHcSSZIkVZI9jipkyhTo0QMmTYIFF8ydRpLK65e/hG7d4JhjcidRTttt\nBzvsALvvnjuJJEmS5oU9jjJYdFFYZx1whqSkWjRmjDOOBIMGuVxNkiSp1lk4qiCXq6mWuW68vo0d\nC2uumTuFGuQajz/6Edx9N3z2WZbDS4Xk+6NUDI5FqXwsHFXQgAEwYkTuFJJUXm+/nQoFPXrkTqLc\nllwS+vWDf/0rdxJJkiRVij2OKihG6N4d7r8f+vTJnUaSyuOee+A3v3EprpKzzoIJE+Avf8mdRJIk\nSXPLHkeZhJBmHd12W+4kklQ+Y8a4TE2zDBoEt94KM2bkTiJJkqRKsHBUYbvvDhddlGYfSbXEdeP1\na+xYG2MXTc7xuOKKacnaI49kiyAViu+PUjE4FqXysXBUYd//PnTokJZ2SFItcMaRmtpuO7j55twp\nJEmSVAn2OGoHl1wCN94I//xn7iSSNG+mTYNFFoH33oMFF8ydRkXxxBOwyy7w3HNpmbYkSZKqiz2O\nMtt1V3j0UZg4MXcSSZo3zz0HvXpZNNJXrbMOTJ0Kzz6bO4kkSZLKzcJRO+jSBfbdF849N3cSqXxc\nN16fXKZWTLnHYwipSbbL1aT841FS4liUysfCUTs58EC48kqYPDl3EkmaezbGVksGDYKbbsqdQpIk\nSeVWsR5HIYRLga2Bt2OMazS57nDgD8A3Yozvly47GtgLmAEcEmO8q5n7rMoeRw122w3WXRcOOyx3\nEkmaOwMGwEEHwTbb5E6iovniC1h6aRg/HpZZJncaSZIkzYlcPY7+CgxoJkxPYAvg5UaXrQbsDKxW\nus2fQwg1Nxvq0EPTcrUZM3InkaS544wjtWT++WHgQLjlltxJJEmSVE4VK87EGB8APmjmqrOAXza5\nbBBwdYxxWozxJeAFYP1KZctl/fXTt7D+p1q1wHXj9eedd1ID5J49cydRU0UZjy5Xk4ozHqV651iU\nyqddZ/WEEAYBr8UYxza5alngtUbbrwHd2y1YOzr0UBg2LHcKSZpzY8emxtiebl0tGTAARo2CDz/M\nnUSSJEnl0qm9DhRCWBA4hrRM7cuLW7lJs82Mhg4dSu/evQHo1q0b/fr1o3///sCsqnKRt5dYAl58\nsT+jR8PkyfnzuO323G43XFaUPG5Xfnv4cFhzzeLkcbuY43GTTeDMM0fy/e8X5/lx2+323G64rCh5\n3Ha7Xrf79+9fqDxuu1207WHDhjF69Ogv6yutqVhzbIAQQm/g1hjjGiGENYB7gE9LV/cAXgc2APYE\niDGeVrrdCODEGOMjTe6vqptjNzjtNHjuOfjrX3MnkaS2GzoUNtkE9tkndxIV2YUXwv33pzOJSpIk\nqTrkao79FTHGcTHGpWKMy8cYlyctR1snxjgJuAX4cQhh/hDC8sBKwKPtla297bNP6gExaVLuJNLc\na6hYq37YGLu4ijQet90W7rgjnWVNqkdFGo9SPXMsSuVTscJRCOFq4CFg5RDCqyGEPZvs8uXUoRjj\nM8C1wDPAHcCBNTG1qAVLLAE77ZS+lZWkajBtGjz7LPTtmzuJim6ZZWDlleHf/86dRJIkSeVQ0aVq\n5VYrS9UAxo+HH/wAXnoJFlggdxpJat348TB4cFpmK83OaafBa6/BeeflTiJJkqS2KMRSNX1V376w\nxhpw7bW5k0jS7I0Zk86oJrXFoEFpSXaNfNcjSZJU1ywcZXTooTBsmP+xVnVy3Xh9sb9RsRVtPK6y\nCnTtCk88kTuJ1P6KNh6leuVYlMrHwlFGAwfCRx/BqFG5k0hS65xxpDkRAmy3Hdx8c+4kkiRJmlf2\nOMrsvPNg5Ei4/vrcSSSpZd27pyJ37965k6haPPQQ7LcfjBuXO4kkSZJmp7UeRxaOMvvoo/RB7Mkn\noVev3Gkk6evefRdWXBEmT04zSaS2mDFjVsFxxRVzp5EkSVJrbI5dYAsvDEOHwp/+lDuJNGdcN14/\nxo5Ny9QsGhVXEcdjx46w7bYuV1P9KeJ4lOqRY1EqHwtHBXDwwXDppfDJJ7mTSNLX2Rhbc6vh7GqS\nJEmqXi5VK4jBg2GLLeCAA3InkaSv2nNP2Ggj2Hff3ElUbT77DJZaCl54AZZcMncaSZIktcSlalXg\n0EPh7LNh5szcSSTpq5xxpLnVuXP6UuSf/8ydRJIkSXPLwlFBfO970KUL3HVX7iRS27huvD5Mnw4T\nJsDqq+dOotYUeTxut519jlRfijwepXriWJTKx8JRQYSQZh0NG5Y7iSTNMnEi9OgBXbvmTqJqtfXW\ncO+98OmnuZNIkiRpbtjjqEA++wx694b77oNVV82dRpLg6qth+HC4/vrcSVTNNt8cfvazNPtIkiRJ\nxWOPoyrRuTPstx+cc07uJJKUjB0La66ZO4WqncvVJEmSqpeFo4I54AC45hp4//3cSaTWuW68PtgY\nuzoUfTxuuy3cemvqmSXVuqKPR6leOBal8rFwVDBLLw3bbAMXX5w7iSTBmDHOONK869ULllsORo3K\nnUSSJElzyh5HBfTEEzB4MPz3v9CpU+40kurVe+/BCivA5Mmpgb80L04+Ob2WzjordxJJkiQ1ZY+j\nKrPuuumb2Ztuyp1EUj0bOxbWWMOikcpj0KD0vlYH3/9IkiTVFAtHBXXooTBsWO4UUstcN1777G9U\nPaphPK65ZioaPf107iRSZVXDeJTqgWNRKh8LRwW13Xbw6qvw+OO5k0iqV/Y3UjmFMGvWkSRJkqqH\nPY4K7A9/SN/4X3FF7iSS6tG3vw3nngsbbZQ7iWrFyJFw+OGpl58kSZKKo7UeRxaOCuyDD2DFFWH8\neFhmmdxpJNWT6dNhkUXg7bdhoYVyp1GtmD49nT30qaegZ8/caSRJktTA5thVarHF4Mc/hvPPz51E\n+jrXjde255+HZZe1aFQtqmU8duoEW28NN9+cO4lUOdUyHqVa51iUysfCUcEdcghceCF89lnuJJLq\niY2xVSnbbWfhSJIkqZq4VK0KDBwIO+0Ee+6ZO4mkenHMMbDAAnDiibmTqNZ88klafv3yy2lmrSRJ\nkvJzqVqVO/RQOPvsdBpjSWoPzjhSpXTtCv37w+23504iSZKktrBwVAW23BI+/xzuvz93EmkW143X\ntjFjYM01c6dQW1XbeHS5mmpZtY1HqVY5FqXysXBUBTp0SL2Ohg3LnURSPXj/fZgyBXr3zp1EtepH\nP4K77rJ/nyRJUjWwx1GV+OQT6NULHn0UVlghdxpJtWzkSDj2WBg1KncS1bJNN4UjjoBttsmdRJIk\nSfY4qgFdu8Jee8F55+VOIqnWjR3rMjVV3g47wPXX504hSZKk2bFwVEUOPhj+9jf46KPcSSTXjdcy\nG2NXn2ocj4MHw623whdf5E4ilVc1jkepFjkWpfKxcFRFllsONtsMLrssdxJJtczG2GoP3bvDKqvA\nvffmTiJJkqTW2OOoyowaBUOHwnPPpabZklROM2bAIovAW2/BwgvnTqNad9ZZ8MwzcPHFuZNIkiTV\nN3sc1ZCNN4ZFF4Xbb8+dRFItev55WHppi0ZqH4MHw803w/TpuZNIkiSpJRaOqkwIcOihcPbZuZOo\n3rluvDbZ36g6Vet47N07/fn3v3MnkcqnWsejVGsci1L5WDiqQjvtBE8/nf5IUjnZ30jtzbOrSZIk\nFZs9jqrUySfDa6/BRRflTiKplmyzDey5Z1pCJLWHF16A73wHXn8dOnbMnUaSJKk+2eOoBu2/P1x3\nHbzzTu4kkmrJmDEuVVP76tMn9dUaNSp3EkmSJDXHwlGV+uY3YZ990hT/qVNzp1E9ct147fngg/Rn\n+eVzJ9GcqvbxOGQIDB+eO4VUHtU+HqVa4ViUysfCURU77TTo0QN23BGmTcudRlK1GzcO1lgDOvjO\noHa2ww6pcDRzZu4kkiRJasoeR1Vu2rTUi2SRReCKK/zAJ2nunXsujB8PF1yQO4nqUd++cMklsOGG\nuZNIkiTVH3sc1bD55oNrr02Nsg8+GKyrSZpbY8fa30j5DBni2dUkSZKKyMJRDejSBW69FR55BI47\nLnca1QvXjdeeMWNgzTVzp9DcqIXxuMMOqXDkFyCqdrUwHqVa4FiUysfCUY1YZBEYMQJuuAHOOCN3\nGknVZsaMtExtjTVyJ1G9WmONNIv2ySdzJ5EkSVJj9jiqMa++Ct/9Lhx/PPz0p7nTSKoWzz0HAwfC\niy/mTqJ6dvTR6e/f/S5vDkmSpHpjj6M60rMn3H13KhzZK0JSW40d6zI15dfQ58jviCRJkorDwlEN\nWmkluOMOOOgguPPO3GlUq1w3XltsjF3damU8rrtuOlvouHG5k0hzr1bGo1TtHItS+Vg4qlFrrZX6\nHe2xBzz0UO40korOxtgqghBmNcmWJElSMdjjqMbdeSf85Cdw113OJpDUst694Z57oE+f3ElU7/7z\nH9h779SsXZIkSe3DHkd17Ic/hPPOS01vn38+dxpJRTR5Mrz7LqywQu4kEmywAUyZAhMm5E4iSZIk\nsHBUF3bcEU46CbbcEl57LXca1QrXjdeOceNg9dWhg+8IVauWxmOHDjB4MAwfnjuJNHdqaTxK1cyx\nKJWPHxPqxD77wIEHpuLRu+/mTiOpSMaMcSmrisU+R5IkScVhj6M6c8wxqd/RvffCIovkTiOpCPbd\nNxWODjoodxIpmTEDuneHBx+075YkSVJ7sMeRvnTqqbD++rDttjB1au40korAGUcqmo4dYfvtXa4m\nSZJUBBaO6kwIqVn2ssvCTjvBtGm5E6lauW68NsyYkc5etcYauZNoXtTieHS5mqpVLY5HqRo5FqXy\nsXBUhzp0gL/9DWKEoUNh5szciSTl8uKLsOSSsOiiuZNIX7XppvDSS/Dyy7mTSJIk1Td7HNWxqVNh\nwIB0NqXzzkuzkSTVl+uvhyuugJtvzp1E+rq994bVVoPDDsudRJIkqbbZ40jN6tIFbrkFHn4YTjgh\ndxpJOYwdC2uumTuF1DyXq0mSJOVn4ajOLboojBgB110HZ52VO42qievGa4ONsWtDrY7HzTaDZ5+F\n11/PnURqu1odj1K1cSxK5WPhSCy5JNx9N5xzDlx6ae40ktqTM45UZPPPD9tsAzfckDuJJElS/bLH\nkb40cSL0758KSDvskDuNpEqbMgW6d09/d+yYO43UvFtuSTNi/eJYkiSpcrL0OAohXBpCmBRCGNfo\nsj+EECaEEMaEEG4IISza6LqjQwjPhxCeDSFsWalcatnKK8Ptt8NBB8Fdd+VOI6nSxo2Dvn0tGqnY\nttwSRo+GSZNyJ5EkSapPlVyq9ldgQJPL7gL6xhjXAiYCRwOEEFYDdgZWK93mzyEEl9Fl0K9fWhKw\n225wzTW506jIXDde/Z56yv5GtaKWx2PnzrDVVnDjjbmTSG1Ty+NRqiaORal8KlaciTE+AHzQ5LK7\nY4wzS5uPAD1KPw8Cro4xTosxvgS8AKxfqWxq3SabpJ5Hxx0HBx8Mn3+eO5GkSnjoIdhoo9wppNkb\nMgSGD8+dQpIkqT5VtMdRCKE3cGuMcY1mrruVVCy6KoRwLvBwjPHK0nUXA3fEGIc3uY09jtrR5Mmw\n557pbDbXXQe9euVOJKmcllsO/vUvWGml3Emk1n36KSyzDLz4IiyxRO40kiRJtSdLj6PWhBCOBb6I\nMV7Vym5WiDLr1i0tW9t5Z1h//dT/SFJteOWVNJuwT5/cSaTZW3BB2GILuPnm3EkkSZLqT6f2PmAI\nYSiwFbB5o4tfB3o22u5Ruuxrhg4dSu/evQHo1q0b/fr1o3///sCsdaxul3f78MP7s8EGsP32Ixkw\nAC67rD8dOxYnn9t5tocNG+b4q+Ltiy4aycorQwjFyOP2vG3Xw3hcbTW4/vr+7LVXMfK47XY9j0e3\n3a6G7Yafi5LHbbeLtj1s2DBGjx79ZX2lNe26VC2EMAA4E9g0xvhuo/1WA64i9TXqDtwD9Gm6Ls2l\nanlNmgS77pp+vuoqWGqpvHmU18iRI7/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QebPNvElCIU2ZAltskf6ZL7dc1mkk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\nkSPh3Xfh2GPTCJskSfXlqJokSZLUiH3xBfToATvuCGedlXUaSVIe1Ta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hAAAE\nGklEQVQ103dM0hj7MnALMNt3INKosXAkSdIak+QC4A7g5rbySFIPqmq2bVXbALwxyZt6DkkaS0ne\nATxWVVO01UaShsfCkSRJa0iSdcAPge9U1d6+45EEVfVnYD+wpe9YpDH1OuDqJCeAPcCVSb7dc0zS\nyLBwJGkY/M+OtAqSBPgmMFNVX1ms2yqGJI2tJBcmeU47Ph94CzC1sNuqByaNoar6ZFVdVFUvBd4P\nHKqq6xZ0Mx+lFVoThaMke4BfAi9L8kiSD/cdkzROBnLw5S0Hb0hyTZJHmPtlp/1J7uo3SmksvB74\nIHO/3jTV/t5mPkq9eBFwqL3jaBLYV1UHk+wwH6XeFYD5KA1HqurMvSRJkiRJkjR21sSKI0mSJEmS\nJK0+C0eSJEmSJEnqZOFIkiRJkiRJnSwcSZIkSZIkqZOFI0mSJEmSJHWycCRJkiRJkqROFo4kSdLI\nS/LCJN9L8lCSXyXZn+SSM4x5sn1uTDLdcX1jktkkNw20fTXJ9UOK+adJXj2MuSRJklbKwpEkSRpp\nSQL8CDhUVZuqagtwK/CCMwyts5j+MWBnknXLGHO2VjxXkqcPMQ5JkjTGLBxJkqRRtw34W1V9fb6h\nqo5X1S8AktyS5O4kv0ny6WXO/ThwEBhcZVRt3n+vGEpyYZIT7fhDSfYm+UmSE0luSrIryT1JjiZ5\n7sBc1yaZSjKd5PI2fn2S3Ukm25irB+a9M8lB4MAy70OSJKmThSNJkjTqXgn8uutCku3Apqp6DTAB\nbEnyhmXO/wVgV5KFz1XF4quGLgV2AJcDtwFPVNVlwFHguvnwgPOragL4GLC7tX8KOFhVVwBXAl9M\n8sx2bQJ4V1VtW+Y9SJIkdXIZsyRJGnVLbfnaDmxPMtXO1wObgCNnPXnViSSTwAeWEdPhqjoFnEpy\nEtjX2qeBzQNx72nfcSTJs5I8u8V8VZJdrd+5wMWt/4GqOrmMOCRJkpZk4UiSJI26+4B3L3H99sFt\nbCv0OeAO4GfMrRQC+AenV3eft6D/XweOZwfOZ1n6+Wy+CPbOqvrd4IUkVwCnlhe2JEnS0tyqJkmS\nRlpVHQLOTfLR+bYkm5NsBX4M3JBkfWt/SZLnr+A7HgRmgKs4Xdx5GNjSjpcqXA3KguP3tbi2Aier\n6okW886Be5noGCtJkjQUFo4kSdI42AG8OclDSe5l7r1Cv6+qA8B3gaNJjgM/AC5oYwa3uC223W2w\n/TZgw8D5l4Abk9wDPG+g78J3Hy08Huz3VBv/NeAjrf2zwLokx9u9fGaReSVJkv5nqfL5QpIkSZIk\nSf/NFUeSJEmSJEnqZOFIkiRJkiRJnSwcSZIkSZIkqZOFI0mSJEmSJHWycCRJkiRJkqROFo4kSZIk\nSZLUycKRJEmSJEmSOlk4kiRJkiRJUqd/AfksJKttr7/zAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff735d0f1d0>"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"date_time = datetime(2014,8,20,15,0,4)\n",
"column_name = 'Amplitude (Beam2)'\n",
"title = '2014-8-20 15:00:04 - Beam 2 Amplitude over Cell Number'\n",
"plot_amplitude(date_time, column_name, title)\n",
"# This beam's pulses would hit the water surface fairly quickly"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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d5qNUHeajVDsWj3pYxNzB2ZIkSZIkSVXnzKMS/PWv8NWvwgMPlB2JJEmSJEmS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