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@epifanio
Created February 6, 2014 20:50
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "heading",
"source": "- Load R extension",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%load_ext rmagic",
"prompt_number": 9,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "The rmagic extension is already loaded. To reload it, use:\n %reload_ext rmagic\n"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Import R packages",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nrequire(RODBC)\nrequire(graphics)\nrequire(grDevices)",
"prompt_number": 3,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"text": "Loading required package: RODBC\n"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Add some custom functions",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nplot.bg<-function(x)\n{\n u<-par('usr')\n rect(u[1],u[3],u[2],u[4],col=x)\n}\n",
"prompt_number": 4,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nts.missing<-function(x,x.axis=axTicks(1),na.value=0,color='red',lwd=2)\n{\n x.miss<-which(x==na.value)\n if(length(x.miss>0))\n {\n lines(x.axis[1:(x.miss[1]-1)],x[1:(x.miss[1]-1)],col=color,lwd=lwd)\n for(i in 1:(length(x.miss)-1))\n {\n lines(x.axis[(x.miss[i]+1):(x.miss[i+1]-1)],x[(x.miss[i]+1):(x.miss[i+1]-1)],col=color,lwd=lwd)\n }\n lines(x.axis[(x.miss[length(x.miss)]+1):length(x.axis)],x[(x.miss[length(x.miss)]+1):length(x)],col=color,lwd=lwd)\n }\n if(length(x.miss)==0) lines(x.axis,x,col=color,lwd=lwd)\n}",
"prompt_number": 5,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nbar.axis<-function(x)\n{\n out<-1:x\n for(i in 1:(x-1)) out[i+1]<-.7+(i*1.2)\n out[1]<-.7\n return(out)\n}",
"prompt_number": 6,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Read data from CSV file",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nesr.phys<-read.csv('ESR_Physical.csv',header=T)",
"prompt_number": 7,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Plot 1 - Gulf Stream position Vs North Atlantic Oscillation",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nGS.pos<-subset(esr.phys,Series=='Gulf Stream North Wall')\nNAO<-subset(esr.phys,Series=='NAO')\nNAO.trunc<-subset(NAO,Year>1965)\nopar<-par(mfrow=c(1,1),mar=c(4,4,2,3),oma=c(1,1,1,1))\nplot(c(1966,2010),c(0,0),xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nx.axis<-bar.axis(45)\nbarplot(NAO.trunc$Value,ylim=c(-6,6), col='grey', axes=F)\nbox(lwd=2)\nabline(h=0,lwd=2)\naxis(2,las=T,cex.axis=1.5,lwd=2)\nmtext(2,text='NAO Index',line=2.5,cex=2)\npoints(x.axis,GS.pos$Value*2,pch=16,col='red',cex=1.5)\nlines(x.axis,GS.pos$Value*2,col='red',lwd=4)\naxis(1,at=x.axis[c(5,10,15,20,25,30,35,40,45)],labels=seq(from=1970,to=2010,by=5),cex.axis=1.5,lwd=2)\naxis(4,at=axTicks(4),labels=c(-3:3),las=T,cex.axis=1.5,lwd=2)\nmtext(1,text='Year',line=2.5,cex=2)\nmtext(4,text='Gulf Stream position anomaly',line=2.5,cex=2)\nlegend('topleft',bty='n',legend=c('Gulf Stream position','NAO index'),cex=1.5,text.col=c('red','grey50'))",
"prompt_number": 8,
"outputs": [
{
"output_type": "display_data",
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s2KD9WR6P169fv7Vr11LJkhpCu3AjgUYgrAeemoYTBADU+PmROI4E2sZ5/vw5\nABw4cED9lk6BXrt2rcYQBoOwOReHOiRJpijtvEIgXl/oPYSCwEA5l0uVOUigbZWff/6ZbACdz1I5\nksaPH//06dOKioqqBtDeCbKgEQjrgafUJpYRBAYyFIc6Igu6SfLq1atmzZr98ssvpgRyvAYWNALR\nZMAUeeyEgYFyHo8qcxpO1IB4fQkICHB2dm5qYXYIRBOGdnEIlVwcyIJuksyYMePZs2c3b940pRPk\n4kAgrIVMhr9IBwDAMEFAgIzDoaqRD7pJMn369OLi4uHDhy9btmzIkCFeXl4aU1Boz2aHBBqBsBJ4\negZIJABQ5eoq53BoFweyoJskdPKNadOmaWmmfb0RuTgQCCtB+zfKfXwAgLagkUAjGgJZ0AiElaBX\nCMt9fQFA2QetIZEa4jXHuK2DKiALGoGwEnSefsqCRnHQCJ0ggUYgrAQt0GXIxfFGIjX8Pxq5OBDW\n486du7NmzFKpXBMfF9ErolHmY1UIAk9No4rlvr6uAGiR8E2Az+evW7cuMTExIyMjPz/f09OzVatW\n77zzzpw5c9RPGlEHCTTCeqQ8Sxk4cNCQIUPomgsXLiQnP3sTBBrPygaRCAAqeTwxhwPIxfEGcPDg\nwa+++orP59M1xcXFxcXFN27c2LZt244dO0aOHKm9B+TiQCCsAb1CWOjuThWQi6Npc/fu3U8//ZTP\n50dFRR07diw9PV0oFGZmZh47diwyMrK8vPyTTz55/Pix9k6QQCMQ1gB/XuuALnSvTSuMXBxNmzVr\n1hAEMXHixPPnz48YMSI4OJjD4QQFBY0YMeLixYvjxo2TyWQ6j11FLg4EwgCqKqsS1m+Q1c+e8eHH\nH4aHd9L+IL1CSAs0sqCbNpcvXwaA+Ph49Q2EGIYlJCTs27cvMTFReydIoBEIA3j06NHTJ8nDhw+n\na7Kysv488qdugVZzcaBcHE0bPp/v6+vb0Eqgu7u7j49PSUmJ9k6QQCMQhuHu7h4aGkpfEgSR9iJV\nxzMkiSm2ERa6uXlTdQwGwWbjYjGDJBlidAh9UyMsLOzRo0dlZWUaz8oqKysrKCjw9fXV3gnyQSMQ\nFgd79QqrFgAA6e5erTCcQcnLQeeGRjQZwsPDAWDOnDnqWwpJkpwzZw4A9O3bV3snSKARCIuDP6t1\nQBNtWivX0+uEdiIk0E2NGTNmMBiMXbt29Xq7XogAACAASURBVO/f/59//snOzq6pqcnOzj5x4sSA\nAQN27drFYDDmzp2rvRPk4kAgLA6dJolsHaZcT7uh7YQia88JYWE6d+584MCBKVOmJCYmqi8Guri4\nbN26lbKytYAsaATC4tAhHERYPYGmXRx2yMXRFImJiUlPT4+Nje3Zs6eXlxcAeHp69ujRY8GCBRkZ\nGaNHj9bZA7KgEQiLQ+9SIdq0hoICup62oBkiZEE3TVxdXVetWkWVpVIpk8k06HFkQSMQluLLSVP6\n9o7q2ztKcDuJqhk0Y5bykpGszsWBLOimj6HqDEigEQjLkZPzMj4+fuOCBU5yOQDIHBwELi7KK/rI\ngm7aHD58ODw8nMlkYg2jvQfk4kAgLAsvO5sqCAMCVG7VLRIKLGVB8zhOKjUCUaV6PVWJMCMnT54c\nNWqUiZ0ggUYgLEhUv3502Sk5GTp3Vr5bt0hoXQtaXbV5HCek0eaFyrMxePDguLi44OBg+ohCg0AC\njUBYisuXr6jU3L13b9Y7kfSlpcPs1IW4oUqE2Xn69KmTk9Phw4ednIz/gSMfNMKm4XGcqK/GnojZ\nSFi/gS7L6nzQaJGwqSGTyUJCQkxRZ0ACjbBZVHS5ick0Bdqo0oTp0qVLWloaQZh0IDBycSAQjcYb\nG8Vx9MjRSxcvK9fweLzlK5axWKzGmpLZWb58ef/+/ePi4mJjY43uBFnQCFuk6RnLNLNmf0OX5RaO\ng9695xf1yh9+WKteaeUVwsOH/ojo2at/vwH01+1bSRUVFdacg6WJjIw8duxYQkJCdHT0uXPncnJy\nqjWhvRNkQSMQ2lD+qDBUxSIj+6isE3bp3DlS6VJmeRfH/2bPXnzunMujR9Tld8uXc9Ui7eTvDrXQ\n6Frw8fHhKiX24ygCWpoMdIzzkSNHjhw50lAz9Vx3yiALGmGL2EjIl4ohb4Rdn/fuu1ThxdSpiRcu\nqNy1tAVNwVRYprd/qWdQC1OeUAX86jWQyy03AYTRIAsagdCMn29z9cpBA4fu/7//U68PbdnawcFB\nuaZ16zAA4GVlUZeCoCD1p+ryQYtEJq0laYVZWftpJ60fUUAGBpB+flheHlZRiSc/Izq0t9gU3kS0\nm8Z6ggQaYaMIRJWvy243kiS9vb3XrVunXLl02VJMl0ArW9AWOvYKowUaw2TOzqoT6B1hd/gIADCu\nXkcCbYMgFwfCdpH3j6LL4l93NeJMjMNTLLYTCABA5uAg9vRUb0CwWISdHQDgUilILHLqlX1NDUZl\nAuFyqbGUkffuRRXwq9csMTpCC9u3b1+zZo32NsiCRtgu9EEkAIAV6zhe0wYJFgioQnWLFg21kXO5\neGUlAGDV1aSmw+tMhKcI4JOqmc8AQPTpTRUYl68ASYKu3D0IIxAKherR0MXFxStXrqyoqJg3b56W\nZ5FA2yK3bt1++uSpco2Li/OHH32oM/dVUwKrqMTy8uoudZ1/bHby8l+qu6HPnD0F+w7q2UOwIgWS\nRv8GhZzLrXVBVFaBBQTaoaaGKmgW6LBQ0tMTKy7GSkrw1DQiLFS9DcJofvrpp/j4+JycnIYaNGvW\nTHsPyMVhi3y3bEVJUWlpcRn9tWL5KpGoprHnZVWwtLR6l1YXaACoOfVPvWsOh1lhgB88SFhrQQsb\ntqDpSDusqsrg+emBdgsaMEzeK4IqIi+HeTl+/Pj06dO1qHNISMjmzZu1d4IE2kbpWx+NJ7c3behj\nomppDBcH/uBhvWuRqPk/J/R/vIXCgq7WakFTBUzXngXj4NIC3UBSCEIh0Ixr1y0xgTeWLVu2AMDs\n2bOrqqqysrIcHBxGjx5NkqRUKj1z5oybm9vQoUNHjBihvRMk0AgbBU+tb0GXljbCHB49pgpE1y5U\nofmJf+30y66AAwQqopuFegg0VFlEoHm0i6MBgZb36kkVGNdvWGICbyzJyclsNnvFihUODg6BgYH9\n+/e/dOkSANjZ2Q0cOHDjxo2bNm06ffq09k6QQCNsFPokbAqsuLgR5nD/AVWQxK0i/f0BgF1a2jMj\nQ59n/UQie4IAAImrq8TFpaFmSi4OiwQR6nBxABAd3yKdnQEAy87Bsht8H0cYSlFRkfJuyV69euXn\n51cqYtLHjh3r5OS0detW7Z0ggUbYKFh9F4f1ozgwoRBPewEAwGDIw8OlX35B1Q9JTgY99iC0UJjP\ngoYd0GAFC1qXQAOOEz27U0UGckObD39//4qKCnq7SseOHQHg4cNapxmGYaGhoUlJSdo7QQKNsEkk\nEjwzCwAAxwHHAQDj8628HZmZ8pwakWjVErgc2eefAZcDAP58vuvDh7qehiA6hCMwUEszejNhY/mg\nAUAeofBy3LhpiTm8mbRu3ZrP5588eZK6pAT6zJkz1KVcLs/LyxOLxdo7QQKNsEXwF+kgkwG1HdnV\nFQCAILCyMmvOgfm4NlUF0akjAJBubtLx46ia5r//rvNxOghaEByspVmdBV3ZOC4OAJAroqHxK1ct\nMYc3k5EjR1L/Tpw4EQC8vb19fX03bdp06tSpvLy8JUuW5OXldejQQXsnSKARtgj+vNa/QbQOIz09\nqLKVvRwqAg0A0hnTSRwHAPekJPoo2IYIFuoOggblKI7GcnEAEF06Uy8HeGoaVlBgiWm8gYwfP37C\nhAlisXj//v1UzYwZMyorK4cNG9asWbPvv/8eABYuXKi9EyTQCFuEdkATYWGkh0KgrRsKzXyiKtBk\nUGBxzx4AACTp33ACSQDAZbLmlEBjmHYftMzCYXb6CDQwmfJu3agiiuUwFziO79q16/79+9u3b6dq\n5s6du3r16oCAAC6X27Vr1xMnTgwYMEBHJ5afJwJhMPjzVKpAhIU2ikDbkaTdsxQAAAyjBRoAskZ+\nRBX8Tp5UPrFbBU5urh1JAoDY01OmlPVYHaVFQvNvVMFIkkuF2WGYFh80KEVD4yga2qx06tRp/Pjx\nVBnH8fnz52dnZwsEgqSkpHcVqWi1YIsCLZFI4uLiIiMjnZyc/P39P/jgg3v37jX2pBBWhd6lQrQO\ng8ZwcQQKhZhEAgBkc39SKUiO376dcrOofv2mfvWV+uN0EjstW1Qo5JbcScgSCnGSBAAZj0cyGNqm\n0VuxXeUqEmjNbN261fq5FmxRoKdOnbpgwQImk7l48eKYmJhz58716NHj1q1bjT0vhLUgCFyxz5ts\n3Zq2oMGKFnSoYomP6NhRe0sASEjYqFJTl2VUq38DlFwclgizYyv61ObfAAAAefduwGIBAP7kKVZe\nbvaZvO5kZmauXr3a+uPaXLKkrKys3bt3jxw58tChQziOA0B0dHRERMScOXMuX76s83FEEwDLfQVC\nEQCQnp6kizPp7l5bb8XNhK0UAi3vWG+dfdBAvU6HqhNorTF2ACCnw+wsYEHbK/za2v0bAAAcDtHx\nLTzpDhAEfitJPmSQ2Sejkwf3H+z99TflGgzDlq9Y1qJFkPUnQ7N9+/Zdu3bduXPHxPO5jcPmBPrh\nw4ckSY4aNYpSZwDo2bOnp6fn/fv3G3diiIbg8/nl5XzlGicnR3eFqhpBPf8GgFIUh/UEOkQhbfpY\n0OrQAq0lTRJFnQVtgUVCdrW+FjQAyHv3wpPuAADj6rVGEejbt5JaBrcMDw+na86cOfPo4cMWLYKs\nPxmaoKCg6Ojo6OjoNWvWlFg9Y5fNCXSvXr2SkpLatGlD16SmphYXF3c06u8EYQVGfhTj4e6hXJOc\nnPzo6QOjO6Q3eRNtWgMA6aGwoK2225skQ2mB7tzJ0KdxsZiTmwsAhK4YOwCQ83hUAau0gAWtsMr1\nEug+vZkJGwGA0XjR0G5ubr6+vvSlk07D3/IMHjx48ODBALBz504k0ODh4eHhUffXnpqaOnz4cBzH\nV61apbH9oEGDzp49q17PZDItNUVEfZhM5uzZs5VrVC4NhbagydBQALB+FAcnP58nlwMA6eVF+vkp\n3zpz9pROLwc3JwcjCADI53DkbLb2xkrZ7Czp4tBDoImInsBggFyO338AAiHwtAWfvKaUlpYCACW4\nyjg5OV2+fNkGrUCbE2iaioqKNWvWbNiwwdnZ+a+//mooJGX8+PGdO3dWqdywYYPlJ4iwFBgdY6fq\n4rCSQDsoliiJt/Q6pu9/38yAS1fqHlf4NzK1BthRyFksOYYxSBJENSCTgdqpVKbA1t8HDUA6O9Vu\nppdKeR4+YMOHQBoNdbBvTExMi/quJzabHRAQ0EiT0oaNCvTx48enTp1aU1MTGxs7Y8YMLW86Y8eO\nVa/cvn27xDInvCGsgJIPOhQASHd3wDAgSaysDAgCcIuHHjm+eFE7gU4a/Bvj/+//PvvsM0wujxg1\nilVWBgCh2TmJSg1oB3QGj6vhYHAVMEzMZHIlEiBJrFpAuug2dfWHXV271KmPBa1yRC9V08Q0ms1m\nA8DEiRMHDWoEJ7sRmPS7LlCsdGshT+nUIj3ZsWPHBx98EBUV9eLFi0WLFtmCHwphNbCSEirnBunk\nWOteYLFIJ0cAAJkMq6iwwhzqLOhObzXUhmQwChUbVbolJyvfogU6i8vTZ7ga2h1nbi9HnQ8a/RE1\nBocPHw4PD2cymVjDaO/BJIHu2LHj1asNrieQJLlz5862bdsa1Gdubu7XX389ffr0/fv3v4HHiCDo\nPYRkq1b0GaZKbmhrBHI4pKdTBUJrLpvCgQOpQrv0DJ5Spr06gdbPjUsLtNnTcehvQaubz9rrETo5\nefLkqFGjHjx4IJPJjO7EJBdHenp6ZGTkrFmzVq5cyVGEc9K3Jk2alJiY2NCzDfH777/LZLLS0tJv\nvvlG5RbyLL8JYPVj7Grx8ID0DKDWCUNaWXQCrPJydmkpAJA8HtGqpZaWVSEhguBgXkYGSyYbyK8N\nNGSIROyCAgCQY1h2/T+KhhDRfmdzh0Kzq/W1oAWiSo1a3MRcHNYkLi4OAAYPHhwXFxccHIwb5Zoz\nSaD3798/c+bM9evXnzhxYs+ePT179gQAmUy2cePGxYsXi0SiwMBA6mAu/Xn+/DkAHDhwQP0WEug3\nAZUYOwp6ndAKmwkdU2tNeGm7tjr93flDh7bavBkARpSWUrlQeVlZGEkCwEsOR6rf32QNi0UVzG5B\n29M7CRs+0gVhIZ4+ferk5HT48GFTnLQmuTjGjBnz7NmzcePGpaam9u7de+7cubdv3+7Zs+e3334r\nFotnzZr15MmTYcOGGdTnzz//TDaAKVNFvC7UrRCGhdKVdS4Oywdy0A5o6Vs6cvUCQEH//gSDAQAd\nBQJuTg4A8DIzqVuZPL0c0FDPxWFWc5Ug2NQqEYZJHR3N2fMbSUpKikEqJJPJQkJCTFxCM3VB3MPD\nY+/evadPnw4ICIiPj+/evfudO3fCw8Nv3769fv16KqgFgdCfOh90WJ2Lw5qh0HQIh7S97hg7qYtL\ndrva9Ek+586BkgNanxg7ChG9SGhWCxrj86lwbJmDg/ZMSRQCUaWyQ0O6YB7yb5hCly5d0tLSTNwg\nbp4wOy8vL1dX1yzFr2ZERESY0l8XAqEnWLUAy30FAMBmE8F1karWDIWus6Dbt9Nns9PzHj1aPHoE\nAD6nT2d+9pmSBa2vQJtlkfD+/QeJF+ot+XhXVEwGAANDOMRbf2JPnQYAmOLPGWEcy5cv79+/f1xc\nXGxsrNGdmGpBi0SiBQsWdO3a9f79+/379z906FCLFi02b97crl27U6dOmdg54k0DS0ujzmMlglso\nb9mwmgVtV13NKSgAACmOy0JDdbYHgOz27QUcDgCwi4tdHjyos6D1dnHULRKaEGa399d9lfwqDptL\nfz08e4G6pU8QNA0ZVJvdCcvScWQMQjuRkZHHjh1LSEiIjo4+d+5cTk5OtSa0d2KSBX3x4sVJkya9\nePHC0dFx3bp1X3zxBYZhw4YNmzdv3pYtW4YNGzZmzJiEhAQvLy9TRkFoQSKRnPr3lMprVM+Inj4+\nPo01JVNQckDXewOzmkA7pKdTnxCZXK4DU6+/DsLO7l5YaJ8HDwGg+R9/UBEgBJuda2+v56DmCrNr\n165doFLyPOLYMapgkEATiuQhOBJo06BjnI8cOXKk4fN3tPu1TRLoqKgoABg6dOj27dubN6/dM+Xg\n4LB58+aPPvpo4sSJBw4c+O+//0qtmCXyTePa1WtbftrWvXt3uubVq1dPHj9dvHRRI87KIAiC2LZl\nu1AkBIB3zl3oAwAAeY4Oytnw6vIlWTgO2kHhgE7j8cK1N1XiTpvWlEC7K7KWC/39Cb2TuyttVDGn\nD9pRsZnWIBcH2cyPysiBFRaCWAy6cokgLIpJLg4XF5c9e/acPHmSVmea/v37P378+Msvvyyz7knM\nbyBhYWHvKREREdHYMzKMsrKy/b8dkEsJuZTwKCikKo+/SFduQ3p6UgVL+6AdFQ7o54asb+f4+KTV\nD3nWfpK3CvQiIWbWg70dxWKqYJAFDUwm6d8MAIAg8OwcM87nTaOhaDSDgtNMEujk5OTx48c3tFvR\n0dFx27ZtGlPNIRDK+Pr69u3bt2/fvoGKk7DznOqFhSlZ0BYWaNqCNjAA6WT9Xa/ehvzaW2gnoXEW\nNCh5OZAbutExSaCVM7c2hM5jaxEICkwm4+TlAQCJYXkqmsLh1Ga/FIvNvpuDBheLudnZAEDi+Au9\ng+Qovnn1SqXm8uUrGluqU+fiMOtOQiMtaKV1QhwFcpgVqVRq6CNmSAyWkZExbdq0t956y8PDg0oW\n9eDBg9WrV+fm5preOeLNgZOXh8lkACDy8BCrxe1a+mTCwUOG9B06FJPLAQAjiBo9AofNRZ2LwzYE\nmkCBHOaDz+cvXry4d+/efn5+LBbLy8srIiIiNja2XL+DH00V6D/++KNdu3abN29+/PhxaWkpleSz\npKQkNja2bdu2//77r4n9I94cqJ14AFBZP0c+Rd3JhBYQ6DNnzqnUXGk4C5g66ofGGoRNLRICAKkI\nBcGQD9o0Dh482KJFi5UrV167di0/Px8AiouLb9y4sXr16pYtW2oJ7aAxSaCfPn06bty4mpqar776\n6saNG82aNaPqO3ToEBMTU1VVNWLEiIyMDFOGsAI8jhP91dhzeaPhKQS6yt9f/a710/ZbDUv5oJGL\no1G5e/fup59+yufzo6Kijh07lp6eLhQKMzMzjx07FhkZWV5e/sknnzx+/Fh7JyaF2a1fv14sFi9Y\nsOD7778HADtFvL23t/ehQ4eCgoLWrl27atWqX375xZRRLIqKKDeZDOV7dv+qEj/TuXP4O1HvNNJ0\n9KKeBV2lmve5LhTaWlGbfr7N9fxlmDVrpilGtIXyQZuwSIgsaDOwZs0agiAmTpz4888/05EUQUFB\nQUFB77///vjx4/ft2xcXF7d//34tnZhkQScmJmIYNn/+fI13Fy9ebGdnd/PmTVOGsCgaTeYmYEfL\nZLIfN/6kvKmMw+auiYtv7Hk1yMl//43q18/nzBnqssvPP6u3sf7JhCYSGdlHz5Y1dnZU5musWgBm\nSgqGkaSDRAIApBEuDh8fsLcHAKy01HJLsk2ey5cvA0B8fLx6nBuGYQkJCQCgMyGzSQL96tUrPz+/\nhtI1OTg4eHl52b6Lo0ni7OzcpT6NPSPD+P33wyo11ndx5OW/1L9x5/DwxAsX6Evlsk5IDJNT2w4J\nAqvWfUqRPthVVeEkCQA19vb6ZEqqB4YRgbUH9KGMHEbD5/N9fX1dXV013nV3d/fx8dF5TLhJLg5X\nV9eioiKpVKrxCO3CwsK8vDxvb29ThmgUoj+OqakRK9d8Mmb0mLGfNNZ8mjYrvtN8XrsKr4UFbZAu\nKyPjchkiEQBAdRU4miEHJFOx50Wg36EBKpBBgfA8FahAjg56nZyLUCEsLOzRo0dlZWUaT4YqKysr\nKCjQGalskkD379//wIEDu3fvnjx5ssotkiRXrVoFiu3grxdMO9acRXPpy/z8/P9On2p0gRaJRNRp\nBjQ4ru9m4iaA5QTaVSIR2TE4srozqxIvXFiyZMkh8w6jFRmHQ22pxqqqSd27C3TDVBzeKNA7JYgy\nRFAQZXXj2dlyHW0RmgkPD3/06NGcOXN27typ4uUgSXLOnDkA0LdvX+2dmCTQCxcuPHr06MyZM6uq\nqmJiYqhtiwKBID09PSEhYc+ePUwm05RUe5ZG4zE/9+4nwdIVjTIf7WzftuPWjVvKmaeSk5NHfRLT\niFOyJqSXYrd3UbF5e56clU2pc1VIyN1t20i9c2iYERmdm9RModBMxRFc1cZZ0C2CqAKmyJ6KMJQZ\nM2b89ttvu3btyszMnDVr1ltvveXt7V1YWPj48eOEhIQLFy4wGIy5c+dq78QkgW7btu2xY8cmTpz4\n7bfffvvtt1QlnaTf19d3x44dHbQeu9noqGi0QFQJKc+1tG9EpBLJe++917FjR7rmwIEDRuxNsjUW\nL1mol5fDMnHQDmlpfQsKqHL61KmNos4AIFfIqLn2qtAuDqHRLg4AQDntTKBz584HDhyYMmVKYmKi\n+mKgi4vL1q1bw8N1pOQyNWH/kCFD0tLSfvzxx/Pnz6elpeXn5zdv3jw4OHjQoEFTp07lGrhftlEQ\nVJfzXL2AUjqhqLGngwAAGD06RiU200IujpY7d1IL5SVvv13eqZMZezYIGVcho2aKmqhzcRgl0Gbf\nTEibQU0jjFVPYmJiBg4c+MMPPyQmJqanpxcVFXl6erZs2TIqKmrOnDkNrR8qY4YTVbhc7rx58+bN\nm2d6V40Dg0H6+mA5LwEAV8uogLACowYOPHTuHJAkwWReOXmyiM+HP1U3WZFOjsBmg1gMAiEIRcA1\nRndUcLtzxy0pCQDkGJYyaZLpHRqNjFNrypjdghbY2xthJZGBQVQBz84GkgQTXizUtxoAALxn2FGl\nry+urq7UahwANBRPoQWDw+xIkiQIgiAIuVwuk8lkMplUKpVIJBKJRCwW19TU1NTUiEQioVAoFAoF\nAoHOIwNsAUKxBxJD+UMagxZVVVT8rzAwkLBr0Gio2+1dZoa9KhhJBisCri/4+ggCAkzv02jkis8b\nzEx/L6a6OFycSWcnAACB0JbDZl4vDFVnMNSCbiizqHZs/0BuUrG3GMt9BXqk6EOYl2DF+3hVq1Za\nmpEeHlheHgBgJaWkpu3gehLVr5/ypRjHd7dqNV6tmUwqy8zMUq4x7vdfH2Rccy8SKrk4PLQ3bQAy\nMAh79AgAsOwcOh+3oTSBbV/6Q/16zJw5c8OGDaD3b4sFT1RpMpDNaYHOhbe7Nu5k3kBaKsy96pAQ\nLc1IT4UFbcJelfsPHqjUsAmixF7DuSG79+z579/THh51+paRkTF+wjijh9aCrG6R0CZ80ECtEz56\nBAB4VhbR1cwbndxqaszbYVPFMIGuqv/xThDEtGnT9u3b16lTp2+++SY8PNzX17egoODBgwcJCQkP\nHz784YcfZs2aZdYJWwTaHMNzkQ+6EaAFWqcFTRWs89ItEoo+/vhj5U2Yhw8frhGJtTxiNLSLw1zp\nOJR90Mb1QAQFUqHQpqwTaoxkBYCtFy/zztXb1PPdO+8YPYqNQMkj7ceoMsfLkGEC7VD/mInt27fv\n27fvww8//OOPPxiK7aSenp4dOnQYO3ZsdHT07Nmz/f39o6OjTZ+oRSH8kQ+60bCTyZpXVwMAiWHV\nLVtqaVm329tYgbbZN26lRULbsaCDqIIlIu14MplKTeLFi7ERPcw+kDVRkUcHAw/l0YhJuTi2bt0K\nAD/99BNDbbM/juM//vgjAKxdu9aUIaxDnYvjJRJoa+NdVMQgSQAQNWsm1xqXWbdI2OQyjtb5oCvN\nYHZhJGlXVQUAJAZCEyzo2t5MS8ehHldHhGh+T/r++zhTBmqSmCTQKSkpLi4ufprSqwOAr6+vs7Pz\nkydPTBnCOpDIgm48fBUHxWp3QIM5XBw2G4Qrq4viMMd7cVUVRhAAUGPPIXAj/8ZJ84VCy98dShXE\n+38ViCpFt6+b2OFrAYZhn332mZYG3bp1C9AVO2SSQHM4HD6f//Kl5qRf2dnZFRUVZrHzLQ3p7g4c\nDgBgVdUMsx47hNCJX37tRj7tDmgAgDoXh5VSQlsNuVkXCWn/htCEaHEiMJAKf8Zf5oLcpIQcmOKM\ndoL6LzbWqG9KFBYWvnz5srCwUHszkwS6V69eADBt2jS52v+fXC6fNm0aAPTu3duUIawEhhEKLwdL\nsfEXYQoikSgzM0v561UDm4B8FT/wqtBQ7X3WBXsVG5+OY0p9N3fihQv6J262HObNxUEn4hByecb3\nwuWQVOIXiQTLyze+H6kUz8gEAMDxhpwbFLGxmjPLv0b88MMPmAIA+PXXX7EG8PHxKSgo8NcVLWpS\nmF1sbOy///77999/d+/efd68eV27dvX19c3Pz79z505cXNy9e/dwHF+wYIEpQ1gN0t8fUtMAgFWg\n4zMNoQ9LFi99/ixVea9/cnLy5xM/U2nGIAifwiKqbAUXBwD0U1iXuR9+mDZ9utH9mBfz7iSs26Vi\n2n5LMigQKywEADwrS97cyMBzPDuHyqNANvMDxYvCe+8NO3HiTT+w1NHRMS5Oh9vdJIGOiIjYu3fv\n119/fffu3ZgY1bRqLi4uW7Zs6datmylDWA0SWdBmRSQUTZgwgT6mEgA2bdokkaimdvIoLbWTyQCg\nxstL58EfZsjZT5JRCoEu6dP4hjON0kYV87o4DNjm3a/vAL7C9KbYWFIyBAAoN3QfI1+FsbQXVIGo\n/wF88sSJd997jypXBwcPDwjoadwAtsSMGTOmTJlClR0dHceMGbN9+/aGGnO5XFzXCoGpG1U+/fTT\noUOHxsfHX7x4MS0trayszMfHJzg4eODAgd98842Li4uJ/VsNOhSaqdWCfjNzvlgO2r+h03wGANLF\nBezsQCbDKitBKgWtG2fLysq+nT1HKq0XzjWlS/ggqRQApM7O/LfeMmHiZkbOqXXL6rPV+4f4dQ8f\nPFKu8fOrt/3VOIGWSCTbtm1Trkn/pDYHuimRdvgLWqBV/RtXTpzoM3w4kCT35Uu8eXOjh7AdWCwW\ni8WiL5lMpomLcGbYSeju7k4b6kZk4PwXlAAAIABJREFUA7ER6FBoVmEhMDR8CxpzviCZNpE6B7TO\nFUIAwDDSzQ0rKgKSxEpLSR8fLW1fvnxZIxJPnDiRrsnNzZX/vIMql/bsSRob3mAJSAYDOBwQiUAm\nA5EItAYvnz1zbu6cenmEFy1a1EMpiJh2cYhMc3G8UmiNKZF29Aoh2Uo1yF3G5Yrd3dklJbhU6tfk\n9haaJcWFmX9HX1N1BgBS8TLOVLhEEVbAV7GKXa2PQAOQHgaEQrNYLEcluFxux+xaS7AkIsKo+VoQ\n0tGRKug0onEcd6yPykYEpUxJJuX7zaMF2oTjvXE6hCM4WP2uUBFnFiAUGj2EjUCt/n3zzTfKlzrR\n3qepAn348OHw8HAmk2n0DGwEOhRa4yLh3r2/WXc6bwYk6WOIiwNMWyd0KijwK+cDgJzNLnv7bUMf\ntzSk4ihCzOS9KnUuDp5JFnQeuzZFiVlcHKSmEA5BYG20daDAPKflNjFMcnGcPHly1KhR5ppK40Iq\nXGCsoqLX4yPl9ce+oIBTUwMAVSxWjdJRXlqoE+hSg0OhA+/dowrlb78tZ2vIjtTI0M5Kk/eqKEVx\nmGRBFzCZtU7//HwQi8GIH5pIhFH5bZhMemuiMkJaoIXCLFPmagM0fi4OFSjX8+DBg+Pi4oKDg3Wu\nSNoypAOPdHXFyssxicRFzR32f//3KTKihULR6JjRyo41kiQj+xofC+GYlkYV0nTFb9SNWHcyocEW\ndOCdO1ShyJbiN2hIxQ/BDBZ0XRy0SQItwzDSvxmWlQ0Egee81B7FrBH8RToQBAAQLYI0LuoKFBk/\nggSCS6bM1QawRC4OkwT66dOnTk5Ohw8fdtL7D8yWIZv7Y+XlAOAhQgdfaUAoFMhlxNKlS5VqhFu2\nbja6Q0fFy2+Gs7O7fo/U+aANdHGwi4o8srIAQIphpT1tMqBL4eIwPdKungUtJUzpiggKYmRlAxVp\nZ4xAa/NvgLKLQyhEb67qmGTzymSykJCQpqHOoOSG9tS0oKwesIFCOEzEQWFBp+v9K3T00hWq8PfO\nXX17R/XtHRXWqk1ZWZnOBz2vX6cObbnr4CCzyfQDpGJWJh6qghGEIlMSVmNv6sFgpGkpk+qCoBtY\nBJY6O0tdXADAXi53VrjOmwwkSV65cuXo0aPUJUEQK1as8Pf39/b2Hj16tM593mCiQHfp0iUtLY0g\nTPqIth0IhRvao4EFZaJT3YnakiULrTGnJo2j4QKdp9jqEtmmTXx8fHx8fLt27QQC3QEAHldqlT3R\n2dnwmVoF+odgmu/SrrISI0kAqGYyCdxUq5Qw7XjvuhAOtRg7GvqwMa+mlWJFLBaPHDkyMjIyISGB\nqvn555+XLFny6tWroqKiQ4cO9ejRQ6ef2iSBXr58uVAo1Llb8XVBuwUNcjme8py+wnM0p4hC6Amr\nrIxVVgYAYhYrT29XaQW7NvCLWX/Pm3aYFRUuDx8CAGnDAl1nQZsm0LR/o8ocC6F0VmjjctrRFrR6\nEDQN7eXwalqHH+7cufPPP//kcrmRkZEAQJLkmjVrAOCXX35JT08fMmRIVlbWjh07tHdikkBHRkYe\nO3YsISEhOjr63LlzOTk51ZowZQhrQm8m1OiDxjMyQUm4MSTQpkE7oAt8vEm9YzErFaLDMuR12P3W\nLSr9ZpaXV7GthurXhdmZ5oOmY+yqlLa0GY2SBZ1lxON4WoPbCGnoQA5PwyNzbJk9e/YAwPHjx7//\n/nsAePLkSWZmZrt27SZMmBAcHLxlyxYAOHJE9fR6FUxaJKRjnI8cOaJlJNs/NJaCtqA9RCL1xGt4\ncrLyJdZAklVDKS4urq6uFwHq5upqlp5tHNoBna91Q6AKtEAbZEF7Xr1KFe4FBYJaPhBbQbFRxUQX\nR51Am8eCNj4rNFZeTkVDkg48soGs8aBkQXs3LQs6MzPT3d29f//+1OXVq1cB4KOPPqJks0WLFl5e\nXlm6PvbQobF10D5oT00CjT2tJ9D4y1wgSTB5G06fiL6dOnVSruFX8NVPqGl60BZ0vo83yPRdxqhm\nsUgMw0jSrrISIwh9tmszamrckpKo8r0WQfA8zaj5WhxzLRKaWaC9vIDLAaEIKyvDKqtIJ0fdzyio\n2+Qd3FLLX4qwzsWh2YJWP6jstVifr6mpcXNzo63Ya9euAUBPpQgiDMMqdL0ImiTQr4tprCekny/g\nOBCEi1iMy2SEXb0fDv70Wb3WNTVYcTGp3/YKLXh4eMyePVu5ZumypQ01bko4pKZShTxfH3iZp+dT\ncgyT8nis6mpKo6W6snFF9etHlyv8/Ips1QENAEBrn2lx0HU+aHO4OADDiIAAavUFy84mO7TX/1F9\n/BsAIPbwkPF4dgKBfU2Ng35vDzyOk+1rdIsWLZ49e1ZWVubm5iYQCI4fP85isej8+EVFRYWFhWFh\nYdo7eY23lpgfJpMSXIwkWWpvW/gzhUDTCQrQAYbGYicUcgoKAEDOYBQrNgfqiUQhskxd1scf9d1u\nznl5P+/YadBY1oR0oHNx2JJAA5CBtVEWhmbkwNMzantoqSELhzJ0Rg53taMYxnwyzqBBbYcBAwbI\n5fKZM2fm5OTExcVVV1dHRUU5OjoCgEwmmz9/PgDozMaMBLoetBvavv4vih1B1AYM4bi8V22eHTzH\n+AwybzgOL15QUclFnp5yA/05YkU4mvZ1wogetrhdUBtm2qhiXhcHABDGHu+N6WdBg5KXw6Oo6aQq\nmzNnjouLy2+//RYYGLhy5UoAmDdvHgCkp6f7+vru3r2bzWYvWrRIeydIoOtBu6HZ9X9RfCsqqFMh\niKBAonXtyUyvqQXN4zjRX401B+NWCClogTZondD2MZsP2qxhdmvXxP989hxV/mfTj8PfHdGvb/9S\n/cItcMX/spYgaAp6ndC9CQm0n5/frVu3Bg8e7OzsHBgYuG3btqioKAAQiUQsFmvYsGF37twJ1XXM\nm2E+aONi5ozYk15cXDxr1qzExEQAiIqKSkhI8KTPo7MkdRZ0/V8Uf36tVUK2a0sqXsew182CVldk\nHsfpuxXLdu3czVb6Y+bz+afPngoJ1Su9nHHQK4R53t6GPku7OAyKtLN96tKNmiuKg8Uy3f5KfZ46\n+IMPYf16AOjbPMBt0eJ169ZV8Cvc3XVvzsfSFYuEuixoeq+KR1GRimv5wMF9je7lMFqOQkND//vv\nP5XK9u3bN3Q+pzqGCbSjowFruDSGriVKJJKePXtmZ2d//fXXALB58+abN28mJyezzORT0wJ98BW7\nvovDX2GsEW3b0m1saq8KtRqWeOGCoQ8WFxXHxsaGKGX73LlzZ1l5uTknVx/lhTtkQddBLxKaz8Vh\nliXRiPXrqYLH9etR/fqte/ddjc3Kysomf/GlWCyhLt0lkj+qqgGAdHUldal5nYujuDhDjylZc4XQ\njHJkxHkmtuji2L9/f3p6+nfffbdhw4YNGzYsX748PT394MGDVhiatqDZ9bfJ+5crBLpdG6LOgrYJ\ngf5l1y5a8qL69Zsxc6ZBj//4o/HZjoxgzdq1ypeTfv3V0B4k+gn09ZtX1CsnTf7C0OGshvl3EprD\noDl48JBKzYmTJzW2LCwotGdzFi9aTH3FfjySqtdpPgNAja+vGMcBgFdVxVT79qUzpilfkg48sOLx\nKybKEZ/PX7x4ce/evf38/FgslpeXV0RERGxsbLl+NpBhAk0ahUFDAMCBAwcAYOzYsdQlVdi/f7+h\n/RgBodhMaN+QBd2uHRlQ66e2BYFesniZeuUPP6y3+kT0YvnyFeqVK75bZVAnei4SAsCE999Xvtyz\ne7dBA1kbNrs2QEgsBonEuD6UMyVVW+yNs0P7TjrbcHJrV2h0OqABgMSwl4rt/txs1aVIxn+na0ts\nNgBg1QLGhYv6ztVkTJGjgwcPtmjRYuXKldeuXcvPzweA4uLiGzdurF69umXLljq3EYJtblTJyclx\ncnIKUBiqgYGBDg4OubmaV+TKy8szMlTfiuRyOUEQ9+8/MHRoVkUFFfZil5+fqgjUrczL86iuBgCS\nybwnEJA1NRFMJi6VYuXlj65dl5uWclcoFNIDUVRXV2MYlpqaqnwYjUAgKCwolMsIjtJpdSUN77wS\nCATq3WpsOWpUTKvsbOXP0bKystTUVPU3OD6fX1VVpdxtTU1NRUWFUChSGUsoFJaWlmZmZgqUjsng\nN2zwVlRUKPfA5/PLy8o1/vfxy/lZbu5dAQBAmp+fmppaWVn59MlT9R9FWmqqp2K3Z3FQ0J/z5+dn\nZZWUlGj8gUsk4rS0NOXXz+rq6oKCghqRWNmtV1xcTAJRWlqq3ENOTk5RYZHGbgFA/SdTVFjEZrKV\n9yKVlpampb3gOTj04NjbSSQA8Pj6TZlzg0u41dXV6t2WFJdkZWVhJSVUpiQxl1vK5+fn5Quq600s\nLy/PnsPW+LNV/xaEDR9Dpd5DZkYmn8+ne3B7/JgqvHJweKnWuKKi4sWLF/b29nSNmMWiLO3q27dT\nFb97RUVF/Dt38dQ0ACDs7fM/HNHs4CEAqNjza5qvwc4xACgpLgGAtLQ0FR+6k5NTSANn+hgkR8rc\nvXv3008/JQgiKipq5syZHTp08PX1LSwsfPjw4fr16y9fvvzJJ5+EhYV16NBBWy/GGcUWxcHBISAg\nQLkmICDA2dlZY+P27Q2InNcJDiAGIAFIAJ6isruihj5IOVVR086MYxsF2cCX/o2tiUGzbYhwxVM6\nP37nK1puMXK+1iZDMeEgY3too+ghxUxTMvq/7JiiZYx+Ay1StFd5+5uhqP8boKuiXARg9r22V69e\nNV2OlImOjgaAiRMnEgShcosgiHHjxgHAmDFjtHdiixY0SZIqJxmSJClp4KVv7969LxQhATQTJkyQ\nSCW7duvYlXDhwsWK8grlT7CHDx9WnD/vWVUFAAfi4yr9fAGgVeJF2LkbAMgOHZZ+9BEAMPbtg4wM\nABjQqtV7H3+sbAgcPXo0JLSVPZujHEBz+/ZtB0de3qv8AQMG0JUFBQVZ2ZmfjhurfZI6GDteY/W+\n/Rp8u21Xxm3y8xtw/jxd0yIoaN+q5eot7yTdeZ6S1r17d7omLS1NTsrfe2+Y1Wa7eOHS8ePrtf/1\n119XrFrOLS+Had8AQKiLy77NGwHgzOlzNaKatm3b0i3v3bvn37zZ1KQ7kHQHADpN/mKfCSe/WIH7\n9x48fvSE++gRFBYCwNwpU24IBJVVFSnPno8ePZpuJpPJ/v7n77nzvm2oH6/nz+G77wHALTRk31LN\nMbalpWW7du7+8MMP6RqBQHD5yuXpM77W0FrTf9nnn3/2cUWVsm304MEDL29P5eN1oubMh7x8AKjy\n81s6aZLy44cPH45dNF+lz+Z37kLCJgAY3aG95/w5dH3E4uXU3xoMH/5u587lGze68vmeANE+PmFf\nfqmzWxX27N57/tz5hQsXduzYUbmezWY3tGfEIDlS5vLlywAQHx+vfi4rhmEJCQn79u2jIkO0YIsC\n7evrW1zfBczn85spTt1WITw8PDw8XKVy8uTJJEl++NGHGh+hKS/nF+YX9e3b9//bO+/4KKquj5+Z\n3WSTbCopJKSSECChk4AIgjQDUqRIEQSl+TyAgO0FaSqIIF2KSJMmVYVHQBQEAYn00EuAkEZJI71n\n28z7x+xONltmS7ZMwvl++GN25u69d9jNb++cewp7RiKRyBLvM9lq4po3V/TuCQCOly4zV11feYVp\n7JyQwHxpmjk7B3Xpou5H+O+//zaPau7q4qYedF9YWNjA21MocFAfKyUlReBAGpwkN+WVQ3S6M+vs\ndsvmH1uqxa/ndu3qWVqqs6VAIFDIafXZOjk5ySmZNWZbXlmis9NVK75TnwAAHDlyZMjQ6h6ci4rG\nvPs+AOSsWlFWWs4kdWQoKyuLbhkV/Psx5mXbDya2bmn3px0unJycK8ornbKyGIF+JTq6XCLJzX+R\nl5uv/p8gk8muXL3M8SkIjv7OHDRo1lRfs+fPn//x+5/q3RYVFaWkpuhsr/Mj6/Jal1UrVqublbKz\ns98ePqS6B7lcPP4DAACCKPTx0fgcz5w9oz0W2bIlI9D+BYXsVaK0zGncRKYf7/fee93bu/zePa9D\nhwBgoEIRYES3Gvz774XTf5/u1q1bXFwcd0sWk+RIo1lAQICXntxn3t7e/v7+HFZKBj4KdFhYWHJy\ncmZmZqNGjQAgIyOjtLTUYEykpShT/YcSKjMTeU+ZJqmscWPmoErlvetXaf9a8eXFeWKPGtHSHE5I\nLmq+287Z2SAW62tpJcorS9T/4E31lzI+uMappFQZSSR2oaKamzSKvZCr9jOEFRVgVsIsIl9ZXIZu\n0MBSs9L+yEZQVN83+2g081DLc0I+fcbsc9KNGlUZV6qUCm8MIhFIJERmJlFcQnu4AwB59iwpkwNA\nWUSExNsbAHK7dAk6dAgAehQXP7REtjKDmC1HzZo1u3PnDpOLQ/tqQUFBdnZ2QEAAdyd8dLMbNWoU\nqGVKZQrGsLuo1qasgVKgyedKZ3JSlceunBVoVY4kPx5ULyQf1rA3Snbr9VUgam6RO2VnW3FaHKj2\nOStyjHXX5+azz2Zqn/RRJXJUtGplntjZHnbDWaB/d44DsbO7aOp05li4a7cFI0UrHt5jDuiAAAAg\nSdJTC/UHeeODvKsRCikmZQdNE6qdRuGJk8xBfqdOzEFx69ZVbm4AECCVumnZNq2B2XLEPNnPnDmT\n1vJko2l65syZAKDxbKENH1fQI0eOXL58+Zw5c6qqqhQKxaJFi5o3bz5y5EjbjF7mqVpBZ2QAAJGf\nT+TmAkAFSbILZ4nqwKeyyu7BEuTd+zVePkzS17KBVCpU+8sXlpa6KhRWnJkuiKJiYH7VxC4m5a40\nFW9VZh+qXRvulvyhhkC7uREE8fjx44ULqzcJaJp2ddP90GPVwH06sBE4OIBMRuTkQGUlOBsodchW\nuqIjwuH6TSNHoZo2JRMfAAD5KInqEAs0LTipjDLP79BB2SFJPmvZMvLSJQDwvnixVI/rhQUxW45m\nzJixZ8+e7du3p6WlffLJJ61bt27YsGFOTs7du3e/++67M2fOCASCWbNmcXfCR4EWi8Xnz5+fMWPG\nunXrAGDo0KFr1651qZ03m/GwK2jGzZm8q1w7pDg7s89TlayJo6LCFj/inJC3argzEIkP9LUM1VqX\nBZrrb2s2hCrIlTLCilcbfNPSlAPFxFh1IEuxcdMm9rj5ypXNAb78av6Fy/9WVUnUm3mbYruwWFpO\noZAKDSGTU4CiyLR0KjqKuzmhWttSTSONF2i6RTQcPgIA5IOHAEDeucN8W0pFopIW1VsIae3bMwLt\n9++/6e/r3na2IGbLUfv27fft2zd58uSzZ89qbwZ6enpu3LhRe/9MAz4KNAD4+Pgw/uG2p9oGnZEB\nAGSi0oCQ4uTE2tikvr5M2ngviYS0+SJUA/LOvRovHz3S1zKkQtMgE2B7gc5S2lVoQ9Y341m1agWU\nlmucrF5Bt60DK+hhb+vwRvt64Tflsw2ssGwG3TgMklMAgEhLB0MCTbICHWE4SoWFUqV/Yb7D7PL5\nrr+/emWGjKgoqVDoKJeLU1OdsrKqLPdF0ofZcjRixIg33nhj5cqVZ8+eTUlJefHiha+vb0RERI8e\nPWbOnKlv/1Ad8wW6tLR07969p06dunHjRl5enkKhaNSoUYsWLQYNGvT222978DkzOidqNujnoFbp\nKtnJiV2JUUKh1NtblJdH0rRTXh7Y8WZpmrxzV/0E+TgZZDLQFfIfotrSpAUCQqEAu6ygM5W5+elG\n5vxdaWxY6cO1okJcUAAAIHahmhvIiY4YAxUeLoDTAECmpRlckpBG1IrVMYTqkyIePgIAgcoAfatR\nI/UfBLmj48Pg4NZpaQDge+HCs2HDjB/C9nh5eS1erIyVtVEuDpqmN2zYEBISMmXKlP/973/p6ell\nZWWVlZUpKSlHjx6dOHFikyZNNm/erG0arxNIXFxoVzEAQHkFUVjIVrpKVnN2BjVHDme7Jkgknj4j\niooAgG7QQFn0ViZjLYAahKlW0CVRyi98I3sKtN4iddyUV5aoP7ZLVy7XbhOsSqWiaN26ruwQWgML\nJhWiw5U75IRW4K4mVVVK/xmhkGocZvwQVNNI5sMi058QmZmCK1cBgCbJ21pr5NuqCgA+qmqT9RWT\nBZqiqPHjx0+bNq2oqKhNmzZr1669du1aVlZWTk7OrVu3NmzY0L59+7y8vMmTJ0+dOlVh78d/82DL\nexPPnrGFVDQEmt0ndNaqAWFLyDvK8EaqTWsqWulMVl38pSYhKht0vspJyPYCTWZmMQdmCzSDZN13\nzIHgr7+0rwapBJpqbzhrRP3A2gneKJULE5maxt2STE0DigIAKjQETMoH4uSkLCKuUDhs2AQKBQCU\nREdpJ7a+FxaqIAgA8Lh3j+dJDYuKir7++uuuXbsGBgY6Ojr6+vp27tx5/vz5VkmWBABLlizZtWuX\nSCTaunXrzZs3Z8yYERMT4+/v7+fn16ZNm6lTp167dm3r1q0ikWjTpk3s2r5uwSYUFVy8TBSXAADt\n7Z1f89mEXUG72FWgBbeV9g2qdSuquVKgiQc6An2JsnJfiQQAKKGwqH175qQ9TRyBtTIdKvooAw0E\n/15w0CrUHaTyIKRUd8pzDh76pfadyKZNUR7Mm6PxnFF71FbQBgSa3SE0Jo+d5igqK4dwm9JbNL/T\nK9rNyp2cbojFAEBQlM/Fi6aOYjP27t0bFhb21VdfnT9/PjMzEwDy8vIuXbq0ePHixo0bG2PXNk2g\nnz9/zmju3r17J02apB3CCAAEQUyaNOmnn34CgG+++caYrCJ8g1bVVREcVybbprRqZVabOGomJrUx\nrAsH1a4t1UIZ66xZ3xYAAIhHj5hPqzI4uELlQdFIItFuaZDaFGQhnqm8OFSPKeZBhwQrP5SqqpDH\nmp6FIaxAx9QNgdbJRV3axIHg6jXmQNGxg8UnQ4U3ZryYyPQnwPlkzOQ2AgDKdB84SmV8I1SpCvO6\ndH727Nk5Na5fvw4Ap1X1gpuvXGnqKLbh0qVLY8eOLS4ubteu3b59+5KSksrLy1NSUn755ZeYmJji\n4uKxY8deuXKFuxPTBHr79u1VVVVDhw59++23uVuOGDFi0KBBMpnsxx/5W6ZTH1Sg8ulbcP6C8ky0\nZigaG6vibChY06qwXoBUq5bsHotORw72z6YiOFjm4aFwdgYAMUURBQXGD6ehy2ZoNKGSTtrf5Foq\nGih692IOwh7VEGjH/Hy38nIAoF3FJgRK2JspkyefPXPm7Jkz97/4gjnTMeEaYXwZQJms+stgDcOO\nszPNVFeQyYjnXBFGxteK1YZqVqMEFB0YGP7WgHdGj/T2bcD+a9EqesLE8efcq797PXr2VK8CwRMW\nL15M0/SAAQMSEhJGjRoVGRnp4uISHh4+fPjwK1euDBgwgKKoJUuWcHdimkAz5Vs+qJn6RB9Ms7//\n/tukIfgAa4MG1a4apZaIh4EPJg6isFCZk9rZmWoaSTdvrlzjJKcwFRTVIVUqxlRQrlKVMjG1VLMG\npmm0VEowv2cCAW16sSsNFH2VVo7wmjZ3N1UcGtWmDRgXZ8wrXnTvXhwdDQBChcJx/ldGvou8n8hE\nANFhobSJhdKNhApnzdB69wnFzu7CnT8p25v+66gRlK/oG+fs4jJu/PsTJo5X/9esebPjKvcqlvh4\nHSUa7MiFCxcA4IcffhBobVMLBILvv/8eAM4b2uQ07eubkpICAOpJzjhgsgU90u+Wy1vYuiosrPWA\nhd0kdMrNBTv5q5C3VTuE0VEgFNLubjRju5BKtR05GNclUNV/YwWa1MqPro/5876s5YSJ7Bxm+4j2\n8wNhbX3wFa92YmIR3QsKfdR+Jt1ZgW5vIAqApxBE8tSpzG+t8H+/kZcNPAUzkNeuMweK2Fgrzcug\nGVrj19qp/yBTh3B+rbv6S9YSzT0QP6mqqvL09AxW2Us1YHKWqidM14lpAl1QUEAQhKfK+sONl5cX\nQRAcadp5C63xf0oQdJSmZ77cxaVUKAQAgVTqaKd7ZD2gqTatlQdRKivHQ819QjKpxgq6kl1BG/8Q\nXWtq6QStiYODQvVgG6mWlsGtrgs0QEl09EMmHyZNi2bNMWYFIFAJNNXBWpGTrM8cmZaufVWnaJqk\npLXvgVe0adOmqKgoU/Wd1yAzM7O4uDhKS1g0ME2gPT09aZouNa5mWlFREU3TOjM58RwqMFA9SxYd\nFEjrKm+R7aT0/nGy0z5h9Qq6tTKldfUei4Yjh1yutAwSREVwMFjOxGESZK2doDVgrRyRjx+zJ91U\nD211V6ABIL5fP7lQCABkwjXhr4cMtmdX0NbbF6XDlTZlIsWYyq4vO/PmzQOA6dOnUxSlcUmhUEyb\nNg0AmEK0HJgm0OHh4QCQkJBgTGNmgzI83OSNAvvj4qyerVHbvsHwQqT0jBbZS6BVK2hF9Qpa5Qqd\nWEOgydQ0Jv1jla8vsz1ohonjm8Vf13LChMoJmt2GrSWKuN7MT2nIkydMBjhRXp5jQQEAyJydjamG\nx1tKvLwudVK6q4ven8DtNkOUlZOMCUsoVLS1lus3pdr0M+gKbW1sWdXbbHr06LF69eqjR4/GxMTs\n3r373r17eXl59+7d2717d2xs7OHDh8eMGTNy5MgyNSq1smOaZgfs27fv1atXt23b1qtXL4ONt2/f\nzrzFpCF4Ah0USOTnM8dUC9253rNFdl1BV1Up/yZJklbVtqgW6JomDqLmDiGYa+LQjrSuvGdC4Uci\nwwQTR0lJiXoiNwDQNtjRAQFU61bk7TsChcLrxo28115jl895oSHudXCHUJ3417p0PV/DyVdf8iPy\n5k3G9Y2KjgKxtdKK0Y3DmAMi3c4CDQDt2ra9WTNNWLduXY/baza6YKtZ3rp167333tNusGfPnj17\n9qifGTRo0OHDh9XPmPYNnjBhgqOj4/79+48fN/Bf8fvvv//6668ikWjChAkmDcETWOsBAFB6inFU\nmzjskViZvJ8IcjkAUJFNlLGzNBj5AAAgAElEQVTpAHRUlNKRI+mxemVoVq/LQ0OZAzbFDJn+xKRN\nTvnE8eovhdt3Gv/eaoE2IpXd5YRLew/sVv934bKOLW9FvzeZA58rVwDAnRVo1Y5W3UWiFUEHemyy\n5FXlQy1lBQ9oFtrbm/b0BACipJTQcl6y0qqWo1vGK1H9oP5hmkCHhoYyCUyHDx/+66+/6mt24MAB\nppDanDlz9G1i8hmNvwHR+Ek6m7EmDid7eNpV7xCqlYaj3d2U5l2ZTP05lE1eU6laQctdXeVMOZXK\nSsIUV26iZu4R4YFfuMMWarw3SxXnbURJZhcXZ42U8C4uOtIQK95QPsw1SEgAAFfVDmG+6k7rLl8v\n/MbIluQN5VpS0c66oe10mPIHntC1T1heUONR0tRoRu3Gxrydt9JssKqsNhrLZzAj1HvBggUjRowo\nLy8fMWJEjx49fvrpp9TU1IqKioqKiuTk5F27dr3++uujRo2qqKh45513vlC53NchpkzWYbbXuWyx\n7yahmgtHjbLt1Rk51KwcJOtjp/Z7yS6iTbJyENmqmxUIAIDIzGTTQhp+r6U3CQFA0bFDlYsLAIhe\nvBCnprIuHHmNwyw1BP8RXFPGEFKx1k1+TYVzmaGrd62bNzNvQc1oOvvP7HnWG0wWaIFAsH///sWL\nFzs7O//zzz/vv/9+RESEWCwWi8WRkZHjxo2Lj493cXH59ttv9+7dS9ZxIyA3OXa1Qau5cLRWP68z\nIweRpGmDBrP2CQGAUN2sfMhg5kC4a7dR76RpS2VKqoFAUKByLMv66ivG5bFMKPR9tZPFhuA3xIsX\nynglF2eDqfRrCXdOO8G1G8xBnY6w5xXmCChJknPnzk1PT1+yZEn37t3ZtNNeXl7du3f/9ttv09PT\nZ8+eXb/VGQAKHR2lJAkAwtJS84rImQ9FkfdUcb0aK2gtRw4iO5tJ+VQqFErVvFPYujAmeNrRNJGj\nNHHIZn6qDKY4fkLbIqkNUVgIVVXA2GHcXA22Nx7v98YyB4NU+7rOXV+L7WCteA2b8eVX841pRqpk\nUdG2be3Df7hRCybUtYK+rnL1s/JC/uXB/I/Tz89vzpw5c+bMAQC5XA4AQit/OfgGDZDr7BxYXg4A\nTjk5bElZG0CmphGlZQBA+/nR/jXsuewaijVxsPaNpzXr9NTYJzQOorgYJBIAoD3cqdatFJ1fFVy4\nCFKpcP/PshnTDLw3w/L2DQZFXG8gSaAo5gcAACgrm2JthrbbTEWSZohzdYiK9WWRO5hQLZoRBdoy\nWGaRKxQKdarzgwcPFixYYJEhbMbGTRuMb5yrkjwbWznUkthp1nOqduR4lMRk5GAFOl2PQBOqAtgG\nqS5Y5e8Pah4dwh+3G3QFUXPhsLBA0z4+VM31MhVbfx6xGWssG5Ij3LNXowGZwLpwWP2hgXUt15FL\noKBAGQwlErGRU0gtsYoVIjk5ecmSJa1bt46OjtZwZa0TaOxOcOxXvFCVN7a1QFengW6tcak6I4dM\nxvzBsAbopzW9IMxwhWYN0EyqI/ngt2gPDwAgHycLDKWMsMYOIQt55ar6S9FoHW6ndRr5u6OYA+He\n/TV+C2maTLB6Fo7q0Ro1Ykp6E7m5zDMcC3ntBjMxqlVL0/L0I/qxpEA/efJk5cqVsbGxkZGR8+bN\nu3v3LgA4G6rQzk+M3ErOtZdAVxdS0bFUqc7I8eABAJAPlQL9RGMFzW4SPn0GWtGoOmEN0MpcdM7O\nihHKinAGtwqtskMIAHU5XYPxyAf0V/4WpqSq/xqRySlM6mTa15cOtb5nIUFQqlGItBpWDtYArbBa\nMpCXEAtYjTMzMw8ePHjgwIFLly5V9ysUxsXFjR49etAgkzNa1SFyVWtSJ0OVCYUODlevXlVPY1JS\nUtI+xsxkERwraACgoqIEp04D48gxpDrR6JOaP5YKZ+ciodBTLgeplMjONkY3q7M5N1Smw5aNe0+4\ndRsACA8ekq5YxrH7Z+FMSYbQF3RXV3FyUrw9hAkLcth3QKLK5V+dgsNWVh06vDE8fAQAZFqauilD\ncJ114UCBthjmC3Rubu6hQ4cOHDgQHx+vXh9WLBavXLly2LBhPtZJSssr2BW0wXQcoaEhR/84opE2\npaFZOZGJFy+UpgaxC6UrJzqb9Zx8mESUlinDQ0Si7JplFQEg09HRUy4HAPLJU4UxAv1C6a3BCjTV\nvh0VHUUmPoDyCsGRo/Ixo/W+VxWlQmnVAEWMQf7OCEagBYd+g5XLGDMCeeMmc9Vmxb2oxmFMemON\nWBXyOjuTOpyjyhpUVVUxbhQ6cXXl8mgyWaALCwt/++23AwcOnDlzhq0JKxQKu3fvPnTo0KlTp/r4\n+EyePNnUbvmPRCJJSqpRuUMqleaKlTHWxpg4Qi30BFq9fG7ZUmdCenVHDuLxY6VlsEmEQqtEWaaj\nY3RFBTCedkY4DmvYoBnk7491/HwuAIg+mCz6YDLoCQBjMyVZfJPwJUHxWhc6LJRIf0IUFAhO/KV4\nayDYw3GCbqwjVoXIyGCermg3V42qKC8tMpls6dKlW7Zs4S77R3Purpsm0AMGDDh58qRMVa3D2dm5\nT58+Q4YMGThwIOMNPXXqVJM6rEO8P/69pMc1ig+MfnfU2ROnaJIkKMoxP5+UyaiahWWtBOvCoS+u\nl46OBoIAmiYfJVUHHDZrBloh3c9Vmzka9kR9qJk4qgWaUWd1dJoXiGfKr6l2PQTEKAhCNma04zff\nAoDD7r2KtwaCVCq4dZu5RL1ixSwc6rAPbepJRwVsMpCYmLpYxcYarF69+ssva1vjwjSB/uOPPwDA\n1dV18ODBQ4YM6dOnj1i1hKz3TJuuIwT875N/Sxo0cMrLI2halJtbaQX/BG2qV9BapWwZmIwcREYG\nSKXCP5V1b+nmzeC8pkBnqgSaNC5WpXqT0N/PtElXVhJMnXlHR4sXZNJ2FoY6kpHSVORj3nVcvBRo\nWnDiJPHiBZGRybh+U43DaFW8mLWhdRW+YoNltH2xCwsLNVy5Km0c1WUnduzYAQCTJk2aN29eSEiI\neYF75tigKyoqMjMz8/LyKisrXx6B1keFj49TXh4AiF68sJFAszGE+r1NqeZNBRkZACA4fVp5JrIJ\nqGrgsmSxK2gmVtgQ1QLtZ0CgNRbRbAYP2s/PGissZixGpuulNDPQoSGKTq8ILl0GuVz4v8O0KvjA\nZgZoAKBCQ5iwIOJ5Bshk4OAANUzhmk91V69fkcmk6mdEurL01T/S09MDAwM3bdqkXZPQeEz7U5k1\na1ZISAhFUWfOnPnvf//r7+/ft2/fHTt2FDKLo5eSSpVU2cDTjsnaznpl6KskAOrFN9m6t6qa3+pk\nsAJtRDoOkqKUObIFAtrX1/hpQ41aKlbcIXwZMuyoO0QLbO7CAQAgEil3EeRykvldpyjyplKgFVou\nHGKxi0ZWwjrqemsqDRo08PT0rI06g6kCvWzZsrS0tPPnz0+bNs3Pz0+hUPz1118TJkxo2LDhwIED\nNZJPvyTYTKC1n+LFDfQ6gVAatc4IgoqM1G6W5eioDDt89txg1lBxWbmy5KuPDxj62mkIJetjR9nk\nIaMeo3h7KDg5AQB57brgD2VadhvnvmBz2jEB3+TjZCbZC+3nR4fUvfTCVmLEiBGJiYnXVIkGzcPk\nh02SJLt06bJ+/fqMjIyTJ09OmDDB09NTJpMdO3Zs7NixAJCXl7dly5aCgoLaTKsOUaFaS9olp52+\nGA2NxTUdEqyz0EYVSSqNFTIZG4qtD1eVEzdtundgdZx3EAp0raA9PeRvDWCOlYm8hUJFO5t6ttFs\n7auUFKhRLqDOJ6iyIIsWLYqJienXr9/27duzs7O5vTX0Yb41UCgUvvHGG9u2bcvOzj58+PA777zj\n4uICAOXl5f/9738DAgKGDh36v//9TyKRmD1EnaCSFWhDsSq2hK7p6kQ11bF8VrZUOf8ZTDoqLlOG\n9tINa9g3jMmzXu1jh07QtUb+zsiar+Wgq5SB9WDLezOu0NX2jfqSo8oiiMXinj175ubmTpw4MSAg\ngCRJQhfcnVhgu0YkEg0aNGj//v0vXrzYt2/fW2+95eDgIJVKf/vtt7ffftvf33DtjDrNK18rS6l6\nXb/eo2fP0/yo70B7eqpLIYdrKqUqgmUw6ahrtUBrrqDLK0vK87KVuS4FAijX3KYnrBbn/RLiNHS4\nxhkbB7tXO3KkpQGAIIEtKI4xhNUsX758+fLltezEkvvpYrF41KhRR44cycnJ+fHHH3v37k2SZFFR\nkQWH4BtHfz9m7ynohY3cAwCH7zfqa8ZWAjWYdNS1RGXi0LkKFrsoizcqFAItuxuRkaF8L0ap1H1q\nuEJLJEpfe4JAE4c6mzdvBoD333///v37xcXFpXrg7sQqLuVeXl4TJ048depUZmbm+vXrrTEEn1my\neKk1utXpn6DPaUHHjqI+a7VqV8egI4dYVVSb9tPtwsFuVbHhbSxkFpo4rIstF9F0aBhzQKank/fu\nM+WJ6bBQm/li1wkyMjICAwO3bdsWHR3t7u7uqgfuTqwb89OwYcNp0wzkcUeMR7r4a/bYUi5ltPEm\njupNQt1O0ApVSWnB1ZoraJpmE0mjF0c9gPb0oJnSPBWVwmN/Mie1HexeckJCQjw8PGrpZmdaoEpZ\nWZnhRloY/JVAjIRUCZ+Es6qASYspszYJdXtxsFnzyYQaAk3k5SkXWZ6eNt7OenmwsQM4Hd6YKCgA\nAMGvB5kzFGYZrcmMGTM+/vjjy5cvd+pkfnlM0wTazc3NjDHM8y+pu8ydN9tKv0gClfBRliu4R4UE\nKwPDMjLZwDCduJYaEuimkbSHB1FcTGRlEc+f00FBzPnqRKNogK4vUOGNGUMWqcrIgYViNZg+fXpu\nbu7AgQMXLFjQt29fPz8/nT4bFs5mh6jz1sABNtsnJDIyGKWjPdx1hgWy6MxNoReRiPb3JzIzQaEg\nnmewe4bacHhxKCFJKra94PRZABBcTZCzAp3BunCgAdoCqMe1g51C2+nwmnluBQJFW/SxqwGbfIPb\nzMu9fjXNBk0bx/Hjx5s2Vfp11e+E/QDw+9GjZ9Vc6w6rVMnisDWlqFgLJwxj3VpJ/TntHKVSR8al\n3cWZ9vTQ25XqaY68XF31Q82FA/PYWQxjKv5YD7Y4ofJli2idkVBILbHwJmFqaurgwYPffPPNpKSk\nZs2anThx4vDhw5Ydgp/cWrmSOXgtN9eA67m5sAZoqmNHg401/nS5/5JZMzTHPqGY3SHkTJOk0GWG\ntl6xK8ResK7QDDaONa8TGLmc5e7EYgJdUVHx1VdfRUdHHzlyxNXVdfny5Xfu3OnTp4+l+uc5RW3b\nyjw8AMBHIgkyFDNtHqzkKYw2QBu5yKLDwpRDGCPQnHHeVMdYJrmH4NZtZmMQaiTiQBNHPYGqKdAK\nNEBbBwsINE3Thw4dioqK+vrrryUSyZgxY5KSkmbOnOn4MlX2pUky79VXmeMWj5K4G5uDVCq4eQvA\nKqnZq8uApqfra2PYAM1c9fJSRjFUVZH37iu7tWY9b8QuuITVSB4g+nCGvWZSd9m8efOyZcu429RW\noB88eBAXFzds2LCnT5+2a9fu/Pnzu3fvDngpgxFyu3ZlDlo9eGjxzsl796tTszMuqJbDJBMH5W8g\nUxLFekNfUebQUSt29TJ+MZCXnIqKijIt0tLSvvnmm8WLF3O/13wvjpKSkoULF65bt04ulzdo0GDx\n4sUffPBBLb2ybc/NmzcrKyvZl4mJiSFhZuZLLIyNlbu4CCsqvIqK/NTCrC1CdUkhyznYsVAqE4fg\n8hV9xbDVbNAGMkFTHWJh3wEAIBMSYMp/QH2TEFfQ9QKdPkL1rYy6Jfj+++9XrFjx9KnedU+goW1z\ncwSaoqg9e/bMmjUrJyeHJMkpU6YsWrTI29vbjK7sy5Chg728PNXPtItp06NnD/N6oxwcCjp08Dt3\nDgCaPnhgILmyiZBsTftYywu0S/MapbPEzu5wQDO1t8EoFRa2eqlyzhWVTLJgcHSk6+CXBEHM48iR\nI9OnT+doEBkZuWLFCu5OTBboGzduTJs27dKlSwDw2muvrV+/vm2d9X/08vIaMnSIBTvM7dqVEejm\niYn3Ldiv+g6hpfPR6FwNjXpnzMWazptGbhICU4jLyQmqqsjHyURhIZGvzAxOB/iDoeSKCFJv+OGH\nHwDg008/XbhwYX5+fsuWLQcMGLB//365XH727Nl33nnnzTffNOiFbJoNevLkybGxsZcuXQoICNiz\nZ098fHzdVWdrkN+pk4wkAcAvK8s502K+HERREZn0GADA0ZGjDqFVqd4kNGSDBkdHqk1rAACaJhOu\nYy0V5OUkMTFRJBItWrTI1dU1NDS0V69e586dA1Um/bVr165bt+6vv/7i7sQ0gd68eTPjuJeVlTVm\nzBh9KahNykhdn1C4uFxX7eD5nj9vqW7JhOtA08AuTu2B8StoqOENnYCZoOsfJiVWfGl58eKFv78/\nU8YEALp06ZKVlVVSovxfevfdd93d3Tdu1JsHmMG62ezMQyqVLl26tFu3bu7u7kFBQYMHD75x44a9\nJ2Us51QFVnz/+cdSfQquKKPyFJ0Mh6hYA4KmlQJNEPpS2alDqeYpuHIVM0HXS4wPg6rHbNy4kWMB\nGhQUVFxczIaitGnTBgBu377NvCQIomnTpgkJCdxDmCbQ+nJOc2PSEAAwZcqUOXPmODg4fPHFFyNG\njPj77787dep05coVU/uxCxd9fRUCAQC4PXx46+jRc+fOnTt3Ljk5uTZ9kgmsC4eFPaBBz8Jnf81N\nQmFxMcmUi/X0BJHIYJ8KVawjefUa8RwFmnfIZDL1v1DzslTaN9bc7qSlpX377bccDZo3b15UVPTH\nH38wLxmBPnnyJPNSoVBkZmYarAho2iahDRKHpqen79ixY9iwYT///DOTbWT48OGdO3eeOXNmfHy8\ntUevPWVCYWlMO8+r1wiAmOdPbzd5HQD69uvTvUd3M3ukaVJVUohNuGxZNJIrlRfkwMlT6g0cVSWA\nDRugmWbBQXRAAJGVRRQXC84pPzXMlMQTvDy9nJxFa9auUT/Zv38/e82nzrF58+bt27dfu3aNoiiO\nZsOGDfvzzz+HDRv27rvvbtu2rWHDhgEBAevWrevcuXObNm02bNiQmZnZvXt37rF4l83u9u3bNE2P\nHDmSzQX16quv+vr63lQVpuQ/8oED4Oo1AOiSlx8zcXwteyNTUonCQgCgvb3ZiBKLU15Z4twmhtmK\nJB8+0rjqWFjIHHAn4lCHimknOJYFAKQqbAdrqfAEsav44P9+tfcs6jBhYWHDhw8fPnz4smXL8pjC\n6rp4//33//333x07duzdu3fbtm0AMGPGjDlz5vTrV/1bOG/ePO6xeCfQXbp0SUhIiIqKYs8kJSXl\n5uYyDwjaXLt2TdtCLZVK7ZiEuvzNPj4LFoFCIfj3PJGbS/saiOzghlQZoKlOHa3qpka1baMU6Ju3\nwLtGsKLIxBU0AChe6ShQ1dpQ9o+p7BB7w6x5//zzz/SaWQ3c3d3ffvttB/3J0NXp06cPk2Xoxx9/\n5BBokiS3b98+Y8YM1u48a9YsANi4cWNeXl50dPSCBQt69+7NPRbvBNrHx8fHx4d9mZSUNHDgQJIk\n9cVEjh8//t69e9rnhUK73ZrCx0fxSkfBxUugULiEREDtNrjNyJFkHlSb1vDLQQAgb9+Bnt3VLznm\n5zMHxrhwKHvTmC1BoIkDsTsvXrwAgLVr12pfOn/+fJcuXSw+Ytu2bVlfZJIkZ8+ePXv2bOPfbn+B\nfviwOnNF8+bN2ePi4uJly5atWbPGw8Pjt99+69+/v863X7hwQftHrF27dnK53BqzNRLBxUvqL2sT\nBcu6cFgjyFsdSvWMItAWaNbEYYQLh7K3mBgQCEChDKikvb3hZUqehfATf39/ANi5c2dXVeYcBpFI\npC/qWp9A2Qb7C7S6NYO1Sxw5cmTKlClVVVVz586dMWOGu7ve+iDu7u7aV0mL5rM3lfCaib4YzNTo\nikryfiIAU6zE2gKtDIEh790jau5+VG8SGr2Cpl3FVHQUeVf5cINO0Ah/CAgICNeoCKMfnQJlPKmp\nqatXr46Pj8/MzCwtLZVIJLdu3Tp+/PjYsWODjCjuYX8/aO3c1Vu2bBk8eHCPHj2Sk5Pnz5/Poc71\nHvLOHZDJAICKbEK7m1MQ0nhoHx/lPl55hWvOC/VLaitoYwUaahapoxv5W2CKCGJzjE+ur82vv/7a\nokWLDRs23L17Nz8/XyqVAkBeXt7cuXOjo6P//PNPgz3YfwWtwfPnzz/88MPp06evW7fO3nOxP9VJ\n7CzhYOfkJJo5c6b6GcYkx0K1aSXIygIAr5pbKGoraGNNHAAg3PkTeyw4cRKznSEvFffv3x87dqxE\nIpk6derYsWOHDRuWkZEBAK1atRoxYsQvv/wyaNCgR48eca/leSfQBw4ckMvl+fn5H3/8scalNWvW\n6HxLPYat7GcRD+jfjvyPuwHVtq3gxEkAaJCWDiFh7PnqTcIAYxfCJlStRZD6yOrVqyUSyZw5c5Ys\nWQJqbgsNGzb8+eefw8LCli9fvnjxYsYDTx+8E+hHjx4BwL59+7Qv1RWBTk1/rG2GNm/xKEhg6xBa\nJURFA9YM7ZX+hBVoUiZzKCsDAEogqGW+UFxEIy8PZ8+eJQhCn8/GF198sXr16suXL3N3wjuB3rp1\n69atW+09i9qiGZtXUWxGJ9U9uDhT0VGcbS0D1Uop0J5Pnt6/f58pWuZZWvo6TQNAudiFfJlSXyEI\nN+oOHtpkZGQ0atRI3xaaq6urn59famoq9xC8E+h6Q3lliUtgGFFQAABEdrapcXQ1TAQVlWK3BjZY\ne1LhjWl3N6Kk1Km4+MNhgys9PQHAOzWNueoYEmJP10UEqVN4eXm9ePFCJpPpjH/JycnJzMxsaGjX\n3f5eHPUYOrIJc0A+Ni1Zkt0MuARBtW7NHPYPaDRk6JAhQ4f0UPl+CoMNewVxg/YN5OWhV69eMpls\nx44d2pdommYi73r0MFC/CQXaiijrWwMQKQYeZIzBNqpNtVaWvyLv3mUOCJWnh/GJOAC1GHnpmTdv\nnkgk+uijj1atWvXs2TPGS6+8vPzOnTsTJkxYv369g4PD3LlzuTtBE4cVoZpEMAdkcop9Z2I87Aqa\nvHWHOSBycpgDk5ygATUaebmJjo4+fPjwxIkT/+///u///u//mJNsQtCAgIAtW7a0amWgQBIKtBWh\nzRNoPf7wttE7qq1KoO+wAq1aQZso0AjyktO3b9/Hjx+vX7/+9OnTjx8/zsrKCg4ODg8Pj4uLmzJl\nCltshQMUaCtCRSqd7QhTEvY7fjbTcCOrQUVFgUgEEgmZmkYUl9Ae7mRWNnOJ9jfBxIEgLzlMjiAv\nL6/PP//8888/N68TtEFbEToigkkQSqamAWdubxaHFascNm7RPm87c4GjI9W8GQAATTNmaLNNHAjy\nMuPr6+vr6/v48ePadIICbUVoN1flxlpVFVv5SRuxszv7z/Grr5mT8qFDysuL7FJVSFmTW2WGRoFG\nEDNgsiylpaXVphMUaOuitk+o28qh6ZtB0wCg6N1TsmMr2CknX/U+4R1GoNEGjSAms379eldX1+XL\nl8tkMrM7QYG2LubtE0r27bFj9uTqfcLbd4jiEqisBAAQu9BuVq9IiSD1hl69el29ejUzM7Nnz577\n9++/detWUVFRmRbcneAmoXXhdoXW59psXymkWrQAggCaJh8+Ip4/V57E5TOCmAKhyouQlJR0/vx5\nfc24s5jiCtq6VK+gU+qMKzTt6UGHhQIASKWCf1Q1uVGgEcTmoEBbFypCKdCELhMHb0M5FCoztODU\nKebApDBCBEFo4+DuBAXaulCsp11aOlugj/+weUcF8cpHM+MzQSMIYilQoK2M2EVZjk8qJZ881b6u\nvYjmw7KaUtUhVu4QmlhLBUEQi4ACbXVYTzudVg6iqJhZYoODQ3nhCz6oM6g5crCgDRpBTIIgiHHj\nxnE06NixY0hICHcnKNBWh9vTjrx9m/F9pqKjwMnJpjPTDx0QoGF0RoFGEAuSk5Pz7NmzHFUUmD5Q\noK1O9Qo6RUesCnn9hrJZbIzt5mQEbN5RBtofBRpBDLBy5UpCBQDs2rWL0IO/v392dnZQkIEc6yjQ\nVod15NC9gr6mFGhFTHvbzckIqDZt1F+iDRpBLIubm9vSpUu522CgitWhOW3QgmuqsrC8E2i1TLUE\ngW52CGKQGTNmTJ48mTl2c3MbPXr05s2b9TV2cXEhDaVzQIG2OlR4YxAIQKEgnzwFqVQ9hpt48YJ4\n9hwAQOxCtYi22xR1wWbkAACgadBVVw1BEHUcHR0d1f7AHRwc2Az95oECbX1EIjookHjyFBQKMv0J\n1TSSvUJev8kcKFq1AoHATvPTjXPbWPWXYmd3nniYIEidwGAQijGgDdoW6PO0E/B1h1BnkhC7lbJF\nkDoIpSsFvFwuN6kTFGhbUL1PmFojZRJ5QyXQ7dvZek4IgliBY8eODRgwIDg4+JdffmFPKhSKDRs2\nNGvWTCQShYSEDBs27Pr168b0hiYOW6Bvn5B14eDbDiGCIGawYsWKWbNmaZ//9NNP161bxxw/e/bs\n2bNnR44cWbly5UcffcTdIa6gbYGap121KzTx9BmRmwsAtIc7awNBEKSO8uTJk/nz5wPAJ598cv/+\n/eHDhzPnr127xqjz9OnTs7OzU1NTv/rqK4qiPvvsM4MFsVCgbQEd2YQ5IB9XC7QgIYE5oGJi7FU8\nRR869wNxkxBBOFi2bJlUKp0xY8bq1aujo6MFqm3/TZs2AUC3bt3Wrl3bsGHDxo0bL1iwYN68eQqF\nYtmyZdx98ksX6itUWCjjpkY8z4CqKuYkz+0bGnKM6owg3Ny8eRMAPv30U/WTNE3/8ccfADBt2jQ2\nhT8AvPfeewBw+/Zt7j5RoG2CgwMVEgwAQFFkqrKIJBvkrYjlo0ADAFuyFtUZQQySkpLi7Oyskf/o\n1q1b2dnZjo6O/fr1U8yeQQIAABnxSURBVD/PNEvWU6qUBQXaRlTvEzKlVRQK8qbSCZqfK2gEQUyi\nsrJSLBarL5MB4MSJEwDw+uuvi8Vi9fPl5eUAIJVKuftEgbYRVM2cduSjJKKsHJi8cYGB9pwZgiCW\noEmTJnl5ecXFxeonf//9dwDo27evRmNm7ezr68vdJwq0jaAjVPuEjECzISox6AGNIPWBli1bAsCO\nHTvYMw8ePLh06RIAvPnmmxqNL1++DAAdOnTg7hMF2kZoBBNWG6DRvoEg9YKZM2cSBDFnzpxt27YV\nFBQ8fPhw7NixABATE9O8eXP1lpmZmd9++y0ADBo0iLtPFGgboWHiEFxTxhFRMfwK8kYQxDxat249\nb968qqqqSZMmeXt7R0VFXb9+nSTJxYsXM4ZpmqZTU1N37NgRExOTlZXVqlWrUaNGcfeJkYQ2gg4J\nBkdHkEqJrCyisJC8ew8AgCAovrpwIAhiKosWLYqJiVmzZs2tW7fKy8tbt2799ddf9+nTh7kqkUgi\nVDFrwcHBhw8fFhhKkYYCbSsEAqpxGPkoCWhacPgoSKUAQIeF0l5e9p4ZgiAWY/DgwYMHD6ZpmqIo\nbf318PAIDQ0dMmTIxx9/7OnpabA3FGjbQTeJgEdJACD8+VfmjCI2lvMdCILUSQiC0FZnJyenoqIi\nk/pBG7TtoMLDmQPB+QvKM+3b2m86CILwHRRo20GpMnKAQqE80wFX0AiC6AUF2nbQGinrhEJFO3SC\nRhBELyjQtoNq0qTGy2ZNwcXZXpNBEIT/oEDbDjqwEThXKzKm4EAQhBsUaBtCklBZyb5CgUYQhBsU\naNuhUXTV8aNPsQwrgiAcoEDbCNRiBEFMBQUaQRDEAnh5eXXp0oV9SRDEuHHjatknRhIiiP0JaBRw\n9uzZBFWZSgCQSCSffPaxHaeEmApN09evX79x40a7du000vabDQo0gtiftm3bXL+VYLgdwmN69Ohx\n+PDhGLX8lLt27dq1axf3u2ia5rjKdxNHaWlps2bNNLKp1kWwTjaC1A+kUunSpUu7devm7u4eFBQ0\nePDgGzduAMD69evj4uIcHBwsOBavBZqm6f/85z9JSUn2nohlwDrZCFIPmDJlypw5cxwcHL744osR\nI0b8/fffnTp1unLlSlBQ0F9//VVRUVFaWlpaWgoAo0ePLjUE91i8NnFs2rTpr7/+svcsLAmKMoLU\nadLT03fs2DFs2LCff/6ZJEkAGD58eOfOnWfOnBkfHw8AQqHQ1dWVaezg4MAemwd/Bfr69euffPLJ\nL7/8YrAqDIIgiG24ffs2TdMjR45k1BkAXn31VV9f35s3b2q05DYuGwlPBbqoqGj48OFTpkx56623\nuFv+9NNPFy5c0DhZUVFhqV1UBEHqDRKJBADWrl176NAh9fPu7u5z5871MqJ6RpcuXRISEqKiotgz\nSUlJubm5bdq0MU9zuHWcjwJN0/T48eMbNGiwdOlSg433799/5coVjZMymUwo5OOtIQhiR8rKygAg\nPj5eYytPJBKNGTPGGIH28fHx8fFhXyYlJQ0cOJApPDhgwACLT9j+Kvbw4UP2mPHWWLNmzZkzZ27c\nuCESiQy+/fjx49onvby8pFKpBSeJIEg9wNvbGwAOHToUFxdn5Fu0BYqhuLh42bJla9as8fDw+O23\n3/r3729wx88M7C/Q6g8LNE0nJibOmjXryy+/lMlk7H+NRCJ5+PChWCwODg620zQRBHkZ0RAo5uDI\nkSNTpkypqqqaO3fujBkz3N3dAaCW+4E6sb+bHa0GADx9+lQul3/55ZdRKgAgPT09KipqypQp9p4s\ngiAvFxoCBQBbtmwZPHhwjx49kpOT58+fz6izlbD/ClqDvn37aljNCYJo1qyZ+oMGgiCIXXj+/PmH\nH344ffr0devWcbc0Zs9QJBJVVVVxNOCdQCMIgvCWAwcOyOXy/Pz8jz/WzJSyZs0aiw+HAo0gCGIs\njx49AoB9+/ZpX9IQaJ17hoWFhUlJSZs3bz527NimTZuGDh3KPVwdEGiL+HsjCILUnq1bt27dutWY\nljr3DF1dXYODg3v16rV48eLx48eHhIR0796doxP7bxIiCIK8bMyePVssFi9cuJC7GQo0giCIrREI\nBJGRkdevX+duhgKNIAhia8rKypKTkw0GPKNAIwiC2A6aplNTU997772SkpLo6GjuxnVgkxBBEKTO\nYYwf9GeffcbdAFfQCIIgtqZx48Y//vjj4MGDuZvhChpBEMTycOROEggEzs7OxnSCAo0gCGJ5LJI7\nCU0cCIIgPAUFGkEQhKegQCMIgliS8vLyQ4cOzZ49mz1D6Ie7K7RBIwhS98jNzZ05c6b6Ga8Gnvaa\njDqnTp0aOXJkYWFhs2bNOIr2icXimJiYjh07cveGAo0gSN3jUfIDe09BB7t27ZowYQJFUS4uLn36\n9FG/FBoaeufOnRs3buzcuXPXrl2xsbHHjx836MuBJg4EQRALUFBQ8PHHH1MU1a9fv8zMzLVr12o0\ncHd37969+86dO3fs2HHu3Ln//Oc/BvtEgUYQBLEAq1evLioqateu3dGjRz08PDhajhs37q233tqz\nZ88///zD3ScKNIIgiAW4ePEiACxYsEAgEBhsPGPGDADYtm0bdzMUaARBEAvw+PFjADC478fQsmVL\nAIiPj+duhpuECIIgFiA/P58gCD8/P+1L2mWhGBtIdnY2d58o0LUlOztbLBazLysrK+04GQRB7EV4\nePj9+/dzc3MbNmxosDGz3DYYDo4CXSuGDhv6b/y/6mfatm/j6ckLf0wEQWxJZGTk/fv3z507N2LE\nCIONHzx4AAAhISHczVCga8XwEcOGjxhm71kgCGJ/OnbsePjw4XXr1g0fPtxgiODBgwcBoHfv3tzN\ncJMQQRDEAkycOFEsFl+4cGHFihXcLf/555+DBw8SBDFu3DjulijQCIIgFsDPz48JTvn8889nzZol\nkUh0Njt58uTgwYNpmp40aVKLFi24+0QTB4IgiGWYOHGiRCKZNm3aihUrdu/ePWHChJ49ezZp0sTd\n3T0/P//atWt79+49duwYAHTp0kU71FAbFGgEQRCLMXXq1JYtW3722WfXrl1bsmTJkiVLNBoQBPHB\nBx+sXbvWycnJYG8o0AiCIJakW7duV65cOXfu3O+//x4fH5+ZmZmXl+fq6hoaGtq7d+/x48cbLObN\nggKNIAhiYUiS7NGjR48ePWrbj0VmgyAIglgcFGgEQRCeggKNIAjCU1CgEQRBeAoKNIIgCE9BgUYQ\nBOEpKNAIgiA8BQUaQRCEp6BAIwiC8BQUaARBEJ6CAo0gCMJTUKARBEF4Cgo0giAIT0GBRhAE4Sko\n0AiCIDwFBRpBEISnoEAjCILwFBRoBEEQnoICjSAIwlNQoBEEQXgKCjSCIAhP4alAV1ZWfvbZZy1b\ntvTw8Ojbt+/Dhw/tPSMEQRAAAIVCsXnz5rZt27q6uvr7+7/xxht///23lcbio0DLZLLu3buvXbu2\nW7dun3766eXLl3v16lVQUGDveSEIgsDKlSsnT57coEGDL7/88oMPPrhz505cXNzJkyetMZbQGp3W\nkp9//vnq1aurVq369NNPAcDLy+ujjz7avXv3Rx99ZO+pIQjyUkPT9PLly+Pi4o4fP06SJAD069ev\nc+fOGzZsiIuLs/hwfBToHTt2kCQ5ceJE5uX48ePd3d0jIiLsOysEQZDi4uKoqKjRo0cz6gwATZs2\nBYCsrCxrDMdHgU5PT/f19T148OCqVasyMjLatm27aNGirl276mw8c+bMs2fPapwsLS2lKCqqWQvr\nT5aLvLw8mVTGfpBWhaIomqYFAoENxqJpWqFQCIU2+vLI5XJbjiUQCAiCsMFYCoWCIAibfT0AwDZj\n0TRNUZTNvooURfkH+Bt5awX5BQAwbdo0d3d39fPu7u47duwIDQ012IOnp+f58+eZoUtKSjIyMlat\nWiUUCqdOnWrWHRiAjwKdmZkplUq/++67lStXOjk5zZ49+/XXXz937ly3bt20GxME4eXlpXHSz8+v\nsrLS08PTJvPVS3ZWNgA4OjraYCyJREJRlG3GkslkMpnMwcHBBkKmUCikUqlAILDBHzxN01Kp1MHB\nwcHBwdpjAUB5eblQKLTNR1ZZWQm2+ipKpVKFQuHs7GyDseRyuUwmc3F2cXJyMqa9g9AhKysrKChI\n4+skEomY3zDjKS4uZpSHJMmffvrp3XffNentxkLbmwdqMGfc3NwA4NGjR8zLlJQUAOjWrZv95mgm\n7dq1GzRokG3GGjduXFhYmG3GWrVqFfMFtcFYzP54fHy8DcbKzc0FgPXr19tgLJqmAwMDP/jgA9uM\n1a9fv44dO9pmrDlz5ohEItuMtX//fgBgpcMaaAsUg1wuT0xM/Pvvv/v06QMAGzdutMbo9l9BR0VF\nscc0TQNAw4YN3dzcGMsOAISHhwcEBNy6dcs+80MQ5CVGW6AYBAJBVFRUVFRUp06dfHx8vvnmm8mT\nJ1t8dPu72an/XDBnwsLCSkpK2Jc0TVdUVHh7e9tvjgiCvKRoCNTRo0eDgoIuX77MNhCLxV5eXqWl\npdYY3f4Crc3YsWPLysoOHTrEvPzjjz+Ki4v1bRIiCILYjKioqIyMjH379rFnbt68mZWV1b59e2sM\nZ38ThzbDhw9fsGDB2LFjr169KhAI1q9f7+npuXjxYnvPC0GQl53IyMiRI0euX7/++fPnnTt3zsvL\n27Jli1AoXLZsmTWG46NAOzs7nzlzZt68efv375fJZH379l25cmVQUJC954UgCAI7d+5s3rz53r17\n//jjDz8/v9dff33BggVt2rSxxlh8FGgACAsL27t3r71nUVteeeUVm/2uxMbGVlVV2Was1q1bx8bG\nisViG4wVERERFRXVuHFjG4zl4eHRrl27Vq1a2WAsAHj11VdjYmJsM1aHDh1sliyhbdu2Xbp0sc1Y\nzZs3b9GiRaNGjWwzHIOTk9OCBQsWLFhgg7EI9X1JBEEQhD/wcZMQQRAEARRoBEEQ3oICjSAIwlNQ\noBEEQXgKCjSCIAhPQYE2jY0bN+pM4fbkyZMRI0YEBAQEBwe/99576i5NhB7YBrm5uWPGjAkMDAwM\nDBwzZgyTssfGmHFfAHD27NnevXt7e3t7e3v36tXr9OnT6lf5cF9g7q1xX7XjrUml0qVLl3br1s3d\n3T0oKGjw4ME3btwwfm61uWpVanlfDPo+a558Fc3BGhmY6iupqanBwcHa/2lPnz718PBwdXWdN2/e\nrFmznJycoqOjy8vLmasfaREREdG0aVPmqkQiiYiIEAqFzCWhUBgRESGRSPh/X3/99RdJksHBwQsX\nLly4cGFwcDBBECdOnODPfdHm3hr3Vfve2oQJEwCgZ8+ey5cv/+STT8RisYODw+XLl42ZW22u8vm+\nGPR91jz5KpoHCrRRbNq0qWPHjmxScI2rY8aMAYDjx48zL3/99VcA2Llzp86ubt++7eTkxH7ztm/f\nDgBLlixhXjIR7frea3Fqc1/9+vUDgLt37zIvb9++DQD9+/dnXtr3vuja3Rr3VTveWlpaGkEQw4YN\nUygUzJmLFy8CQNeuXY2ZW22u8vm+uD9ru38VawMKtFGcOHFixYoVK1as8PHx0f4GhIWFeXp6MjVN\naJpWKBRisfiNN97Q7kcqlbZr127evHnsmd69ewPAkydPmJfp6ekAoPO91qA299WxY0cAyMnJYV7m\n5OQAwCuvvMK8tO990bW7Ne6rdry1w4cPA8Cvv/6qftLX19fV1dWYudXmqlWp5X1xf9Z2/yrWBhRo\n02jWrJn2N8DNza1Ro0bqZwICAiIjI7XfvmzZsuDg4MrKSvZM06ZN3d3d1du4urpGRUVZbspGYcZ9\nnTp1ysfHJy4uLj4+Pj4+Pi4uzsfH5+TJk8xVntwXbdatcV+1463l5uYmJCSUlZWxZx49egQAbdq0\nMWZutblqVWp5Xyw6P2v+fBXNAAXaNHR+A1577TWCINLS0piXDx48AACN7wRN03l5eR4eHjt27FA/\n6erqGhISon4mJCTEw8PDstM2iHn3xdSzYDl8+DB7iSf3RZt1a9xX+XNrjx49atq0KUmSx44dM2Zu\ntblqS0y9LxadnzV/7ssM0IvDAixatIim6ZEjR549e/b48eNvv/02SZIymUyj2bffftuwYcOxY8eq\nn6RpWmPfmaZpqVRq9UkbAfd97dmzZ9SoUaNGjcrIyMjIyBg1atSwYcPOnDnDXOXzfYGhW+O+yodb\nKy4unjt3btu2bUtKSn777bf+/fsbM7faXLUN5t0XN3y4L/Ox7e9BnUfnTzRN02fPnu3atStTqWvH\njh2+vr4RERHqDUpKSlxdXVeuXKnxxiZNmmj8mLu5uTVp0sTiM+fGjPsKCwtzcnJifRvKyspEIlHf\nvn2Zlzy5L9rcj4zjqt1v7fDhwwEBAV5eXosWLdKoDMk9t9pctQFm3xeLzs/a7vdVG1CgTUPfX7s6\nhYWFBEH06tVL/eTmzZsFAkF2drZGY2YHIyMjg3n5/PlzANB4rw0w4750Gmo7dOjAHPPkvuhafGT6\nrtr31jZv3gwAo0ePzs/P177KPbfaXLU2tbkvFp2fNX++imaAJg4LsHTp0iZNmrBP99u3b6dpevz4\n8eptdu3a1b1794YNG2q8d9SoUQBw8OBB5iVT6MtaJdxNhPu+2rVrl5mZyXjXAcDt27ezsrLatm3L\nvOTzfYGhW+O+asdbe/78+Ycffjh9+vS9e/c2aNBAuwH33Gpz1arU8r644flX0QD2/X2oc+j8ib57\n966Tk5O/v//s2bOnTp1KkuQrr7wilUrZBoWFhSRJLly4ULvDsrKyZs2aubi4LFu2bMmSJc7Ozs2b\nN2ftBjbDjPu6ePEiSZK+vr5ffvnlF1984ePjIxaLU1NTmas8uS/arFvjvmrHW1uxYgUAjB49Wjv6\nyZi51eYqn++LRednzZ+vohmgQJuGvuflf/75p3PnzmKxOCoq6tNPP62oqFC/yvxonz59Wmefubm5\no0aNYuJQ33333by8PKtMnRPz7uvq1auMd52vr+/AgQMTExPVr/Lhvmhzb437qr1ubdKkSQZXWtxz\nq81VPt8Xg77PmidfRTPAiioIgiA8BW3QCIIgPAUFGkEQhKegQCMIgvAUFGiEp6xevZpJnH306FF9\nbQ4ePMi0YbZhEaSegZuECE+Ry+UxMTF37txp0qTJ/fv3HR0dNRpIJJLo6OjU1NS4uLgTJ07ozNSO\nIHUaXEEjPEUoFG7atAkAkpOT161bp91gw4YNqampDg4O69evR3VG6iW4gkZ4zeTJkzdv3uzm5vb4\n8WP1OMyCgoKIiIiioqK5c+cyKdgRpP6BK2iE13z77be+vr6lpaXz589XP//1118XFRWFhITMnTvX\nXnNDEGuDAo3wGi8vr9WrVwPAtm3bbt68yZxMTk7esGEDAKxZs0YsFmu85eHDh2PHjm3UqJFIJGrS\npMmkSZMSExM12lAUtXPnzgEDBjRp0sTJySkkJKRv377au5Fsed8zZ860bNmSJMm8vDxr3CaC6MbO\nkYwIYgiKonr06AEAXbt2ZcpQDR06FAD69OnDVqViOXHihEgkAgChUNioUSPmSy4SiQ4ePKjejM18\n5OHhERISwu5Afv/99+rNmJOJiYmurq7McW5urrXvF0FYUKCROsCDBw8cHBwA4Jdffvn3338BwNHR\nMSkpSaNZeXl5YGCgk5PTDz/8wJRtLioq+vzzzwHAycmJTeTErMRFItHRo0cZiS8rK/vkk08AQKP0\nBiPKTZs27d69+59//pmYmCiXy21yxwhC0yjQSF3hiy++AIDQ0NDY2FgAmD9/vnabZcuWAcCKFSs0\nzk+ZMgUAPvzwQ+blzp07RSLRhAkT1NuUlpYycqye54w589prr6nnJkQQm4FeHEjdoLKyslWrVikp\nKQAQGhqamJjo4uKi0SYuLu7UqVNPnz4NDg5WP3/58uVXX321VatWd+7c0df/kydPwsLCAKC0tJQ1\naDAG6H379jE5hRHExgjtPQEEMQpnZ+cffvihT58+ALBmzRptdQaAx48fAwBT8lX9vFwuB4DMzEyN\n9i9evLh9+/bt27cvXLhw+vRpfUNHRUXVfv4IYga4gkbqEozyqi9y1XFycpJIJPre6+joyFylaXrF\nihVr165lJdvf37979+4HDhwAXSvowsJCT09PS98KghgG3eyQ+gNj2SgrK9NpzmO1e/ny5Z9//nlZ\nWdm8efPOnTtXVFSUlZW1f/9+fd0KhfigidgH/OYh9Yfw8PDk5OSUlJTWrVurn8/Jybl7966Pjw9T\nMvGHH34AgP379/fr149tw5hBEIRX4AoaqT+88cYbAPDdd99pGO4++uijN9544/jx48xLJtiErW/L\ncPbsWVtNE0GMBQUaqT9MnTrV399/586dH3/88YsXLwCgrKxs9uzZP//8s6ur65gxY5hm0dHRAPDD\nDz9QFAUANE3v3bv3nXfeYa7m5ubaafoIooXtPPoQpNYwX9rS0lJ9DY4ePcqEtABAYGAgcywUCo8d\nO8a2+f3339kGsbGxHh4eADB9+vTIyEgACAoK2rRpk5HDIYhVwRU0Uq8YOHBgQkLC8OHDfX198/Ly\nIiIixo8f//Dhw/79+7NtBgwYcPLkyW7dulVWVmZkZHTr1u348ePr1q1bvnx5QEBAUVFRUVGRHW8B\nQVjQzQ5BEISn4AoaQRCEp6BAIwiC8BQUaARBEJ6CAo0gCMJTUKARBEF4Cgo0giAIT0GBRhAE4Sko\n0AiCIDwFBRpBEISnoEAjCILwFBRoBEEQnoICjSAIwlNQoBEEQXgKCjSCIAhPQYFGEAThKSjQCIIg\nPAUFGkEQhKegQCMIgvAUFGgEQRCeggKNIAjCU1CgEQRBeAoKNIIgCE9BgUYQBOEp/w8IXbG+cnx5\nPQAAAABJRU5ErkJggg==\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Plot 2 - Slope water vs NAO index",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nATSW<-subset(esr.phys,Series=='Percent ATSW')\nLSSW<-subset(esr.phys,Series=='Percent LSSW')\nNAO.trunc<-subset(NAO,Year>1974 & Year<2009)\nYear<-data.frame(Year=1977:2010)\nATSW<-merge(ATSW,Year,all=T)\nATSW$Value[which(is.na(ATSW$Value))]<-(-5)\nLSSW<-merge(LSSW,Year,all=T)\nLSSW$Value[which(is.na(LSSW$Value))]<-(-5)\nopar<-par(mfrow=c(1,1),mar=c(4,4,1,4),oma=c(1,1,1,1))\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nx.axis<-bar.axis(nrow(NAO.trunc))\nbarplot(NAO.trunc$Value,ylim=c(-6,6), col='grey', axes=F)\nbox(lwd=2)\nabline(h=0,lwd=2)\naxis(2,las=T,cex.axis=1.5,lwd=2)\nmtext(2,text='NAO Index, 2 year lag',line=2.8,cex=2)\npar(new=T)\nplot(c(x.axis[1],x.axis[length(x.axis)]),c(0,100),xlim=c(.2,40.7),typ='n',axes=F,xlab='',ylab='')\npoints(x.axis,LSSW$Value,pch=16,col='blue',cex=1.5)\nts.missing(LSSW$Value,x.axis=x.axis,na.value=-5,color='blue',lwd=4)\npoints(x.axis,ATSW$Value,pch=16,col='red',cex=1.5)\nts.missing(ATSW$Value,x.axis=x.axis,na.value=-5,color='red',lwd=4)\naxis(1,at=x.axis[c(4,9,14,19,24,29,34)],labels=c(1980,1985,1990,1995,2000,2005,2010),cex.axis=1.5,lwd=2)\naxis(4,las=T,cex.axis=1.5,lwd=2)\nmtext(1,text='Year',line=2.5,cex=2)\nmtext(4,text='Slope Water Proportion, percent total',line=3.8,cex=2)\nlegend('topleft',bty='n',legend=c('percent ATSW','percent LSSW','NAO index'),cex=1.5,text.col=c('red','blue','grey50'))",
"prompt_number": 9,
"outputs": [
{
"output_type": "display_data",
"png": 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9+cfRPwFgwsfjPQztUysVyrt37yU9S5ZIXhMAri6uoS1C2rV7m8vTzfTTWcPM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5/AhKKNYHchjn79+t28eXPkyJHkSFZWVnl5eYcOHXTuX1VVdYuCQtG8m6RRmRpLOBt/nmZbtTty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\nCCHEUBigEUKIof4PL24yTrpuXaUAAAAASUVORK5CYII=\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Plot 3 - Labrador Current Volume Transport vs Percent LSSW",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nYear<-data.frame(Year=1977:2010)\nLCVT<-subset(esr.phys,Series=='Labrador Current Volume Transport')\nLCVT<-merge(LCVT,Year,all=T)\nLCVT$Value[which(is.na(LCVT$Value))]<-(-5)\nLSSW<-subset(esr.phys,Series=='Percent LSSW')\nLSSW<-merge(LSSW,Year,all=T)\nLSSW$Value[which(is.na(LSSW$Value))]<-(-5)\nopar<-par(mfrow=c(1,1),mar=c(4,4,1,4),oma=c(1,1,1,1))\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(0,60),xlab='',ylab='',axes=F,typ='n')\npoints(LSSW$Year,LSSW$Value,pch=16,col='blue',cex=1.5)\nts.missing(LSSW$Value,x.axis=1977:2010,na.value=-5,color='blue',lwd=4)\naxis(1,cex.axis=1.5,lwd=2)\naxis(2,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nmtext(1,text='Year',line=2.5,cex=2)\nmtext(2,text='Percent LSSW',line=3,cex=2)\npar(new=T)\nplot(c(1977,2010),c(-1.0,3.0),xlab='',ylab='',axes=F,typ='n')\npoints(LCVT$Year,LCVT$Value,pch=16,col='red',cex=1.5)\nts.missing(LCVT$Value,x.axis=1977:2010,na.value=-5,color='red',lwd=4)\naxis(4,las=T,cex.axis=1.5,lwd=2)\nabline(h=0,lty=2, col='grey60')\nmtext(4,text='Volume Transport, Sv',line=2.8,cex=2)\nlegend('topright', bty='n', legend=c('Percent LSSW','Volume Transport, Sv'),text.col=c('blue','red'),cex=1.8)",
"prompt_number": 10,
"outputs": [
{
"output_type": "display_data",
"png": 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nwOPZn/ilXP2tcv0v2s7PkbfvkJeuoNhY5S8/Kdf9aBQ6qy1Un36sWvQF8vbi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\nrkJggg==\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Plot 4 - Stream Flow (River_discharge)",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nriver.discharge<-subset(esr.phys,Series=='River Discharge')\nriver.discharge.GoM<-subset(river.discharge,Region=='Gulf of Maine')\nriver.discharge.MAB<-subset(river.discharge,Region=='Mid-Atlantic')\nriver.discharge.SNE<-subset(river.discharge,Region=='Southern New England')\nriver.discharge.GoM.lo<-loess(river.discharge.GoM$Value~river.discharge.GoM$Year,span=0.5)\nriver.discharge.MAB.lo<-loess(river.discharge.MAB$Value~river.discharge.MAB$Year,span=0.5)\nriver.discharge.SNE.lo<-loess(river.discharge.SNE$Value~river.discharge.SNE$Year,span=0.5)\nriver.discharge.GoM.pred<-predict(river.discharge.GoM.lo,river.discharge.GoM$Year,se=T)\nriver.discharge.MAB.pred<-predict(river.discharge.MAB.lo,river.discharge.MAB$Year,se=T)\nriver.discharge.SNE.pred<-predict(river.discharge.SNE.lo,river.discharge.SNE$Year,se=T)\nopar<-par(mfrow=c(1,1),mar=c(4,6,2,2))\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1950,2010),c(20000,140000),xlab='',ylab='',axes=F,typ='n')\nlines(river.discharge.GoM$Year,river.discharge.GoM$Value,col='green',lwd=4)\nlines(river.discharge.SNE$Year,river.discharge.SNE$Value,col='red',lwd=4)\nlines(river.discharge.MAB$Year,river.discharge.MAB$Value,col='cyan',lwd=4)\nlines(spline(river.discharge.GoM$Year,river.discharge.GoM.pred$fit),col='green',lwd=4)\nlines(spline(river.discharge.SNE$Year,river.discharge.SNE.pred$fit),col='red',lwd=4)\nlines(spline(river.discharge.MAB$Year,river.discharge.MAB.pred$fit),col='cyan',lwd=4)\naxis(1,cex.axis=1.5,lwd=2)\naxis(2,at=axTicks(2),labels=axTicks(2)/1000,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nmtext(1,text='Year',line=2.5,cex=2)\nmtext(2,text=expression('Annual Sum River Flow, ft'^3*' s'^-1*' 10 '^3),line=3.5,cex=2)\nlegend('topleft', bty='n', legend=c('Gulf of Maine','Southern New England', 'Mid-Atlantic Bight'), text.col=c('green','red', 'cyan'),cex=1.5)",
"prompt_number": 11,
"outputs": [
{
"output_type": "display_data",
"png": 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O1C7khTTQgZJ4tSwC+C8fcNvT7Rk7CKcsmN/oBWbzln5WZztbejN7xim2tH9Z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\niGpCm2agDe1G/+C4f1qdMvAi8YwV66V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xFmFll0TDMhbhCs3iAvP8UdbIXUS5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\nL+BdgrRvH+q0DpAZtLJmjdGlkh6WIqiqIIIYC427XHpt++bMk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ODAgRppNAwA+OSTTwCc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\nD7SEPlI9SZGXAAAAAElFTkSuQmCC\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Plot 5 - Wind Stress",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nE.W.wind.stress<-subset(esr.phys,Series=='East-West Wind Stress')\nE.W.wind.stress.NY<-subset(E.W.wind.stress,Region=='New York')\nE.W.wind.stress.GB<-subset(E.W.wind.stress,Region=='Georges Bank')\nE.W.wind.stress.CH<-subset(E.W.wind.stress,Region=='Cape Hatteras')\n \nN.S.wind.stress<-subset(esr.phys,Series=='North-South Wind Stress')\nN.S.wind.stress.NY<-subset(N.S.wind.stress,Region=='New York')\nN.S.wind.stress.GB<-subset(N.S.wind.stress,Region=='Georges Bank')\nN.S.wind.stress.CH<-subset(N.S.wind.stress,Region=='Cape Hatteras')\n\ntotal.wind.stress<-subset(esr.phys,Series=='Total Wind Stress')\ntotal.wind.stress.NY<-subset(total.wind.stress,Region=='New York')\ntotal.wind.stress.GB<-subset(total.wind.stress,Region=='Georges Bank')\ntotal.wind.stress.CH<-subset(total.wind.stress,Region=='Cape Hatteras')\n\nE.W.wind.stress.NY.lo<-loess(E.W.wind.stress.NY$Value~E.W.wind.stress.NY$Year,span=0.5)\nE.W.wind.stress.GB.lo<-loess(E.W.wind.stress.GB$Value~E.W.wind.stress.GB$Year,span=0.5)\nE.W.wind.stress.CH.lo<-loess(E.W.wind.stress.CH$Value~E.W.wind.stress.CH$Year,span=0.5)\nN.S.wind.stress.NY.lo<-loess(N.S.wind.stress.NY$Value~N.S.wind.stress.NY$Year,span=0.5)\nN.S.wind.stress.GB.lo<-loess(N.S.wind.stress.GB$Value~N.S.wind.stress.GB$Year,span=0.5)\nN.S.wind.stress.CH.lo<-loess(N.S.wind.stress.CH$Value~N.S.wind.stress.CH$Year,span=0.5)\ntotal.wind.stress.NY.lo<-loess(total.wind.stress.NY$Value~total.wind.stress.NY$Year,span=0.5)\ntotal.wind.stress.GB.lo<-loess(total.wind.stress.GB$Value~total.wind.stress.GB$Year,span=0.5)\ntotal.wind.stress.CH.lo<-loess(total.wind.stress.CH$Value~total.wind.stress.CH$Year,span=0.5)\n\nE.W.wind.stress.NY.pred<-predict(E.W.wind.stress.NY.lo,E.W.wind.stress.NY$Year,se=T)\nE.W.wind.stress.GB.pred<-predict(E.W.wind.stress.GB.lo,E.W.wind.stress.GB$Year,se=T)\nE.W.wind.stress.CH.pred<-predict(E.W.wind.stress.CH.lo,E.W.wind.stress.CH$Year,se=T)\nN.S.wind.stress.NY.pred<-predict(N.S.wind.stress.NY.lo,N.S.wind.stress.NY$Year,se=T)\nN.S.wind.stress.GB.pred<-predict(N.S.wind.stress.GB.lo,N.S.wind.stress.GB$Year,se=T)\nN.S.wind.stress.CH.pred<-predict(N.S.wind.stress.CH.lo,N.S.wind.stress.CH$Year,se=T)\ntotal.wind.stress.NY.pred<-predict(total.wind.stress.NY.lo,total.wind.stress.NY$Year,se=T)\ntotal.wind.stress.GB.pred<-predict(total.wind.stress.GB.lo,total.wind.stress.GB$Year,se=T)\ntotal.wind.stress.CH.pred<-predict(total.wind.stress.CH.lo,total.wind.stress.CH$Year,se=T)\n\nopar<-par(mfrow=c(3,1),mar=c(0,0,0,0),oma=c(5,7,2,2))\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\n\npar(new=T)\nplot(c(1967,2010),c(.02,0.08),xlab='',ylab='',axes=F,typ='n')\npoints(total.wind.stress.NY$Year,total.wind.stress.NY$Value,pch=16,col='green',cex=1.5)\npoints(total.wind.stress.GB$Year,total.wind.stress.GB$Value,pch=16,col='red',cex=1.5)\npoints(total.wind.stress.CH$Year,total.wind.stress.CH$Value,pch=16,col='blue',cex=1.5)\nlines(spline(total.wind.stress.NY$Year,total.wind.stress.NY.pred$fit),col='green',lwd=4)\nlines(spline(total.wind.stress.GB$Year,total.wind.stress.GB.pred$fit),col='red',lwd=4)\nlines(spline(total.wind.stress.CH$Year,total.wind.stress.CH.pred$fit),col='blue',lwd=4)\naxis(2,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('bottomleft',legend='Total',cex=1.8,bty='n')\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\n\npar(new=T)\nplot(c(1967,2010),c(-0.02,0.04),xlab='',ylab='',axes=F,typ='n')\npoints(E.W.wind.stress.NY$Year,E.W.wind.stress.NY$Value,pch=16,col='green',cex=1.5)\npoints(E.W.wind.stress.GB$Year,E.W.wind.stress.GB$Value,pch=16,col='red',cex=1.5)\npoints(E.W.wind.stress.CH$Year,E.W.wind.stress.CH$Value,pch=16,col='blue',cex=1.5)\nlines(spline(E.W.wind.stress.NY$Year,E.W.wind.stress.NY.pred$fit),col='green',lwd=4)\nlines(spline(E.W.wind.stress.GB$Year,E.W.wind.stress.GB.pred$fit),col='red',lwd=4)\nlines(spline(E.W.wind.stress.CH$Year,E.W.wind.stress.CH.pred$fit),col='blue',lwd=4)\nabline(h=0,lty=2, col='grey60')\naxis(2,at=c(seq(from=-0.02,to=0.04,by=0.02)),las=T,cex.axis=1.5,lwd=2)\naxis(3,labels=F,tck=.03,lwd=2)\nbox(lwd=2)\nlegend('bottomleft',legend='East-West',cex=1.8,bty='n')\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\n\npar(new=T)\nplot(c(1967,2010),c(-0.07,0.02),xlab='',ylab='',axes=F,typ='n')\npoints(N.S.wind.stress.NY$Year,N.S.wind.stress.NY$Value,pch=16,col='green',cex=1.5)\npoints(N.S.wind.stress.GB$Year,N.S.wind.stress.GB$Value,pch=16,col='red',cex=1.5)\npoints(N.S.wind.stress.CH$Year,N.S.wind.stress.CH$Value,pch=16,col='blue',cex=1.5)\nlines(spline(N.S.wind.stress.NY$Year,N.S.wind.stress.NY.pred$fit),col='green',lwd=4)\nlines(spline(N.S.wind.stress.GB$Year,N.S.wind.stress.GB.pred$fit),col='red',lwd=4)\nlines(spline(N.S.wind.stress.CH$Year,N.S.wind.stress.CH.pred$fit),col='blue',lwd=4)\nabline(h=0,lty=2, col='grey60')\naxis(1,cex.axis=1.5,lwd=2)\naxis(2,at=c(seq(from=-0.06,to=0.02,by=0.02)),las=T,cex.axis=1.5,lwd=2)\naxis(3,labels=F,tck=.03,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='North-South',cex=1.8,bty='n')\nmtext(1,text='Year',line=3.2,cex=2)\nmtext(2,text=expression('Wind Stress, N m'^-2),line=4,cex=2,outer=T)",
"prompt_number": 12,
"outputs": [
{
"output_type": "display_data",
"png": 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x5Mp7cGIEHBsJedWGtdzT4aPf4cM/IOAdMbVG1kEoKJBpI/3vi3xr9aph6gIt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\n5f8BVyhvxQSU/9IAAAAASUVORK5CYII=\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Plot 6 - ERSST",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nsummer<-subset(esr.phys,Series=='Summer ERSST')\nwinter<-subset(esr.phys,Series=='Winter ERSST')\n\nsummer.lo<-loess(summer$Value~summer$Year,span=0.5)\nsummer.pred<-predict(summer.lo,summer$Year,se=T)\n\nwinter.lo<-loess(winter$Value~winter$Year,span=0.5)\nwinter.pred<-predict(winter.lo,winter$Year,se=T)\n\npar<-par(mfrow=c(2,1),mar=c(0,0,0,0),oma=c(4,5,1,1))\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\n\npar(new=T)\nplot(c(1854,2010),c(17.4,21),xlab='',ylab='',axes=F,typ='n')\npoints(summer$Year,summer$Value,pch=16,col='red',cex=1.5)\nlines(spline(summer$Year,summer.pred$fit),col='red',lwd=4)\nbox(lwd=2)\naxis(2,at=c(18:21),labels=18:21,cex.axis=1.5,las=T,lwd=2)\nlegend('topleft',legend='Summer',cex=1.8,bty='n')\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\n\npar(new=T)\nplot(c(1854,2010),c(6,10.5),xlab='',ylab='',axes=F,typ='n')\npoints(winter$Year,winter$Value,pch=16,col='blue',cex=1.5)\nlines(spline(winter$Year,winter.pred$fit),col='blue',lwd=4)\nbox(lwd=2)\naxis(1,cex.axis=1.5,lwd=2)\naxis(2,cex.axis=1.5,las=T,lwd=2)\naxis(3,labels=F,tck=.03,lwd=2)\nlegend('topleft',legend='Winter',cex=1.8,bty='n')\nmtext(1,text='Year',line=2.5,cex=2,outer=T)\nmtext(2,text=expression('ERSST, '*degree*'C'),line=3,cex=2,outer=T)",
"prompt_number": 13,
"outputs": [
{
"output_type": "display_data",
"png": 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mXjzQ4k+dq1wrh8JHgV64cGGnTp0GDRq0ZMkSmUw2ffp0kiSVJWd01NKkSRPD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\nAGAUEjQAAKP+D20wiefWn1GGAAAAAElFTkSuQmCC\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Plot 7 - Temperature",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nYear<-data.frame(Year=1977:2010)\nbot.tmp<-subset(esr.phys,Series=='Bottom Temperature')\nsfc.tmp<-subset(esr.phys,Series=='Surface Temperature')\n\nbot.tmp.GB<-subset(bot.tmp,Region=='GB_core')\nbot.tmp.GB<-merge(bot.tmp.GB,Year,all=T)\nbot.tmp.GB$Value[which(is.na(bot.tmp.GB$Value))]<-(-5)\nbot.tmp.GoM<-subset(bot.tmp,Region=='GoM_core')\nbot.tmp.GoM<-merge(bot.tmp.GoM,Year,all=T)\nbot.tmp.GoM$Value[which(is.na(bot.tmp.GoM$Value))]<-(-5)\nbot.tmp.MAB<-subset(bot.tmp,Region=='MAB_core')\nbot.tmp.MAB<-merge(bot.tmp.MAB,Year,all=T)\nbot.tmp.MAB$Value[which(is.na(bot.tmp.MAB$Value))]<-(-5)\nbot.tmp.SS<-subset(bot.tmp,Region=='SS_core')\nbot.tmp.SS<-merge(bot.tmp.SS,Year,all=T)\nbot.tmp.SS$Value[which(is.na(bot.tmp.SS$Value))]<-(-5)\nsfc.tmp.GB<-subset(sfc.tmp,Region=='GB_core')\nsfc.tmp.GB<-merge(sfc.tmp.GB,Year,all=T)\nsfc.tmp.GB$Value[which(is.na(sfc.tmp.GB$Value))]<-(-5)\nsfc.tmp.GoM<-subset(sfc.tmp,Region=='GoM_core')\nsfc.tmp.GoM<-merge(sfc.tmp.GoM,Year,all=T)\nsfc.tmp.GoM$Value[which(is.na(sfc.tmp.GoM$Value))]<-(-5)\nsfc.tmp.MAB<-subset(sfc.tmp,Region=='MAB_core')\nsfc.tmp.MAB<-merge(sfc.tmp.MAB,Year,all=T)\nsfc.tmp.MAB$Value[which(is.na(sfc.tmp.MAB$Value))]<-(-5)\nsfc.tmp.SS<-subset(sfc.tmp,Region=='SS_core')\nsfc.tmp.SS<-merge(sfc.tmp.SS,Year,all=T)\nsfc.tmp.SS$Value[which(is.na(sfc.tmp.SS$Value))]<-(-5)\n\nopar<-par(mfrow=c(2,2),mar=c(0,0,0,0),oma=c(4,6,1,3))\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(6,16),xlab='',ylab='',axes=F,typ='n')\n#abline(h=sfc.tmp.record.MAB$Value[1],lty=1, col='red')\npoints(sfc.tmp.MAB$Year,sfc.tmp.MAB$Value,pch=16,col='red',cex=1.5)\nts.missing(sfc.tmp.MAB$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\n#abline(h=bot.tmp.record.MAB$Value[1],lty=1, col='blue')\npoints(bot.tmp.MAB$Year,bot.tmp.MAB$Value,pch=16,col='blue',cex=1.5)\nts.missing(bot.tmp.MAB$Value,x.axis=bot.tmp.MAB$Year,na.value=(-5),color='blue',lwd=4)\naxis(2,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Mid-Atlantic Bight',bty='n',cex=1.5)\nlegend('bottomright',legend=c('Surface','Bottom'),text.col=c('red','blue'),bty='n',cex=1.8)\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(6,12),xlab='',ylab='',axes=F,typ='n')\n#abline(h=sfc.tmp.record.GB$Value[1],lty=1, col='red')\npoints(sfc.tmp.GB$Year,sfc.tmp.GB$Value,pch=16,col='red',cex=1.5)\nts.missing(sfc.tmp.GB$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\n#abline(h=bot.tmp.record.GB$Value[1],lty=1, col='blue')\npoints(bot.tmp.GB$Year,bot.tmp.GB$Value,pch=16,col='blue',cex=1.5)\nts.missing(bot.tmp.GB$Value,x.axis=bot.tmp.GB$Year,na.value=(-5),color='blue',lwd=4)\naxis(4,at=c(6,8,10,12),labels=c(6,8,10,12),las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Georges Bank',bty='n',cex=1.5)\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(4,12),xlab='',ylab='',axes=F,typ='n')\n#abline(h=sfc.tmp.record.GB$Value[1],lty=1, col='red')\npoints(sfc.tmp.GoM$Year,sfc.tmp.GoM$Value,pch=16,col='red',cex=1.5)\nts.missing(sfc.tmp.GoM$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\n#abline(h=bot.tmp.record.GoM$Value[1],lty=1, col='blue')\npoints(bot.tmp.GoM$Year,bot.tmp.GoM$Value,pch=16,col='blue',cex=1.5)\nts.missing(bot.tmp.GoM$Value,x.axis=bot.tmp.GoM$Year,na.value=(-5),color='blue',lwd=4)\naxis(1,at=c(1980,1985,1990,1995,2000,2005,2010),labels=c('',1985,'',1995,'',2005,''),cex.axis=1.5,lwd=2)\naxis(2,las=T,cex.axis=1.5,lwd=2)\naxis(3,labels=F,tck=.03,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Gulf of Maine',bty='n',cex=1.5)\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(4,12),xlab='',ylab='',axes=F,typ='n')\n#abline(h=sfc.tmp.record.SS$Value[1],lty=1, col='red')\npoints(sfc.tmp.SS$Year,sfc.tmp.SS$Value,pch=16,col='red',cex=1.5)\nts.missing(sfc.tmp.SS$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\n#abline(h=bot.tmp.record.SS$Value[1],lty=1, col='blue')\npoints(bot.tmp.SS$Year,bot.tmp.SS$Value,pch=16,col='blue',cex=1.5)\nts.missing(bot.tmp.SS$Value,x.axis=bot.tmp.SS$Year,na.value=(-5),color='blue',lwd=4)\naxis(1,at=c(1980,1985,1990,1995,2000,2005,2010),labels=c('',1985,'',1995,'',2005,''),cex.axis=1.5,lwd=2)\naxis(3,labels=F,tck=.03,lwd=2)\naxis(4,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Scotian Shelf',bty='n',cex=1.5)\n#text(1976,4.2,labels='Surface',col='red',cex=1.5,pos=4)\n#text(1985,4.2,labels='Bottom',col='blue',cex=1.5,pos=4)\nmtext(1,text='Year',line=2.5,outer=T,cex=2)\nmtext(2,text=expression('Temperature, '*degree*'C'),line=3,outer=T,cex=2)",
"prompt_number": 14,
"outputs": [
{
"output_type": "display_data",
"png": 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xxQzU8+YAR9kkL12q135C4upVtpZh+3bI1IBxbx7I/eo6czYYBycTkndF2aA5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\nMm2LtBMRU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"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "- Plot 8 - Salinity",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nYear<-data.frame(Year=1977:2010)\nbot.sal<-subset(esr.phys,Series=='Bottom Salinity')\nsfc.sal<-subset(esr.phys,Series=='Surface Salinity')\n\nbot.sal.GB<-subset(bot.sal,Region=='GB_core')\nbot.sal.GB<-merge(bot.sal.GB,Year,all=T)\nbot.sal.GB$Value[which(is.na(bot.sal.GB$Value))]<-(-5)\nbot.sal.GoM<-subset(bot.sal,Region=='GoM_core')\nbot.sal.GoM<-merge(bot.sal.GoM,Year,all=T)\nbot.sal.GoM$Value[which(is.na(bot.sal.GoM$Value))]<-(-5)\nbot.sal.MAB<-subset(bot.sal,Region=='MAB_core')\nbot.sal.MAB<-merge(bot.sal.MAB,Year,all=T)\nbot.sal.MAB$Value[which(is.na(bot.sal.MAB$Value))]<-(-5)\nbot.sal.SS<-subset(bot.sal,Region=='SS_core')\nbot.sal.SS<-merge(bot.sal.SS,Year,all=T)\nbot.sal.SS$Value[which(is.na(bot.sal.SS$Value))]<-(-5)\nsfc.sal.GB<-subset(sfc.sal,Region=='GB_core')\nsfc.sal.GB<-merge(sfc.sal.GB,Year,all=T)\nsfc.sal.GB$Value[which(is.na(sfc.sal.GB$Value))]<-(-5)\nsfc.sal.GoM<-subset(sfc.sal,Region=='GoM_core')\nsfc.sal.GoM<-merge(sfc.sal.GoM,Year,all=T)\nsfc.sal.GoM$Value[which(is.na(sfc.sal.GoM$Value))]<-(-5)\nsfc.sal.MAB<-subset(sfc.sal,Region=='MAB_core')\nsfc.sal.MAB<-merge(sfc.sal.MAB,Year,all=T)\nsfc.sal.MAB$Value[which(is.na(sfc.sal.MAB$Value))]<-(-5)\nsfc.sal.SS<-subset(sfc.sal,Region=='SS_core')\nsfc.sal.SS<-merge(sfc.sal.SS,Year,all=T)\nsfc.sal.SS$Value[which(is.na(sfc.sal.SS$Value))]<-(-5)\n\nopar<-par(mfrow=c(2,2),mar=c(0,0,0,0),oma=c(4,6,1,2))\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(31.5,34.5),xlab='',ylab='',axes=F,typ='n')\npoints(sfc.sal.MAB$Year,sfc.sal.MAB$Value,pch=16,col='red',cex=1.5)\nts.missing(sfc.sal.MAB$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\npoints(bot.sal.MAB$Year,bot.sal.MAB$Value,pch=16,col='blue',cex=1.5)\nts.missing(bot.sal.MAB$Value,x.axis=1977:2010,na.value=(-5),color='blue',lwd=4)\naxis(2,at=32:34,labels=32:34,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Mid-Atlantic Bight',bty='n',cex=1.5)\nlegend('topright',legend=c('Surface','Bottom'),text.col=c('red','blue'),bty='n',cex=1.5)\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(31.5,34.5),xlab='',ylab='',axes=F,typ='n')\npoints(sfc.sal.GB$Year,sfc.sal.GB$Value,pch=16,col='red',cex=1.5)\nts.missing(sfc.sal.GB$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\npoints(bot.sal.GB$Year,bot.sal.GB$Value,pch=16,col='blue',cex=1.5)\nts.missing(bot.sal.GB$Value,x.axis=1977:2010,na.value=(-5),color='blue',lwd=4)\naxis(2,at=32:34,labels=F,tck=.03,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Georges Bank',bty='n',cex=1.5)\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(31.5,34.5),xlab='',ylab='',axes=F,typ='n')\npoints(sfc.sal.GoM$Year,sfc.sal.GoM$Value,pch=16,col='red',cex=1.5)\nts.missing(sfc.sal.GoM$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\npoints(bot.sal.GoM$Year,bot.sal.GoM$Value,pch=16,col='blue',cex=1.5)\nts.missing(bot.sal.GoM$Value,x.axis=1977:2010,na.value=(-5),color='blue',lwd=4)\naxis(1,at=c(1980,1985,1990,1995,2000,2005,2010),labels=c('',1985,'',1995,'',2005,''),cex.axis=1.5,lwd=2)\naxis(2,at=32:34,labels=32:34,las=T,cex.axis=1.5,lwd=2)\naxis(3,labels=F,tck=.03,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Gulf of Maine',bty='n',cex=1.5)\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(31.5,34.5),xlab='',ylab='',axes=F,typ='n')\npoints(sfc.sal.SS$Year,sfc.sal.SS$Value,pch=16,col='red',cex=1.5)\nts.missing(sfc.sal.SS$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\npoints(bot.sal.SS$Year,bot.sal.SS$Value,pch=16,col='blue',cex=1.5)\nts.missing(bot.sal.SS$Value,x.axis=1977:2010,na.value=(-5),color='blue',lwd=4)\naxis(1,at=c(1980,1985,1990,1995,2000,2005,2010),labels=c('',1985,'',1995,'',2005,''),cex.axis=1.5,lwd=2)\naxis(2,at=32:34,labels=F,tck=.03,lwd=2)\naxis(3,labels=F,tck=.03,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Scotian Shelf',bty='n',cex=1.5)\nmtext(1,text='Year',line=2.5,cex=2,outer=T)\nmtext(2,text='Salinity',line=3,cex=2,outer=T)",
"prompt_number": 15,
"outputs": [
{
"output_type": "display_data",
"png": 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OeczLUVWFvMSgZjAcxLcEOjQMh4RikFSYo1y4gE6d5ABAp8O9JZYdt3M3GeDo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\nAAAASUVORK5CYII=\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "- Plot 9 - Stratification",
"prompt_number": 16,
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid syntax (<ipython-input-16-0fd96c43c825>, line 1)",
"traceback": [
"\u001b[1;36m File \u001b[1;32m\"<ipython-input-16-0fd96c43c825>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m - Plot 9 - Stratification\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
],
"output_type": "pyerr"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R\nYear<-data.frame(Year=1977:2010)\nstrat<-subset(esr.phys,Series=='Stratification (0-50 m)')\n\nstrat.GB<-subset(strat,Region=='GB_core')\nstrat.GB<-merge(strat.GB,Year,all=T)\nstrat.GB$Value[which(is.na(strat.GB$Value))]<-(-5)\nstrat.GoM<-subset(strat,Region=='GoM_core')\nstrat.GoM<-merge(strat.GoM,Year,all=T)\nstrat.GoM$Value[which(is.na(strat.GoM$Value))]<-(-5)\nstrat.MAB<-subset(strat,Region=='MAB_core')\nstrat.MAB<-merge(strat.MAB,Year,all=T)\nstrat.MAB$Value[which(is.na(strat.MAB$Value))]<-(-5)\nstrat.SS<-subset(strat,Region=='SS_core')\nstrat.SS<-merge(strat.SS,Year,all=T)\nstrat.SS$Value[which(is.na(strat.SS$Value))]<-(-5)\n\nopar<-par(mfrow=c(2,2),mar=c(0,0,0,0),oma=c(4,8,1,6))\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(0.02,0.055),xlab='',ylab='',axes=F,typ='n')\npoints(strat.MAB$Year,strat.MAB$Value,pch=16,col='red',cex=1.5)\nts.missing(strat.MAB$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\naxis(2,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Mid-Atlantic Bight',cex=1.5,bty='n')\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(0.005,0.014),xlab='',ylab='',axes=F,typ='n')\npoints(strat.GB$Year,strat.GB$Value,pch=16,col='red',cex=1.5)\nts.missing(strat.GB$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\naxis(4,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Georges Bank',cex=1.5,bty='n')\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(0.015,0.027),xlab='',ylab='',axes=F,typ='n')\npoints(strat.GoM$Year,strat.GoM$Value,pch=16,col='red',cex=1.5)\nts.missing(strat.GoM$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\naxis(1,at=c(1980,1985,1990,1995,2000,2005,2010),labels=c('',1985,'',1995,'',2005,''),cex.axis=1.5,lwd=2)\naxis(2,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Gulf of Maine',cex=1.5,bty='n')\n\nplot(0,0,xlab='',ylab='',axes=F)\nplot.bg('#F4F7F2')\npar(new=T)\nplot(c(1977,2010),c(0.005,0.02),xlab='',ylab='',axes=F,typ='n')\npoints(strat.SS$Year,strat.SS$Value,pch=16,col='red',cex=1.5)\nts.missing(strat.SS$Value,x.axis=1977:2010,na.value=(-5),color='red',lwd=4)\naxis(1,at=c(1980,1985,1990,1995,2000,2005,2010),labels=c('',1985,'',1995,'',2005,''),cex.axis=1.5,lwd=2)\naxis(4,las=T,cex.axis=1.5,lwd=2)\nbox(lwd=2)\nlegend('topleft',legend='Scotian Shelf',cex=1.5,bty='n')\n\nmtext(1,text='Year',line=2.8,cex=2,outer=T)\nmtext(2,text=expression('Stratification, kg m'^-3*' m'^-1),line=4.5,cex=2,outer=T)",
"prompt_number": 17,
"outputs": [
{
"output_type": "display_data",
"png": 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ACGirgOWgesgQ1FAcNyagC7VP9Npe2ydL0hHZPEOKYIPOFCiNCwerCemU4wqt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\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Mixing Python & R",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "%matplotlib inline\nimport numpy as np\nimport matplotlib as plt\nX = np.array([0,1,2,3,4])\nY = np.array([3,5,4,6,7])\nplt.pylab.scatter(X,Y);",
"prompt_number": 10,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
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"text": "<matplotlib.figure.Figure at 0x292a190>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "%%R -i X,Y -o XYcoef\nXYlm = lm(Y~X)\nXYcoef = coef(XYlm)\nprint(summary(XYcoef))\nplot(XYlm)",
"prompt_number": 11,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"text": " Min. 1st Qu. Median Mean 3rd Qu. Max. \n 0.900 1.475 2.050 2.050 2.625 3.200 \n"
},
{
"output_type": "display_data",
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g669x5Qpq1lS3xrSYCzTN4iD81aQJdu7Exo0wMACAtDQUFLDOxG/a2hgzBi1bAsChQ+jb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\nc/OlS5cWP27w4ZVmfn5+0SixsbHv3r0zNjYu+q8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"metadata": {}
},
{
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"metadata": {}
},
{
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//e+sWbPo4EHq3buFk9OuXbvGjh3br18/XZiOAnrOyIgGDKCjR2nQINZRdFBM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\nWrXl5XGJaPbs2b179/bw8IiLi9PcmwD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"metadata": {}
},
{
"output_type": "display_data",
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TiWXxYgoNJSMj1jn0SaNG1Lw5paezzqEfCgtp9Wos+qy71M9BW1tbczH/oFUp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\n3QK8AAoaJGrkSM0vD71gAS1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p2rlzZ69evRo3bhwcHFyxsNx//vMfZ2fnoKCgWu1q2bJl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\n",
"metadata": {}
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "XYcoef",
"prompt_number": 12,
"outputs": [
{
"output_type": "pyout",
"prompt_number": 12,
"metadata": {},
"text": "array([ 3.2, 0.9])"
}
],
"language": "python",
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