{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Namakan and Rainy Lake Water Levels 1970-2014" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Rainy Lake](http://en.wikipedia.org/wiki/Rainy_Lake) is a relatively large lake on Minnesota/Ontario border that makes a portion of [Voyageurs National Park](http://en.wikipedia.org/wiki/Voyageurs_National_Park). In recent years Rainy Lake has experienced periods of high water levels and flooding. The purpose of these notes and calculations here is to quantify those episodes using publically available data sets, explore possible reasons for these events, and what can be done to reduce the risk of future high water and flooding events." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initialization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initilization of the graphics system and computational modules used in this IPython notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Display graphics inline with the notebook\n", "%matplotlib inline\n", "\n", "# Standard Python modules\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import os\n", "import datetime\n", "\n", "# Modules to display images and data tables\n", "from IPython.display import Image\n", "from IPython.core.display import display\n", "\n", "import seaborn as sns\n", "sns.set_context('talk')\n", "\n", "# Data directory\n", "dir = '../data/'\n", "img = '../images/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Namakan Lake and Rainy Lake Levels" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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8nGPHjoHP56N79+7s8jk5OTqV4pQGCkz04CMYGoYQQgghhBjQ2rVrER0djX37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7ehZp/wWnechm0mhvL6Jqk8+yuRTa24swTA3plCm1s13zFLzf+yG2mdjOXjD5XAYePLS3F+HC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m57XGBCi3XAERNW6EcLzR8dL4qpTl88D7zBIg1q+i8PdHZkQYkqFwCcOv+VmFGfZnxmBAmM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "\n", "RL = pd.read_pickle(dir+'RL.pkl')\n", "NL = pd.read_pickle(dir+'NL.pkl')\n", "\n", "RL.plot(lw=1.5)\n", "NL.plot(lw=1.5)\n", "\n", "ax1 = plt.gca()\n", "x1,x2 = ax1.get_xlim()\n", "y1,y2 = ax1.get_ylim()\n", "\n", "def rcPlot(yr,mo,dy):\n", " t = datetime.datetime(yr,mo,dy).toordinal() - datetime.datetime(1969,12,31).toordinal()\n", " plt.plot([t,t],[336,y2],'r--',lw=1.5)\n", " plt.text(t,335.7,'{0:4d}'.format(yr),ha='center',va='top',size=14)\n", "\n", "rcPlot(1940,10,3)\n", "rcPlot(1949,6,8)\n", "rcPlot(1957,10,1)\n", "rcPlot(1970,7,29)\n", "rcPlot(2000,1,5)\n", "\n", "plt.legend([RL.name,NL.name]);\n", "plt.title('Lake Levels' + ' ' \n", " + str(RL.dropna().index[0].year) + '-' + str(RL.dropna().index[-1].year))\n", "plt.ylabel('meters')\n", "\n", "m2f = 3.28084\n", "\n", "ax2 = plt.twinx()\n", "ax2.set_xlim(x1,x2)\n", "ax2.set_yticks([m2f*y for y in ax1.get_yticks()])\n", "ax2.set_ylim(m2f*y1,m2f*y2)\n", "ax2.set_ylabel('feet')\n", "ax2.grid(None)\n", "\n", "fname = img + 'RainyNamakanLakeLevels.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname\n", "!convert $fname -transparent white $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rule Curve Performance 1970-1999" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the rule curves from another notebook." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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cbGJ3ah7fnc4j3Wwlw2xj+YkzPJMQh0Gt/oOjF7yFGIggCIIgCFfheImZHzML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VKUzbaR/X58a9dR6O3BtkEpC+Gsq0MtL0cbHSW98yWsXPaMPDxLl1Fx883Url35n/46fSewbZPJ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odY8dROLl82nvzi5AuoXkNDQ+PMGJXRdt9993HvvfciiiLLly/nscce44477qCuro758+df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\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2unVNPHDTUiLBhakj3g5sV2K5Lo6U2K4kZ9lvyaivKwJ1+nBTcS7ebKUKQVBTURT4xOJm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "NL1970 = pd.read_pickle(dir+'NL1970.pkl')\n", "RL1970 = pd.read_pickle(dir+'RL1970.pkl')\n", "\n", "plt.figure(figsize=(10,7))\n", "\n", "NL1970['LRC'].plot(color='y')\n", "NL1970['URC'].plot(color='y')\n", "\n", "RL1970['LRC'].plot(color='y')\n", "RL1970['URC'].plot(color='y')\n", "\n", "plt.fill_between(NL1970.index,\n", " NL1970['LRC'].tolist(),\n", " NL1970['URC'].tolist(),\n", " color='y',alpha=1)\n", "\n", "plt.fill_between(NL1970.index,\n", " NL1970['LRC'].tolist(),\n", " NL1970['URC'].tolist(),\n", " color='y', alpha=1)\n", "\n", "plt.fill_between(RL1970.index,\n", " RL1970['LRC'].tolist(),\n", " RL1970['URC'].tolist(),\n", " color='y', alpha=1)\n", "\n", "plt.ylabel('Lake Level [meters]')\n", "plt.title('Rule Curves for Namakan and Rainy Lakes: 1971-1999')\n", "\n", "e = pd.Series([])\n", "\n", "for (yr,r) in RL['1971':'1999'].groupby(RL['1971':'1999'].index.year):\n", " shift = datetime.datetime(2014,1,1) - datetime.datetime(yr,1,1)\n", " r = r.tshift(shift.days)\n", " r.plot()\n", " e = e.append((r - RL1970['URC']).tshift(-shift.days))\n", "\n", "for (yr,r) in NL['1971':'1999'].groupby(NL['1971':'1999'].index.year):\n", " shift = datetime.datetime(2014,1,1) - datetime.datetime(yr,1,1)\n", " r.tshift(shift.days).plot()\n", " \n", "import matplotlib.dates as mdates\n", "\n", "plt.gca().xaxis.set_major_locator(mdates.MonthLocator())\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", "\n", "fname = img + 'RuleCurvePerformance1970-1999.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EQRAEQQuIpE0QBEEQBEELiKRNEARBEARBC4ikTRAEQRAEQQuIpE0QBEEQBEEL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "NL2000 = pd.read_pickle(dir+'NL2000.pkl')\n", "RL2000 = pd.read_pickle(dir+'RL2000.pkl')\n", "\n", "plt.figure(figsize=(10,7))\n", "\n", "NL2000['LRC'].plot(color='b')\n", "NL2000['URC'].plot(color='b')\n", "\n", "RL2000['LRC'].plot(color='b')\n", "RL2000['URC'].plot(color='b')\n", "\n", "plt.fill_between(NL2000.index,\n", " NL2000['LRC'].tolist(),\n", " NL2000['URC'].tolist(),\n", " color='b', alpha=1)\n", "\n", "plt.fill_between(RL2000.index,\n", " RL2000['LRC'].tolist(),\n", " RL2000['URC'].tolist(),\n", " color='b', alpha=1)\n", "\n", "plt.ylabel('Lake Level [meters]')\n", "plt.title('Rule Curves for Namakan and Rainy Lakes: 2000-2010')\n", "\n", "for (yr,r) in RL['2000':'2010'].groupby(RL['2000':'2010'].index.year):\n", " shift = datetime.datetime(2014,1,1) - datetime.datetime(yr,1,1)\n", " r = r.tshift(shift.days)\n", " r.plot()\n", " e = e.append((r - RL2000['URC']).tshift(-shift.days))\n", " \n", "for (yr,r) in NL['2000':'2010'].groupby(NL['2000':'2010'].index.year):\n", " shift = datetime.datetime(2014,1,1) - datetime.datetime(yr,1,1)\n", " r.tshift(shift.days).plot()\n", "\n", "import matplotlib.dates as mdates\n", "\n", "plt.gca().xaxis.set_major_locator(mdates.MonthLocator())\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", "\n", "fname = img + 'RuleCurvePerformance2000-2010.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname\n", "!convert $fname -transparent white $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Frequency and Distribution of High Water Events" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Period: 1971/May/01 - 1999/Sep/30\n", "\n", "Rule Curveexceeded 661 days out of 4437 days.\n", " Frequency: 14.90%\n", " Median Value: 0.068 meters\n", " 95th Percentile: 0.383 meters\n", "\n", "Emergency High Waterexceeded 346 days out of 4437 days.\n", " Frequency: 7.80%\n", " Median Value: 0.048 meters\n", " 95th Percentile: 0.356 meters\n", "\n", "All Gates Openexceeded 84 days out of 4437 days.\n", " Frequency: 1.89%\n", " Median Value: 0.124 meters\n", " 95th Percentile: 0.288 meters\n", "\n", "\n", "Period: 2000/May/01 - 2010/Sep/30\n", "\n", "Rule Curveexceeded 303 days out of 1683 days.\n", " Frequency: 18.00%\n", " Median Value: 0.230 meters\n", " 95th Percentile: 0.704 meters\n", "\n", "Emergency High Waterexceeded 235 days out of 1683 days.\n", " Frequency: 13.96%\n", " Median Value: 0.187 meters\n", " 95th Percentile: 0.710 meters\n", "\n", "All Gates Openexceeded 147 days out of 1683 days.\n", " Frequency: 8.73%\n", " Median Value: 0.171 meters\n", " 95th Percentile: 0.621 meters\n" ] } ], "source": [ "p1970 = RL['1971':'1999'].index\n", "pA = p1970[(p1970.month >= 5) & (p1970.month <= 9)]\n", "\n", "p2000 = RL['2000':'2010'].index\n", "pB = p2000[(p2000.month >= 5) & (p2000.month <= 9)]\n", "\n", "def highEvents(str,S,h):\n", " print(\"\\n{:s}\".format(str),end=\"\")\n", " print(\"exceeded {:d} days out of {:d} days.\".format(S[S>h].count(),len(S.index)))\n", " print(\"{:>20s}: {:6.2f}%\".format(\"Frequency\", 100.0*float(S[S>h].count())/len(S.index)))\n", " print(\"{:>20s}: {:7.3f} meters\".format(\"Median Value\", (S[S>h]-h).median()))\n", " print(\"{:>20s}: {:7.3f} meters\".format(\"95th Percentile\", (S[S>h]-h).quantile(0.95)))\n", " r = pd.Series([])\n", " r['Days in Period'] = len(S.index)\n", " r['Days exceeded'] = S[S>h].count()\n", " r['Frequency (%)'] = 100.0*float(S[S>h].count())/len(S.index)\n", " r['Median'] = (S[S>h]-h).median()\n", " r['95th Percentile'] = (S[S>h]-h).quantile(0.95)\n", " return r\n", " \n", "def highWater(per):\n", " print(\"\\n\\nPeriod: \", per[0].date().strftime(\"%Y/%b/%d\"), \"-\", per[-1].date().strftime(\"%Y/%b/%d\"))\n", " r = highEvents(\"Rule Curve\",e[per],0.0)\n", " r = highEvents(\"Emergency High Water\",RL[per],337.75)\n", " r = highEvents(\"All Gates Open\",RL[per],337.90)\n", " \n", "highWater(pA)\n", "highWater(pB)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xoy+cCtk5OTkaPXq0XnnlFXl7e5doH+7ulZ0p4Zbk4+NV3iXcNry9q5Z3CbjF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\nAACQ0VydXaS6ulptbW368MMPNXPmzL/+vPvuu7b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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(2,1,1)\n", "plt.hist(e[pA],bins=np.arange(0,1.0,.02),color='y',alpha=0.5,normed=True)\n", "plt.xlim(0,1.0)\n", "plt.ylim(0,12)\n", "plt.title(\"{0} - {1}\".format(pA[0].date().strftime(\"%Y/%b/%d\"),pA[-1].date().strftime(\"%Y/%b/%d\")))\n", "\n", "plt.subplot(2,1,2)\n", "plt.hist(e[pB],bins=np.arange(0,1.0,.02),color='b',alpha=0.5,normed=True)\n", "plt.xlim(0,1.0)\n", "plt.ylim(0,12)\n", "plt.title(\"{0} - {1}\".format(pB[0].date().strftime(\"%Y/%b/%d\"),pB[-1].date().strftime(\"%Y/%b/%d\")))\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zdWKrxsZGPf300zp8+LAGDBig+fPn6+677w66totav36Eurq6ZUyoZSBAQZ6cS+LU3gCQ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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,5))\n", "\n", "pd.Series(e[pA]).hist(alpha=0.4,bins=np.arange(0,1,.05),color='y',normed=True)\n", "pd.Series(e[pB]).hist(alpha=0.4,bins=np.arange(0,1,.05),color='b',normed=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stage Frequency for Rainy Lake Levels" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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C6rj0KOw6vnLlepHsWxrRjkuHwqjnu33QuWfYatiwoY4cOaLNmzerZ8+e+uqr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\novLly0uS1q1bpxEjRqhevXq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EQRkAAAAwQVAGAAAATBCUAQAAABMEZQAAAMAEQRkAAAAwQVAGAAAATBCUAQAA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\nAaCAIygDQCHn7+9v+kUr+dmSJUvk5+e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlo = 336.3\n", "xhi = 338.6\n", "dx = 0.02\n", "\n", "plt.figure(figsize=(10,4))\n", "ts = RL['1971':'1999']\n", "ts.hist(bins=np.arange(xlo,xhi+dx,dx))\n", "ax = plt.axis()\n", "plt.axis([xlo,xhi,ax[2],ax[3]])\n", "plt.title('Distribution of Rainy Lake Levels, 1971-1999')\n", "\n", "fname = img + 'RainyLakeLevelDistribution1970.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname\n", "!convert $fname -transparent white $fname\n", "\n", "plt.figure(figsize=(12,4))\n", "ts = RL['2000':'2012']\n", "ts.hist(bins=np.arange(xlo,xhi+dx,dx))\n", "ax = plt.axis()\n", "plt.axis([xlo,xhi,ax[2],ax[3]])\n", "plt.xlabel('Lake Level [meters]')\n", "plt.title('Distribution of Rainy Lake Levels, 2000-2012');\n", "\n", "fname = img + 'RainyLakeLevelDistribution2000.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VCAkJwdGjR3H48GEYGhpi4MCBmDFjhkJVpSgliV1xXr96enriNWdjY4PGjRujb9++mDx5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\nSfj666+FrKws4cqVK0Lbtm2FS5cuqfW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,4))\n", "\n", "RL['1970':'1999'].hist(cumulative=True,\n", " bins=np.arange(xlo,xhi+dx,dx),\n", " alpha=0.4,\n", " color = 'b',\n", " normed=True)\n", "\n", "RL['2000':'2012'].hist(cumulative=True,\n", " bins=np.arange(xlo,xhi+dx,dx),\n", " alpha=0.4,\n", " color = 'y',\n", " normed=True)\n", "\n", "plt.axis([xlo,xhi,0,1.1])\n", "plt.xlabel('Lake Level [meters]')\n", "\n", "plt.legend(['1970-1999','2000-2012'],loc = 'upper left')\n", "plt.title('Cumulative Distribution of Daily Levels for Rainy Lake');" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DSEhz67SCAgsuLi64ud0YI6VSqTlzJs1m3ezsbL78cj7jxk2wfpI9fTqVhg0bWZfx8fGl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\n0FChbdu2wvTp04W7d+9aaxPIRjGnpsOckjkxq6bBnJaSCML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rMXXqLDg5ld6K5MqVy/Dz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\nD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsa = RL['1970':'1999']\n", "tsb = RL['2000':'2012']\n", "mostr = ['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec']\n", "\n", "plt.figure(figsize=(10,8))\n", "for mo in range(1,13):\n", " plt.subplot(4,3,mo)\n", " tsa[tsa.index.month == mo].hist(cumulative=True,\n", " normed=True,\n", " bins=np.arange(xlo,xhi+3*dx,3*dx),\n", " color = 'b',\n", " alpha = 0.4)\n", " tsb[tsb.index.month == mo].hist(cumulative=True,\n", " normed=True,\n", " bins=np.arange(xlo,xhi+3*dx,3*dx),\n", " color = 'y',\n", " alpha = 0.4)\n", " plt.legend(['1970-1999','2000-2012'],loc='upper left')\n", " plt.axis([xlo,xhi,0,1.05])\n", " plt.title(mostr[mo-1])\n", " \n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "100" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Uyf50XRLeGk3KfcMwiosJ/fYscsdNgD2HqEjlUiV7VKoMv5yle9hj+KZPn84b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\nJ7y+dJnP4xY+gMLCQqqqqrj66quJx+PcfffdFBU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JkqQMZ+GTJEnKcBY+SZKkDGfhkyRJ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\nmCogAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "\n", "hist,bins = np.histogram([t for t in RL['1970':'1999'] if pd.notnull(t)],bins=100)\n", "hist = np.cumsum(hist)\n", "plt.semilogx([1-float(h)/hist.max() for h in hist],bins[:-1],color='b')\n", "\n", "hist,bins = np.histogram([t for t in RL['2000':'2012'] if pd.notnull(t)],bins=100)\n", "hist = np.cumsum(hist)\n", "plt.semilogx([1-float(h)/hist.max() for h in hist],bins[:-1],color='r')\n", "\n", "bins.size\n", "hist.size" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rule Curve Performance 2000-2014" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the rule curves from another notebook." ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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w+keE8MaBAoptTlZll+CSZfpHmNqlnoIgCMKpEwm3IAgCvv7RdWXfUV30FXCk\nX6GkQBvUAUmpwW2vxO204LZXUJ69hoaK7Zg7jEWljT6t4/6vyOJPtuOCtJwfG0qiUX9KZRnUSm5J\njWfZgUJKbU4+yCnF4nBxYVxYm5YzFwRBEM4MkXALgvCXJ3s9VOatw1q9FwCl2oQpejCGsD4olFrf\nNrKM01pITclm7LWZWGvzse57jZDoYZhihp9SQltqc7C5pAqAIdFmxiVGnnYsRrWKKd06sDyzmJw6\nG18VVeHyevlbhwiRdAuCIPxOxLSAgiD8pcmyTFX+p/5kO8jck9judxEcOdCfbINvkI/W0IGoTtcT\n03UiGn0YyF5qSjIoz16B12076eN+mFuGRwazRsVF8eHtFpNepeSWrnH0CjUC8E1JNV8UVrZb+YIg\nCMLJEQm3IAh/aXXl22mo2gNAcNRgwpOvRKHUHHcfvakjPQf/A2NEXwDstZmUZi7H67G3+bi/WOrJ\nO9KVZHxSJFpl+34dqxQKJnSKIe1I0p1RbOHbEku7HkMQBEFoG9GlRBCEvyyXrZzqwk0A6ENSMcdd\n2OZuFwqlhsjk8aj1cVjyP8VlK6Y8awWRnW7wJ+xur5fcejs1Dhd2jxe7x4tblkky6tmYXwFAF1MQ\n3czGMxKfUpK4tmMMrswiDtRY2ZBfgUKSOCfShFoh2lsEQRDOFpFwC4Lwl2Up2gTIKDUhhCddcUp9\nnIMj+iNJCqoOf4yjIZ+yrOXIcVexpczGr5Z6nN6WFnbwtTRLwNjEiNOK4USUCom/d4rl9f0FFFod\nfHy4nE2FlVwQG8bQGDMK0a9bEAThjBMJtyAIf0m22kzstZkAmOMuOmE3kuMxhvdF9rqwFGxkc204\ne2pKOXqubqNKiU6lQKdU4PHKFNucAAyMCiFar22l1PajVSq4qWscH+aWsb+6AbvHy8aCCnLqrEzo\nGINepTzjdRAEQfgrEwm3IAh/ObLs9Xcl0Rg6EGTucdplBkcOJNMexJ4SXwIdLNkYFhdFWng4Zq26\nybZlNielNgc9zlBXkhbrp1YxsUsctU43G/Mr2FNVx4EaK0v3F3BrajzBavHnQBAE4UwRnfgEQfjL\nqa/cjcteDkBo/MXtMl2eze1hY6VvyfUYqZy/Kz6iY81aghWOZttG6TX0CgtGeRKL27QXk0bFNR2j\nuTwpCgVQanOydF8BtU73Wa+LIAjCX4VIuAVB+EvxeuzUFH8NQFBoGlpDh3Yp97P8CupcHlSSxJWJ\n4SglcNv8aQllAAAgAElEQVQrKMtcjsfV0C7HaC+SJDEwKoTrOseilCQqHS5W55TglVvqby4IgiCc\nLpFwC4Lwl1Jb+i1etxVJUmGOu7BdyixqsLOzohaAi+LD6RCVSkTKVYCEy15GaebbOG1l7XKs9tQz\n1MhVKVEAZNXa+Lak+neukSAIQmASCbcgCH8ZXo+DuvIdAARHnYtKE3LaZcqyzKf5FchAuFbN4Ggz\nAEHm7oQnXwlIuO0VlB54nfrKH0/7eO0tPdxE3/BgAL4orKCooe1ziQuCIAhtIxJuQRD+MhqqfkT2\nOkBSEhx5bruUub+6gZw63yqTYxMiUB3VL9sQ2pOozhNRqk3Ispuqwx9hOzIzyh/JpUmRhGpVeGRY\nmVWCy+P9vaskCIIQUETCLQjCX4Isy9SVfw+AITQNpbp9Zgj55sjqjSnBerqZDc3e1wUnE9PtDtS6\naECmIucDXPaKNtW3yuHCcRaSX51SydUpMUhAidXJx5nFZ/yYgiAIfyViHihBEP4S7LWHcDuqANqt\ndbvU5iD3yPLsw2LMrc52olTpiex0LSUHXsfrtlKW9T7RXW9BpQ5usp3T46Xe7cHicLGpsJLD9XYk\nIDZIS9eQILqbjXQwaNtlVpVjpQTrGRJtZktpNRuzSknRaegQpGv34wiCIPwViYRbEIS/hLqKnQBo\njYlogmLapczvS2sACNGo6BrSvHX7aCqNmciUaynLfBePs5ryzPeI7jIJhUpPlcPFlhILOytqcR2z\nMqUMFFkdFFkd/K/YQoROTf8IEwMiQwhq5wVrRnUI52CtlTKbk1VZJdzdIxGN8rcHoS6vl1qnmzCt\n+owk/YIgCIFKdCkRBCHgeVz1/lUljeH92qVMp8fLznLfzCTnRJjatES61phA+FGzl5TnrGVbqYWX\nfs5jW1lNk2Q7SqdhYudYJnaJZUi0mbAji+dU2F18XlDJ3B9z+DC3lLIjq1a2B7VCwYROMSikxuP8\n1vXFK8u8vr+Q//s5j/V55XhaXLJeEARBaIlo4RYEIeA1WH4GZCSFBn1It3Yp88fSamweLxJwTmTL\ns514ZZmDNVZsbg8JRh2yDCWeOHZoribXKuOtlvBU+5Jag0rJ0Bgz3c1GNAqJEI3K34rc3WxkbEIE\nBQ0OdlbUsLuyDpdX5vvyWr4vr6VrSBBDos10NgWddstzglHH2E4xfJJZwtayGjqZgugRamRXRS35\nR2Yw+b68hgq7kxu7xKJTimXhBUEQTkQk3IIgBDRZlmk4Mh1fkLkHCqWmXco9UFUPQHKwnhBN869S\nq9vDmuxS9te0tOhN0+27GWWu7pKEXqnAaS3EVp2J3ZCA3tTJv40kSSQYdSQYdYzuEMEP5bVsLaum\nxunmYI2VgzVWOpv0XJ0Sg6mF+pyMcZ1j+amkmsP1dtbklDJFq+a/hZUAmDUqqp1usutsvH2wiJu7\nxqNVioelgiAIxyMSbkEQAprLVoLL7lt0xhDe57TKsro9/FxVz77qev9UgG6vTInVgSSBze3FqFZy\nuN7O5wW+lScBVJKE+8gqjhK+AYq9Q4Nwlm9G4ywixlmPt2Y0xaVbcDsq/cczRpyDOX4UCoW6ST30\nKiXDY0MZEmPmV0s935ZUk99gJ7PWxoJf87gkMZI+YcGn3NqtUkjc0CWW+T/nYXV7eWVfPk6vjAK4\nLTWezFor6/PKyau3886hIm7tGv+7LFMvCILwZyESbkEQAlqD5VcAlBozWkPiKZXh8nrZUlJNRnEV\nzmP6Luc32Fnw6+EW91NJEpcmRdIvwkS5zYlaIWHSqFArfC3C7tALKNn/Gl6PnarD6/37SUotssdB\nfcUO3I4qIjtdjyQ1b0VWShK9w4LpHRbMnspa1ueVY3V7WZVdyg/ltVyRHEWE7tRa9M1aNdd2jOG9\nzGJ/zF7g1X0FXBQfziUJEXySX0FOnY0vCisYkxB5SscRBEH4KxDPAQVBCFiyLGOr3gf4upOcSouv\n2+vltf0FbCqsxOmVUSskUoJ/my7P2MpMIT3MBu5LS2RAZAhKSSImSEu4TuNPtsE3c4lvNUofTVAc\n0V1vpUOvBzBFDwXAXpdNddGXJ6xneriJe3smkhoSBEBOnY2Fvx5ma2k1snxqAxy7hBi4MC6syWv1\nbg8f5pWxr6aB/hG+aQ2/Kalmf3VLXWcEQRAE+Au0cFss0Dimx2IBj+f3rc+ZEkgxBlIsrQnkGP9I\nsXmcpbidvoVpPMruWCwnX8aX5ZUUNDgA6BsSwuCwcH6srSEHO+EaDTcnJFLhdKJVKNApFTS4PSgk\nCbNaDTaw2E50hE7oo29C9jagCuqO1anA6gT0I1EHO3DV/UBd2VacbhMa04nmD1czPjKeQ/p6NpWX\n0eDx8PHhcg5V2RgdFY1GceI2lmOv348VvkQ6XqtjcHgYP9bUcrChnqxaG2pJwqRSUet2syqrhEkJ\niZjU6uOU/sfwR/qMnimBHGMgx9YokGMM1NhMpt9ia4kkn2rTx5/EAw84UCgk9HoNNpsTb4BOZRVI\nMQZSLK0J5Bj/SLGldfovaR3/R4MthI+3/BNfD+oTkyUZd0gD7rAGHEm+WUS0eRHos6MBaOiThyus\nHk2xmaD98Weq+kiShxH93yQqNBeAQ/kD2XVgHLJ84plBvCo3ttRiXFG+qQsV9VoMvySgtGmPu1/j\n9bPaHDhD62jo7esuY9iThNriW53TGVmDrWsxsubIX0svoABldRDGPclI8h+7P/cf6TN6pgRyjIEc\nW6NAjjFQYwsJkZk82UVMTHCL7wd8C7cgCH9dCVF7ASgo60Fbkm2vyo0jqQJnTPVvySSgrNGjy4kC\nQEbGbbICoK4Nav9KH0WWlWzefSPn9VpNfOQBuiR8jymogm9/+jtO9/GPrXCrCPq1A47aSuydSvEa\nHdT3z0a/Px51RTDOOAvO6BokjwLJpURTZEbh0ODRu3FFVmANseAx+lr2FVYNKstvC/toykNQVRuw\npRbhiqzzd070mK3YO5aiz2qfhYUEQRACRcC3cB88WIdSKREaasRiqcfjCcxwAynGQIqlNYEc4x8l\nNo+zFGvRqwDoYyah0iUdd/v9dXV8WVGO9ahnnGFqNQl6PUPCwjGofO0T5Q4Hb+X7Wn0nJycRqmqf\naQaPR5a9OCxf4qrdCoCkCsMQexuSUt+m/fOsVj4uKcbm9QIQqlZjcbnatG+ERsOYqGhidM2XeZdl\nmR3V1WRUVnD0lR4dGUXvkJbnJv8j+KN8Rs+kQI4xkGNrFMgxBmpsjV1KIiP/AC3cGzZsYOHChZSU\nlBAXF8f06dO56KKL/O97vV4mTZpEWloaDz30UJN9vV4v9957L4MGDeLGG29s8zFDQ30nIOzIuJ9A\n6i90tECKMZBiaU0gx/hHia08+3+++mhCiIhJ4HjjJb8tsfBpqa/riFohMSTaTP8IE+EtzPCxr9TX\nKduoVtIpWoPsbfeqt0ABYaOor4yiKv8TZHcV2L4mNGFsm/YODQ0iKSKR1Tml5NbZTphsh2hV9DQb\nSQs1kmTUHWewqcTFYaF0idSxIrOYerfvgn9eXkZs6ImXu/+9/FE+o2dSIMcYyLE1CuQYAzm24zlr\ns5Tk5OTw8MMP88wzz7B7924eeeQR7r//fqqqqvzbvPHGG+zYsaPZvoWFhUydOpVNmzadreoKgvAn\n5qg/jK3mAADm2BEtTqnXaEd5DZ/m+5LtJKOO+9OSuLhDRIvJNkB2ra87SWp4cJuWc29PxvA+mGMv\nAKC+YgcOa1Gb9w3Vqrk9NZ7LkiLRHjVndnezgXt6JNI7zOh/rcHloVe4keRgfZtmdkkJ1nN3z0QS\nDb+1gr9zsIiCIytTCoIg/NWdtYQ7JSWFb7/9ln79+uF2u6moqMBgMKDR+P6o7d+/n7Vr1zJq1Kgm\n+zmdTq688kq6du1K3759z1Z1BUH4k/J6nFgKfTfnan00QaG9WtxOlmU2F1exNte3KE6iUcctXeMJ\n1bY+y4ZXlsk+suBNt/CWHxueacGRg1BpwwGw5G9APokmdkmSyKmz4TgyUGlUfDg3do4l1qDl751i\nub1bB8waFW6vzFsHTi5hNmlU3N6tA/0jTIBvHOUr+/LJrxdJtyAIwlmdh9tgMJCfn0/v3r158MEH\nmT59OkajEafTyUMPPcTs2bMJCmo6EEilUvHJJ5/wz3/+E/WfYLopQRB+Py5bOaUHl+G0FgJgjruw\nxRZajyyzPq+MjQW+VR0TDDomdYlDc4IlyoutDuweX4L7eyXckkJJWMIYAJzWImpLv23zvnl1Nn46\nsiT92IQIRsSFNTk/KcF6pvToQIhWhcPj5a2DhZTaHG0uX6mQuColmmHRZgC8Mrx+oIBKu7PNZQiC\nIASisz5LSWxsLD/++CM7duzgrrvuIikpif/9738MHTqU/v37s3r16ibbKxQKIiNPfQUzSZJQHHl8\nqgjgpYcDKcZAiqU1gRzj7xVbXcWPVB7+FNnrAiRC4y/EGNql2XYOj5flh4o4WOPrGpIWZuTvnWOa\nLEjTmpx6X+u2SaMi2qClxv37dEA0mDsRHNGPuopd1JRkYDB3RmuIO+4+Xlnmk/xyAGKDNAyLC22x\nS0ykWsv0gV2Yu/UAVreXNw8UcmfPRMJ0bW/wuCQlinqPh90Vdbi8Mq/uL+C+XkmYNH+MibEC+fev\nUSDHGMixNQrkGAM5tuM5699+qiMj/c877zwuvvhinn32WRQKRbNEu72Ehxv8LThm8x9zAE97CqQY\nAymW1gRyjGcrNq/HxeH9H1JZ+D0Aaq2JlF43EBzWsdm2DS43S77PJO9Isn1xShRXdYtvc1/sw1kl\nAPSIMCFJ0u96/UJMV7Jv22Ec1gqqDq+n+6D7UCib9zuvtDnYXVLDV3lllFt9Lc3X90oi4jgt9Gbg\n/oFdmLf9ELUuD28cLOLBQV0xn0TSPeWczjy9ZR+F9XbqXR6WHShk1uBUgtR/jKQbAvv3r1EgxxjI\nsTUK5BgDObaWnLVvvoyMDN58803eeust/2sul4v09HQ++eQTBg8eDIDdbkeSJLKzs3n11VdP+7iZ\nmQ2oVBIhIQZqahoCapL1oykUgRNjIMXSmkCO8WzG5nFZaCj5D16nrx+2St8RfdSVlFkMlFnqm2xr\n83j4T34BpQ5fF4lRUVH005jJyW55SXKvzYq78DAeSwWSTo9sNHHgyOQe4bKGqiraJcZyh4NtVVUU\n2+3YPF50CgXROi0pQQa6BRvRHmfpMnXoZTisb2BvKOPXHesJihjjfy/faiWjooICW9M+1P3NZtTV\nElnV9ccWB/x2/aQauCI2jtWFhZRbHTy35QDXJyagP95Sase4PCqW16x5OL1eShocPPfNQa5L6ICq\nDU8TzqRA/v1rFMgxBnJsjQI5xkCNrXFawLCjBqAf7awl3D169OCXX37hww8/ZPz48XzzzTdkZGSw\natUqZs+e7d9u5syZhIaGNpsW8FQtXao+sqoR2GzqgLq4RwukGAMpltYEcoxnK7YgbTUXDngbg74G\nryzxa9ZI9uacj9zC0BSvykND+mE8wQ6QIWhfPD98beaHY+vuddGx+gvi6rcTas9COmp26YKEjrjG\nXgfALy+/y5fqrngxoVCEoFSGHPlvMG0ZGuPVOnF0qMIdYsUT0nTtd5vHg8XlYn9dPZ8VlaEtCEeX\nG4nkbancFNI6nU9ax//hrPmeL77uTqEtEVvHUtyRdb9t5lKgqTChzQ8nq0FH1nHq1vT6haCLkGjo\nmU+508ni70sw/JiE1MYVO0GNOjQBZ588kKDQbmf+ljKC9nY4iTLaX9MYvSgVLjzeMz+f+tkkvmP+\n3AI5xkCNrXGlydactYQ7MjKSV155hWeffZannnqK5ORkFi9eTKdOnc5WFQRBCBAadQMX9H8Lg74G\nt0fNN3tuoLSqc4vbelUeGvrk4gm2+5NtTam5+Yayl34lL9OhfluTl50KI0qvjbyUbgBElBUxovR7\nahR72K2LIlNjRvZ3SZFQKEwolb8l4r8l477XJEmJNbUYd/hvLcwKmxpNUSgKpxqvxo3HZMUVXg9K\nGUdSBa7IWoL2x6Oq+W1QuXzkZuDX7BHEhh8izFSItufP1Cmc/kU1lXU6dDlRqKqMp7zcurrChP5g\nHLZuRf6l7nV5bR9Xo7YY0eVEYe/oewrhiq7FbitDnxN9SvVpL0Z9Ked2/wCzsQiN2oHNYaSqNp7C\n8u4UlPY44UqegiAIJ0OsNBkgAinGQIqlNYEc49mIzVa+FnfDL4ACfdTfUQW1nGw7vB5WFxZR7PB1\nqxgTFU2aydTitvUfr8C2+XMAtH0Gou13HqrEzlQ73qes7Hm+UP0HpxRC91++49xvv/bv5wyz0jDy\nJ7zHtFS3SpXApyzFi5pkdQGdtFY6GQzoNB1Qq+NRKHyrR9o8Hr63WPih2oKML4fubzYTqdFS7LCz\nv66OIKWSkRGRRCnr2VL4Az/JqQCYVCqGhofTwxjcpnm0j9ba9dtYWsrPdbVIwNVxcSQHtb3/pSzL\nrCkqJNf22zn6W1QUvUy/z2qUEnasRa/jdla1soEKjfl8NKZBSFLbu9D8kYjvmD+3QI4xUGP7Q600\n+XsQK03++QRSLK0J5BjPdGy2mkPUNfwCQGiH0QRHtpxsu7xeVh74Ldm+MjmKcyJbSbb37PYn26Zh\nw4m+6Ra83loKC6ficHyM3dgfp8OXHBbU34QteTTdLeuIrtmOpioIxQfDKTd3xW7W4oiSkSMr0ery\nMRjyCAo6jE5X6j9WkacbXodv8GF/1c3ovBYa6qCxJ7lSGYFGk4hancig4ES6GrrzWXk6lU4NO6qr\nm9Tb7vWyprhx8Rtfsp0i5fP3Tp0IbuXG4kRau35XmSIp22ujoD6Ld7M2Ea51kRgcS7ewLvSL6o1S\ncbzEVOJGUywLf8mjxuUr9IuyMmLNKrqc5dUoZVmmImedL9mWlIR1GINKG4rLXoG9Lgd7bSay7MZp\n+RLZ9jNhCePQGhPOah3bg/iO+XML5BgDObbjCfiEWxCEwOH1OKgq2ACAxtABY8Q5rW77eUElh48s\nunJ5UhTnRLbcmup1OSlf+T4A+i5dib5xEg7Hr+Tn34jTmQ3A3po7QAeKei1Km5ZaXRI/dXwQY8UO\n+ha9jM5TTazlF7AAOWBThvJD3GNU6X1JsEJhQ6/PR6/Po7oDEAoGdyn1lanIhnx0uiIkydfS4/FU\nYLNVYLPt8tfxIqWOH1V3UuC5ADdB6BRWOusOUuBKo8QZ5d+uh6qAofK31BdlYQyefNKt28ejVkgo\nPF9jte0DoMgNRQ2FbCvZwYbcTYxNHkX/6D4oWlnVM0il5PrOcby6Lx8vvoVx3s8q4Y5uHYgJ0rZb\nPU+kvnIntppDAIQnjsEQ1g8AXXAKwZED8Lht1BR9RX3lTlz2MkoPvYkmKA6lOhhT1HlojYlnra6C\nIAQOkXALgvCnIMsylXkf4nHWAArCEi5pNaHMrLXyXamvNfiC2FAGRrXedcHy+UZc5eUgSURdP5Ga\nulUUFd2PLNuot4Wz69dnKO48EPCgKW/aalxu6M1XSXNIrvkKsyOHUFsmeo8FvcfC4II5bI1/kMqg\n7ni9ehoautLQ0JXalEzAgbugBzuyP0BBA24pAn1QMXp9HnpdHuG2/ZgriwmqtqHEgVblYGDoZgaE\nf4IcUYscVQ2yg65KiTJtOtbKJGpz+hET/StSbAIuWzGHD01BExyCWu1rLddoElCrk1Aqw08pEd9S\ntJ39Vb5kW6WMQamMIVhlocKaR5m1grf2rmBj7peMTBxGv6g+6FW6ZmUkGHWMS4zk48O++cAdHi9v\nHyrizu4JZ2WObo/bSk2RrztQaHQfgiP64T1moU6lSk9Y4jgMYb2pyv8Ul70Mp9X3FMFel0NstztQ\naUPPeF0FQQgsIuEWBOFPoabkf9hqDgBgjh+FRh/V4nY2t4cPsn1dOOKCtFwYF95qmV67jaoNn/j+\nf+hIPjm4jr15durtz1JvD8fmNGFKDSVI40H2gL3YgUeuQC3r0Mq+gZdOlYmD4Zf7CpRlzI4czi38\nP/QeC0MLnqZC340ycyg2QxUlwWl4tZ0IKnYQkluDSvYNnPTKOhwNqVjrh5NWsYKU6nxkJNwKI0qv\nGgkjFP8WhwxYo5VYu9ZgC46k4NBVyLKKmrJ0KooK6d2jEB0hVDmXgdT0ma0k6Y90WUk4Jhn3/b9C\nEdPsPFXaLKzL9J2nvlG9SQj5GxklFrySxJ291Wwp+pqfK/ZSYi3j/f0fsObgR1zT9TIGxw1sVtag\nqBDy6n9b8bLG6eb9rGJuT+2A8gwvhFFT/D+8HhuSQk2H1Eupt0pAy31ItcYEYrrdjtXyKy5HJfUV\nO/G6rVTkriW6681/2r7dgiD8PkTCLQjCH57Vspfakm8AMISlExzZPJFr9PHhcmpcblSSxDUdo4+b\nxNkyD5GrDGVbbBo5xfFQHN/kfbVZgz7e18e4PqeaBlu+7w0PKOtVxBCNgTgUUihICpAkqnUd2ZLw\nGIML/o3GW4NXYUXyhOJw9cRYo0W/uQSOnhJPllFIdvTyj0iylzKTjjLTldjVBmRJidrtIcRqxeAq\nR+euQue2oMCDXKugIGskVUG+OssokPBSWRlPxpZYkpMKiUm4FZsyg6CgwyiV9iOHs+FwHMDhONDi\nOZEkDTpdIkplAipVAhpNIh8WenB4nBhUOiZ0uRStKphdlbXUuTzssqiZ0msS+XUFbDqcwc/lv+L0\nunhv/xrqXQ2MSrygSYu6JPmWf/fI8OuRudIP19vZkF/OpUkt30S1B7ezlvqKnQCYY4ej0YWAteW5\nyH+rqxJDWG8AtEHxlGf/B6e1kMq89YQlXopC0faFgBrJsozbacFlKwNkFKogNPoYFMqz161GEISz\nTyTcgiD8oTmtJVQeXg/4+m2HJYxttUvEz1V17Kn0zT89ukM40frjJzHf7sjlP3EXw5HytOp6wrV2\nXNJAlCkyRLhBAm89uA7LKFAj4yIaiMKDlmKgGK8MHlmBFxUSetwamW86/w2VW9HifNOS7CHcWkhC\n9V40HjsHIgdRrY9BlhTYNE27v7hUSipMwVQQDDRfPRMgvKGA7qVbOGw+h0JzCh6FkuzcBEqKwzFH\nXcKhopGo1FXo9YcJCspDpzuMTuf7r8FwGIMhD5XKl3zKshObLRPIBMArS+yzTAJ0pOu+Ij9zEWp1\nPP20V5Phup791Q0s27uDKxLs3NR1CI4ul7Ds1/9wqDqb9VmfUe9q4IpO45pcM7VCwXWdYthUUElG\niQWArWU1hGrVDI05M901fN1CZJAUmKIHnfT++pCuBEeeS135dqyWX3DZKwhLvARtUFyb9pe9buor\nd1Fb+h0eV23TNyUlOmMy5rgRaNpYniAIfy4i4RYE4Q/L7aqjPHslsteFUh1MZMoEJEXLX1u1Tjcf\n5vrmeu4YrOe86OZzbVvqHGQV1lBQXk+9zcnXxUEgSYRLZQzovYbK4rsoDT8Pb2y1vxFasqsx7Usg\nTNKjkYpIjt5MUod8DEE21Go3ICPLCmRZwuuV8HgVeDxKvB4FNruWkrJwCis60EAkUfqt9NTkEBLp\nQmlSUmuRseW46L93Iw6lnoqwWKw9dRijDWhlA8hKGuoVVFfrqG8IwmrTwdHzaXtVxNdk07nqG1Sy\niy5VW0ixbCMvtBd5ob2wOoKw5sukJb2HVx3H3pyR1NQMaOHsyRjJwajORgqvxxRShEKRjVabh01f\nhUP29cdO0uYBblyuPOLleXRRaTjkvpocq5k3D+5ntO4ylJKXUUHxeJ1DybKG8OXhzRTX7KZbaCJR\nhiSijalEBsWgkCRGJ0QQplWxLs/Xp3tDfgUOj5cL41vvBnSqXDZfNyO1NgJFK5+hEzHHX4xCFURN\n8de4bCWUHnidIHMPQhPGoVTpm20ve904GvKxVu/HavkZr+eoVT8lBRIKZNkNsgd7XRalB/MIT76S\nIHO3U6qfIAh/XAE/D3d5uW8e7rAwI1VVgTXn49ECKcZAiqU1gRxje8Xm9TgoPfQWLlspkqQiqssk\ntIb4FreVZZm3DxVxsMaKVqngvp6JmLW/Pe4vrGhg3eZsdh0sb7ZvlKOKS5LfZ5v8EpZOHmSdGwCF\nVYMuNxJ1WQjhwYV06fA/OkRlHkmyTzIWr0RhjZFYUz0qZfNzYrFqqLNpiA+rR3mcbswut4bCgs7k\n5KdSYu2FJKlBklB5rERbfySy4ReCnYVY1VEYnZkciDqXhiMD/MwhtXTsVEl5TVe0aivVpeG4ClxE\nNOwnwrYXo8uXkHokNRUh/dkdcTN2hYnq2I3UxG9E5TCTmnslQfp8goLy0Gp9reQVwUn8qp4IQG/1\nEnqpl/liliW+rr2AA/bUZnHEaiq5LLoAsy4WjSaJXEc6H5X2RD5yl9PdbODy5CiMKmW7zbRSnrMa\nW/U+gkLTiO501Wl9Rm21WVgKPsftqABApQ0jsuO1qHW+BYFkr4eaks3UlW9D9h698pyEIaw3wZED\nUOujkSQlHrcVe20W1UVf4XHVAGCKHkJIzPmt3ly2hfiO+XML5BgDOTZofR5ukXAHiECKMZBiaU0g\nx9gescmyTEX2Smy1BwGJiI4TCAppnrg12l5Ww/o8X+v2NSnR9I3wzSaSXVTLZ9vz2HWg3D80TqmA\niOB8tJ46wguVDKw/wBcXzsAW7/Bt4JHQ5UQRXKojRF9JSvwuOsXvPKpuUFTehYraPlRoSqkL2wVU\noEBC4VWgr0hEdulQKLzEh9TTKdzSJMl2O6E234uzDowJCozHNOa6vRLZlmBqnBJ62U10sJNwo4tj\nu6J7bF4OFwbzleUcFK5kdA0d0brrCXYWU6uNx+QoYGDRC+SG9abA3P1I7G66hu0n9sDPSBbHca+B\nTRXKruip/Nz/KxzGHIxlgwk/PAFkGQknEg4k7Pw/e+8dJEd233l+XrrKqizbVdW+YRoeAzczHO9p\nxCFFrUgeqZWljjyZk5Yr6e60p7u4jbiLi4tdKe52FbpdebtHihRXEiWKK5ohh0ON51jMDAYYAA2g\nvcoTG3oAACAASURBVK3q8lXp3/2RbdAAGoYcDmdq+xtRgUZV5sv3zfcy3y9/+ft9f5IEzb113OEK\nhLD93DwZ5RymOUnMnGDKtJkTJk1p0g7XNbdTSp0fzn2FHi1Sk1nyD/FN908IWX9Q0oXDzvgMDxRm\nycf71pI9VfXGC+bMnvxdfKdMZuDd9Azd9ybM0ZBm6UUqM18HGYJQSRZuRdWSKyEni+s8zCKJ3CGs\nniNoxpX7HngNFs/9FV5nbmWfXgo7P4ZuFr6r/m3dY97Z6GaO3cwN/isufLOFLWzhnYdm6YUVYxty\nww9f1dhu+wFfn448jTflkhzLRze7x16a5rOPnFkztPNpk/feMkm/9T+gKS3E04dYFg/ytY99EicR\nGZ9GR3CkNsvuoUfJ7l/YcJxGM8HE9DbOLzxMS1iUDnyBtnYcVhyYSpBh5MzdiEZkGUu/hbJ0Ad+d\nJNyeQBmKIysuwakGCU+yWjjcKRioB1KImIIz4dCe8ul1p9gWumvHdhUQGR1lRwL1pjRKRkeNK+zc\n3eKT9mPMvRIQzixTbLXW9lm2LE5vy7Fj/jj59gwne+9Bmjrz/gjOoSR9yQWSWRvdkqALHDtBy85A\nMyA1N0Ziqsk9s/+W4cDglb1xOs2dxMKT6Mwi2KilZ5zppWTp+DmYHB4h+do9qC2TUPfp7JslNHwK\npwskxDRO/nkmCsdphGm+WPox3q2epd86SyF+kvcZ/xOPuL+NREXHIycblNo9fGYyT1F9kZR4koLy\nOmm1gq0eJlSGsXQL1H5sBjD1HD1mgR3pIjFtXUUkDD18J6oquZm6zY1CCIVU8TaMeB9LF/6a0G/R\nXHpuwzap4h2keu9CM65dhEjVU/Tt/W+pzT1GY/FZPHuR+dN/Sn7Hh686/7ewhS28M7Dl4e4SdBPH\nbuKyGbqZ4/fKze0sMn/6j0EGJLIHye/4b64aVvDliSWeWaxiKIL/8fAO0obGV78zwV8/dg6AgXyC\nh+/oZyTzb2k1Pw9AuzXK1JOf5qW77iHUNNQw5BZxgmPaSVSxsc+2Y3D+wjDnJ3fR5A46g4uUhv6c\nkApIMJ0hChN3kappqNSxnApDtQsMNk6iyij8xNYsOloSXzUIhEagaEhUYr5D3KtheRXEJvJ0EAnX\nzcaLnEmNMF9M05db5GZtmf49JsKICs2ENY/gRJ1grAnNdSlAVxM0kgq53TnM29IoV65Lc+Xjtn2C\ncy3apwNeU++kmtgoGbhacj76W9AcsqjvTBKqOqLuEKZ9xGpssytIHR9FbZnY1gUW9/whUrNR3TTF\nsZ8nj8HDd/wBY8ow3w6jpEaLFmlaLFCglxJlsngY1+y3QY0D5mPcnHyVZKyIxjD2QpQU2rfvp4kn\nR8nnU2/a9RcGDo2l52iWXgIhiFkjJAu3YCa3f1ft2Y0LlMb/ltBvA4LePZ+44ba27jHvbHQzx27m\nBlshJV09uNBdE7ibuGyGbub4vXALQ4+F03+KZy+i6mkG9v8iyhWS0Vax1HH5ndcnCCW8dyjPuwd7\nePb1ef7oyycB2L8tyy/+iMXSws/iONF3szMfYnz6Z7lwOFL8SNHkA+o/0SMi5Yhqo4+58h7mS7uw\n61OEnk9IjHr2Jhp7F2iIvyGzkCRVK2LV+1B9yNqLpJwy+dYU+ZWQAABPSXCq8CFmUrvRRBVB54qG\ntRL6JLw6lltFkQGhUHFVE0ez8BUdX9EJFR0hJFJGLUgUesQsh3adJT0qufiZpFLTsWc8shcWUDXQ\njmRQBtYL0XRcjWotRaOWot2Og+vTo5QwTZtUrEmsKFDSG1+AlpczVCppYuUyTbfOnKZT9QfB3U9O\nb5K0mpimQ7OZYE4pYqdMvKROO6+BKhHCQIY+5us9xEsjONY4C3t/H6k6CCn4abOXwUTkoX893M3T\n4c0El7yEzVEjT4VZ+mjLGJp08YWBQkBcLBEQw2Y9RsekxG3GbzEqFogHH0Bi09T/I0KJr0kfruuR\nj2AY29H1ETStH7FJxcy3Cr5bZ3Hss/hOCVVP07//F1C1xLV3XMHWPeadjW7m2M3cYCukZAtb2MI7\nANXZR1diXwX5HR+5qrEN8NXpEqGEjKFxX3+WifkGf/7VNwDYO5zhUw9PMzv9S4RhA9lIsPDkzzOx\n8841Y7uPJR5Wn6BdL/DS3L1MLx6k7UTqJrqcxFzxUC+PDtLeMYe7/A12nN1PopUDKcm3p9lVfomU\nW9nQr5ZW5EL2h5hI34tUbRTaeNJAECLooFFCEQHZTAMz7uB5Go5tsNTaQSgvN/RiMYdjh18l31PF\ndgyq1TRvnN1Jtd3Pk2P9JOdbjG6fpr+vjK775DIeZICDfRvaOTWZ5dHxXXi+Rs3TyQE7EagIZhgi\nXElbFGcllmUz0F9ieHAey7LJ99TI99RgF4DGASTSmwJlGnFJpmcQKDRbCZrNBPXpOHOaTym7h4rV\ni32oTHvpZYZLveyzj/Ky9TL7TdaM7ZOOx7ByjnvrFq9qu/FtE0ttM5+NUSFDhxjvU56iPbudE2Pv\nwfaiuHCBJBlboJCepD1gU8nlsJUCT7j/N7PyJR5UxhBaCUSkRd7pnAY21yLX9SF0ffuaQb5aqTP6\n/yCgsmR7VF2PIJT4UhJIiR9KQgm5mMZAIob1XSZ+akaaws6PsXD6Twi8OuWJL1Ec/fE3LYl0C1vY\nwluLLQ93l6CbOHYTl83QzRy/W2524zyLY58FIN13L9nBd191+7F6mz87PQPAj432kXHhd/7mVeot\nl1zK4Jc++E2c9r9HzOUQ37gdpWzxwod/mNf7jgGwW4xzU22eNy48yMLyKBuL0fhY8gkUPDqZDKVb\nLYzJkxTPJ1FCDSFD9pZfZbh6fG2XtpanFhtmJn2YUmIYIVxUqpfEO0uKhQrDQ/P0FZdR1Y2x0JGs\noIaqBLQ6aZZrgwRSZ7A4hmm0NmwbBArnJ3cxPnsTYSCxzBJWokN/7zy9hTlURbJ6d5+rW5wrZxlM\nt9iZryIlfOvsDp6ZGMSQCtsQZC7TC5e0rRrNzCLvGlpmJG1jdkJimkDEL6+yKEOJ7AQo1uZ+nCBQ\naDQtKp0Ui0qapYbGNqXC4R0zCAFnagb/2HLwzRaDukJCCHKKQtNJsagnCWMPrXi0Q24Wr3OLchLP\nM2m0CpRq2yhVtrFcy+K5ksBq0t7pEJoBRt1Ds30SwkU0EmTjM6RSM6jqOQxjkmRygkRiAl1vbNp3\ngFAqLIS3ccH/ELPhfTjyyp6si6Ergqyh058wGEzEGEjEGLZMEtr1Vapsll5ieSqq8pnqvYvc0Puu\na7+te8w7G93MsZu5wVZISVcPLnTXBO4mLpuhmzl+N9yklMyf/hO8zhxGYpC+vZ+8aunsUEp+9/VJ\n5jouw1aM+0yL3/2713C9ENNQ+KkH/oKs8UXEqe2o37wFQsHLH/sgr+ZvBmDUn0Y5sYdS5cqFZAx5\njpg8hxSCxVvzpM6XSJQlvc1xsvYsabtNxomM/Yo5wFj+ZuqbJuNJFC1AorN/zwVGt01u+NX1Yuia\nixBXP1eeH+P42fejCp/9O54gYV7dOIzaNmh1eliq7sB2kmiaSzY1Ry4Vhb0EYUjZ1ji7lOP8TC+h\nGxUKcoCmVUW76VkAbqvt4lChTtHqQNPHe7yEbPqIjA6hRFY9ZM2DELBUlAETZXsCRjP4oYph+CjK\nlflJGdUdqtWSPPv8EfxAw9cc2sllhFaiVFyklYqSWuNKFs18H4oavYWwaFMQy2RpkBV1MqKBjs8L\n/iEmxPCm50VxJLFGCmUpi1pKovgqING0KonEJPH4BPF4JHsYi00SJH2WYjcxyUN05OXjrOCi4KLi\nowgPkFfc7mIMJmLsz1rsNGLkYhrZZAzlClVRpZRUpr5Csxwp5fSM/DDJwq1XbRu27jHvdHQzx27m\nBlshJVvYwhbexujU3liTQ8sOvveqxjbAS6U6c51IxeOhQpbf//wruF5Ixgz5aOyPyT8xh5h4GNFI\nIIFnPvJRzuQjabw+u071Ow8ShptUoZQhupwGwM4ZFF9ewnAdDiw+TW9ro7E8nj3EufwtUVn3FYTE\nMOI1+vofIZGaJN//LEasjh7cghlEXntPLtH0SlTbOs12H7Y9iAx60UUS38/hOAXSiSrZ9BxIgeNZ\nnJ68i2Y7kog7P3sLB3c+zvb+V7DitbVjO26CZqeHqYWbGJ87hu1eywMrScaXSVklDvY4eHSo+TZV\n18NORmEyoWPy+Ok9PH4aYppPb7JNZtim319mpDSLgUs4oBOO6igq9EwvEI61CMdaiBcq6A8UYChO\no5kgDBWECAkDhUTCwTD8yNi2Lf7pwq0oMkQAmh8jXR0ABkgvBXjJMYze87xnxGZW/Rrfsm/DiY3S\nEglaMsFERGUdK3argcugWMRHpSEtakRqIWFM0Ik1odCEQKCXUxgLGWQ5Q71+lHr9aDROPU3snQsE\nhr2h/VjbId+eJh+eIqu+RtIax7ImicXWpQA9aVELd9KSAzTkMJVwH5VwLw0ZJT/Oth1m29GDhFd3\ncSs2yXaTHVmDuw9v5+COAYQQCCHIjTyM71awG+dZnv4qutlLLDlyjbHdwha28HbCloe7S9BNHLuJ\ny2boZo43yk3KkPk3/hDPXsJMjdK7+6evur0ThPz718ZpeAGHckk6b1R46sQ8hhLwyfG/I+e217YN\nFYXHPvRTTA1sA2DQqdB65i6E3Nyg1+QicRmFikgkahjwrpkvk3Iiw7Zq9tKI9VBODFGyduAyQiCy\nSOJIDFKZV7n77veiqg6etxNVNdFCQSL8AAKBL8boaF+Ca3i0XbcH2x7CtofodIbW/o4+w3Q6QwSB\nRTa5QCgV2nYWP7h6KfvrgaII4nGD8f4/oJ17BaW8E+fcQXyCa+8MKELyHvcVbpl8dZ2ioSBG4pR2\nDPAXU7fjhSoZo83txWmG4g1aZ30K8wukW3WaRo5qvI9qvI/leD++GiV7itDH1Tp4SZvQ0lAHEzRD\nC6WTJEhoeJZGaETjqsom+4OTDKtngZAMBhkVAqFQJsuS7GFKDjIjewlZnwtKKDFciS5DQi2gpa+f\nT9X2Scy3Scx10NsSj348sY1QrD/UKEqb+EphoHh8Ys1DnkhMYlmTmOYcPglOVn+E55d+DqM3jWps\nnItOqUNnoU3KPc+Hbv4HtvdpGMYImhoprYSeg6JZDOz/BVR98weqd/o9xglC3DAkpigY6sa8hnc6\nt0vh2SWqc4+hakmyQ+9FUfSu43gxupkbbHm4t7CFLbxNUZt7DM+OKkBmBh665vaPz1VoeAGqEIyG\nKn90Yh6A+xZeJOe2CZIeJfUwFW0fr9x/lE5vZCiOerNUn73/qsY2gCangMjYFghGGs+TcmpIBKeL\ndzKT3osUKqhFOuwjkOvqH4axwLve9eOoqoPrbufQoW+hiDhzp/6AMGyixbLkhj+BH7wfz5uh05nF\ntmdw3VlgFkUpX9TWMoaxTDr92qZ99bzMVQ1y2x7C9zNwWXz2teFY4wBkWkdJiQdwZB2PGTwqeDh4\neHhIgpVzJVei1UMp+IZ+jNMD/byn/BJ9TgncEHmuRf7cGL+oThMIlZTfRrmCYovuN2iHKWYCm2W3\nyiG3Rjm1i1DR0MMUWi1Jo+rTnNPow0NQpaMJZgdN3N4xpDZFGFZ5ekPsvE1CKtxkquTVDikWeL92\nlkDVOC9HOCt3MCv7CBWBbQpsFFaXxz6WOKacJIwrTO8cYHpbH05LR223QZxG+CrmnIJaS+EF22m1\n9tFqretmhzLApoZHByF8EkaNC84sgWxinKuwd3QGNa+xHNuPp+aIFeLECnEgz5dbRymee4H3Ff4V\numKjyDwJforQh8nXf4PAegUjNnJRYmektqIoKVRV0G5bOE7rHWfUfGMOnl4pCqsKeHc/3FWIQo90\nfRBVTd5wm5FvMRKy/EEknoaBi++UkDJEyoDQtwm8Ol5nkebycZDRfcptTWMkR/DaszR7tqFbB1HN\nqCrpqn90K3H2nYktg3sLW9jCDwyt5deoLzwFQDJ/66al21dRcz2emI9CHY5aCf7yK68D0G+XuLV2\nGrsHvp3/D3SUPtoHp/F6I6m/I5yievyezcNIViBkB43I6BUI4v4Uo0uRksWF7B2czf5zQrIIxSCe\niCE7Lqwtgi633voTxOMzBEGcPXs+h6b1ULrwnwn9JkLRKY7+FLqZ3/T4YdjG82bx/Vk8bwbPm6XT\nmcG2Z3HdWcJwBlVdL0+v6zV0vUYqdXLTNn3fuoKnfHiDUe55PVxslHtahcCIPPqx1g6EEJgig8kl\nVRKli8Yyqiwj8AjxqVJlAZ/JRD9/nvggg50lDjbH2d2aIus3SQb2Rs4I5uN5zsWHuBAfZM7MI1dC\ndISmsJwb4qHx72C4JjOZvQSKQVrorJaScWTAKV8gJ+qEE/2oyT6M0RMQn91wnLYIed5ZMcKlQEdy\ntDHEDulwT/pFAlOhrGdpSAtHRnrpvVqJA+L8muTiLqZBBQxoZU2m5AAX5AjTg/0ozTqJ6RcQjT58\nNYfwYrT8Cgv+KQJ/pYiRBFboq+gMB/fhj1n4Y5AQEr9YwR9cwMkEoAg0y6DC3fxN5Ws8aPxr+qzv\nYGtfI+7/M1TZT9CepeF+ZdOxf9tDqmjhPhSZQ2ACklJY5Gn/14FoDgQyMsBfX3iZ+4xPo6sBicTt\n1OsPo2n3YBg3XzUETUpJY/FpavOPI0MPhEIsMYxmFvCdZcKV+ajFcsTTe4mnd6Pq1qbtXS98p0q7\ndgq3NYPbmV8rvLQZFC1B6LdxO3O4K+F1S61p4GlARL8HNqqeJNN/P1bP0R+4dOUWbgxbISVdgm7i\n2E1cNkM3c7xebr5TYe7U7yOlTyy5jd5dP4NQru59/vvxBZ5bqmMi6Lx0noWKRixw+Nnpr6AnBN8u\n/ja+YtLZP4s7EJUMv0WcIDmV4dWzD1+1bRHaxJWnUUMfpKSv9Tr7F19CC0Maej+Pbf9NQiUqurIa\ndtHpuIRhxPGmm36VHTv+EIBc7s8YHPwYnfo5ls79JXD9yW7XQhg6+P7cimEeecdtexrbnsVxIqNc\nURaumYR5MYLAXDPKLzg7OCmSNJUQIQUHx34St7MN1y2yagRdFVKCtKkwRZU5HDpr3+e9Gofas6SF\niqel6OgpbM0iVDQkITGrg6cG1Pw4pqYykrVJJFuYsSo90+fRTlaZl9tYTgzgaBZa4HJw8UlU6aKF\nQSS6qMaYiPfzen6AxR0OfrEBWgfpKfgL2/GXhiHQMGJttPQyyXiDTLMHhCRV7UUNdOSKJ9TVCsSS\nMXoLJfp7xulPT6Cr7mWUXakxIQc5J7cxLQfwpErzfJ3WeH1tG0P6SCnxFB0tDHiwWsKNH2PROnr5\nKVRCvHSDWs8E2jYFIQTSl8ROF+mpexzd/Qg7B84DMFNt0Q7PYlkTJBKTqKpz3eP+A4MEPTyKEdyJ\nwvrrdynhH4L3MEcvGeq8V32a18J9nJE7AdglzvGg+gUUYSCkhSCBxEHRVIzUAOn8A6gienjUYj0E\nfpPG4ndoLR/fpCNXRlS46F0kcoc2eJOllDjNiZV71naE0Ai8Bk5zHKc9S+A1CL0mgdfEv0Qq9DII\nBVVLosV6iFnDpPvuwW6OU5n6CopmYSaHcVvjOO3SFXfXYnmS+WNYPUeuGlr0dkQ3r3+wpVLS1YML\n3TWBu4nLZuhmjtfLrXThb2hXT0bxqAd+6ZpFPSqOx797bTzSOJ55jVNvZBEy5MdmHyUvAh4f+Df4\nagK3r0r7YKQgcli8wbvCU3z5iX915fhm6aOxiC7nEKKMutLd3sZpDi88A4CtZnhm6H+mZu5c2+1S\ng3tk5M85cuSXABDi1zh48P8EYPHc57HrZzESQ/Tt/dRb9ipYSg/Pm9/gKbftmRWjfIYgmEVR5hBi\nY1z2OXsnX6+9f+3/h+InuD/9JABhqGPbg3Q6wxd5yTd6zh2nD1AJZUBZnqfOLN6qwX0JDMAELKAH\nQeI6w140XArBLH3NC2Qrs2i+d9XtW6rJtNnLVLyPKaufSiaP294ox6gkK+jDZ4hrHtvP3IbhRvrv\nqWSTQr5CMtlG1SVCE8QMnyWlTlOxGdIEA/rGhxBfKsx2sjgtSUwLMI2AuOqTKFWRNZ96WSAWO8Tr\nbURMYXL43Uwm7sd2U3Sc5Mo8jc6FlJKl7EnUmwLUWPQwGiwIkhf6ef+BL9Gfj6qpPn/yRzk3cxsg\nMYxFVLWDoghM08C21x8K3w4wjRY373mc3lx0jUopqDSKuH6Maa3AC4n9AHxA+Se2K9Fbiuf9w7zI\nIQBuU17lVuX1Gz5uPHuAVOFWAr+D07iA7zXQYjlUzQIkTmsau3FhLbQDQDeLxJI70M08mpGlUXoB\nuz4GgBDaSv/9TY+pqCZmahQjMYAe78OI9yEUAxAIRb/q/UBVBbmcxeLcJHZ7idBvo6gmrcoJOtVT\nF20pMNO7SRVvx0yNviPCTbp5/YMtg7urBxe6awJ3E5fN0M0cr4eb05xk4exfANAz8iGShVuu2e7f\nXljgxVIdU1YofWuWJmlurZ7iWKfGc/2/jqcmCWMe9dvGQA8punU+Gv9HphcP8tSrP7nekPTQmUOV\ny2iUEIRIsZ7DaLmL3DkZvaafTd7G8b7/DldNb+jLxQZ3Ov0sd975PlTVxXXfw7Fjf4MQKp5dZu7U\n7wKQ3/FRrNyhGzyT319IGeD7C3jeDL4/y2JrnN87PYMTQq/e4R7rOP3GSYS4ukF7McJQZXLxTr5x\n4lPUOxeHzkjiqkpCZLDCncRkDpB0qNKWFWzqOFQwCIkDSQQxFExMNCQKkaxiSJxQ5AhIIXDRwhrF\n9qsYYR1PNVBkQEpW6a1fINXe/BV+IBSqVo6p3BCzIstyEEeRIXp+BgpLpJduRrMH17bXaKNZS+Ty\ni4h0iWekjxpI+kseAx3JQMagZyBOIm98zwaPH+jYTpKOm8J2EnTaMZbaKmf7R7AzKw+loSS20KG4\nUCHesglDBc8zCGRiJZlzAKEmL3sLs+E4epWl3X+K6iXpm7wd1RnApwAoCFxc6zTN/Amc+DJS8dGc\nArqTR3N6EKGBFCGh1ibUWoRqG6RKonqIWHMUsfImRBISqjZmvMS2nim2F09RzE2svX2ZnD/EK2Pv\npWlnCcw2zVumwZDoy3GGL+i4roXtJvFDHffweTqFKPxjZ7XGYF3H9avkMq+Qz0ySNhOIK0TJSjy0\npEZm4EESiTtRlM3DysLAxW5coFV+mU79zHWPmRAahjWMZmRRdSvyXJsFzNSOayoubYar3Ued1gyt\n8su0Kq8jw/U3GkZiiEz/fZjpPW9rw7ub1z/YMri7enChuyZwN3HZDN3M8VrcpJQsnPkz3PYMutlH\n//6fv2Ys4rLj8e9evYBEMPT613hx/iYAPrA8x3j+E0ihIpWQ5tEJgmwb4Sl8XP0qPcYyL77xw5yd\nugsAIVsk5EsoK17X1d6tLk1a2OS+819EIWQ2eRvPDfzqBsm/Vawa3GE4wd13341pzuI4Ozly5DE0\nrQeAyvTXaSx9B1VPMXjTr3zXC+9bgVCG/PZLv8/52gSWnuD/efhfI2wd3w8IgtKal9zzohCWKK48\nMtQVZQYhokX/1PT9fP2VTxOEBoKAYzu/wp7+Z+nLnsPQImNJSgXH6b8s0bPZHmK61stCR6EVXtkr\nrqChEbvoY2KIBAYWhowRo4XOIrqcRw/bJNwaKWeZYmOStFtGk5eHg1wJElhI7mQqe5C6Wdzwm+53\nSDslkm4Vy62ghAHNWA++YqDHfJK9LlbBxxc6DTJ4oYGUAtN0SCXbZDN1dH3di7qqQ37tMRKcDHbx\nQngYW1lP1BVhiO55gECq4KsaWuCjNARaOwFNCzpJFNtE6RiIldm+NPoXtHuiUAslUBmZ3stomCYR\n7+BmypxLzTMTBDg3enuSK2RWjOojhsb98TRVsjSxkIASwMnJPibFAnbmDFJZNRoFQiQxqzuINbaj\nBHFUL4XZ2I2QJq0jk/i5qABUaqYfbSyPXHlZoWstegvPkEx/h1zucQq5cwilTcjy2gUuRALLuhvL\nejfJ5EPEYgc3NUyd5hStygl8p4znlAncGooaJzf8MGZqJ3bjAkKoqEYaI96PUN7clLjrWSPC0KNT\nfYPG0nO47Zm17/V4P6niHVi5m970fr0Z6Ob1D7YM7q4eXOiuCdxNXDZDN3O8FreLvdvFXT9JPL37\nqu1JGfCfTz/CK43dmH4V+bUzTMQH6HM75GI/CkJBKiGtw5P4PdFinB9L8fH9fwTAV5/5NLVmP6pc\nJi6PI/CRCDx60JRllBXvX6jP88CZRzCCkLK5h6eG/7e1mO1LoSiCREJy5MiD5HLPEgQWu3Z9E8uK\nHgTCwGHmxG8jQ5fMwINk+u//rs7lW4Xji6/xxyc+A8AvH/skD+67/QZkHSWeX+aL/3SWR16IDOVc\n0uajdz5Bj/U6njeDEDMoSvsaLa2j3BjmmdM/xZm5O5DXEze+BoGKRkhAbEWlJAC8qKP0eHUynkfR\nd9nmLNLvThN36qiXhAVIoGrGWUrHqFlpNK8PWxmibWRvoC8RtMBmT+kFQqHSiPXQjOXwLRPdEvi+\nSrtjoiiSWMwlZrjRvyt/mzEXy2qTTjXRtGgsfKnyhhzl1XAfdW4wdjeQaC0F4bogF4iLMgWjSd70\n2G+WsRT3ks0l56oGY4sqU6ZCJ+bh6TZShCBAYCJCg1BtIuXGhyRFyRKP3YGuFpEifsXu+MEinncW\nzzuH5Cqx56GC2diDVb4DOZIh6Ike3vRSisTJIURw+cOsqjbI55+gUHiUfP5R0uk3LttG0/qwrAdJ\nJh/Csh5C1wc270LoIYT2lnmOb2SNiGLLL1CbfxynuV4rQNEsMgMPkMzf8rZKsOzm9Q+2ZAG3sIUt\nvE3QWHoOAN3sw0ztuuq2vl9mbOpXOdH4DQD6nzvJs/Go4Idm3HVFY9sc62OUKM7ScRPUmr1ocg5T\nnkAgkeh02EtMObVmbDfTM9x/+mmMIMRWszw3+GubGtur2LPnV8jlokqMxeLvrxnbAK3lV5GhJtoH\n4AAAIABJREFUC0Ilmf/eEyW/nwhlyFfGvwnAgZ69HCkevKH9ay2Xz3x9lpfPRgbX3pEsv/yRQ6QT\nH1zbRkpJGNbWvOSrn0gWMfoukkWMkgzzqWk+9K7fwnYtvMBEEQH1TpFqa4CWk6Xl5GjZOaqtQSqt\nQWxvVSZOEkTm9aoYCBoxwAUBy0aGZQMuAM8xCBwDKTFkQI8fUnQ9fH0bobYdAwiESVMNsLU6HbkM\nTJJTHeKuiSFUNKGhCOgQGfVi5aOaKkGqRSc2SaUwTWXZ5u6XK+wtn6ZuqSTnAkSo0TKyNGM5bC1J\nx0jgxjSqhkInZlNLeTR6c6TCwygdnbTapKBVGdYW2CsuMMoFykGGlpLEU4woTEOGOCHEFIUqGZbJ\nUAnTdFYNXlXgpyWgA8N4DFMHzgMvhCF9YZmWjNPGJCVa9IgafZkyt2SXuFVKzsu9jMnttLg830LK\ngLA+jxecQZo+ZvwBhDA2CD+GoQ0hCFVHCBVN7UVTezGNu3AqddpL84TBIsKqocSboAYoug1KiJ05\njZ05jeIliZUPoGZHkHmJf7tN4vQg+nI0B/LtU8SCBgvWURYXP8jiYjQPTXOaQuFb9PQ8SrH4GKa5\niO8vUKt9gVrtCwDEYgewrIdWDPB7UZR1tRJF0W/oungrIYTATI1ipkaxmxM0Fr9Dp3aa0G9FVUpL\nL5Lf9s8wEps/UGzh+48tg3sLW9jCWwbfrdFeSfhJ9d5+VW9Rp/MiU1Of4KXWDxNgQq3NK80iqGDI\nOEmlNzK2L3rNbI71YU4V6D3yCACLlR0YcpyYjAzwkAS2upOYPIUaRh5Q26xzy+Sz5FotQlSeG/wV\nHC13VR4jI3/M4GDkQVeUX2dg4MNrv0kp1x4qrNyhN0Vi7PsFKSUvLbzCTDOSIfvgzvde134dx+fU\nRIVTExWeeGUW14/O5X1HBviZ9+9Du6RQiRACVc2iqllMc3ODPgjqKwosUQiL60aJnrY9Q9yYpS/z\nGopyufqD7VlUmoO0nSy2Z2FoNnGjTjF9AQWDdnuEUm0vy43dLDeHqHaKNF2LhisICHGFxrwB84YB\nlFc+IFDQZAwVA40YMQ7QCVSqaguHBgEOAT7yIs1vgyTb/duRvoeTfxzfOMdEv2DiAz1r8SOaL9k5\n47B3ssGO2RLaJjWFZgsap7c/Rz1XZCbbx1iyBxHsQBE3oSgJvIZG7fUKSv40saFza73IK4L74zHu\n1lUUVRBIhQU/RUvJUBNpmjJBRaYpk8UnMiQlCvMU18IvqmSoygznZVQ0SiGgyDK7xAQ9QYVce5mS\nneQNcydL1nAUXpEZQmVd2lOXDoPyLKVGnXnOESrrj0FquB3Vvg2zYCFUBTOfxcxnscv9NMYX8Wox\nkAqoHmpmCbU4g5IuE+pNOjwP7ecRWKjhbpq9uzDjRY6ePM6tC19GAL6IMZu8jan0vSwlDmHbw0xP\nf4Lp6U8AIanUCYrFR+npeZRC4UlU1cZxTuE4p1he/j2E0InH71jzfsfjV5cffLvATG7HTG7Hd6pU\n575Fu3ICr7PA/Ok/Id13D5n++9+WYSb/NWArpKRL0E0cu4nLZuhmjlfjVpn5Bo3FZ1C0BEM3/doV\nb/xSSiqVP2N+/jeY84/ybed38Dyd5lPjtAMdVSpsU+7GUBO0jkzg56JQhVVjG0I+8sBvEjPavHLy\nZqanotd7ASkCNYYRrMtsSSSDzlc5OBWV5H659+eYyL77qvxyuae58873oygenvd+jh79qw0Lcac+\nxtK5zwHQv+/nMBKDmzX1lqPtdZhoTDFRn2ayPsV4fYqaG3mVD/Ts5dPHfu6ac7PScPg3n3mBcn09\nBMAyNT56/ygP3jz0fX/lHoatFU/5xbKIl2qVX1lK7VJICY1OgfnKQWaXDzNX2ctCY4ggvLpBoqJj\nkkEnjkYMFXMlNloSJ0tMWS/M0s6+Sjv7GvHmIcJeCyc/ThAuEQQlQEGTJtlqlZ7yMr3lFsXlDoVq\nB927XP3C1QTVlEo1pdI2FdqmQs0yaCUkaiDJNAMK1QDdl4QKaAmNwb0pigPrIR2elIx7Aec9n2nZ\ng2O8B4U4VquF6gfEGy3Mpk0nYVFL5fAtjcC8cQOtSJkfUp8kJaLrMwgF867BLD6zgcS2j3Ds8ZcR\nHZeZ4V1MHThEOxc96Cq+S8/EM9QrZZbJ0/GzBK0ehNFGLc6gFmZQYut67jJUCJaG8Bd2oNkmvXYZ\ny+9QcGts78yR8VXOFD7GbPL2TXIybHK5pykUvkU+/yjZ7PHLZDVVNYtlPbAWgmIYozd8Tm4Eb9Ya\nYTcnWJ788poOuG4Wye/4KEa8783q6g2jm9c/2Irh7urBhe6awN3EZTN0M8fNuPleg7mT/xEZeqT7\n7iM7eHlVyTBsMTv7a9RqX2AhuJnHnN/FDw3qL87RqQcIKRlWbieh5mgemSBYNbbP9mNO50FKsok3\nePjeSPv68adupdG0CDER2GvJkatVJAdrb3BgKQoLeaPnI7xR+PhVucViM9x77z2Y5jyet4ejR7+F\nEOvFYKQMWRz7DE5zgpg1Qt/eT34vp/JNw7Jd4esTj/HM7PME8nJ3atpI8eljP8dQcuCqc9PzQ37r\ncy9xfraOIgTb+pIc2ZXnh24bIWG+fV65h6G9plW+Lou4rlUu5QxCLF5RqzwINWrtXtpOhraTpe1G\n/1ZbA0ws3UzbTV/hiBuhYWJgoa14xlVhoKASEuKn28iUS6C7SAJkIPFaHl7VQQaR/jcyZLS9wC3N\nMwzYC1jelZNIrxdiyCQ4mKNMgjE/yWRCp2L1o+r7UWMaQlOQXkjghiiGgqIraw9OqtdBKT2HKvMY\ncgQ/p9OJm2vFiSJI4thkaVAQFUaVSfopMV7JkNA9+lJXjt8Pax7hZJtwooM/azO26wgv3vEQjhmF\nrFhegwNzrzG4NEHgt5hID3KqMcJMI4NINFDzs2i9Uwh1fU4H9RzB0ghBeYBVd72pBezIO/RKG79T\npG4fo5M18XNNCFTM8SJhzMMdWl6JF/fpNZ+lN/sIxcKjWNbUZX3X9R1r3m/Lun8tWfrNwpu5RoSh\nR232MRor9zpFS9C391PosTe3z9eLbl7/YMvg7urBhe6awN3EZTN0M8fNuJUnv0yr/DKKajJ48F+i\naBsTqRznLFNTP4PjnMSTFn/f+i+4SprWa4s0FiNv6gAHSCvboiqSfZFnNn6mn/i0gSbn0VhkqG+c\nW4+dIggFX/3mAyAlAglSkvYXCVSVllJADVzunvwiEpWzuQ8zlvvgVeUiFMXhzjvfRy73HL6f5Pbb\nv4Pvb1vjKKVkeeq/0Cq/DEBh58dJZA+8qef2RlGxq3x94jGenn1ug6HdGy+wLT3M9vQIo5ntDCcH\n0VbeNmw2fqGU/Nk/nuLpE/MA/IuPHObWfRsVPN4pUFVBNmuwuDiG48xcQ6t8PVxESsFSfTuzlf0s\n1XfQ6BSij13A8W683DgICmIXnuxQZ3al4M7lMEKPPjdgp2+RcpeI+9OYYQsrqJNyymhh5A3vqCnm\njTRtVUeVEoWQolMh5zcva9MVGnNmgbYaQw8DNOmjyQA99FceDRSkIghQaKoms4kcF6xB0okcSTRC\nI44ShqRiDTJGi1ymQT5fRSKZWephaq5Iq2kRSB9LWWYg16GYb5LO1kllfS6tcRWEq/0yeCa8Za3Y\nzSo0fIqU6RclkguL2OMOsuHSO3uBqW0BLx1I0o5fdP26GbyZ/fhLWVYNb6Er6EmdwR6ffUtjTI7u\no5LvQ63FCSwHtI367PgKsZkcucUGffnV+O9vo+v1jduhEI8fW1M/icdvv6r84PXg+7FGOM1JFs9/\nHhk4aLEe+vZ88gcS8tbN6x9sGdxdPbjQXRO4m7hshm7meCVubmeR+Tf+EJBkh36IdO+dG/ap1/+B\nmZlfIgwbSKnwyPxfU8rsIGi4LH1nHoRg0M+SNu7EGS7T2RMZfYlzCbLjC6isL4B7do2zd/cktXqS\nJ5+5BSFD+lpjbKufoK30cKL/QQB2Lr9A0xhkIvnjBBfJrF0ZkiNH/ntGRv4TAMXi57jppp/YwLEy\n800ai08DkCzeTm7o/T8wLdxSp8yjk4/z9Oxz+CuGdlK3eN/2B7l74DYS+uZFhq40flJKPvP103z7\neFSI5EN37+Cj939/X6l/P3G915+UPr6/iOdNr4WwRDHlkXEeGeWzCOEjpcALYizWdrJQ3U3DLtBy\nsrSdHB03hRfEUERAOr5EMtYkrvkUE01iIoVtD9FqD1Fp9dGwcwR+Hk/6tGWZFmUCNpcz1KRBXBoY\nokhCyWPKDJ7o0KZMoLbpeBUO1l5kf/M8Wa9JMvjevOXTZpFJs4+2nqajJ/E0C0+zsBSV+HUWL9Kl\nSz5VI11YJFtsUsg5G551W67Ga8tDLKaGKRu9OGLz69OQLtuqF1DdOqUYFO0WsdBhQTgsShc3tGg1\nM9hLBeRKQSMUyO9OcrA1QanQT6XQH30vJVoo8S/NQXBV9FIKbTmFXjfIxY+vqZ/09DyHomwM/4nk\nB+9ZScB8N7HYgRu+F3y/1gi7Mc7iub8EGWAkhujd84m3PCG0m9c/2FIp2cIWtvADggwDlif/AZCo\nRpZU4V3rv0mfhYX/g3L5/wXAdXt58sTnKO2LYjn14+dBWCQCj5R+O4Fl09kVGdvmokfP+NmLwkQU\nICSdihIo6w0LPexwsPxtCrUF2nqKU8N3A6CKEq8OfhDcY9fFYfv2P1oztlX1f2Fg4Ec2/F5feHrN\n2E7kDv9AjG0v9Hl+/iWemHmWycb02vdJ3eK92x7g/uG7ialXV165Esama3zpyfO8Ph4lK953ZIAP\n37fzGnt1B4TQ0PVBdH3zOHwpQ3x/Cd+PvOTbvBkcZzWE5cxFWuXXpwEetbmuVd7pDDFVPszLM4do\neZHXVInKNQHgC5eGcIEmZXkBEAgpkITEwwxpdZjp7E6msj4BPkrYxvJK9Dgz9DrTqKGLqyiEQkEI\nBaFoCKGgSBmpyxBgeQ0GOvOk/TbD9hLD9tJlfe6oCepmkUYsj6smkIAeOriaSdPoQQoFV43hqyae\nMJhvFplvFlHOB/T6k4wkJzG9JkEb3JJkhDaWaZM22yzkeqnlNcgKYgUFO5ZArlxfrjAYy+1b60cZ\nSNMgK+rsxiUIBJlWg1hinlJLZ6kVpxzC8niL59IDpOI9aMDg1DluffabTO3Yz/K7dlGohpxqHqEz\nWEMaAe5gFXewCkCzUWBh+pcxzv+v6EqTnp4nyOcfpVB4lHT6NFK2aTa/QbP5DRYWQNP6L5Ef7L+O\nOSDXPm8mzNQO8tt/lPL4F3HbM5Qv/C2F0R97W8kGdiu2PNxdgm7i2E1cNkM3c7yU22qiJEBx9CeI\nZ/YA4HnzTE9/knb7KQCWl+/khdc+Q/lQhzDuoS13mHtxgUBRGQ4GsbSDtI+dxesJUds+/c8togTR\nS/iLTdsH73sOK2Ez97pJ8sk30P2Qqlnk5aH3EAqTUAha3APi6qXkV9HT8wR33PEBFMXH8z7I0aOf\nQ9PUNY61xeMsT34JADO9h+Loj72lagYdv8MTM8/y7aknqbmNte+TusV7Ru7n/uG7MbXrf729On5z\n8zX+v6+f5slX59Z+u+dwP5/84AGUt3EVu+vBW339SSkJgvJaVc/VAkLtdmSce94sQkyjKJt7n/1A\nZ6p0mHisRl/mPE07x0zpZqrNnSzWdjFfH6bh3KAu91VgISlq0KtJRKAQupBrz9LbPI/pNTGDDqbf\nQbtKafNVlBODtPU0ShjgqjE6epq2kaFuFpDfxbUiFVC0gETWIRhWaaUTOGqMKmkCrtxeiiYDYomE\nbKPaAZrj0WvOI0Wb0xWT7PE6Q9UGhutQzhg8/dD70K0irSBBiIIIIdQVUNbnvnBVjNkcsZkeFDfy\nEpvm1FryZaHwGKZ5+cNJLHbwovjve9bkByt2lb8b+0cmGtMs2xVCGaIIhbyZYyg5wL2Dd7K/582p\nIllfeJrqbCQHGs/sI7/jo2+Zp7ub1z/YCinp6sGF7prA3cRlM3Qzx4u5NStjLJ2LEhhTxTvJDf8Q\nAK3WU0xP/yy+H6mDjI39S06P/V80js4QZDoQQPGRp3nNGEEPQ0aVO9F6zlC+ObqR9bxaJrF0cRKk\nIJA5Ck6Je370SQDcL80RTneYyu7gdOF+BAoSlY64mUBcX7KQaU5x7733EIst4jh7OXr0UVQ1s8Zx\n+vyLLIx9AZAY1jC9u3/mLVu0qk6Nx6ae5MmZZ7GDKMZdILi59zB3D9zO3twu1EsDZa8DqiqodgJ+\n8z89x1w5SnYbLib5kXt28K59xbd1yejrxdvx+ou0yqsriZ7Tl8girmqVz6Aol8djr6LtpJmt7CcM\nVRTFZ2z+TsYXbyYINYQIMfUWptHA1JvRx1j5V29s+C0eq5FJLKJcHL8eKrRbQzRro7TqO2nWRmnW\nRlF9n9HC39ObOI6wYxAK0IKo4mSgIEcWcYsuU2Mfo7J0DN2oY8SqKKqD0+mhUdmD9OME0tg0h0LI\nkJjfIuHWiQUttNBDCz3U0EMKhRCBQoeOqbCQ7qORy+NnM5gxiYgL5jNDV2x3hRlcEgqjyICcqJMT\nNaQM8dAJhEboSMy5KlWzh0pv33p/QzAWshjzWdRqYq2aJ4Sk069RKKzKDz6FqtobjrUqP+jo9/PZ\ncZuKe/UCUSOpIT5x4J8zmLy2l/xqkFJSnf3mmjMkZm2jOPrjKNq1wuu+d7wdr783E1sGdxcPLnTX\nBO4mLpuhmzmucistlZk+8XsEXh0jPkDf3k+BUCiX/wMLC/87EBAESV588Q9YXP5IVLxmRXWk74kL\nvOooSKHQF2YYVpos3lHES+roVY++FxcjETapovsWvY1JtjWeItlTJ/axaHFd+vwkLw3sw3PehUAQ\nEqcjbiYU15fcpigd7rrrvWSzL+L7afbseYxEYs8aR0Mpc+b5P0BKH93spW/Pz16WCPpmQUrJ3459\nmddLb3Agvw8ncHh+/uW1REhd0bhr4Hbes+0+CvH893Scb708wxceHcMPQhQh+PB9O/ngndtRlHe+\nob2Kd/L1FwT1tXjyS41y140KCK2W/REikj78fiFqW1xR7eVG4fsGjcpe6pV9BF6CMNRRVA8ZSpRq\nHFnP4LbzZFtliq0pYn4TVYbXbhio5Aqc23OYZi5HK5ulZaVpa4mrJklfDbp0GW2fJ2+XmMsMM6GN\nEK541oWjoS+mMZbSqPUEQq4fI5IffGrNA57LHQegE5p8ofxx2qGFis+9+TYjmYMM9N5Fs2Mx31ri\n+OIJLtQnouMrGh/f86PcPXj1WgZSSuqez1zbYbbtMNd2WOi4OEGIlDCQiNHHItnmc/SKMla8h+Ku\nn0Qzrq3E873gnXz9XQ+2DO4uHlzorgncTVw2QzdzXOV25qXP0yi9BEJlYN8voBgGMzP/gkbjHwBo\nNvfz/PN/RTPYRevQFEE6ep2eOBljYeo1WlqcVOCzWzWwBxJUDkZx3UPPTjM0N0auXSLbWSAeVNeP\nfTCF/lAR2wv57Jk+BqYjlZCAFB1xC1Jcb2iF5MiRn2dk5LMAFApfoK/vA+u/Bg3m3vgTfLeBamTo\n2/spNP3Ne51/KR4Zf4wvnf/qZd9bWuL/Z++9o+S47nvPz63QOUz39OSAmQEwRM5EZiZFiSRIykrP\nosKTg+Tntz670tu1ZB+t7Wed57V9dr1HluUnS7KosEqkREoUSDGBmQRBIhFEDjOYPD2hc6qucPeP\nHg4wBIcGQYAERv05Zw7Bvl1d/a17q+rXv/oFrm3dzHWtmwm6LqRKxhmyhTL3PnKU/ScrNaxjYQ+f\nv3MpC1rC/8GWVx5z+fx7g7mo0XFsxuN7GR58hbGhIQoJDZnzo2Zd+DIlvKUSqmOiOWU0x8TQfKQ9\ndUQLg4Sn6lC/ganpJGvrSfnrSHqa0Jrc1EeSFGwvE6UaDBQcHXTNxPK6yXpD5NQg1ptS3+qYZKHT\nC6bFoKedCVlDAS8gwJaIokCUJFomglYMoKV9KEblKZjLNU5t7dOMNzzLKU1Hw+SOyCM0u86Ecblc\nndPdLwfL7fz42COkjDQAa+pX8MlFH8F71g/9lGFyMJnjVKbAQN6gYM3SVelNKNg0izEWa6NsWrgF\nj//tngq8O+bi2jybatJklSpV3jOSowcqxjYQbrwOW4xxuudTlMunABgc/DgHD/4rxYhDcdEppG6D\nBP1ILZP9u8jrXty2wfJyiYAY50jnSgDaeo5z02v3n7O/gtfLyTYX/rUBlgKJYvAsY7uGglgN4vxD\nPTo6/nXa2Nb1r84wth3HZOzkz7HKWYTioq7r9y+ZsT1RnGTXyB5+e3oHAF3hDkpWCYlkS/MGNjev\nv6BEyLOxHYfnD4zwq+d6yBQqbdG3rGzmnpsX4NGrt4gqlw+KotLQdDXNresreQYj+0mlHiaZfBjD\neBnb8lLItRIf3cDY0HUYxTpA0BNdjcsq4lgOmp1HtUw8dolQIU25BPtrPOT6gtT3hakD9DfKCAKO\nhKZsL+vSxwhak2Q6Wui9ahmnGrvJ6UHGqWVcqUVx27QQZ41ymFongSl0JvUIo1odA4FGyrEUZSrO\nAVHQccVrcIYiDI7dwVDjHsCgZmIjifHlEN1BXd2z6HqGcrmXcrmXZPJ7gMIn69fxZOpqjmdt9o4d\noDfdz6cXf5wG/zyeGk6wdzKD8yYbVgFiXhfNXjeNPjc+TcGWksG8QV+uyETJxEFlUDYxaDbRf+QQ\nd3ckCMeWv3eT+ztA1cM9R5hLGueSltmYyxrN4hCjx3+AdCxc/lbcdR5GRr6IlEWk1Dlw4B8ZHPwT\nzEie/Mo+ECBMBf1QHePj+/BYSa5J7Gdhfghdmry2Ziv7rr4Oxba5+75vEcqksIXOWHARgwubGWnx\n0ufbjaOU+WTAS5uu0nO6hSPH5mNRS1GsBHH+hmNt7TOsX387imJjmttYufJH0xn80rEY7/kZpWwP\nAPXzP4EndNXbfdwFkTayPHjyYV6N751+rT3YyhfX/Bdc6sWLET/al+QnT55gcLwSF+zSFO75QDcf\nvrGbZDI/59bmG8zl8+8N5rLGt9JmWeNks4+SSm0nn38aIUpICenJ5Rze/RdYb1MnXQImbgoIximh\n4lCLIHRWNDaAkPZ0kqcEjIiLUqubfMyP86Z8CTcGnWKAJcoponaSkXyI1xQvvWodQomiqo2Ag1NK\nUJJ7caw8Ta99Ec0KTmm0qa/fTyDwKNHok1PlByveainh9eIyXspuwkHD7VqBz712OqzFqyosDPvo\nDPpo8blp8LnQldmrkORNm5OZAq/Ex+nNV/ZRS5KPzIvQUb/wHczM+TGX1yZUPdxVqlR5D3CsImMn\nf4Z0LFRXCNt7kOHh7wJgGM3s2vUTstmNOO4yhSWDIEDJufG91sxgaS9NxX7uij+Hx6l4Wi1V5eCK\nDQC0He+h3/UhEu1djC4MUujKYTnD5IuPA2U8to8mRQdsMlk/FlGKYvVbtnKeDa+3j9WrP4Wi2BjG\nYlau/NYZY1tKJvoenDa2W6/ahh5cdFFvGHmzwNMDz/P0wIuU7EocbkD3s7p+Bbd33nLRjO3JdImf\nP32S3UfHpl9bv7iej14/n4aob04kRlb53ULT6ohEPk0k8mkcJ08u9xTp9HbgUVZt/d8Z6rkLoxij\nkGulVGiasa0AXBi4gBqghJ9hisRxqAeCKKgws6KKUsKTBE+yTEjNUazzUKrzYER0bF3HwM1RuYBj\ndhcblNdYGTpKm0hjGXGyI3kGTYdjwS5Gw4vxaTcCOvmNg7hGIriGoihlN5nkciZH6uiVfwSaSrT2\n5en63ytCB2nS4zxR+mek2o0DqDLHhtArbKivoSZ4Pbp+fuFgfl1lZW2Q5dEATw3GeWo0wyQRvtvn\n8IFyP9e2tl+MKfqdp2pwV6lS5aKRib+IbeURiobheoJi5nkAxsdvYN++H2KadTi6RX75ANJlg6ng\nO9DKRGEvmxLPcHXqCAqSsuKmN7qS012LMd0ekJCcvI1Em0N+eT+2J41R3o9R3gtIFNPPpvRmtNhO\nbFsQH2+d8myfv7GtKAXWrv0EbvcElhVm8eIfo6pnPBWZ0ecopo4AUNN8HQ3zriWRmL1ixPliOza7\n4/vZHd/P8eTJ6UY1Xs3DHV23ck3zxguqNjIbLx8a5fu/PUrZqiSczWsI8slbFrKwteai7aNKlfcT\nRfETCm0jFNpGa6tFobCT1vaHSSZ/iOP0Ucy1YJRi+IL9WFaQof6PMDm2GSMXRZF5PBSptHV66+uH\ng2REh3zdUTy6QSAXITTRgH/UjQQsn0Yx5iHf4sfyabzsrOa43UGHNkRSC5NpDdAs4lynnKYm9QTJ\nVJmEJRkUGsf8QZIrG3HZTQRTIfwTCp6kAaYgGV/B2NgdALh9fRSXDiADldyWcvkoRWMXR82j1Jdf\nwK8WcLuXvqn84NuXQlWE4Oa2Rub5VX7RM0xW+nh0xCBljXDHvMYrvhzo+001pGSOMJc0ziUtszEX\nNVrlNCOHv4mUFqa2n5JSqfF69OiXOXXqrwAVx2WSW9WH4zdAgu9AK76+x7lm/HHCVqVhTdYV4UDT\njZT0IOMrainVedASftwDMfJLB3CULIXi09hOJbFILzbQcOI/sW3NzwkFcwwON/LSwc/hiHfSsliy\natXnaGn5GVIKGhruo67u1unRYvoE4z0/BcAfXUVd553U1gbf9fwdnDjCAycfJl4442l2qS6ubdnE\nze3XvetEyDfz9L4h/r/HjiGBgFfno9fPZ+vyphkVSObi2nwzVY1XNheqTUqJYRwik9lOIvEwtv3a\njHHLctF/6rOM9t+MWfIhkNho5NAoUEbHpgbQzgo0MRWTkcgYmegIAQT+XA264QUhKfjzWM3diLdJ\nQKwhzVVKL0vESdzCRFoOpZTJgGOz1w2DMoBLWUzNRDv+SQu71EQpVEepaxzHW3kS6O6LYmg/Jx06\nDYAuyiz2HmWZ9xA1WiXBUggXPt/G6QY8Hs+qt+0XkMkM8tPjp+iTlaZPnQEPH+tqpMZEJvcIAAAg\nAElEQVT97p+yzeW1CdUqJXN6cmFuLeC5pGU25qLGidMPUki+jkOBvP5dLNvHq6/eSyJRSTh0dIvc\nml4cXxkcCByoZeWh/8nC3AkAbBT6I8s4HVmBo2iUtSjxa7yggGuoBqMxiemcolTaiZwqexYY30ht\n/4doDT7D1g2vArDjlU8ynl7yjr57Z+fXWbLkywDo+l/T3f3fpscsI8nose/g2CV0bxMN3f8ZXXe9\nq/krmEV+eeI3vDy6e/q1ZbWLWVO/guWxxW/bev1C2Xd8nG888DoAnU1B/rePrSToOzfhci6uzTdT\n1Xhlc7G0lcv9ZLOPkEo9QrH4PEKcqejh2DrjYzeQSF3D2Ng2stluDLJk5SgqCbzkUbBxAQEq3T8z\nWonJYIK8P4Ol2EjThTTd6L46XP4GXCEPasHBXypTjnmwfGeMV5css0jpoVMZpIEJlKlSi2XTIYuk\nJAQp6WNS1tHPInJKDBzwnI7hPe3Ca/ehu5/n8JJ+LHfFEEdCuzrJhpqnqNMnzwi3FFSzDl90E4Ga\nSgUUl6vjnOOTGd/L9r4RDspuoBIb/uGOBpZF350jYC6vTaga3HN6cmFuLeC5pGU25prG5PDjZOMv\nA1BSnyJRkOze/VMKhQ4ApGqTW9VXKf3nQN3uHGsP/4RGo9KFLe6pZyC6GgVJ0tdMiYXkWsMUrxoB\nB6RwKJR2YFmnARC2m9rTnyCQWESN/iJXr9pHNJIhlY3x6Mv/K29uZPF21NbuYMOGbQjhYFl3s2LF\nD6ZjmB3HJH78+5jFERTVQ+NVf4zmjlzw/Jm2yd6xAzx46mGy5Uo4Sle4g48tvJP2UOt5f847pWhY\nfPW7u0hmDeY3h/jSJ1bhdb91ROFcW5tvRVXjlc2l0GbbSbLZx0mlHiaXewIh8jPGc7mFxOPbiMe3\nkUyuR0qFApOk5AAFxggh8SPwUzHATSpt5nNI8sCb+3FqQG3IhbfJj9HkQ6pnwle8VpGl9jFW+E7g\nEm/dyXPCguywg3JQJZcOMk89ibteYGpuBgJBTlhpkkGH4TqdhkmLa/cVqSmUcdtl1NKZc18GC9gf\n3I3eFcTvv3EqBOVaVLUSYjbZ/xsOjE/wrLOeMpUf6OtiIW5ri+HRLizUbS6vTaga3HN6cmFuLeC5\npGU25pLGyaFfkB87DIAlTnF0OEJf3zfJ5xUcR2J7CxSWDWAHLJCSlt19rHt9OxGz8qhzT3QNDWaW\npuwpdrXfRdbVRUGsJru+BydQ6aBYMl7FKFeaRHjSi6jt+xgew6Yt+iwrlx3B4ykD8PLBj3B6ZPV5\nf3evt5etW7fgciUwjKWsXPkEqnrGe5MY+C25iYrn/Oy29O90/iaLCX5y9JecTPVMx2jrisYdXbdy\nY9s1KO8g1vxC+NmOEzz+6gCaKvjbP9xAY3R2D/pcWpuzUdV4ZXOptTlOiXz+WdLph0mnHwHGZowb\nRj3x+O3E49uYmLiRsi1IMUBS9mNTRlAxuoMIIrjxUKaEJA2kpwxwh0qEeCP11LiCmK1JivVuLP8Z\nY1jYDrHcJKFymrCdYln5EO5mFdUz09A1LQddm3kNcdIm1ssJJscMwlkL5W0Ok6PblO/eidr6hk4F\nr3fNVOz39RTig0ykh9hhb2KEegCCusrtbXUsjwbecZL1XF6bUDW45/TkwtxawHNJy2zMBY2O4zDW\n98+UUxkALDHIzoPXMTL6B3i9LoqFInbkBJmlZaSmgJS07+1hw76H8NsFbAQv1H+IjRPP4HYKDAcX\ncrjhGvJiM6Vmg+Ki4crnWuPkC78CIDR6DdHBWwi7DrOs+xVamys3CMvWePXw3fSNrjrv76+qeTZv\nvp5Q6HVMM8KiRU/j8XRNj5cLo4we+3Zlv43XUtN0/Vnbnv/8Fa0S/8+ebzKSj0+/tjy2hI8uvJOY\n9/xazL8b+uNZ/vb7u3Gk5M4tHdx9Tdfbvn8urM3/iKrGK5v3UpuUDsXiq2QyD5NMbsdxTs4Ytyw/\n4+MfIB6/g9H4rRRMNzYm4/I4xam62y68tLEArxAolFBlEphAoRKKcjZlv06mvZZiowJv6u6qGhbt\nh06yJHWAuqYMeocLNXgmLKXgSGxTEHDJaSNYGg72yRypY0X2NOoYbpu8V6HoVvCWHG7elSVYdDBV\n2LfCzdiKSWpdE7S4hmnUR8k5AdJ2M93ajQgzyGtyEXvkSqypDprdYR93ttcT9Zx/bPdcXptQLQtY\npUqVi4jjFBg68X8iC5WyU4Yzxo5X/oxMdi2KAjg5nPq9pBf5QVFQDJuWPUNsOvwbvHaBstB4rPH3\nWFqYxO0UsITOqdo1lEUntu6iuPA0MHWzy+0glG6kqW8Zbltj4YKf0jlvCFWtVNmYTDWz6/BHyeTr\n34ECyYoVf0Io9DpSKrS2/vsMY1tKSXLoMQA0d5RwwzUXdJxy5Tw/PPJzRvJxFKHw8e67WVa7iIjn\nvakI4kjJDx87hiMl9TVebt807z3Zb5UqcwUhFHy+Dfh8G2hs/FsM4/i08W2ar6JpeZqaHqSp6UEc\nRyWR2Eo8fiejo7czWKxjQp6kTJFTvE5EzqNWdKIpXQhZwCVPozOEQGJSh0oaV75M7Mgo9glBobEG\nI+oC3aQY9GC7NXrXLOK03Y1n0sB3OkedHccXyJAQwxwIJZEaxEoKN/hcdGoqwq2gLQ0RWxpi5XgD\nR0YiZIolHJFjMpDhV9d7+PAz4wSKDuv3GWSPhehpqWPXvFVM1EFZVMJIPFjcE8qxWj1Cp+znGVYx\nardzPF3g64f6+FBbjA114WpJ0behanBXqVLlHWEYJxnq+QpaaQUAuXKWx176O0wzBoBU0yTnnaDQ\nVAnN0LJQs6eBq3t+gNfOYwiNB1ruosNuojNd6RrZG11JSYtgKO1k1/WAKkFKPKeGiU0sx5evwecr\nsmbdQcKhSuyzUXZzsOcmTg5sRM5Svms2urr+iebmyr49nv9OLHbzjPFC6hBGrg+AmpZbEO+gLF/Z\nLnM8eYpDk0d5eXQPZbsS7vKRBdu4pmXjO/qe75bn9g/TM1x5AvGpW7vRLzDmskqVKhXc7m7q6rqp\nq/sipjlKNvtbUqmHKRSeQVHKxGLPEos9y9Kl/410eiXH+j7B7oEVFB2LJH0kZR9uGcRPDL+oxyc7\nUIRACi9ClnHJXjTGUK0iwcEkwUFw8GIF3RS7i2TCXqSqUKz3Uqz3MkkdAMJyaBnKUnv6EP1tp7iv\nxqHW1lhfamRhYwKft0xjXZzGujjJvI9DozF6B9sp57w801Jgceo15k+cJFhwWHmiyMoTRSZqVHYt\n83OyzU1JaPwoI/n9oE2jlucO5wV+acbI6VdjOhEe6htn//gAd3W00+Q/v/rfv2tUQ0rmCHNJ41zS\nMhtXqsZ0+teM938b07wGBSgXbR7d9RUsXUG6LKxognJzCsdVMYC1pIvAgVa2nv5HYqVj2Ah+2XwL\nYXUtNw/+36jSJOOuZXfrbWQ9y0ivNHACJRCCQF+OyMlKnHcgkGfT+gO4dBMp4ejpLRw+fQOm5XnH\nGmKxJ1i//k6EkFjWR1mx4t9neGVMI8Hose8gbQNPsIu6+fec47V5q/k7MnmcHQPPcSLVg+WcSXRy\nqy4+OO8mbpl3/Xvm/XGkZMeeQX7xzClMy2H94nr+5K5l57Xtlbo23wlVjVc2l6M2286Syz1JOv0w\nmcxjCJGeHrNsjReP/AH7Tt+KLWf+6BUouAmioOEhRFR0oqGjKWk89CHs+Iz3W7qLUkMAp8GmEHRj\nCRUpBExdWxTDJnokQWxokJw7ihAaQkgaG8bp6hikJjyzd0Cm4Gay4GWi6GW0UANjZZb2H6Y5NTT9\nnrh/Ma8sXMFoYwJPYIDfqy1Rqyk4UrLLgAGtiwQbp/RYXOV5lc21eVoiG6bKD850iFyO83cxqcZw\nz+HJhbm1gOeSltm40jRKaTEy+N8xJjL0Oqt50tkMiEp/47eyIW2Jr7cGvb+J9SP/QktuFwDb67dg\nu1dy++C/o0mDghZmd+sHmexoJtvqAU3iuFW0gkXDrjGQNk79ILcsHsPnLmCUvex8/eOMJi6s3bDP\nd4qtW7eg6ykMYzmrVj2Oopyp1+3YZeInvo9ZHEXRfJWqJK5zvTVnz1+2lOdXp37Li8O7ZrynPdjK\nitgSrmndREB/JzXBL4x8yeTJ3YPsPjrGRKaEUa4kZ0ZDbr76mXXUBNzn9TlX2tq8EKoar2wud21S\nmuTzL5LJbCeZfBioGK+WrTOYWELP6CZ6RjeSLp0bWqagEqKFkNJAzNeEUUyg2xWvt8A+5/0Atq5Q\nbtFIzIviTD3FcicNgn1ZAuNpNKePvN+NlDFiXofmxnGaGsbxesvnfJZpKxweqeNUKkpwPMny469R\nY+WRCAaDmxgJrCcbaWfL+h9T408CkHccdpWj9GtrKU0lVQosOtVHWOH5JU3Bhfj9b5QfnHfZz9+7\npWpwz+HJhcv/AvROmEtaZuNK0miaowz1/B+IQgd5GeI++7bp8lBvRjFs/CMlfJOLMLMhlo3eS1f6\nCQCei66iN7CCz/T/EAGU1AC7W28lWxPB8mqYQZ1MVwiAuj1jFLUezPYT/F7YR9hVxrRcPLXnD0lm\nZm8i8Xaoao4tW64lGDyMaUZZtOgZPJ6O6fFyMc5E7y+xjInKd5h/D97Q/HM+x3ZsMlaGnEizp/8Q\nzw++TMmuVFOZF2zj+rYtLI52X/SmNW9F2bQ5NpDi1aNj7D46Rqk884a8cWkDn7y5m4C3mtB0NlWN\nVzZXkjYpJaXSa1PG9yPY9sHpsVwpQm98HcMTm0hlrmI4F8TBmR73KTU0ieXo0g9SImQGlTQaaVQm\nUDBn7MvyqiQW12BEzjz5UyyLxpE+Ok8dpmHoNKdbOuhr6MC0FGKeJM0uiV9zqAnlCIczlRycsyiU\nXIyOBbCGyvj7J/CnUgjpcLDh04RWF1gybyfqlNOl7Ci8YM3nFIuxpxwZApt56mMs1e+lRunB5eoi\nGLyRxsbbgKuBuRd+UjW4r5CT80KZSxrnkpbZuFI05rLPMXb622hWN1LCdvt6hmhCmCq+g62gmLjM\nETzlEZSyA7aOoa7F7a2lo/8HLEz8BoB9oW52RjfyR30/wSUtEp5GDjTfhK1UDMGyXyO+vh4UgZoY\nIus8RRsNbIul8WgWtq3x3P5PEU8suEAlkjVrPklT04NIqdDY+CtiseunR8vFOPFj/46UFiCItH6Q\nYN3V0+NjhXH2xA+wb/wAw7lRJDPnzKXo3NpxE7e0X3dR27C/pRIpOdib4MndgxzpS2LZZ27QLl3h\n2pXNzG8O01Tro73hrS/8b8eVsjbfDVWNVzZXsrZyuXcq6fIRDOMlhDhz/haMEDuPfJ6e+FoyZS8A\nAoGHMAoaBZJIHDwE8RImhBcfPlQBCkU0OYJCjlKth0xHgHLNuU+1gukEHT1HaO07iWaVKbkER5ub\nGfd6CZWDLAwbzGuaJOAvoLxFLcHReC2netvIJN2oNpjuZmJtJ+ls6KU2lEdVJZZUed7q4KRchn1W\nO/kG5VW6tftpVZ9FERaV8oNrp2p/34jPdzVCvPtOlu83VYP7Cj05z5e5pHEuaZmNy12jlJKx4f+X\nwngvqqwk5RzKdfG8ZwMAvkOt+OIFPPIIYqqlg02YoliJUL0sST/EgpFKK/RDgQ6eqLuGz/U/gBeb\nk9F1jITmT8ccmh6V8dVRbJ8Lx8mSy/6aJeM3cuuCnehaGaPs4/n99zCRvvAKG/Pn/wOLFv01AB7P\n3zF//v9yllaH+PHvUS4Mo2oBYp0fwx1ow3ZsXhndy7ODLzKQGz7nM4UQNPjqWBlbxg1tWy+5R3s0\nUWDnwVFeOTpGPFGYMdbRGGT94gY2L2sk5H/rpw/ny+W+Ni8GVY1XNnNFm2VNkss9OtVsZwdCFKfH\nTo+t4tH9XyRvvL0HWKASpgW/iOGWXvwkcHEaBQPbpVCKuisJlrWemWUGpaS1/ySLDu2hZeAUMqDy\n2oYwvfVhivkaSk6eeulhvq7R6reIBgto6pkfB+WyxthElMGhBiYTNbwRWxgMZWmIJaiNpgnXZDlE\nB7udJVjizPXRLVN0aL+lVXuGBmUPYqqrpqIE8Pm2EgjcQCBwIy5X9xVZ9aRqcM+Bk/PtmEsa55KW\n2bicNVpWiuETfwOlMzWijw0s50W2UG5Ko6Y91O42cdMPgESlLDop0wFCYX7qUZaP/RBL6Jzwt/Nc\nbD03J/ZheGoZDXYhhTq1HWTbQkx2GWhapcJJIfMU3YMbuXXJb9G1MoVSiKf3/AHZQuyC9dTVPcrV\nV38YISS2/QmWL//2jIt4dmzXdAnAuvn3oPjb2B3fx47+54kXzjS8COoBVtcvZ0ntVdT5a+lubief\nKV/y+TsxmOKhF3o5dDo54/UFrWFuWNXCks4o4XdpZJ/N5bw2LxZVjVc2c1Gb4xTI5Z4hnd5OOv1b\nhJjEML2ciq9nLN1FoRTDrwTIZ1cxlmmjILOUSCPPCkEBUNDxECCEQxATPyY6No4iKId0SrVuCk1e\nbPcZT3IwnWTBsddoHOmnVkniCsChmMZTrTqWNpWMKWGp5majVyf6Jid0oehmaLiB8YkImWwA265c\n41XVoqEuQWvrKCm/l/0sZFKbGRIYssZYLv6FjuDD5xwTTWue8n5X4r81re5iHOpLTtXgnmMn55uZ\nSxrnkpbZuFw1FosHGTn1D2hmJSmxZJZ56cDniCevIrPlGFJ3CB4vUzNQacluUYNFHSo5BCUC5RF8\n5iSG5iPvjsy6H0sEmVweIVdzEl1rQwgNq9hHbP8a7lj7YwK+JEUjyI7df0juXRjbfv8JtmzZiq6n\nMYxVrFr1GIpSeVTr2CXSI8+SGXsFQzqUAvM5LkK8PLqbolWa/ozVdcvZ2rKRhTVd0+Ei78X8ZQtl\nfvVCL0/vPVMtIBxwsX5RAxuXNtDZFLqo++vpEZw+raAogmDQSzZbxHEun7V5MalqvPIIhyXLljm4\n3Zfv9fNiIaWNYezCMJ5gaOhBpOyZMW6aQcbHb2VwZBvH48tI2gnKFIC3PhYC8AAxBLUINAGFei+5\nVv9bhp34chnC6Un8mRSWS2L7HQp6gZyZwHRstECOeR7JEpdG05tKjToSsnkv2XSQdCZIKh0knQmg\nqDahQB6X3yLr8zMZjDAZiky3tI/KFF3OaVqd/Xg8O1Ddh8/5Xh7Pcvz+6wkEbsDn24yizN4x9/2k\nanDP4ZMT5tYFaC5pmY3LUWMq9TPG+3+I266UdxrPeHjqla8gHRWndpDMijSudJnY/klUW+KgI7AR\nb/KwvCVvXGaEoEwj4ys95PxP4nJdhaY24thFQru62dD5DAvbXsFxFJ545U9IZpsvWI+mZdi8+VqC\nwaOYZozFi5/F7W4DwMgPEe+5j9fzCV4ulUm8ySBRhMKqumXc0n497aHWcz77Us7fRKrIY68M8PyB\nYcpW5di21vm5c0snqxbG0NSL3wbetuGf/9mFaVYMNa/XRbFYnhOG2ltR1Xhl4vHA1VfbrFvn0Nx8\neV0/LzZvXGMmJ7MUCkfIZreTSDyCZe2Z8T7H0ZicvI6R0TvpH72JtOHGkHkkNg42EgcLA5MiFhVH\ngg+oQ1AHmAGdXIufUq0H2/v2rVkU2yJkpKmxUpTKeYa0EGGfn2XaCRaKPvyzhF9blkIyFSKRDJNM\nhcjl/AghUTUTqQm0oEVtQxbV5zCh16ArFsFUmXJuhED4aWprX0JVZ1ZUEcKNz7dx2vvt8aw8p/zg\n+0XV4L7MjJuLzVzSOJe0zMblpNFxDEZHv0Jmcgde6yMIBCOTjTy377+gOCnc8jiFFht3xsSVNc/Z\nXiJQLZ3m3H5UaTHoaSSruFg/uQevlaendhWT/nYATGKML/KRCv8UXe/G4660YvcerGeeneL6tT8A\n4PWTN3Go94Z3o4q1a/8TjY0P4TgqLS0PEY1eg5SS3MRuhgce5f5snhF75o+FGneYrc0b2Ny8gbB7\n9oTDSzF/A2M5fvtyH68cGcOZuiy7XSq3bZzHhza0XxJD+w1KpYrBDdDaKqmt9ZDLleaMofZmFEUQ\nCFQ1Xik4DgwOKthTRXi8XrjxRjcLF+Zwua5sbbMx2zXGNIfIZh8hmXyYYvE5hLBmbJdKra20mR+9\nk1xuCWfXbS3LAkVSFeNbloA8QQoEsAjgYLsUTL+O6dMwvQqKy0QRZRyPm2xNlNkQtk0wlSBQTOMn\nR42aJOrNEArahFwWGjYXEoqdNz0UbTeZdB22baG5TuHx7yQQ2gVi5ryranTa++3334DL1f7Od3iR\nqBrcl4lxc6mYSxrnkpbZuFw0lsv9DA5+BqNwGp/5+wi8pLJ1PLnrD9HsU+jEzym17eDBJooj/Dh4\nsGSETQNfpcEYpt/TwP5wN7fHXyTnruVI/WZy7lpMmrFFjPS8DImGH6Cotfi9twDgGowQ7o3woU3f\nwOfJMJlu4clXP4+UF17tY8GC/8FVV30NAK/3H+nq+hMcxyTRv52JyQP8PFdkbMrYXlW3nGtbNlHv\nixF2h1DOw0tyMedvMl3iJ08eZ9+JienXQj6dW65u44bVLfg8lz5rP5+Hb36zYnB/7nMWS5b43/e1\neSm5XM6/S8lc05jNwiuvqLz2morjVLz3tm2werXN2rU2vsszuuCCOZ/5s+00udwTpFLbyWafQIjs\njPF8vnOqzfw2kslNwOzXVEXm0WUfOqPTifAAEgXDcYPTh8tfxuVTMWuCJOqbKATOL6xNdSyCZoYG\nZZIm9yQNYoIwOZSzjOZUzkO56CUUzOPxnFsffIZuR6FQcmHKJJrnIKr7GI4YB3GmLKrLNX/K+30j\nfv81qOp7V35wNoO72tq9SpXfUXK5Jxkc/EMwQ/isTyLwYJhent9zOx5713SThTeM7WLUjZ1bjDTr\nONtd4c88SINRqeIx5InxgYndnKhbz1CoG0vUURKLkcJHruUIiYYfIYQHn+d6ANS0F+/JRtYseRCf\nJ4Nta+w69JF3ZWzX12+fNrZt+5N0dn4BKR0meu9nIHmMB3IlUo5EIPjMkk+wvnHNBe/r3WBaDk/t\nHeRXL/RON6mpr/Fy64Z2tixrxKW/d23YnbMc/Wq1+3uVy5BgEG66yWbDBps9ezSOHYNiUbBzp8qe\nPSqrV9usW2fjv/Q9pi4bVDVMOPxRwuGP4jgGhcLzpNMPk0o9Aozg9/fS1fV1urq+jmHEGBu7jXh8\nG+PjN+E4M3+hOMKPIZZgyKvQmECTI2iMI3DwKEVQ6rENF2OGl1zCS+x4iAXGUYIcJRkJM15bT8Hv\nwvJ7MMNBHNcZR4GtaKTcUVJEOeZU8oNU28KfSyPNLAnvCIaYQIoE/mE/0VKUJummTodQoIjbZeJ2\nl/H7C6iKRFUcgr4S4AWuButqHCnIW6BoBxD6IcpGD+XyKZLJ7wLqm8oPrntfyg9WPdxzhLmkcS5p\nmY33U6OUDuPj/8D4+N+jOQvwWNsQKGTzQV545TqccmbG+8teL4llARwZJri3a8ZYY/I+liQeJ2QX\nmNRDpH1t9NWuwna1UpIdWLLiVcg17WWy5ccI4SbguxtF8SMMjeDuLpqDvVy/5ocA7Dv+QY71bb1g\nbX7/sakkySyGsZZVq36LEG5G+7fz/PAuXiqWMQFVqHxm8cdZ17j6gvbzbubPkZJXj4zxy2dPMZGu\nxFQGvDqfuHEBm5Y2oijvfRmsVAq+/e2Kh/sLXzBZsKB6/l3pzGWNqipwuwM8+miRvXsVylMOUV2H\nVatsrr7aJnDp+05dUt7N/EnpUCzuJZt9hERiO45zdMa4bXsZH7+ZeHwb8fhtmOYsienSRGcEXQ6j\nMvO+IFGxqcESDZg0gNCRUlIkSVoOkXdNIHUbVRP4VQuvT6DXeDCjIRx9dmPXsXNY9iiOTCOkQLMC\n6EVwZ8Gdcai1TaJui1AwTziUIxzO4XadG+pYtiFjJ/C4d+KopxDKGa+5ogTx+7dOe8BdroUXtfxg\n1cNdpUoVLGuSoaE/Jpd7EtXpwGNuQwiFodE29h24CiFnXlRN0cDYWh3plnhOnnl8GDAGWD3yDcLl\nYTQcLKEwFr6KwZp1lJXFuLwtOMUySEmh/gSTLT8BFPze2yqt1G2B/0A7mgVrF20HYCLVxvG+zRes\nTdPSrFv3UXQ9i2nWs2jJ9zmc6GVX3+McygxhTN2zwq4Qf7z803SGL7yu94XSO5LhR48d4/Ro5dGv\nELB1eRMfuX4+Id/FK+33TrHtMzebqoe7ypWA3w833GCzbp3F7t0q+/apGAa8+mrl36tW2axff+Ub\n3heCEAo+3zp8vnU0NPwVhnFyKu57O4axC1Ut0tj4Gxobf4OUConE5qnQkzsoFs9yqggdk3ZM0Y4i\ns+hyGI0RFMoIbDQm0eQkLk5g0I1FMz4RxSeiSFNimgVyjJORwyQTGRgsAAU0n0a9p0ibnsUMB5iM\nNWJ4K48mFDWAS53Z4MwJQLEOikBS2jhOGqwswijiHpZEsxpNToG6UIb6ugTBQAGXCjE1CvJ2bENh\nMBVgUC0gakapUU7TZD9NNvtbADStZcr7ff0lLT/4nnq4H3nkEb7xjW8wOjpKc3MzX/ziF7n55pun\nxx3H4bOf/SzLli3jy1/+MlBpwPFP//RP3H///di2zV133cVf/MVfoJ7nXeHEL35DebAfe3iQfP8A\naiCIu70dd1s77tY2tEgELRxGDYYQV/CdZi55M+aSltl4PzQWi3sYGPgMpjmA5nTjNrehCEHf0Dxe\nP9iJwKESaFH5PmVayNW2kV81AEDopYUoRZW1o9+kJfcyb0Q6p7QAh+u3kPJtpiy6UFRtujpCITLA\nWOe/Iinh996OpjWCBP/rbeiTIZZ2Ps3yBTtwpODxl/+UVK7pAtU5rFv3UWrrH6OvNI9R9Q84lhmf\nbrkOoCLY0rKR2zpveddNat7p/JVNm+07+3hkZ990QuTK+bV89Pr5tNS9/xbB+Ljg3nsrXqf/+l9N\nOjqq59+VzlzW+FbaikXYs0dl716V0lRVT02DFSsqhnfo4lbRvORcqvmzrDGy2fTUYXAAACAASURB\nVEqznXz+KYQwZoxnMsumky4zmdXMzOABpINCHoUsmhxDY2K6UpWNH1PMwyaAgoEmhxE4GKKbAg4p\nOUiO8elqKQAtxTGWZ08yzxynFKlhrKGVZLSObDiKpemUXR6KPn/le/wHTmhpF1AsgW4rBGSBmJak\nyzNAszKGayq5tGho9BS9HFf8pNUBIsoB2t19dLpPo051/ayUH7zhrPKD3nd0jN93D3dvby9/+Zd/\nyfe+9z3WrFnDSy+9xOc//3mee+45otFK9uv3vvc9du/ezbJly6a3+/GPf8wzzzzDQw89hBCCL3zh\nC3zve9/jj//4j89rv2M/+v6M/3eKRczxMXJ7ds98oxBokUjFEJ/687TPQ4vFrshOR1WqvIGUkmTy\nXkZH/xzpWOj2VjzORhDQc7qDw8fmIXBwcE1dOC1MGjHEEsyGSmy2mvZSN3mMlWPfIGTlACgqLvaH\nuxkNb0DVN+CImYZjoeYkY53fQVLC67m5YmwD3uNN6JMhfO4UizufBeDkwIZ3YWxDV/ffMhIY5JGJ\neyg6PmBweqxZVVgWbuHaqz5FxDt7bfBLgeNIdh4a5YHnekhmKze2hoiXz3xwEYvnvbff5e2oxnBX\nudLxemHr1koc9969Krt3VwzvvXsriZbLl1fiv8PvXe7cZYmm1ROJfIZI5DM4Tp5c7qmpZjuPIkSS\nUOggodBBFi78e4rFFuLxbYyObiORuBYpdRAKDkEcgliiGSGLuOUxdMZQyaPKc+tnq/JlNNGFVyzE\nYQmWUsDQEiTLcYa9CkPeepCSJmOShacHWHtgH0H7TDddS9UYC7czHF3IWG0rxWANdsCFGjEo6Dq2\nqJiyQvUhVSgDCdwkiHBcdoHlUCeTtKvDtLriLHJNslRkMUwPp/ObOVRaybPkqdXHqNPHqC1OEs3+\nlJD6b3gU8Ps3nVV+cMWM8oNSSnoz/ewff53+zCCTpSTfuuvv3vrYX9ypnJ3Ozk5efPFF/H4/lmUx\nMTGB3+/H5ao8Rj169CgPPPAAt9xyy4ztfv3rX/PZz36W+vp6AL7whS/w9a9//bwNbjUcxtPaSk33\nApzaesx0BqO/D2Ogn/Lo6Jk7jZRYiQRWIkH+tf3T2yteb8UAn9dBcO06PPMXVA3wKlcMjlNgePiL\npFM/RZXzcJm3ookQUsKhY0vo64shkDj4KNOMh5NIBIboRioSM5YhmE6w/MXddA3vQZvyZBwKdLAz\ntomItgZVNOOcdU44wmSs7nEmYo8CNh73Flx6JwDu3jrcw5Uf2MsX7EBTLUplH6+fuukda5PCphg6\nit3ya57zTWDnKuEoAmjRFK7SNbpdGs0NG4m0fOA9r9F6pC/Jz3acYGCs8gNFEYKb1rbye9d14X4P\nEyLPB/tMcn/V4K5yRePxwObNlcol+/apvPqqSrEI+/erHDigsmxZxfCOXD6/d983FMVPKLSNUGgb\nra0WhcJO0untpFKPIGUfXu8QHR3foqPjW5hmmLGxD04lXX4Ay6o8MpDCS0msoixTuOTpqURLiQRs\noigUUCjhlqdw0YNNDdLxUyNqCStLMG03RZGiwCSTniAjnhjPR1fSVRhmVeY48/NDaLZFc6KH5kQP\nzklBytvIuL+deLATy6XT2JEl2jFJPw2MGF4mDImFgur1o2oRhFAYF7WMy1r22MsR0iEq0sSUJLFQ\ngk0iyQftNOOlWk6aHbxSLJObehKpizJBNUtQ2Ylf3YFFAFM0YMgwRUcnbxmU7bevqvIG72kMt9/v\nZ2BggFtvvRXHcfibv/kbAoEA5XKZL3/5y3zta1/j/vvvn7FNT08PCxaciefp7Oykt7cXKeV5Gb5t\n/9cX8Xhaqa2NnPNoRjoOdjaLnUljpVOUR+MYA/0Vg3x4CGwbp1ikePwYxePHSD3xGHpDI+EtWwlu\n2oJePWOrXMYYxkkG+j+LXSritT+OJttBgGmq7NyzgWy6cvrbhCiyGh+vAmDRQMgYpsF+kaYHdxNJ\njk9/ZlFxsTO6htHw3dQqbTPOQSkscrWvkm5+HNtVaUPucW/E7VoCgGs4gud0JTauJjBCR1Plh+2h\nnhsxrfN/ZGerebL1z5OtfwFHz029qqEAy10aGz0ualQFzV1LtP0OPIH3PlZ756FRvrv98HS/n7Xd\ndfzedV001V6eJRSqBneVuYbbDRs32qxZY7N/v8Irr6gUCoIDB1QOHlRZssRh40aL6OzlpX+nEELD\n778Gv/8ampr+HsM4SCZTabZj26+h62laWn5OS8vPsW0Xk5M3EI/fQTx+B4bRhCNqKIlVU03OpsoK\nCh2khVueRGdoKu47CTIJpUF8gIMbn4wQEQFsuilJhZzIM+5v5SH/QjQ7ycL8AN25fjoLI6g4RIsj\nRIsjLJx4lYSvmYlEK4O9Ma5aeZpr6xPgB9sR9E7Uc6gUppcI0ufC5a9B1QNIoTBJhEkZ4Zh8I2Zd\nUuPJEhNJNpNAM9PkZZwBK0+f5SJB7ZuOWGnqr0LM7WVpbCXtodnrf7/nSZNNTU289tpr7N69mz/9\n0z9l3rx5PPPMM2zdupW1a9eeY3AXi0U8Hs/0/3u9XhzHoVwu43af25L0zZw4sQJQcLtb0LQ2dH0e\nLlc7Lte8yl+gHW+kBSHmwcoz20nLwhgeotTfT6m/n/yhg5SHhzHjo0w88AsmH/oVkVs+QOyOO1B9\n7/9N9I3KBu9HhYOLzVzSMhuXWmM6/RBDp7+Gx7wJF2eM2f6RLg4e7EI6lV/klqjDUFagyXEUp/II\nb83wfdQXZrYSLihujgQ7eD1yDTXu6wmImVaZ6R4j3vXvmN7RqVcEPu8H0bVKl0Z9Ioj/RDNiSu+q\n7scQQpIt1NI7fPV5HQdLT5Ouf4ps7CXkWV3HWjWFpS6dq3QNryJQNB81TdcSqluHUC6N9Tjb/JmW\nw449g/zsyRNIoKXOz3/+0CK622ouyfe4eIhpLbpePf/mAnNZ4zvR5vXCpk2Sdess9u9X2LVLJZ8X\nHD6scuSIwuLFDps22cRmKdTxfvH+zp9A01bg96+gqekvKZf7yWQqFU+KxRdQ1TL19Y9RX/8Yy5f/\nGanUeuLxO4nHt5HPLwLOTgDXMVmMKReiyTiKzKKQQ5EpBDYKBgqj013pfUAEHUvUYYtuSoqXkZoJ\njoZGEHaSzsIQC/MDLMwP4pIWscIgscIgjEO+N8RITYhwl4lnoYsF9XHajASj4xlUzWZvuo1jyRiO\nyKOHbTS/D80dRFF9gCBFiJQMcZJ509ZxQM+zhCTCyJPNlcgW4wR8R4mFjuHTMngUgxo1Sa2WIOi5\nka7WX89+VN/PsoBf/vKXOXz4MIqicP/99+NyufjKV75CJBKZTppcs2YN9957LytXVqzh48eP8+EP\nf5hDhw6d1z6e++cuZKCIjGYhnJ8l6F7B7W7F4+nA4+mc+u+ZP7e7FSFUcidPMbbjacafex47n69s\n6fEQ27KZpjtuI9DVeTEOS5UqF4zjWPT2/iWD/d/Fb96DwEO5rDBwpJ3kSBg7nwEcFOmgiQgBs4Db\nGORw/WpsRSdaGGb18ONAJRnyuL+NE4F2EnqEGu9yGtxXnfNkKRPcy3DTj3DUyq99XZuPx7Vx6iIG\nnmSY6MlOhKyEdNSFj7Fx6XcB2H3004wkVvyHuoqePvrav46jFgFQHJ3VHod1Hjc1qoI7EKNx3o0E\nIp24vdH3PHykbNo8sauPXzx1YrrU3/zWMH/7+c2E/O9f9ZHz5cQJ+PGPK1VT/uqvuKCucFWqXAmY\nJuzbBy+8AJmpokxCwNKlcO21MBW9WmUWTDPB5OQjjI39ikTiUSA/Y7xQ6GZi4m4mJu4ik9kIzHIt\nlg44GbAnEXYSnCw4+emk/RlvFT7QaikrIZLSImVPUDZHWJjrY0F+gI7iCB7n3NKAxNyoLR6UZg+j\najsjiXqa2icYraljb6aLbFZgpsuU0yW0gI07KvH5fLh8fsqu2Z+6BmQGXymDlrNwl4aYV/Mgvuh+\n/Op1fODGB2fd7j0zuJ999lnuvfdevv/970+/9qUvfQm/38/27dunq46USiWEEGzevJl/+7d/42Mf\n+xj33HMPd999NwCPPfYY//Iv/8JvfvOb89rvi3d9ZPrftq5gRBychjRa4whq/RBEs6A5b/MJACq6\n3jrlGW9Hl22UX7AoPNOHNKeexQpBeMsWYrdvw9XYeN7H5WKhKIKaGj+pVP6Kb+M7l7TMxqXQaJpx\n+vs/Sz73Kr7yp8hm2hk4Xkv09ePUFofechtbaOxuvY2cO4pul1gz8DCnPTFeiSxlzBVB9WosLAUQ\n6qZzDG1byzDRfj+FmgMACOnF57sRTWvmjfaU+mSQwKF2hKxsK3C4ef03iQRHmUi189Sez/MfpZ4b\nvn5GF/xPHK2AYnmZX27ng42D+FSBpIwINNK56M/e9fF7J7wxf32DCZ7eO8SOPYOkchWvuxCwcWkj\nn/5AN37ve99c4UI4cULwwAM6qir58z+3quffHGAua7wY2iwLXn9d4eWXVTKZM9eg7m6HzZttGhre\n32N2Jcyf45TI5Z4hnX6YZPJhYHzGuGE0MDZ2O/H4NiYnb8RxKtEKQoDH46JUKjPDApXOlPc7UXnq\nKlPTFVCm34LAIYgtQhSRZGSJlEwQKw3TURihoZygpTiOz5lZfQUFZLOPXr2LlLuF9sUp7EadPtlM\nVnoZyNSQHbcppwzMjIHbUyQSVgn7fbgiOobfTVb1I9/iB4SHAl4nTj43xNc+8AdEo29deeo9M7jH\nx8f50Ic+xFe/+lXuvPNOnn/+eb70pS9x3333MX/+/On3vdnD/aMf/Yj77ruP73znO2iaxuc//3lu\nu+02/uiP/ui89vvX3/opbX09tAz2EswksVWVoi+IP5/h/2fvzYPkuO47z8/Lq+6ju/q+G437Ii6C\nIHhKokSKIinLlkdheSWvvZZHYc94LR+ajd0Yx3giVuOZtRW2Y63RWuOxrLE9tizZMm9SlChIJAES\nBAkQN9Do+6qu7rrPvN7+UY1uFLpxESAFFPGNaLLRmZWZv3xZ+b7v977v+1NcFwlUPEEqIQM7bOM2\nZFFap/F0nsMTnL38wYsGyqlulCMDiPTSDVZ7fHhWteLtX01o214Mfy9CvLfCyHqygKqnWC6FGx1j\nofAaExO/RD7rkBz/FeJT21ASBe6Yfgn9gpG/g1pdZS40KmqIU813kvE3I6UkW04waoSpqAYg8feE\nicRaiBxZs+x8lcAwiYFv4hgZADTZhS94H4oSBEeAKlEKHkKH+hHO0rPf1/42ezZ/F4CX3vgCc5la\nfbWjFnHVIq5WwvJNU4wepRQ9BkKi2n4+oXSxIVZ1TnFEgpKqs3HLV6/7/l0LpJScm8rwytE4r74z\nhbPQGSpCcPemVj6xt4+2xlurzvTp0wr/8i8ahgG/8zvW7e9fHaCeY7yRsTkOHD9eJd7p9BLxXr26\nSrzb2n469+5Waz8pHUqlN8lmnyGVehrXHazZbtsBEomPLSy6fBRdb6VUMi8/mJAOKhlUUqgyiUp6\nxQw4gINBGZUSNiVZork0Q0dhktbyLO2V+WVpnbLqYS7Yhne1j5atFopPMCy7OSkHmHRacE0H13JR\nDBVv0SJ2bgpPycXoVHBiKjl/gJQexb5AmR2UOf7P3TsuaQv4vkpK3nzzTb7yla8wMjJCX18fX/7y\nl9mzZ0/NPhcTbsdx+LM/+zO++93vYlkWjz/++DX5cH/h2bcWfxeuhRRa1QLQMmmZmaB1eoy26VGa\nZqdQL/DGkgjm/OuYat1Esd2DNzCO1zuK1ztKIDBCIDCKYSSrOzsC5Z1+lDfWI4remvNLw0IOxFE6\nQOsIY3S244n0ous9GEYfut6DprVd9xT4rfblvBzqKZZL4UbFKKVkfv7/JR7/fRJTezj99pdwXQOv\nlePO8acx3Aqm4uOdll9iKrgHVzEWP2c7+2hcqL41jssM4LdLxJwSxd3r0Zs8eAdb8Y4viRtdYZJt\n/wGZtpdAcRBSx2vsRfdUK3UpRQPXbyIchfChAURhSU6hKhaP7v0TAr4M4/GNvPrOZ3G0HOXwGcrB\nc5RDg9i+lQe5XsfPzwY8dPuqgwdTeYesk2fbtidRlPdHsmHZLq8dm+alQxNMJpamUX0elXs2t/PQ\nri5aGm4ton0eJ04oPP20htcLX/rSbcJdD6jnGN+L2Byn+j04cEAllVqiZ6tWVYl3R8f7ew9v9far\nVM6QzT5NKvUMlnWwZpvrqmQyDzA9/YmFYjtXubBdWmgkUWUahQUtOJd3CJEAjkuzPcJ68Q6emQyY\ntffTEhqJYBfFcBOebp3wBpMZbyuDbg+JCxZLqhXwDyuEZ+OoVgGpqHg7LEQLlIMegqkCbU4/v/C/\n3bXitdR9afc/eOpppkULjnL59aGKbROLz9I5MUTX5Bka52ZQFm5NRQkyGdrDRHgvSe9aWCDHmpbF\n5xvD5xvF7x/Ba4wQTY8RmS1gpEFJBBd1qxdChgvIljSyOYNsSUNXFj3YtrCgs0rGq4S8d4GQt16R\nkN/qX84LUU+xXAo3IkbHyTI5+esk515mbPDnmRyqyq58Sp4dEy/gLeYwFT8/7vmP5I2Oxc9FS4OY\n1n5EsAUFQc61aUodobc8R8G/gXfW/hzFrVMgIbx/LUqlKouo+MeZW/VNbO88AIqM4A88hKo2gq2g\nz4axOtIANJzrRUyEarIX6/t+zLY1L+K6gn869ijTgTMUo0dAWVnSpTgeGtwAuwI2W/wOqhC40qai\nvUjRSbFp0z4M472Xb0kpee1YrZc2QH9HmAe3dXDn+ha8xq1dtPfoUYXnntMIBCS/+Zv27e9fHaCe\nY3wvY3NdOHmySrzn55eId19flXh3db0/97Ke2s+yZsjlniWdfoZicR9C1JLkTOaOBb/vJ8jltnDF\nCjcXQEhzgXjnUGQehRKCMgrlZXIUkPR0TrImdhZtNo8zVEBOl7k4aW4pBuVgFK1DwVwV5VD7nYxp\nte4joqLgHzHwz2cxnDmUC0j87//x45e41jon3Ide/D0cWV19Oms1ks9pzJbLjHoMbH8EVWtHVZaX\noFIsh6aZOH1jx2ifGiGaTCCAotbEROhupkK7yXh6qxnzSyAgx+grvUCseIZgMYFRXnkkJhUX2T6P\n7IvjrpqBptry2kJ40PXuGhJuGD3oei+63oumtaBpSt18OevpRXMpXG+M5fIJxsb+F4ZObmX0zGdw\nneoCj2b/NFvHXoa0iYvC/s5/RyKwBQAhHdbN/zOe0uuc6HgIrxC4rkVbboRksIe8tg1LdFPYNI7V\nkkVL+Qkeri4EzsfeYL7326DYIBW83IER2orAwDPWhD4bJr99BDQXPRGmeXiAcslaJNy6nuXxe7+K\nodm8Vbb4fukCfZ2r4Sn04s2txpNbhd/10t92nG3dBzH0akbblYK8NYcS+A6OrNDT8xyRyJ3X0QJX\nh1LF5m+/f4bXjlXdV4SAO9e38LHd3eze0kkqVaiLZ/TIEYUXXtAIhyW/8Ru3CXc9oJ5jfD9ic92q\n1Gr/fpW5uSUC2NNTJd49Pe/tPa3X9nOcHMXiDygWnyeReAYhMjXbi8WeBceTx0gm70XKd5nMkBJB\nZaEiZhKNBApVJy5Ns+jrnaK3axqPW8IZLuCOFnEny2AuTwBJoeC0BUj0dDHUvZGzjUuJVwBcUEs2\nkVmbO7wqn/2gZrj/7P/7E9a3zBMLlGv+bjsKiWSEkbzGKQUyEQ+KpxVN7ajqUC+CUSrRMTVM2+Qo\nbdNjRNJzuEIn4+kh7VnFTHAHs/4ttY1wEXQnR6QySrQ8SqQySsQcIlSZXqZJshrLyDUTKG2zICRU\ndPCZyHABosudVoTwYhjd+P2rEKILTTtPyKsEXVWbb6liPfX6orkQ1xNjOv33jAz/Pqfe+tekEjsB\nkCgMtA/R//YrkLdxUXmr9ddI+tfjsVNEKqMMpJ7HsBM82/8ZwoqOlBIXiSIMSmIrjmhCqg6Ze06D\nKvGd6sAz3UCm7SXSXU9Xr9uM4vd+FCVQtbnznerAmI5S2DKG3ZRHmCqRg2sI6P5FfZ7lnWHDtv/G\nrlCZipT8RaZI0QWj0E1w7m4CyR0orofmhmG2DLxEc3QMIRbKy1teBifuBM8+uvuqWu1g8M/p7f3c\njWqKZXCl5MxYmleOTvPm6VlMq/oC3rIqxi88tIa2Rn/dPaNvv63w/e9rNDRIvvjF24S7HlDPMb6f\nsUkJZ84ovPaaSiKx1I92d1ftBHt75Xvi6vNBaL+5uSS53CsL0pNngdrF/abZuFBs5wkSiY/iONdn\nwSxkBZXUQkn6WRRhEwnn8fnK+PwSfzBHqzKGNl9EzlZw4xXk3PJEqfSqFBqizDW0MdncS6K5k0xD\nE1JRCCkKX31k2yXOX+eE+zd/50lySCIhnTVNRfqbx2mJTtV8QaSEZDrMRNrPWdNlOmBjRwKoWvsC\nAV9uD+MpFWmdGad1eoyWmQlUxybra8MpN1ESbST8m8l4eq/or6U7eZqLx2kpHKG1cASfk7rs/rZP\nYvVkUFYPo/SPge5cdn8AIXyLBLw2S17NkKtq7KYi5PX8ojmPdxOj61aYnv4/OH30HOeO/yq2VZ2Z\nsWhn8/pT9Bx7AXekiCM05rwbCVkT+O1kzTF+2PlxpK8VABOJhp+S2L5Ylr3SlqK0YQpcQfi1VaTb\nniXX+mMAdLMHb+RBFM0DrsB3uh3PTANmc4bi5mopdf+JTjyJCGbrERKxZ7GMeQzF4dejATxC8Ho6\nxNFzH8GX2YC68PI09AI71j5LX8eRxet0HI1zk7s4NvRhYk1Ps2PH5xe2/BqbNv3Ru7vpV4Blu7zy\nzhTPvzFGIr00QNdUwc/ct4pH7upBWfie1Nsz+uabCj/8oUYsJvm1X7tNuOsB9RzjTyM2KWFwsEq8\n4/Gl/rKzU3L33Tb9/TeWeH/Q2k9KSbl8eGHR5TM4Tq31s+N4mZv7MPH448Tjn8A0r8+/UUgTXY5i\nMI44X6gHUFSH5pY8HZ2TdMTmkCUHd7yEM1rEGiujlu0Vj+doGu9s28uRnffxjUd3XOKcdU64/+Pv\nVO0DJZKKkJQVMHWb7liJnpZp+mNz6GrtFEKxZJDNBxjPGxyzLDIRGxlowNA6UdQ2hLh0wR3hujTH\nJ+mcGKJxag6r3MmsfxsJ/2Yc5QqFeqRLU+kU3dlXaCifJWRW3RhsxYvulpbt7giNdKiLXHOUcqeL\n3pxA14fw+6sLOzWteFX3SAj/RYS8r0a2oqqN7yshr+cXzXlca4ymOc7ExOc4eXgdY2d+AahmtSti\nPXdsPERf/EXsA5cerDlC51Drx8gFq5UeC0g0VmOKPrjAQSe/dRQ7lkdJqWTd7+AYcwBoajd+30MI\noSEqGoFj3WhZP67mkNs9iPTYaMkAynCZTNdTmP6lTMWdHp0P+z3YrspTP/4yFet8lkLS2XySXRue\nxOepVoxMZjs4PvQgM/OrcVyDcPgIe/c+iKqWqFTuYfv2JxHixlrtmZbDviNTPP/6WI1Gu6c1yD1b\n2tmzsZWQv3ZhZr09o6+/rrJvn0pzs+RXf/U24a4H1HOMP83YpIShIcFrr2lMTy/1i+3tkr17bVat\nujHE+4PefqY5vEi+K5X9CHGBqYUUpFJ7FnXfxeLqFY9xVZAuKvPocmahLP0Sofb5SvT2JujpHEfX\nHKSUyHkTd6aCTFu4cybubAWxMAtajgR4btcv80e/+aEVT1X3hPvL//5Z/EUbZQURfhmJrdm0NGfp\nbcnS3pjAZ9RKTyxbwTINFM3Ga9i4UjDthjnrNjHptpCnA6le2iXBUy7SOT5E7+Ap9HkficB2ZgLb\nKOnNV7x2Ie2q56NQUFyTkDlJa+EwbYW3aSifWyZFSfvXcDb6KFOBnUihouvz+P0j+Hyj+HxVhxWf\nb5RAoErIVXU5iV8JihK8gIz3LFbrrP6tF1VtuKGEvJ5fNOdxLTHm8y8xMfGrTI1s5fTh3wbAphE8\nPeza9AJt1mGsf56u+UzW6GQ8fC8J30aKegBVTKKJKiHPIRFsRyq1GQKpOmTuPQ2KpFjah2WfAQSG\nvhmvZzdCKOjTEXzn2lCsqq6uuHYKszMFjsCaOUIx/Pri8fzpLQTnd/LzW54l6CkyOLGLN09WF3aG\nA7PsWPcMbbFz1XgcnSNnH2ZwfPeiz6muz3Hvvffg949imp1s3rwPXb9xVSkmE3l+dHiKA8dnKCxk\nLYSAPRtbeXh3Dz2tK1s7Qf09o/v3q/zkJyptbZJf/uXbhLseUM8x3gyxSQnDw4L9+zUmJ5f6v9ZW\nyd69DqtXu9dFvG+GGN8rXGtstj1PLvc8mcwz5PM/QIha7pLLbSAef4yZmSfIZHZyyWI7V4J00JhH\nWyTfzsL1OjQ3Z4g15QiGckQDabSFRK2UEpmxkPMm2WCUjR/5d3R0rFxZuO4J9xeefQthu6gzRYzp\nAr6yhc8EsQIBt3HxRnIEIjmaollWt86jKZe/PVLCvOsjW/Zh51oZswaYUWOUghaOv/aznlKB/nMn\n6Bs6iScpSPjvIB7YRt5oo6JGLqv/vhiGnaW1eITWwtu0FN7BcJey2aYSYCa4k6ngncz6tyxawV10\n5RhGYsFhpUrEPZ4qOQ8Gq39T1fIKn1sORQldQMZ7atxWDKMHRYleEyGv5xfNeVxNjFK6JBL/hUTi\nP5FNreHIq3+IlBo2UTq6Xbat/T7KVArr2RkW3guMB+9iPHIXKV8LGvPLfEtzSPL0E1TWLjtfpSVF\nadMUUrpk8/8DIQxC8lGCQ1uQikQp62j5JXmVHSmQ3zFS/T0zTEF5CQBPvo/2uZ9DJHvoajnM3i3/\nCMAzr/7v5IpNrOp8k53rnkFVqyQ3nuzn4ImfIV9asl8Swmb37sdoavoRjuOhr+8FwuGVp+muBVJK\nzk5k+P7BcQ6dWSrSoCqCuze18Ym9vbRehbVfvT2jr7yi8tprKp2dks9//jbhrgfUc4w3U2xSwtiY\n4LXXVMbHl/rw5uYq8V679t0R75spxhuN64nNdYsLxXaeJpN5DiHma7aXDoqEZwAAIABJREFUy+3E\n448tFNt5ANe9grLgUpAOGgl0OY5G7eyxK4J4/B68wTxGaIqwL0vAUyFvbuLjj953c/hw/zTwn7/7\nLUbVJky9ebH4jHBc9IyJMpnESNoEbAVtBQKuGRWiTSmk4mJJwWzRQ8ZRaQoV6GlMs6opSdhY2dKs\nYulMFrqYVtqY0JtI6bULMT3lIv2DJ1h34hANqTlsYZD2DjDnW088sJ2Ud9VVE3AhHVrKJ1iTfp6m\n3Ns12xyhUdBbSXv6GY18mHnfuqus2ywxjNlLZsirhLxy5cMAihK+yO6wlpSraqRm/3p+0ZzHlWK0\n7XkmJ79APv8SthXgzZe/hllpwBVedm47S0fLMO68ifndKViYzippIV7t+7lLGiplkQyhsUp8aJnN\npK2nSO98C83XhmVPUK68TqTw84ROrF+sEnkhJJL8ziGccBnXypEr/wMgiUw+QkP8Efw+D6VShY/s\n+q/EIpNMJtZx4Nin2bXhSXrbjgJQKEV4+8yjTMxu5OKVwBs2fJlVq/4MgEjk63R1ffbabvDF1ysl\nB07EefKVYeKppexIU8TLfVvbuWdLO41h72WOUIt6e0b37VN5/XWVnh6XX/xFp65iWwn11n4roZ5j\nvFljGxsT7N+vMjq69H5tapLcfbfDunUuyjUkXm/WGG8EblwdCodi8fVFv28ph2u2W1aIROIR4vHH\nmJ19BNuOXOJIl4eQBXTi6HJq0enkPFy8uPgRmDS0tPGLv9L1wSXch178PQDyVpiT+QGG1VZS3jBS\nuaBwjpSI7CxGah5PxsGX9WGYyxdKnkcZSQ7I4WIEc3T3DdHYmKJBFXRpCoEVvlVZGeCs7GPQ7SVF\nbaOHMkk6JoYZOHuU5vgkArAUHxlPL/O+9cz6t+BxMvjsJBlPL0nvmmVZa0UR+HwGIjNBa+4NOnIH\naSyfXSY7yeutJPybmQ7uuqKryuXh4vHEFzPk1aJASxlyn28MVb28If3StUdrNORebx+NjeuoVFpQ\n1W5Udblt462Oy71wSqVDjI9/HssaR0o49JOvUcx0IRH0r8qzac0hZNmh+PczqIUKLgoKLhOR9Zxu\nrhaScvHi0ICgiEYGGziKS4RVNF+U3a4ERphd+98JRj6FEAameRZfejPBEwPLyLZEYvmmKXWNILuq\nz3G++BSOM0N04jEiMw8tPosB4wwf3vUNAN4+8zDrevbj91YtLycT63j92M9h2suzyZ2df8e2bb+y\n8K9fZ9OmP3zX91lKyZnxNN/7yTCnx9NL52gO8MjuHvZsakW9ll5wAfXWGb78ssrBgyq9vS6f/ext\nwl0PqOcYb/bYJiaqxHt4eOndEotJ9uxx2LDh6oj3zR7j9eC9iE1KSaVyklzuGZLJZ7Dtt2q2u67O\n/Pz9C5aDn6Bc7no3J0EluSA5SaJQK23RPAG+8KU7P7iE+ydP/Rf8nkTN3xypMOZ0cNpexbjSumJR\nHKXiYKSLGNkyqqmilR2MrLlijQ5TuOSESzmSoNwyQiCSo9OABunBzUfxOR6aAiXaQnk0VZKRQc7J\nHk64q8lTa3MTsrL0Js7RNXialjNDKOcfRk0gojoyY+HYKinvAPO+Dcz51pP0rUVqPnw+o6ZUqsdO\n0ViqLr7szL9OpDJac66C1sxo5EHGwg9Q1huv4y6vBBePZ2ZBrjKyQoZ8DEWxrnwYQFWj6HpfjWzl\nwoy5ql5aa3uz4lKrtFOpv2Jm5stIaeK6Xt7c/3XKyWrbCC3AIx96HkWRzH0nTzA+i7sgjhJIDrX9\nK6ZCe3FkFE3MLSwCqS56HMElAawS92OIKsm1jHkyHS9SiB1E0zoJ+B8BwDvUjGe0uUZ25Wg58k1v\nkG/aj+2dJxj4eVQlgmWPUcq/TGzkFwiktgNLg7/tq79JV8txyqYfr1HNCtiOxpGzD3N2/C5W0tmF\nw2+zd++HUNUylcr9bN/+z+9qkaQrJYfPzvHcgVHOTS352m8diPHJe/vpawtd17qDeusMf/ADlUOH\nVFatcvnMZ24T7npAPcd4q8Q2NVUl3ufOLb3rGhqqxHvjRpfLFcy+VWJ8N3g/YrOsSXK5Z0mlnqZU\n+glC1LqLpNM7FxZdPk4+v3yW9YqQEoU8mowjsHGFl77VzXzq5/QPLuH+0z8tks8k6WwZIRo4R3PD\nMF5jqSyzIwVTspXT9iqmaKG4ggXgIlyJkTXxpEy86QpG2kRxl98+iaQUSFMIJbE8JcrCJZ1shVwj\nHZECPQ1ZeqMZOhtyZLUoE24bQ7KbFLVCewOT7sokvfkR+hrjGLqsCvRTVtUfcqaMM17CzUnS3n4y\nkS1MGxuY96zGUS6aHpeSaPkcbYXDtBYO01AZuuB6BfO+dUwHdzIWfhBLvT6vy6uDg9c7fZkM+TiK\nsrL9zsVQ1cZlCzmXCgN1o6rLfdV/2rj4heO6RaamvkQm8z8BKBb7eeP1v4N8FoUKEsHGdWdZ1TdF\n+ZwJz1dt+EbCD9CX3YdE8OzAX2ArKl55tEZzVkDlBBYBmulWdiJxybXuI9X5TLWQDRDwfQJN60DJ\neQm/OYDExfRPUoqcoBQ5gRkYq3rCA4a+AZ/33uqzODFMcOJOjPJSxUdFETRGc3xkxx/WqJeS2XYO\nHPt5soWVFz4axiz33rsXn28C0+xeWCTZtOK+l4LtuOw/NsPzb4wxPb809dfTGuRn7l3FtjXXdrxL\nod46wxdfVDl8WGXNGpdPf/o24a4H1HOMt1psMzNV4n327BLxjkarxHvTppWJ960W47Xg/Y7NcdLk\n898nnX6GXO77CJGr2V4orFok36nU3cBlRkKXwYYNLo8/bn+QCXeJqSn1guyvS8g/TzQ0TVtskJ7W\nY+jakha5JA0K+Enk25hMdTCfC6FUSiiWi2uoVLwK814V/Dp6UMNbdvGkKxhZEyNroZVX9sV2FJti\nIEvJ9eMU/AhsvEBTsEhDQwavv0xaD5ILR8l6Y2RErezEQ4VN4iyrlVEayNYQGTdp4o4VccdLuFNl\npA05o5OUdxUp7wBJ31qyRneNfCRUGacv80O6sz+pWXBpKT6Gog8zHPkIZT3GTwPVDKmKlCN4PCOL\nOvILM+RVQn5lD3IAVY2tYHe4RMwV5cqL5G40LnzhFItnGR//HJVK1Xd0ZuYTHDn8FxjWSdQLKmM9\n9ODrKNIm960kRilL0rualKef1uIbjEe2MRbdUbNI0qaJEhFOcxYJtKsbUWKT5Fp+guWvWk4K4cNr\n7MYw1iKlRDtnU1FPUIqcxNVrX0rCMQgkd6N2bwRdos9ECJxcPi0X8GX4yK5v4PdWJRyOq3Bq5D6O\nD30I9xJVw4SwuOuuR4nFfoLjeOnvf5FQaOXiAZdCJl/hq98+wvhsfvFvG3obeHRPLxv7bjvpXA7P\nPadx9KjC+vUun/rUbcJdD6jnGG/V2OJxwYEDKqdPL/XF4XCVeG/e7KJd8Hq8VWO8Gvw0Y3PdCoXC\nj8lmq6XmYaZme6XSxOzso8zMPMHc3Idx3avnB7cJ9zLCXRuuqpjEIhNEQ9M0R0dpbRzC0JfcOSzb\nYD7dRSYXYm7OTzqlISUUgBSSrFfFCRnoIR09ZGB4VfxFB0+qgpGzUMsm2tWtLVxEGRcZdVA6VUqR\nIHlvBHkBWfZaNj32LFt8x2jWalfoSkdWM9+TpWqlpFkTSg6W8JLyrSbpXUPSt5aUdzWWGkBxTVoL\nh2kvvEVH7gCarOquXRRS3tUU9SbmfBuZCO9dnjV/j3BekrBSe52HEDZe7+Tigs4qIR+5QLIyUePb\neTmoavMFGfGLCwN1r1j46Hpx/oUzPPw/GR//Iq6bRUqFEyf+AyMjv4vHPYFBlRRLFAYG5tiw+hiF\nA0WyxyV5I8qZ2CMYcgZTq70+iUZZbMQWbczIo6TlJEKv4Nn2cs1ATdfW4lPuQc9HKEVOUi4dxKW2\nUI5aieLLbMSX2Yg3twazO0N5VQJcQej11ajlpbUEXS3HWduzn6bIKMqCu08m38RPDn+uxoFkJWzc\n+Nv0938NgGj0G3R2fuaq76XrSoams/y3p08wmyohgJ3rW/j4XT30t783+v966wyfflrjxAmFjRtd\nPvnJ24S7HlDPMd7qsSUSVeJ96pTCeQYWCkl273bYutVF12/9GC+HmyU2KV1KpbcW/b5d91TNdsfx\nkUh8dMH15FEs6/IzpLcJ9xUI98UQwqG1cYi+tsN0tx5ftC47D8v2MJ9uZy7VxmS8m0IxjCkdJDkE\nebw4CENSatIxOwzKAQ0sFWNuBs9cBn+2OlpyNJOSP4vjK+Cr+NDyUYzyytIH26OQ6gpSbveDp3aq\nwyhIusw0G32n6AqOrPh5d7aCO1rEnSnjTpfBkkgEOaOTWf8WZoLbSXrXorslBlLP0pd5GcPN1xyj\nmvn+KIMNj7/nkpOrIdxXghDWIiE/nyH3eEYXigKN4vNNXjUh17SWFe0Oz0tWlHcxEFEUh3T6K4yP\n/z8AmGYzBw/+Nen0h9HlBF55AqiS7aLYy4M7v8HgmXbSmXDN4GsRUsESbVR0D/lwknJoDNMTJzPY\nB46G1nUGvWMIpIKu92HoG/EUV6GOWaRWPYPtjC0eyih04U9tx5feiF5uW9Ryu7pNds9Z0Fw84434\nBtsXP7O663V2bXiq5pJcV+FffvxlKtblJT1dXd/ijjt+DQAh/g0bN37lkvtKKZlNlxidyTE6k2Nk\n4adUqX5PNVXwr5/YzM51V/a5vx7cLB3GjcKTT2qcOqWwZYvLY4/dJtz1gHqOsV5im5urEu+TJ5eI\ndyBQJd47d0paW2/9GFfCzdp+lcrZBd33M1QqryPE0rVJqZBM3rMgPXmMUmnVss/fJtzXSLgvhKEX\n6Go5QcNC9jsaii/bJ5VtZyy+mYnZjeSKTSwK76VEUEYlSzGQIN6YwdPiQw2WMK3jmNZZoHbRoGrp\neIsRvKUgnlIIbzGErxhGyCrBkoAZ1sm2+Ci3LSffMucQK5ZYp8zQHx4m5J+veWAAXFPinsjiHM0g\ns0uDCReVtLefqeCdTAd20VA5R7gyTsicorVwGGXB6NlU/FXJSfRjVLR3Z7FzJdwIwn0lVAn5+KIH\n+XlCHgiMLPxtatm9uxQ0re0iEn7hos5ulIsqjFpWnMnJ/5VC4VUAUqm7OHTo76hUOtHkJF55fHH5\nRoVVRMOzVHJZXLlEtKXU0VxJT/ogjcUpntn+GJm2t7D8SwVw7NkurJHNIFxiXXl89gastQ6oEic9\niVUexLxgkObJraJh4gmMQu+KPvXF1dOY3UmwFcIH1qBYGj5PlnW9r7C+9zUA5jMdBHwZvEaBocld\nvHHiZy577yKRN7n77o+gqhVM80G2bfsnhKjOq1ZMh7OTaZLZCtPzhSrJjucXyfXFaIp4+aVH1rOp\n/0YvAF6Om7XDeLf43vc0zpxRuOMOh0cfdesqtpVQb+23Euo5xnqLLZmEAweqs0zuQh4oGISHHvIw\nMJBHVW/9GC/ErdB+tj1LLvc8qdTTFIsvI0StVCGb3byo+85mtwPiNuH+q7/6NoODH0bXm66bwAW8\nKVoah2iKjtHRdHqxHPV5FEoRZpKrmZlfTTw5gGktaX/yMsGEPITiVQl1NODt1LHFOLYzg8RCoKAo\nMVxnHumMIWQBExCugj/XQCTZTjjZhuZUp/AlUGn0UGj1UWr2IfWLfJWzNsq8SpdpsS40TmvDKJHg\nbA2JLCR8OGfyeEamUNq94FerWvCExVTwTs41PErSuwaPk2Eg9Tyr0i+gyepD5widwYaPc7bhCWz1\nxmqg3w/CfSUIYeLzjS9myKuLOs9nyMfweq+FkLdfQMI7Saf/DtuuDt7Onfs3nD79FaQ0ajLbUM1u\nu3gXddxeK8/quYPE/XsZanicLbN/zUD6BWYagvzDx5faQDgGer6X/Ll+HFshqMTo0LeT3XmaivoO\nlcphJEsvD0WJEkw+QHTwwRWJNoDjNcndNQiKxDvUgne0mdVdB9i+7jnUBS39bKqXo4MP8ZE7/xKA\nFw78W1K51kveF8OILyySnMQ0e9m8+UckMl6m54sMT2fZd3hysQLksnuqKnS3BOltC9HXFmJdd5SW\nBt8N1WlfDrdCh3Et+O53Nc6dU9ixw+Hhh28T7npAPcdYr7Gl03DggMqxYypQ7Qehws6dDtu3O3je\nZQ2Xmw23Wvs5Tp5C4Yek00+Tzb6AELWFcEqlLuLxx1CUX+fjH+/74BLuH/1I4LoGqdRHmJp6nJmZ\nT2CalyYBVwuBS3PDMD1tR+lqObFoe3YeUgqS2Q5m5lczNbeO+Uw3KTlOfIFQNYt1RP3tlHvnqDSm\nUDy1hNlxSljWCSxrEJUcFhJcQTAbI5hpJphtwlMKIhBIAeUGD6UWH6VmL65Rm/m2izYyIfGldbZH\nxtnU/TZeT4FLwU2buGcLOGfyzJd7GWx4lOngnRhOjoHUc/RnXkJ3q/6TFTXM2YZPMBz96A3TeN8M\nhPtKUJTKQoZ85KIMefXH652+7OcdJ8CxY3/J1NSncF2JLsfwyqp+TLLcoKjdGmLt+H5MJcJLfX+E\nqxg8MP4lGkpx3tzo59VtQfzzOwnN7cGTX0XeTTApDwPQo+6isH0/JfUAUi60u6tisAotMIBh9hN+\nY83iTMpKKGyYwGrLICoa4QNrWNd5gB3rnwWgYvoYnLiLE8P3s6b7dbatfYFSJcJTr/zeYrbmYghh\nsmfPIzQ2vobj+GjreJHv7dc4cLx2FkkA4aBBU8RLb2uo+tMWoqMpgKa+Ww/568et1mFcCd/+tsbI\niMKuXQ4f/ehtwl0PqOcY6zk2gEwGDh7UGBz0kc9X+0GvF3btctixw8H7/iynes9wK7eflBbF4n4y\nmadJp59FyiU5pmmuZ/v2Nz64hPvllzWEWHKzkFKQSu0hHn+CmZknKBYHrvscApdoeJr2xrO0xQaJ\nRccXs37nkc61MjqzhXPZCqfTFhVbp1vsQuIwId9C9ap4Wnz42j3owdqMsevauG4K2xnGtM4hZTWz\nrjga/nyUUKqVULoZ3fSBEFSiHkotXkpNPhxvLfl2Kg7WbInOSoHt4Sn6WgfRVBvb0amYfgK+TO25\nExWcs3kKQwZnjY8xGv4QAGuTTzKQfg5VVmUxpuJnLPIgw5GHKBhtXA9uBcJ9JShKeSFDfp6QjywQ\n8jEsq4HTp/8QKe+gVDJRnCl8slp9UVaHUIvH8fld7gi9RuDVQQD2d/wu8eAOKtEf8a/e+AsE8OR9\nLeTLv4o/s7l6DCkZlQeoeCfxxlIo7SO4ygLRlgrBxB4C5Xsob6q6iPiPdWEkLi0PcvwVcrsHQYDv\ndDtb1FOLZHs22cePD38O26mmXu7b9j/obD7NRGI7r73z6WXt50iLAvOEm76DKVLMZvspmTFcKRY1\njJoqaAx72bWuhY/s7KIhdPOldW7lDmMl/P3fa4yNKdx1l8OHP3ybcNcD6jnGeo7tPFRVoKpBnn++\nxOHDCvbCZJ/XCzt2OOzc6eC78ev53xfUS/tJKSmXj5LLPUMq9WNU9aOsXv3bH1zCPTMzRqHwAoXC\n88zPP48QtZnobHbTgg7nk2Sz27hm8/MVoKkVmhtGaIsN0h47SzgwV7PddQXj6RCDcw0MzjUyk/Oj\n4QcEFkVUr4a3xYe31Yt+UblpKSWOO4dlncOyh5YyloDiqIQy3USTXfizIRRbYIZ1Ss3VzLcdqC0g\n4pRtrEQBXy5JKu5Bun66IkU2tU2zrm2cgLe2ipI7WcI8W2EosYvBwKNIBGuTT9KT3Ycqq28DiSDu\n38pw9GPEA3dcspKlEA5SClYqflIPhPtKOB9juZjB57yKoHaA5uKjoqznsTv/HL47CGWXqcAu3uj8\nbbKtLxNVvs0T+zK4wL9s+M8Ip3vxsxn9LMmBv0EJ1g6ePOYGYqd/Fs2Kkds9iOuzUNN+gm/3XVJK\nAlBcN4nZkUaUdXZOzLHrArK97+3P47hVmZPA5VMP/t8YeoUjg5/m2Mh6Km4JBwsHk4rMkWECl5Xt\nHHVN4dMPDPCRnV0oyvsjDXm3qJcO4zz+9m91JicFe/c6PPDAbcJdD6jnGOs5tvO4MMZMRvLGG1Wv\n/PPE2+OB7dsddu1y8L//zrbXhXpvvw8s4U4kcouNOzeXIJP5IZnM02QyzyJErQVasdi9UPbzcZLJ\ne5GX8Ay+NkiaImMMdL1JLDK+4kLGXMUgPreBqbk1vD6XoGBXCYlfxGjs7CStjWK70yixMTS/B1WJ\noSqxquZbJhfI9zBS1g4mDLuNcH41wXQjvqSDa6gUW30UW3zYwVryLUs2pdki5VQFK10Bx6WvMcPm\n9gRbWhMY+pI2QDoSd7KE7XgoiCZmK6tRB2dpmTiEx16q6pfXWxmOPsRY+AEsNUhDaIrta58lGprG\n0CtIKbBsA8v2YjkebNuDaXuxHS+m3chEfIB4shcp350J/c0MRRH4vCoy/woq2ZptLhoF7qer9SS7\nR/8Ed6KErXh4qe8/MbnqFfItr3DP23l2nSyS8vawr2ep9HnFiDO97k8QnupgSeBH11fjte4gemg7\nQiqU+map9CfAhdCbA6iFS89PuoZF9u6zoEj6knkeaak6kVxMtqWUBEODPH73XwPwX1/ZS7yw8mBL\nETZN4VGagmW2bfgksbAPBPS1hW/KbPZKqLcO41vf0pmZEdx3n8O9994m3PWAeo6xnmM7j5VizOfh\n4MEq8bYWPBcMA7Ztc7jzTofA+1Gz7gag3tvvNuFeVkbbplg8QCbzFOn0MzU6HADTbCQef5R4/AkS\niYeuyfz8ctC1Eq2NQ7TFztDWdIqgt1ZL7boKo+kQQ3NNlJMPkM/14UiY9Zwk787gX5/D8R/DdatZ\nc0WEEUoETfSg2D5sJrEZRlKuOa4qmvFbawjlWvGlBIrpUG7yUmz1Y/svGlhICfkKhYyFU7BxsmV6\nPXF2tM+wpiW1YlUsKSVIkLMVKvuziKmlBaVSVbD62vDvVNCajeUfvgxsR2c+08Vcuoe5TA/z6W5M\n+xYbzl8MaWGIBIZ7BkHV91wiFv9bFuuxRA8f8/wH/EfPAHCw4wu8eedbmIFxAD7zXJm2VJZz0Yc5\n2vJLAFT848RXfx1pFJCOSiDzCFpPGwKF4KFVaDkfdrhIfvswKCyz9lsJpf44lb45NNfhl/R/Qhc2\n8WQ/P377c9iORok0GTlJnll2947w8PphcmWDP953J0uzRQIVHV0obOn/DrtWfxuVJrZu/SGa9t47\nirwXqLcO45vf1JmdFdx/v8M999wm3PWAeo6xnmM7j8vFWCjAoUMqb72lYla7EHQd7rjDYfduh+DN\nV1y5BvXefpci3DcihXtLQgiNQOBeAoF7aW//Q8rld8hmnyaVehrHOY5hJOnu/hu6u/9m0fx8ZuYJ\nZmcfxbLePUmwbB8Ts5uYmN0ESCLBOO2xs3Q0naYpOoaiuPQ3ZuhvzADnqFg+ZpP9xJMDxJN3kD3W\niON/hGLsKIXoG5jGIMgsDlUipigxvPo9COnBLAxhq8OgVHBkgpyWINcASmMITekkUOzEPx1FLwvs\noEa50YsV0kEICHkJhJYyn5lKM8+l1vDsmTJdRoJ1+hQdVpxGfxmlxYNQBQhwWgNMfnIN0pZ4xlOE\n9w/hzRQwzk1hnwOzJchY7EGmwzsRikDXKuhaueb/hlYmFpkmHJhBUy1aG4dpbRxevJZsIUapEqZi\nBsgVY2QKLcyneyiUo9wISdANh5Qo5NFIoMoEKhkunOSQCBwa0Eji4sGikxbPSfzHq2R7rnULx9dU\nFsl2dOLDNKe/A0A8EiPfeBDbmyDT+jKoFtJR0c89jL69E4TEMxZDy/lwdZvC5nFQQCkaeIdXLrG+\neF3CxeyszgJtUU+hC5vx+AZeOHofSecIJdLIC+QhvY1VCctEqoVOYxO6E0Z3AyhoqKrJnj0P09Bw\nAMcJMDDwd7cs2a5HOAvNWG/2Y7dxG/WIQADuv78qJ3nrLZVDh1QqFXjzzWr2+zzxDq3M+27jp4RL\nEu5XXnnlXR3w3nvvfdcX89OCEAKf7w58vjtobf2/MM0hstlnSaWeolI5gKqWaGt7kra2J3FdlWTy\nvoVFl49TLndf+QSXPjOZfBuZfBunRu9byH6fo6PpNG2xc/i9WTx6ie7WE3S3Vt1NCqUI8eSqKgE/\n/Xny0iXf9Dr5lgM4ehLXnadU+QGa1o83shNFuQfbmVyQnYwAFq7MYTqnMD2nSLWAKmIYympC+R7C\nMwLFdrH9GnZQxwroOF4V4dHwtWnQFiBJjP2sR0qJKJq0DY6ypjxMpMnktdb7SBKtSrN7qz9BN09T\nJk7T2BhNoxN0nn2BZl5nPHwfs4EtJL2barTe5/XNQsaJhUdoio7RFB0jEoyjCEk4ME84ML/sbjqu\niuPoZAvNxJOrKJshXKkgXQXT9jKX7qVsvg9vICkRVFDJoso5NBIorFxu1CGEST9e3gHAFKtAKOy0\nvgUuSENlf/iL5Fr+GACj0I1P/9GiZv7kthfIB5amHNyKF+fsHhoHBnCVMqKs4R1pRgpJcdM40mOD\nIwgc60Y4l5fqOM1ppO4Ckk3KIMcn1vHPx9uwOVGzn4cgYdFBf8ObABQzO2jzrKlq8BdGFhs3/jYN\nDQcAaG7+OoHAxmu8qbfxXuK8m8xKs1e3cRu3cXPC74d7710i3m++qVIuV7Pfhw+rbN3qcNddDuH3\npuDubVwjLikpWb9+/TUfTFEUTpw4ceUd30dcSlJytbDtxELlofPm52bN9nR6x+Kiy3x+AzcuwyoJ\n+edobRyitfHcspLzi+fPtxCfH2A2vYq4UJmMvkg5NLi4XXO68NgD6E4/ih7C0qew1FEsOYHjxoGa\nVCsazaiePnxWF/6UF2+ygmI6mFEPZtTADOk4HhUu53csJYY0MZWV9bhCukTySdrGRugeOUt4NsdU\n8G7Gwg9QMNovuWhSU8vEIhM0hKbx6EV8niyhwByRYBxNXdmv+WJkC02ksh3MZ7uIzw+QKbRww9pM\nWhhMoMtxFJa31YVwaEB4ByhZjRjOUXSmcfFSEPfSHT3Czrf/CGw0Y3NXAAAgAElEQVTJmdV72DcQ\npRh7a9EvcPvJIve/nSfnV/jvP9OEsL24pgenEMAe30BHeAfO9loHktKqGSq91UGK/3gXxuzlixYZ\nehFtz0GmtCY6xQwNI8O8NNjJ+XsVpJmQaMNHFB0/4cAcn7jnT4Gq/7bp9iy2X0/PN9iy5d8CoKq/\ny/r1v38dN/nmQL1NiX796zrZrODhh2127JB1FdtKqLf2Wwn1HGM9x3Ye7ybGSgXeflvljTeqxLt6\nHNi8uUq8o9H38IKvAfXeftes4V6/fj2vvvoqsVjsqk6QSCS47777OHXq1JV3fh9xvYT7QjhOjnz+\nJdLpp8jlXkSI2sVuhcIAMzOfJB5/nFTqLlZy4Hi3ELg0hKcWyPc5mqNjy8rOu1IhmelkqBDgiHGW\npFbrUuFP3kF06uPo5aptn6OUqYTPUWw4SjF6GKlepPt2AhiiB8XXh8dsxpux8aQrGBkTENh+FTNk\nUIkamFEDqSooFYfYsXn8yRIeo0S4LYfdopOJNJBQYuRZLi4TrkNjcpaW6XG8KUm5vJZ86G4KpnZV\nLiWKsImGZvB6cuhqhVhknOboGJpmoggHIRw8RnGZVSOAaXlJ59tI5dpJZ9uZTfVRKF+D1EFKdCbR\n5RQKmRpLv+pvGmAvKLRVTHowacdSQfMIrHIRr/s2ChJX7yC67gCicpT5ksVcVKPgr005Csfg8R8K\n+hPjjDZs4OWOz5CojOMsVC1tV7fAnjzSa6MlAwSO9GK1ZClumgDAmGjEf/byum2/J82eHX/L97z3\n4aISmznH8eNV7X2ETmJiAEPU6uj72t9iz+Z/wrINvrfv3+P1eSmVTCKRV9mz52EUxcI0H2bbtr9H\niFs/jVpvHcaf/7lOoSD4+Mdttm27TbjrAfUcYz3Hdh7XE2OlAocPqxw8qFAsVpMkigKbNrns2WPT\n0PBeXPHVo97b75o13F/84hfxX4PXTCAQ4Itf/OK1X9ktBFUNEYl8ikjkU7iuSbH4YzKZZ0innwFm\nCATOMTDwVQYGvkq53Eo8/hjx+CeZn38A170+9wWJQjLbRTLbxcmRB1AVi6bo2CIBbwxPoQiXpug4\nTVHYDaRL7YxXVIbJMEKOYuMRio1H8GbWE44/gDe7Dn96E/70Jlzxs5TDZyhFj1GMHsfVczhqgRIn\noXKSoqPh8XWgNPajenvQKzpGpoInbRIdzKIXLGy/hlqyUVxwFY2SHaI0EYKJagR9kXFizfOoLZDx\nRxmT7SSIIRWV+aZ25puWiGAg9wbh2SJuupNyfjXCvfRyA1dqJLNdi/8end6KwKZKdB0kCqpi0xQd\nIRaZoiE8R1PDOF6jiKGXaWkYoaVhZPHzhVKEQqmBZCnEaClA2vRSsjUqiomj5VDsEHq5BW9mAL89\nhsHkBe0kAIHAXcgFVwdFLj6ybGCKEQqcAwc4byojHNTGOHr3DxFGBfwKNCw9L9IVyIoPb2I7xtwm\nWpLVTPI5NcJMZQgABZV2sRWtX1Lx2uAKfGfaq2R7Q5VsqxkfvsHLF30K+mZ5YOdfMuZpx3VVcF1O\nnQrQQAcNogdDrLwMPhapniOZ7UQuDDQ9nkl27PgFFMWiUlnN1q3fqAuyXY9w3erTeltSchu3cevD\n44G77qpWpzxyROGNN1QKBcHRowrHjhls3OiyZ49DLFZ/ZPdmxlW7lJw+fZq2tjYikQj79u3jhRde\nYPPmzXz2s599r6/xunAjM9yXgpQupdKbZLPPkEo9hesO1my3rBCzs48sOJ48jG3feEGVxyjT1TpG\nLHSCzubjeIzSsn1mLRh1TEZth3HLwS21EJn+GIHkDsQF2XiJixkYpxQ5TjF6DMs/dVHAAm8lhsft\nQvj7kKFmlIqDN1lBSImjCuycBekKgaxFQErUi2QbPm+ZluYkkdYcVlQnThNx2USCRhwuyuq6LoFU\nGZmJQbYRLeNHOBoCC5UMCgWQFiq56oJErkZeIgkFi4TDOcLhAuFQkWg4S1mxOFKxOWXazF2qTOLS\nIQjlGwglOgmkBlAdPxpLswoOPiz8lNCYB9LEkSwdUxhF9N5TKOE5hFr9u3QFbiGKLAZxS0FkMYxb\niMBCFciwlefXR/8JgL/u+jjT3mb8xGgVG9CCGrld50ABY7IBBJjtKRCg5D0ED/ehWJceuAh9kofv\n+iYRb4nvOI8wTwPOjCB6YjWquLy7zMfu+hqN4SlODN/PsaGHCQRctm69n2j0ILYdZPXqHxIIXLtM\n7WZFvWVo/vRPDSoVeOIJm02bbme46wH1HGM9x3YeNzJGy4J33lF4/XWVfL7aFwsB69dXiXdz8/t7\nD+u9/a7LpeQf/uEf+IM/+AO++c1vEgwG+Y3f+A327NnD1772NWZnZ/mt3/qtG3qxtxqEUPD7d+P3\n76a19T9gmmfIZp8imXwa234LXc/R2fmPdHb+I45jMD//IWZmHicef/yGlJmHqvvJTHILw5PrOHjy\ncZqjo7Q0DNPaOEQsMo6iuLTo0KIb3Am4UjITyjHa8G2m8j+gMPowemorAgWBgqfQi6fQS3TqUWwj\nuUi+y6FBUBzK3jnKzAGHMeYCeK1OSt4+3HAXQlVhIawMkCzYyLyJkjXx5C38BRNZEkwPhUid1Sn7\nQjS25NjZfJSm5hQZPcSkbGXc7SBODKko5GN+iJWASZAS1XRQSw6+RBl/vIRWWbmYymVajVw+QC4f\nYHIKJJJM0yTTvcdx1NpjeQToCPyKICAEeSlJOi7C8hKc7yCa7ET5/9m77/i2ynvx459zjvawZVne\n25nOXgSSMBoCpcCFQnsLt6UDWkgXpBQolI4fLS3jMtvS0JaG0RRIKOXSW2YhXAiUJCQEQsgejve2\nJdmy9jnn94c84iROlNhOYuV5v155veBonO9XsqSvHj3P89ViPdlCyBKi1qjiD8RBH7jto9Wgce64\nKnRXI/+OdROT+wtwdziTivejGEIaNfZCdufJqFIM2RLEEMpGR6cknBhNj0sKqmUuZVIBZsmBLml0\nTapMzGKKS0TzvX1T05UuC/ZPSgYttjVdxS9v57JZL+GyhtgbL6SdxG+O6Q0lRyy2FTmKy9EEQLu/\nENAZN+77uFwbAMjJeSyliu1U1L9LyYmNQxCE4Wc0wuzZGtOna3z6aaLw7uyU2L5dZscOmfHjNebN\nU8nOTr3i92SSVMH9xBNPcM899zB37lx+/etfM3HiRJYtW8b69eu5+eabT/mCe3+SJGE2TyArawJZ\nWbcQi9XR2fkqPt/LhELvoShRsrP/RXb2v9D1G/B6T6e5+fPD1mYeQNcVWrzltHjL2VK5CIMSSUw/\nyagk213ZM/0E8g0K+QYFrF1onudpjb9AY0cpbXVn0e4d09dwxhB142w9C2frWWhymFDaTkKuLYTS\nt6EZu4mau4madwG7kDuNWMO5GIwlkF4GRguK3QB2A+TY6C1Le8eBnd52Srdvxr21jphqZoc1E/Ls\npOd3Mj67CpM9Rr2eQ4OeQ4OendgBRZJQzQZUs4Goy4x/TBrpjUGym8PYjBLdETferjw03QwoQGKn\nDR0TiekeUaSekWaJGLrUTWvZywQyE+sP5LiJtPZSnN58rN0ubIqO1RLEYQ/idARwOjrRpAibt1Wg\nRhNTPzRJJejw0uluoiO7BiSwqAqqLwvZn4XHpJHl8mHNaGV9PEZA1UEGJW4kr3E6kvdCyls2MaPl\ncXQkdk4rwFC8DQOQtecabJHpAJzW9T4AXssE3PKEvuc8OKEBzdGzE4oh8aYpRQyYazMx17uRtEOv\nJwjrXdTrH/GFqRvJS+tG1WB1aD5YweC1Y/AfuZNCRloDcs8Xh3Z/EcXFfyQv7wkAFOXH5Ob+xxHv\nQzixxLaAgpD6DAaYOVNj2jSNLVtk1q1T8Psldu6U2blTZtw4jfnzVXJyxPvASEiq4G5sbGTu3LkA\nvPPOO1x++eUA5OfnEwgEDnfTU57RWEhm5mIyMxejql66uv6Fz/cygcAqJCmI270Ot3sdFRW3j0ib\neYC4aqapfRxN7eMSMRlCiXnL7kqyPdvJsPmQJYkco05Ozj7I2UdUVWjxleD1ldLRWUCHv5BIzI6s\nWbD7pmP3TUdHI+KoIpS+lZBrKzFrE5ohRrejFqiF0PuYfekYtSxMegFGJQ/NZCJuUdDMiWK+KyOT\nT+cv5FMgzdfOmF2fMn7HOkybI3SZ3bRlulFKApR4okx27sLoiOOV0wlgo1n3sE8vJCKb8RfYiRfA\nZ+T1FMlNxOIm2nzFtHpLafGWJeYW93QO1TH0LW2MG/20jvkbUUei8ZHVNwl39ZUYYoldPCJAJA7e\nABAAmkHWA1j1D5GJogINqLRZutCNYSRNxhRyotu6kBQVQ2YTZDbRAXQAPWsbAbD7MynYN41Y7Bx0\nnIzz/hOAypximooTu/2kNS7C5ksU2+nhSrKDWxLXcV0AgGqN0D2ltr/YBuSQEXONB1OTa9BCG6BL\nb6ZB38zZY/ZRkZPYb/vtukuI5ieeG0tVVlJ/X73zt7tD6dgcm6iouAWAWOwiJk36cVL3IZw4mpbo\ndQWJhVWCIKQ2RYHp0zWmTNHYti1ReHu9Ert3y+zeLTNmTKLwzssThfdwSqrgLioq4t133yU7O5u6\nujrOPfdcAF544QXKy8tHNMBUoigZuFz/hcv1X2haiEDg7QFt5tPStpKWtpVx4+4lFCqkqelSmpsv\nHcY28wmxuJX61grqWytg58WYjN2kZ39EZv56Ch3teAwyJkWlMLOSwszKvtt5Ax6a2sbT1D6BVm8J\nmm7AEijHEigno/4SYuY2QulbCLm2EnbsBVkjYvERwQfsRlIVHH4Pzups7J3ZyAY7cauBcM8uJwGb\ni49PO4dPZp1FbmMVpZU7KK7aiaU+hIZMhy2PVnsx3XlZ5OT7mJm1lQXOjXysTWKTXkE3dl7RFjJF\n38k85WPyPHvI8yTm0/d2rGxqH0tl/RwiMTsRWy2tY5ehmhLj7a76i0hrPB/pcF90dBWL/gkyUeLA\nLjSCKHjCp2ENuzB57dhbYljT9xB2b6bdWk27oR1dSnTiNAWLsPgn4m7PwBEKoGEnIqVT2PU+9lgr\nAGtndwEG7G2n4arvHx0e1/EyAF3GPBods4l6/AQn14Pc86aoJhZKmppdSPrgOWi6Shs7yPJs4uul\nDT1NlmB34ywqMzKAGAavDYMvuT7BmWmJgtsXyGTWrK8gy3FisQnMmPFnhnOnHmFkqPvNoBJTSgTh\n1KEoMHWqxuTJ/YV3R4fE3r0ye/fKlJUlCu+CAlF4D4ekFk2+8cYb3HTTTaiqyrnnnsvSpUu5++67\nef7553n00UeZN2/e8Yj1mByPRZNDNRxt5gfbu/poxY0+KFhFVu5H5JtU8gwymbKMdMC+2xENtnSb\n2eRPI9ydhyHmQo7bkFUrsmpF12Ti1kYijmqitjrilraDzmXpTsfpy8Lpy8banY6EhGqSCWZaCOdY\nCLvMSJpEXnU9JTXbKKrbji0UQEOm3ZZPk3MMnRm5mKwqQZOZhjF5RJyJKR6m7k6mdH/MOFc7GbaB\nTWfiqsKethI+NO+gXo8iqSY8+76KzTftiI+PWduBiRp0dHagE8ZCoTQLizT4QlgdHV1KDG3Lugn0\nOA59NRIqEXk8Ub2Yc6t/TFq0jr0FZl4+Jx2LfyLZe65D6pnWkxapZmH1T5DQ2VhwDTtOm0gsp39b\nSiloxPlhObI6+BczlQCOjI/Jy9rGpNwmHOb+4fYWbymv+C8kUugDDZwfjkHptgx6X33nRePz59yL\nxRTEG92NwfG/xONpnH76emKxgpPy9TYcTvb3lKMRiSQWTQJcdVWM4mJSJrfBpNLzN5hUzjGVc+t1\nInLUNNixQ2btWoX29v7P/JKSROFdVDQ8caT683fU+3Dvr6GhAYvFQnNzMxUVFQBUVlaSnp6e9D7d\nJ8poKLj3p+v6QW3m9zdYm/nhKrh7aXKU7swNBDxrkawt5JpUyowK5UaFrAOGwerjKruicXbF4viO\n8dxKzITTl43Tl4W9y40hbkaTNLrTvHRltBNI9xIzhchtN1JWD3ltIXLamkGXaEwbS236JEImB/4x\naXSV9PyxR1W6dnagdPopzfBT6vYzObcNs6F/SK8xpvPmtonUNhUnFoviwEoGZtIwYcFIJyZ8GOhE\nItzX0KYenQ6cFEqzMUhHt+WjUa/Dom9DRyKonENu5ybmNv4GgJWfzcBrLSdn5/XIPVtJmuNezqn5\nf9ji7XRbXLzwlW+jGfsLa0ObA/u2wkN2jtR1DVvGesYVbqDc04bFOHBBaHNHKTurz6Q6XkD3zMQX\nPcu+LCxVh2/73iszvZbz5/4JgG7jE6h4yc19joqKL42K19uxGk3vKUcSDMLvf58ouL/+9RgFBaLg\nTgWpnGMq59brROao67BzZ6Lwbm3tL7yLixOLK4uL9cP2vjuSVH/+hrRLyRVXXMEf/vAHpk6d2ndM\nTCUZGcfaZr6l5VJgeBZdAsiaCWfrApytC9DRUZUQO00+tpq8WOyNjPNUMiWzEashRoFBocCgsBAz\nPlWnMa7SqKo0xFXqVQ10CaTDv6hUYxRfVh2+rMT0BGPYii2Qgb3LjaehiPyq8cQNEaLmEHXWCDsn\ndRC2myhoC1DaWM2sxl10GguoDU6mvrsU3wQXuknBOTULW7uFWJWBtTuyWNNkZ9LEnUyzKngUmTyj\nxNen76SlvJY6v5NQzEB31EhVYxamiAXHIaaXBNBpwUQamXTRjFl3YsaBjOGgXwIOousY9drEfxvy\nUFSNKW1PAlCda6TdkUfujsV9xbY11s7c5vuxxduJGwy8feFl/cW2KmHZlYu5KQMJCV3XCNBGWPdj\nNnkpy65lYn4VRRneASG0dGbQ0DqJusa5BEKZaKYYwTk9+3l3WTBXew6fw37yPDsB0PCh0YHJ9DNy\nci5M+vbCibf/7pdiDrcgCL1bBk6YoLF7d6Lwbm6WqKmRqamRKSxMFN6lpUMrvE81SRXcDoeDUOjg\nfZ2FkWcylePxXI/Hc/1BbeZlOYrH8w4ezztMnnwTXV2zaWy8hMbGS4e1zbyEhKLaUEI2TKF88E9m\nbwPsk+LkZO6lMHsbhVnbMZuCuBQJl2KgoudPy9uVw+Y959HQUYaqRNCVMJoSRDV0Eze3EbO0Ejd5\niZvbUI2diW6XEsQsIfyWEH5PYg9wc9CBw58Y/bYFMkjz5QCJX1sajFA53odV2kt211rmbdpAdf0s\n9syeQsRtIZjpJOh24GgJkVZtIfR+Hu9afFgyYE55NdmOANnOINnOYF/O2rhqGps97KsuoMHvpAsI\no/ftsqIToYN9sN/3CBkFo27DQhpWyYWNzIM6Msr4UegCQDeWMq7jz9hifuIyvDc9h+zd30aJO0HX\nKehay/TWJzCpQXTgvYWfpy27AABDqwPLzlzi0Qh+6gnrnZjtlYzLbmRidgeFrq4B523yZ1DZMIvW\n1umEIv2dNHV0gpPq0c1xiMuJkXI9+aqrOHcjAHG5klj8UiZNviXp2wonBzGHWxCEQ5EkGD9eY9w4\njcpKifffN9DUJFFXJ/P88zL5+Trz58cpKxOFdzKSmlLyq1/9ir///e/Mnz+foqIiLJaBcztvuumm\nEQtwqEbblJJk9baZ9/tfprPzX8e1zfyhSJKKJ72WzPRa3Ol1ZKbVY7f6+i4PRZzUtVTQ5ium2VtO\nOHLoOc+aHCXmqEVz1dJl3k3YsQddiRx0PVPIji3gwhbIwBJ0ImsGlLgRQ8yMpKtYtTp0QysBTylt\nYyuI2fqnfVibg7j2dGIIq4COJ9OLO6MTp7Mbg6KS5gxgMvU3z6ntSmdtZR47mjPRdAlkMJvtEId4\nPIaqRwd9XEw4SJNycZKLWXJg0T7FSCMaDozWAOd8+hQS8MGkDKqNt2MKFeIO7WJSxzN4uncDEDFZ\neP+ci6kpnwh1JuLVEAz7CNJOnjPA5LxWJmZ34LEP/FIcjRuobstnX8NsOtpnceAXMB2d0PhGogWJ\nEXDb1gJMLa5BczmQK20bnzv9WQD8+nomTV+BojhT8vV2oFTKsaMDli1LTClZvDhKZmbq5DaYVHr+\nBpPKOaZybr1Oxhx1Hfbtk1izxkBDQ//nSW5uovAeMya5wvtkzG04DWkO99e+9rVBL5MkieXLlx97\nZCMsVQvu/WlalHD434RCr9PU9A+gacDlw91mPlme9GqmjX2TbHfVgOO6LtHcUU5V4wzqWiYRVwfG\ns/98dFWPEXHsI5S2nVD6TmLWhsNPT9GkxPQKef8ukQoOrRyzaQZxa6KglFSVjKoOrDVR9r+qUQsh\nW2Nkj/NRmtNCmqF/1DugW9mulrNDL6dbcvQdV6MqaqeK3imhBlSioTCRYDf6AZ0qbbKVCi2CDAQt\nMufueQp7WKPdaeK9wl+S52ukNPgGOf4dfbepKypnzYILaa5SiLZHievd5Di7GZ/VwaTcNnL3G5UH\nCEVsiekirRU0d5SjacZBH6pwcSvhMS0AmGrd2PbkDf64HkCWg5x31lW4TZPRiZM1/ivYeprbpPrr\nDVIrx9ZWiSefTPydfPe7UVyu1MltMKn0/A0mlXNM5dx6ncw56jpUV0usWaNQV9c/mJedrTN/vsq4\ncdphC++TObfhMKSCezQ7FQpu6P8Dbm/vJBDYcELbzB/IaWulOPdTcjIqcafXY1D6d8eIq0bqmiex\nr3EmzR3lgHzYBaCaHCZiryHi2Jf4Z69CN4QPfWJdwtaVSZrPg9Obgylipzvfhr88rW8fcEMkStmO\n7VRs2YAj6MOkDRxNl4utKNPTUYr7p4boOnR6jTT6XNTEc/E73QQc6UQsNnrfZXRNJ+aPEG4JEW4J\nokU18oECZFQpToXvBYpaQ0QViW05s5nUtBmT1j9S3pGRxcYzFlFXUE50Wx3jLA2M83gpcnUetPCx\nK5hBXfMU6lor6PAXoifxa0a4sJ3wuMQXM2OrE9uWosNvhzjwgWXGjKsZm61j0IuRLS4KK5b0XXoq\nvd5SIcfmZom//CVRcH/ve1HS01Mnt8Gk0vM3mFTOMZVz6zUactR1qK1NFN41Nf2fOx5PovAeP147\n5LqQ0ZDbUAy54N69ezfLly+nqqqKBx54gDfffJOysjIWLFgwrIEOt1Ot4N4/R13XD2ozv7+RajN/\nOLIcI9+zi9K8j8n37OrrUAjgC2Szfd/ZNLZXYDSlJbXjio6GpoTR5SiaIUDclJjGImkmTMFClLgF\nBS8GvRWFDhQCaIpEZ6mTriIHKIkiU1J1MqrCTNi8mQLvp9hircj0xyZlGFEmOVEmOJGs/RNd9biG\nVhVE3dNNpD5GtyWNgN1Fl92Dz+6kxdVGc0YrYaPEhE/OxBA3kxPYypSmRNtzn9GOK5Zo/64h0Zhb\nxI7pc6ktGY+sxZkXXc9U58BtIgGC4TTqWydS0zSNVl8Jyc7X19GJFLf1jWwrPhuOT0oO2yDnQGVl\nv2HKxIewx78OgKfsSmyu/q6Xp+rrbbRqbJT4618TBfcNN0RxOFInt8Gk0vM3mFTOMZVz6zXacqyt\nlVi7VqGqqv+zJDNTZ948lYkTBxbeoy23ozWkgnvt2rV85zvf4bzzzuONN97g1Vdf5fnnn+fxxx/n\n/vvv56KLLhr2gIfLqVxwHygWq6ez85W+NvOS1D9SquvSiLSZPxyTsZvinE8py9/U160QQNNkfIFi\nqpsmU900edD53sdC0oMYaMGot4Cpk65iB4ECO7qh591A07E2SFiqMzB120ACs76DrPgbeLprSQsF\nsRfaUSrSMBSYkeT+QleP9RTfuwNoNSHY73mIGE0EDS40DGSEmpDQBpTIu8ZN4+PTP0PInnih5kvN\nnC2vxyUlOrlGYxYa28fR3D6GNn8xnd1ZHO2iWF3WCE5sIJaTaHRj8Nqxby4+qmI7M/MtTj/9Eqzq\n5zBqkzCY3eRVfH/A7izi9Ta61NVJPPtsouC+8cYoVmvq5DaYVHr+BpPKOaZybr1Ga4719YnCu7Ky\n/3PF7dY54wyVSZMShfdozS1ZQyq4v/SlL3HZZZdx1VVXMXPmTP75z39SVFTEU089xfPPP88rr7wy\n7AEPF1FwH9qh2szvr7/N/KV0ds5kuHY8GYw7rZbJ5e+Q79mFtN8cbV2XaPWVsK9+FtVN09CGseOm\npEdQaENW2gkXhggUWdFMPaPXmo61NYocNCMFnUh+D3LEimrsJOhej036gLEdNYwzK7gKrMgF1gHF\ntxbTiVWHkfZ1oTeG0bviB51fR6KueCxbpp9Oc34JEhpjpBqmyzvIkryEI3bqWiuoa55Mi7dsSLnH\nnUGCFfVo9sS0FWNLGrbtBUdVbFutlZx55pmYjVHs0cVIkkxG4UU4s+YMuJ54vY0u1dUSzz2XKLhv\nvjmKyZQ6uQ0mlZ6/waRyjqmcW6/RnmNjY6Lw3rOn/zPG5UqMeE+dqpOVNXpzO5Ih7cO9e/duzj77\n7IOOL1q0iIceemhokQknxMnSZr5XR2cR7236GkZDiNzMfZTk7iDHvRWjIUJ2RhXZGVVMG/cm+xpm\nUNcymY7OfIa684oumYlTAFoBcrVOep2XWH4rwZIomkkmlNO7mLML6MLQpWGrTMfZ9Bkk6XwqpSg7\nTHXEOnbj8tUy3tbOeGcHliwDslHCPNYKY60ARGIK3Z0G/K1GvD4rra48WnIK6XamY9DjTJN2MFXe\niU2PUNc8ibfrL6Oloyyp+diHzRGdSEkb4bKWxHcmHSyV2ZhrPEcxZxsUpZs5c67AZOzAFPsikiQj\nK1bsmdOHFJ9w4u2/LaDYh1sQhOGQl6fzhS/EaW5OFN67dsn4fBKvvWZg3Tq44AIoKuKU2k4wqcop\nJyeHnTt3UlRUNOD4unXryMtLfmcD4eQky1bS0i4iLe0iCgsTbeZ7O13qeg1Wax1lZY9SVvZoUm3m\nhyIWt1LfOpmOwEwikW5yMnZRmreJguztWM1dTCp7j0ll7xEMp1HXMon61om0ekuHPvItSeiaG0Od\nG2eDRiy3CTXDj2aOEXdI6IpM3CnTOb0Lk68N514dk8+JqWPuV2AAACAASURBVCsdtetsVCxslyS2\nAzn6FsZl/pvM/EbMWRqyQcdsVDFnqrgzIxTrQRrjRrJ0cEjbKFHqUTT4dPci9jXMJBqzD8tjqSsq\n3RX1xLMSe3LL3SZs2wswdB3tc6Yzbdq3SUvbgkGdjIkyANLzPoMsD74LijA69G6moyin1oefIAgj\nLydH57LL4rS0SKxbp7Bzp4zfL/HSS2AwGDnttDjTpmkYhn8c76STVIqLFy/m5z//OTU1NWiaxrvv\nvkt9fT3PPvssP/3pT0c6RuE4kiQDdvuZ2O1nkpt7D+Hwp3R2voTX+wqqugWTqYOioqcpKnp60Dbz\nw0XTjNS3TqK+dRJ2awdjCzZQmLMVp60Dm6WT8cXrGF+8jljcTGP72EQB3jIJ9TBb4SVD0mRMDfnQ\nkA+AThQ9vYlwmZ9ohkzUZaZ9NljaukjfW481EEPDhKq70KQ02vHQ2n4VtEtY2ILbWY/L1YXbAzmZ\n+1BklUJjA4UkmvrEVQOV9bNpaJ0wbMW2aovQPaWmfwpJUzq2nflHNYWkV3n5g+Tn/x1FK8WiJrpI\nWpxjcHjmHOGWwmigaYkqW4xuC4IwUrKzdS69NE5bm8QHHyhUV0NXl8SqVQbWrdOZO1dl+nQNYwqP\n4SS9S8nq1av585//zJ49e1BVlTFjxnDttddy3nnnjXSMQyLmcA+fA9vM7z/Xev82801N/0E4XHzM\n5znctoCgk+5opih7KwVZO8hIaxwYY8xMTfNU9jXMpt1fyHDOPdfRUTN8hMY0ozp7fofXdRy13aTv\n9Q/Yz/tAYWkcBoubBdNW4HHV9d70oBHF5o4ymtvH4A3kEQi66Q67DruX9qHEMrvonlQHBg00sO7J\nxVTvPqopJL1ysl/j9Fk/wqhPwKglOnvKBht5E7+NYjz0PDXxehtdtm+XeeklAxYLLFkSTancBiNy\nHN1SObdeqZyjokhomoNXXw2xdavc9yub3a5z2mkqM2ZomEwnNsahGNKiyQ0bNjBz5kwMB4z5R6NR\nVq9ezfnnnz88UY4AUXCPjAPbzEvSwG6LPt+snkWXnz/qNvOHL7gHspl95GftpCBrBzmZe5D3+xIQ\nidpo8xfT5iuizV9Mh78AVRv6q1hHJ5bdSbisBc2WyFsJSjh3x7G2BVAIIvVsKahhJqaMpSC3mRnj\nX8dsSixO3VUzn72NnyXdtoOcjD3keXZhs3QefC5dIhRxEgi66Qp6aO8soKltHMGIqy8agxLBoMSI\nawrduSFCY5tAAiliwL61EIN/4Ki5LMUxGiJEYlZ658FLkorD2oGmK6iqkTR7CyV56ykr+AiZ/sZE\nJlsBmSWfx2jxDPr4iNfb6LJli8yrrxqw2XSuvz6WUrkNRuQ4uqVybr1SOcf9c2tr01m3zjCg8LZa\n4bTTVGbOVDEfnz59w+qoC25VVVF7VtNMnz6dt99+G7d74JSBrVu38o1vfIPNmzcPc7jDRxTcI2+4\n28wfTcG9P4upi9K8TZTlf0S6o/WgyzVNpr2zkOrG6dS3TiQccQ5pUaIuaYRLW4kUt/WlpPhsWHfn\nYOySSLM3UF64jdL8zZiNibbr0ZiFD7Z+gcb2yQNylCSVfM9OinM/xeVowmlvG/Dl4UC+QDbezgI8\nrhqctnY0XeLf2my26eMAcMZDzPQ2YIhJhKMOIlEHZlM3LmcjeZl7MBoiqJpCNGZDVQ1YLZ0osnrI\nc+nomKzZODJn4/DMQZIO/5iJ19vosnmzzOuvG3A6db77XVFwp4pUzjGVc+uVyjkeKjefDz74QGHL\nFqVvIbfF0l94WywnMOCjdNQF93PPPccdd9yBJEnouj5gn939LViwgGXLlg1fpMNMFNzHl6ZFCQbf\nw+9/GZ/vFQZvM38p7e2fOWSb+WMtuPslpp14XDVkpVfjcdXgsHkPEauMtyufhtYJNHWMwduV11d0\nxuLJv7rjjhDhsU3EM/q3ViyKtXCe5V3MUqzvXA1tE/h414V0h9xHzFGW4tgsfhzWDhy2xL80ewtZ\nrmqMhoG/Jmi6xL+0M6nWCwEokepZJK/BJB28FeHR0PASlbeTkftDsnIuSPp2J8vf4khKpRw//ljm\nzTcNuFw6ixeLgjtVpHKOqZxbr1TO8XC5dXYmCu/NmwcW3rNnq8yapWK1noCAj9IxTSnZsGEDmqbx\njW98g0ceeYT09PT+G0oSNpuN8ePHYzyJZ7mLgvvE0XWNUOjDw7aZb239HE1NA9vMD73gPpjF1IXH\nVZOY+529DYMyeDGq6xL1rROpbpoGQDRmpaOzgFj80K90SVLJ8+wgrXQXOx05eEm8TuwEmRf/lFB9\nKZX1cwjt18DnWHOUpTgeVw15nl24HE14u/LZbCnGl5V4Z8rzB6kINmJUoihyHIMhitXUhdkUIBJ1\nEAhl0NQxFm9nHlZzFyZjCEWOEY468AdyASgr/RNFpfeBFMFiuYcxY76fdHxwcv4tDrdUynHjRpm3\n3jKQmanzrW+JgjtVpHKOqZxbr1TOMZncurpg/XqFTz5RiPd8XJvNMGuWyuzZKrbh3SBtWA1pDnd9\nfT35+flIkkQ8Hj9oLvfJTBTcJ49IZCednS/T0fHSYdvMt7ZegqIUD2vBvT+DEsFha8dh9ZLj3ku+\nZyd2q/+It+sKZtLhL8DfnU0wnIbN4sed1kB2xj5MxjCQGG3+VJvAB9p0tJ6pF+ZaN5bKnAE7hAzH\nlwodnUhhB+FxiV8RTLVubHuGtk1ndvZrzJnzBSRJJx6/kmnTHhv0163BjIa/xaFKpRzXr5d55x0D\nHo/ON78pCu5Ukco5pnJuvVI5x6PJLRCADRsUNm1SiCV+MMZkgpkzVebMUbEPz8Zew2pIjW8KCgpY\nsWIFTz75JA0NDbz22ms89thjuN1ubrzxxqP+QBZOTWbzBLKyJpCVdfN+beZfIRR6D0WJkp39L7Kz\n/4Wu30Bn5zwaGy+hsXH428zHVTO+rnx8XfnUtUxmI2A1+0m3txBTzTht7YwvXku6oxlVNWAyRgBw\n2tpx2toHvd+m9jHsrZ9DY9s47GYITqpHdYaJFHUQywxg2ZsDko6kS5i8Q2tXrysqwfGNxHJ72rR3\n2LHuzR3Sfdrtu5gx4xtIkk4kMoMZM34nXtungN5tARXlBAciCIJwAIcDFi5UmTtX5cMPFT7+WCEa\nTUw7+egjhRkzVE47TcXhONGRHllSBffy5cv585//zA033MBdd90FwBlnnMGdd96JLMv84Ac/GNEg\nhdRjNBaQmbmYzMzF+7WZf4VA4E0kKUh6+hrS09cwceLtx6XNfCiSTiiSmArS7i+mqnFmf6yGEO60\nBtxpdWSkNZBma8Nq6SQYTqezO4sWbxlN7WPpDvUvKlaC4NhYRrgssahSs0UJTq3tP1/IiN6Uh1Rz\n6G/Cg9FljUhBB5HiNnRTYhqJod2BfWshkn7sj4vB0MmcOV/CaOwkFsti8uRnkOVRMFlOGLLeeZKi\n4BYE4WRlt8M55ySK640bE8V2JJIY/f7440ThPXfuyV14J1Vwr1ixgjvvvJOFCxdyzz33AHDxxRfj\ncDi44447RMEtDMmBbeZDoXcIBl+npeV/gePfZv5AsbiV5o4xNHcc3Ui7pMtYK3MwtqQRmtiA6gyD\nKoGso1lj+MpqULLMmPdlY2x3HrZg1mWNaI6PcGkruqVnQpsqYanKxlyTeUx7bPfTmD79WzgcO9E0\nheLipzCbi458MyEl9BfcqfWztSAIqcdmg7POSkwn+egjhY0bFcJh+PDDxLSTadMShXfa0H5EHhFJ\nVSsNDQ2MHTv2oOPFxcV4vQfv/iAIx6q3zXxp6RXk5Pjo6lp72DbzLS0X0tT0+RFpMz9cDAErjg/L\n0Y0qUkxBs0WIlLUSze5EdUQITq1FiiqYGtyYa93I8f6Xpa6ohMpbiOb6Eo1sADQwNbmwVGUjR4a+\nYHncuLvJzX0JALv9Xtzus4Z8n8Lo0Vtwi06TgiCMFlYrLFiQWED58ccKGzYkCu+PPkostJw6VeX0\n01X22+vjhEuq4K6oqGDVqlVcc801A46vXLmSioqKEQlMEJJpM19Y+AyFhc/s12b+kp4285knOvwB\nJCSkWOLlpgQtOLYXI7dF8eXVE8/oRjepREpbiRS2Y2p0YWpNRzPHBjTXQQNjaxqWfdkooeHpBpCd\n/TLjx/8aAFX9CmVli4flfoXRo3fZvCi4BUEYbSwWmDcvsWVgb+EdCsGmTYmtBadMSRTeGRknOtIk\nC+7bbruN6667jg8++IBYLMYjjzxCZWUle/fuPan34BZShyRJWK3TsFqnkZPz0/3azL9MJLIWRQmR\nm/tPcnP/2dNm/kyamz8/5DbzI8kccJC2uYyYKUK0oINIvhcMGtGiDqJFHf1X1CQs1R5M9W7k2PBN\nobHbdzJjRuJLdCQymxkzfiMWSZ6CxBxuQRBGO7MZzjgjUXhv2iSzfr1CMCixeXOimU5Fhca8eXEO\n6N94XCX16T1z5kxef/11nn32WUwmE93d3cyfP5+lS5eSk5Mz0jEKwkFMpnI8nuvxeK7vaTP/Gl7v\nSwSDbyPLUTye1Xg8q5k8+aYhtZk/HpSwCeveXMw1HqL5icJbt8RBk1C6LFh35WEIDO8CRoPBz5w5\n/4nR2EUsls3kyU8jy6OolZcwbETBLQhCqjCZYO5cjZkzNT75JFF4BwISW7fKbNtmYuJEjXnzVDye\n479mJenhMo/Hw5IlS0YyFkE4JgZDFhkZXycj4+uHbDPvcn2Ey/UREyb8sqfNfGLRZTJt5o8nOWbA\nUp2NuSYL3RhHihmGtPPI4DRmzLgah2M3mmagpGQ5ZnPBCJxHGA1UNfE3JqaUCIKQKoxGmDNHY8YM\njc2bZT74QKGrS2L7dpkdO2QmTNA44wyV7OzjV3gnVXA3Nzfzxz/+kT179hDr3Xl8PytXrhz2wATh\nWCiKk/T0y0lPv/yQbebt9r2MGfMwY8Y8nFSb+RNB0iWk6Mh1bx0//k5ycl4DwOm8n4yM+SN2L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YRDKb8Vz2haRuo3Z3I1utfa3ajzdzYRHFP/4pdQ8/SKy5icbH/oDa1Ynr3PNOSDyCIAjHS1IF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\ndQryr096+gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "NL2000 = pd.read_pickle(dir+'NL2000.pkl')\n", "RL2000 = pd.read_pickle(dir+'RL2000.pkl')\n", "\n", "plt.figure(figsize=(12,7))\n", "\n", "NL2000['LRC'].plot(color='y')\n", "NL2000['URC'].plot(color='y')\n", "\n", "RL2000['LRC'].plot(color='y')\n", "RL2000['URC'].plot(color='y')\n", "\n", "NL2000['ELW'].plot(color='b',alpha=0.5)\n", "NL2000['EDL'].plot(color='b',alpha=0.5)\n", "NL2000['EHW'].plot(color='b',alpha=0.5)\n", "NL2000['AGO'].plot(color='b',alpha=0.5)\n", "\n", "RL2000['ELW'].plot(color='r',alpha=0.5)\n", "RL2000['EDL'].plot(color='r',alpha=0.5)\n", "RL2000['EHW'].plot(color='r',alpha=0.5)\n", "RL2000['AGO'].plot(color='r',alpha=0.5)\n", "\n", "plt.fill_between(NL2000.index,\n", " NL2000['LRC'].tolist(),\n", " NL2000['URC'].tolist(),\n", " color='b', alpha=0.5)\n", "\n", "plt.fill_between(RL2000.index,\n", " RL2000['LRC'].tolist(),\n", " RL2000['URC'].tolist(),\n", " color='r', alpha=0.5)\n", "\n", "plt.ylabel('Lake Level [meters]')\n", "plt.title('Rule Curves for Namakan and Rainy Lakes: ' \n", " + '2000 - ' + str(RL.dropna().index[-1].year))\n", "\n", "e = pd.Series([])\n", "\n", "for (yr,r) in RL['2000':].groupby(RL['2000':].index.year):\n", " shift = datetime.datetime(2014,1,1) - datetime.datetime(yr,1,1)\n", " r = r.tshift(shift.days)\n", " r.plot()\n", " e = e.append((r - RL2000['URC']).tshift(-shift.days))\n", "\n", "for (yr,r) in NL['2000':].groupby(NL['2000':].index.year):\n", " shift = datetime.datetime(2014,1,1) - datetime.datetime(yr,1,1)\n", " r.tshift(shift.days).plot()\n", " \n", "plt.ylim(336,341.5)\n", "\n", "import matplotlib.dates as mdates\n", "\n", "plt.gca().xaxis.set_major_locator(mdates.MonthLocator())\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", "\n", "fname = img + 'RuleCurvePerformance2000-2014.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }