gistfile1.txt

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1 High Dimensional Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data <- read.csv(\"HW5-highDim.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Marginal Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "coef.vector <- rep(NA,100)\n",
    "for (i in 1:100){\n",
    "  form <- as.formula(paste(names(data)[length(data)],names(data)[i],sep=\"~\"))\n",
    "  coef.vector[i] <- coef(lm(form,data=data))[2]\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "coefficients that are 2 sd away from mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]  9 22\n",
      "[1] 14 92\n"
     ]
    }
   ],
   "source": [
    "y1 <- which(coef.vector>mean(coef.vector)+2*sd(coef.vector))\n",
    "y2 <- which(coef.vector<mean(coef.vector)-2*sd(coef.vector))\n",
    "print(y1)\n",
    "print(y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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",
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       "</svg>\n"
      ],
      "text/plain": [
       "Plot with title “Estimated Coefficients of Marginal Regression”"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "b <- barplot(coef.vector,space=2,width=100,\n",
    "             main=\"Estimated Coefficients of Marginal Regression\",\n",
    "             xlab=\"variable\",\n",
    "             ylab=\"coefficient\")\n",
    "\n",
    "for(i in c(y1,y2)){\n",
    "  if (coef.vector[i]<0){\n",
    "    text(b[i], coef.vector[i]-1, names(data)[i],xpd=TRUE)\n",
    "  }\n",
    "  else{\n",
    "    text(b[i], coef.vector[i]+1, names(data)[i],xpd=TRUE)\n",
    "  } \n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see variable X.9, X.14, X.22, X.92 stand out."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ridge Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Installing package into ‘/home/vagrant/R/x86_64-pc-linux-gnu-library/3.2’\n",
      "(as ‘lib’ is unspecified)\n",
      "also installing the dependencies ‘iterators’, ‘foreach’\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The downloaded source packages are in\n",
      "\t‘/tmp/Rtmpd2RAJ9/downloaded_packages’\n"
     ]
    }
   ],
   "source": [
    "install.packages(\"glmnet\",repos=\"http://cran.rstudio.com\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: Matrix\n",
      "Loading required package: foreach\n",
      "Loaded glmnet 2.0-2\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(glmnet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train <- as.matrix(data[,1:100])\n",
    "response <- as.matrix(data[,101])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cv.ridge <- cv.glmnet(x=train,\n",
    "                    y=response,\n",
    "                    alpha=0, #ridge regression\n",
    "                    family=\"gaussian\",\n",
    "                    lambda=exp(seq(10,-10,length.out=100)), \n",
    "                    nfolds = 10, \n",
    "                    type.measure=\"mse\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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",
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       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(cv.ridge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"The best lambda is 5.55637360965934e-05\"\n"
     ]
    }
   ],
   "source": [
    "print(paste(\"The best lambda is\",cv.ridge$lambda.min))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fit.ridge <- glmnet(x=train,\n",
    "                    y=response,\n",
    "                    alpha=0, #ridge regression\n",
    "                    family=\"gaussian\",\n",
    "                    lambda = cv.ridge$lambda.min)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "coef.vector.ridge <- as.vector(fit.ridge$beta) # fit coefficients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]  5  8  9 21 22\n",
      "[1]  4 14\n"
     ]
    }
   ],
   "source": [
    "y1 <- which(coef.vector.ridge>mean(coef.vector.ridge)+2*sd(coef.vector.ridge))\n",
    "y2 <- which(coef.vector.ridge<mean(coef.vector.ridge)-2*sd(coef.vector.ridge))\n",
    "print(y1)\n",
    "print(y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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",
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THo1eSfBT/k3z9rr/ALE2b/0LW6APrj9g7/kimrf9jbr3/pwmr6Mr5z/YO/5Ipq3/AGNuvf8Apwmr13xp8XvBfw61zQdG8TeJtO0TVNem8jTLS8mCPdyb0Tag7/NIg+rCgDr6KKKACiiigAopu9d+zcN2M7c84p1AGL4w8aaB8PvD9xrvifWrDw9otsVE2oancpbwRlmCqGdyAMsQBzySK+JP+CjGt6d4ltvhLq2k31vqel31tqFxa3tpKssM8TSaeVdHUkMpBBBHBr3L9uYA/BCxBGQfFvh3g/8AYWta+NfjN/ya3+yl/wBik3/oOm0AeyeO/wDlJp4T/wB/Tf8A00eIK+6a+FvHf/KTTwn/AL+m/wDpo8QV900AFFFFABRRRQAUUUUAFfC/7O//ACkJ+KH/AFx17/0dodfdFfC/7O//ACkJ+KH/AFx17/0dodAH3RRRXzP+3n8bvGXwM+GWi6r4JvrTTtSur67WWa8tBcqYoNLvbzYFJABZrZF3dgTQB9MUVn+H76TVNB028mCiW4topnCjA3MgJx+dcXofx/8AA/iP4uax8M7DVZpvGOkxPNdWbWM6RKEWBnCzsgidlW6gJVWJHmDigD0SiiigAooooAKKKKACiiigAooooAKKKKAOD+Pv/JCfiP8A9i3qX/pLJXh//BOH/kiev/8AYyT/APpLa17h8ff+SE/Ef/sW9S/9JZK8P/4Jw/8AJE9f/wCxkn/9JbWgD6sooooAKKKKACiiigDH8Y/8ijrn/XjP/wCi2r5G/wCCWn/JHfEn/X7pP/qPaVX1z4x/5FHXP+vGf/0W1fI3/BLT/kjviT/r90n/ANR7SqAPtGiiigD4X/Zv/wCUgPxT/wCuWu/+lOkV90V8L/s3/wDKQH4p/wDXLXf/AEp0ivuigD4q/wCCpv8AySTw1/18a1/6juqV9heF/wDkWtJ/69If/QBXx7/wVN/5JJ4a/wCvjWv/AFHdUr7C8L/8i1pP/XpD/wCgCgDTooooAKK8U/ax/aIu/wBmr4e6d4jsfDUXim5vdRNiLObUDZKqraXN07+YIpMkLasAu3ksORXrPhrWR4j8OaVqyxGBb+0iuhEW3FN6Btue+M4zQBpUUUUAFFFFABXP/ELxpZ/DfwD4l8W6jFPcafoGmXOq3MVsAZXigiaV1QEgFiEIGSBnuK6CvLP2rP8Ak134w/8AYm6x/wCkU1AF/wCBHxosPjz4E/4SbT9J1DQ0S9uLCax1PyjNFLC5RwTE7qRkcEMa9Er5p/YA/wCSKax/2NWr/wDpQa+lqACiiigAooooA+FvFH/KT/w1/v2v/pj1mvumvhbxR/yk/wDDX+/a/wDpj1mvumgAooooAKKK4Dwb8ePAvxA8feIvBeg659v8S+Hi66lZfZJ4xCVk8tsSOgSTD/KdjNg0Ad/RRRQAUUUUAFFFFABRRRQAUUUUAZviXxFYeEPDmq69qszW+l6XaS313MkTyskMaF3YIgLMQqk7VBJ6AE18eftK/FP4fW/jTwX8QfDnxW1T4ceO7rw6kllejwdqGr2eqaPPKXSK5gWD5CJI3ZcskiEnK8ivrrxxY6pqfgrxBZ6Hqq6Frdxp9xDY6o6B1s7ho2EcxVgQwRirYIIOK+UPDviv9sGx+JEmm3vhnwNrFrb+G7LdIdWnisJ7jzp1kuEkFtv85wq7osbFUIRyxoAw/wBnX4i+GPit+0B4b1nxf8Ybv4ieObO2vLbw3o9l4J1DQ9M0/wAyEtcy75osPK0UTKGkcADIAJIr7mrxX4d+Ifj/AH3jHT4PG3g3wNpXhhvM+13ej65c3N1HiNimyN4FVsuEBywwCTzjFe1UAFFFFABRRRQAUUUUAFFFFAHin7PH/I8/H3/sff8A3DaVXtdeKfs8f8jz8ff+x9/9w2lV7XQAUUUUAfC/ws/5SS+NP+umtf8Apv8ADdH/AATB/wCPb4h/7mlf+gXFHws/5SS+NP8ArprX/pv8N0f8Ewf+Pb4h/wC5pX/oFxQB13/BTL/kiXhv/sYH/wDTVqNeRfHH/kq/7Lv/AGC/Df8A6fNJr13/AIKZf8kS8N/9jA//AKatRryL44/8lX/Zd/7Bfhv/ANPmk0Add4X/AOUn/iX/AH7r/wBMejV5J8FP+TfP2uv+xNm/9C1uvW/C/wDyk/8AEv8Av3X/AKY9GryT4Kf8m+ftdf8AYmzf+ha3QB9cfsHf8kU1b/sbde/9OE1eR/t7/wDJd/g//wBc4f8A1JNAr1z9g7/kimrf9jbr3/pwmryP9vf/AJLv8H/+ucP/AKkmgUAfdFFFFABXxV/wUH8Va/4d8ffB1NG8Q6xokRkurmWLS9RmtUuHXUdHiXzVjYCQBLiYbXyP3h4r7Vr4X/4KO/8AJQfg7/1zvf8A07aDQBBrNlA3/BU3Rr4wobxUitlnx84iOi3zFM/3Syg49QDX3fXwvrH/ACk+0n/fh/8ATHf190UAfPn7cv8AyRGw/wCxt8O/+na1r41+M3/Jrf7KX/YpN/6DptfZX7cv/JEbD/sbfDv/AKdrWvjX4zf8mt/spf8AYpN/6DptAHsnjv8A5SaeE/8Af03/ANNHiCvumvhbx3/yk08J/wC/pv8A6aPEFfdNABRRRQAUUUUAFFFFABXwv+zv/wApCfih/wBcde/9HaHX3RXwv+zv/wApCfih/wBcde/9HaHQB90V8Xf8FS/+SO+G/wDr91b/ANR7Va+0a+Lv+Cpf/JHfDf8A1+6t/wCo9qtAH1z4O/5FHQ/+vGD/ANFrXxf8IP8AlI947/66a5/6ReGq+0PB3/Io6H/14wf+i1r4v+EH/KR7x3/101z/ANIvDVAH3RRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHB/H3/khPxH/wCxb1L/ANJZK8P/AOCcP/JE9f8A+xkn/wDSW1r3D4+/8kJ+I/8A2Lepf+ksleH/APBOH/kiev8A/YyT/wDpLa0AfVlfKniX47eN9P8A27/Dnw6t9Tto/BNzHBFcacbNDJI8mnanc+Z533gQ9lGMDjBNfVdfC/jH/lJ34V/66WP/AKZNdoA+wvifcS2nw08WzwSvDPFpF28ckbFWRhC5BBHIIPevmv8A4JmXl3dfA7xAt1fXl/5WvII3vbqS4dA+l6fKwDOxIBeR2xnGWNXdD/ad1P4t618dfA154btNKsvDemaslnfwXzTSXKwXFzZsZIzGoQloCwAZuCOazf8AgmN/yRHxL/2H4f8A0z6ZQB9f0UUUAY/jH/kUdc/68Z//AEW1fI3/AAS0/wCSO+JP+v3Sf/Ue0qvrnxj/AMijrn/XjP8A+i2r5G/4Jaf8kd8Sf9fuk/8AqPaVQB9o0UUUAfC/7N//ACkB+Kf/AFy13/0p0ivuivhP9ndzH+318V3HVYNeI/8AAnSK9B/4J9/G7xv8bfAniK+8cazHrd9bTafJBOlnFbbEuNOt7lo9saqCFeVgCRnHU0Acr/wVN/5JJ4a/6+Na/wDUd1SvsLwv/wAi1pP/AF6Q/wDoAr49/wCCpv8AySTw1/18a1/6juqV9heF/wDkWtJ/69If/QBQBp0UUUAfHn/BT/8A5Il4Z/7Dtz/6Y9Vr6d+GP/JNvCf/AGCbT/0SlfMX/BT/AP5Il4Z/7Dtz/wCmPVa+nfhj/wAk28J/9gm0/wDRKUAdNRRRQAUUUUAFeWftWf8AJrvxh/7E3WP/AEimr1OvLP2rP+TXfjD/ANibrH/pFNQB55+wB/yRTWP+xq1f/wBKDX0tXzT+wB/yRTWP+xq1f/0oNey+OfjD4K+GmraDpfinxLYaFqGvTG30y3vJdrXUgZEIX/gUsYyeMuPWgDsaKKKACivN/j/8Yx8DPh6fEo0WXxBO+oWemwWEVwsBkluJliTMjAhQC+Twa3/hV49h+Kfwy8J+Mra0ksLfxBpVrqsdrKwZ4VmiWQISOCRuxn2oA+P/ABR/yk/8Nf79r/6Y9Zr7pr4W8Uf8pP8Aw1/v2v8A6Y9Zr7poAKKKKACvhf8AZL/5PU+MP+9rP/p4r7or4X/ZL/5PU+MP+9rP/p4oA+6KKKKACiiigAooooAKKKKACiiigDH8ZeFNP8eeENc8NavG0ulazYz6deRo21mhmjaOQA9iVY818EfFD4QaN+yn4xt/EPir9pzxt4d0q58PwaLpaQxw3mryxWsk0jRlUtWBt4klU79oIZn3NgqK/Q+vi39uDwJ4psvEPizxlo/g7VvG9h4g+GmpeCUi0K3+1XemXkkjyRTeQPnaKXfsdowxXy1yMUAdp8FdCs7f4yzaVH+0X4v8ba5oFul3f+D9aNqiyQ3FuGikZVt0Z0AnjfcjEBtoY5ytfT1fHfw4v9f+Pn7QHwr8W2Hw78R+CvDXgHR723vtc8V6edOuNVluLdYUtYIW/ePEjZlLsAu5eMH732JQAUUUUAFFFFABRRRQAUUUUAeKfs8f8jz8ff8Asff/AHDaVXtdeKfs8f8AI8/H3/sff/cNpVe10AFFFFAHwv8ACz/lJL40/wCumtf+m/w3R/wTB/49viH/ALmlf+gXFHws/wCUkvjT/rprX/pv8N0f8Ewf+Pb4h/7mlf8AoFxQB13/AAUy/wCSJeG/+xgf/wBNWo15F8cf+Sr/ALLv/YL8N/8Ap80mvXf+CmX/ACRLw3/2MD/+mrUa8i+OP/JV/wBl3/sF+G//AE+aTQB13hf/AJSf+Jf9+6/9MejV5J8FP+TfP2uv+xNm/wDQtbr1vwv/AMpP/Ev+/df+mPRq8k+Cn/Jvn7XX/Ymzf+ha3QB9cfsHf8kU1b/sbde/9OE1eR/t7/8AJd/g/wD9c4f/AFJNAr1z9g7/AJIpq3/Y269/6cJq8j/b3/5Lv8H/APrnD/6kmgUAfdFFFFABXwv/AMFHf+Sg/B3/AK53v/p20Gvuivhf/go7/wAlB+Dv/XO9/wDTtoNABrH/ACk+0n/fh/8ATHf190V8L6x/yk+0n/fh/wDTHf190UAfPn7cv/JEbD/sbfDv/p2ta+NfjN/ya3+yl/2KTf8AoOm19lfty/8AJEbD/sbfDv8A6drWvjX4zf8AJrf7KX/YpN/6DptAHsnjv/lJp4T/AN/Tf/TR4gr7pr4W8d/8pNPCf+/pv/po8QV900AFFFFABXiHww/aftPiZ8c/Gfw3i8OXenSeHRcFdUluI3ju/ImSGTCD5k+aQYz1Gele318L/stf8nz/ABb+mt/+nK2oA+6KKKKACvhf9nf/AJSE/FD/AK469/6O0Ovuivhf9nf/AJSE/FD/AK469/6O0OgD7or4u/4Kl/8AJHfDf/X7q3/qParX2jXxd/wVL/5I74b/AOv3Vv8A1HtVoA+ufB3/ACKOh/8AXjB/6LWvi/4Qf8pHvHf/AF01z/0i8NV9oeDv+RR0P/rxg/8ARa18X/CD/lI947/66a5/6ReGqAPuiiiigAooooAKKKKACiiigDk/i34zm+HHwp8aeLba2jvLjQdFvdVjtpWKpK0EDyhGI5AJTBI9a4r9lj4y6z8cvhjNr+v6dYaZqttql3pssWmu7QN5L7Qy7/m5B71pftR/8my/Fz/sUNX/APSKWvNP+CfX/JE9a/7GnVP/AEaKAPpqiiigD4B+GvxP8Y+NP+Go9M8Q+Jr/AFvTLbw9rE9nZ3ZQx2W3UdatAkW1QQvlWkIwSeQTXqX/AATh/wCSJ6//ANjJP/6S2teD/BD/AJCn7VH/AGK+t/8Ap88RV7x/wTh/5Inr/wD2Mk//AKS2tAH1ZXwv4x/5Sd+Ff+ulj/6ZNdr7or4X8Y/8pO/Cv/XSx/8ATJrtAHK/Az/ktP7TX/YM8R/+nrUa9T/4Jjf8kR8S/wDYfh/9M+mV5Z8DP+S0/tNf9gzxH/6etRr1P/gmN/yRHxL/ANh+H/0z6ZQB9f0UUUAY/jH/AJFHXP8Arxn/APRbV8jf8EtP+SO+JP8Ar90n/wBR7Sq+ufGP/Io65/14z/8Aotq+Rv8Aglp/yR3xJ/1+6T/6j2lUAfaNFFFAHwj+z3/yfv8AFn/r31//ANKNIq3/AMEqf+SbeKv+4H/6ZLKqn7Pf/J+/xZ/699f/APSjSKt/8Eqf+SbeKv8AuB/+mSyoAvf8FTf+SSeGv+vjWv8A1HdUr7C8L/8AItaT/wBekP8A6AK+Pf8Agqb/AMkk8Nf9fGtf+o7qlfYXhf8A5FrSf+vSH/0AUAadFFFAHx5/wU//AOSJeGf+w7c/+mPVa+nfhj/yTbwn/wBgm0/9EpXzF/wU/wD+SJeGf+w7c/8Apj1Wvp34Y/8AJNvCf/YJtP8A0SlAHTUUUUAFFFFABXln7Vn/ACa78Yf+xN1j/wBIpq9Tryz9qz/k134w/wDYm6x/6RTUAeefsAf8kU1j/satX/8ASg15Z/wUM/5K18Hv9x//AE/eH69T/YA/5IprH/Y1av8A+lBryz/goZ/yVr4Pf7j/APp+8P0AfdNFcE3x08DJ8Wk+GR15B43eH7QNK+zTcp5Zk/1uzy87AW27s4HSu9oA+c/28f8Akimk/wDY26D/AOnCGuw/ZC/5NT+Dv/YoaV/6SR1x/wC3j/yRTSf+xt0H/wBOENdh+yF/yan8Hf8AsUNK/wDSSOgD5y8Uf8pP/DX+/a/+mPWa+6a+FvFH/KT/AMNf79r/AOmPWa1/2QPGXiTXP2o/jTYar4l1rV9NiutRa3sNR1Ga4t7Xy9cv7dBBE7FYlEUUa4QAYUUAfaVFFFABXwv+yX/yep8Yf97Wf/TxX3RXwv8Asl/8nqfGH/e1n/08UAfdFFFFABRRRQAUUUUAFFFFABRRRQAV8v8AxvfXPiv+034f+EA8d618P/C//CLyeI55PDV2LLUNYnF15It0uMFkSNV3sEwSJOeOV+oK+Yv2l9K8MfGb4xeB/hPqHw6h8aalHbnxBe6zJqb6dJ4f08zCEzQzREStJI6kCNWAPl5bIHABk+GtD1f9nD9p34e+BtJ+IniXxp4Y8a2WpteaH4t1L+0rjS2tYRLHdQzMPMSNjmIoxKktkZP3frOvkz4VeC/CX7M/7To8H2vw6TTU8aWco0Hx1LrM+p3uoNbwRzXNpceeWeDGHdQjbHEYONwOPrOgAooooAKKKKACiiigAooooA8U/Z4/5Hn4+/8AY+/+4bSq9rrxT9nj/kefj7/2Pv8A7htKr2ugAooooA+F/hZ/ykl8af8AXTWv/Tf4bo/4Jg/8e3xD/wBzSv8A0C4o+Fn/ACkl8af9dNa/9N/huj/gmD/x7fEP/c0r/wBAuKAOu/4KZf8AJEvDf/YwP/6atRryL44/8lX/AGXf+wX4b/8AT5pNeu/8FMv+SJeG/wDsYH/9NWo15F8cf+Sr/su/9gvw3/6fNJoA67wv/wApP/Ev+/df+mPRq8k+Cn/Jvn7XX/Ymzf8AoWt1634X/wCUn/iX/fuv/THo1eSfBT/k3z9rr/sTZv8A0LW6APrj9g7/AJIpq3/Y269/6cJq8j/b3/5Lv8H/APrnD/6kmgV65+wd/wAkU1b/ALG3Xv8A04TV5H+3v/yXf4P/APXOH/1JNAoA+6KKKKACvhf/AIKO/wDJQfg7/wBc73/07aDX3RXwv/wUd/5KD8Hf+ud7/wCnbQaADWP+Un2k/wC/D/6Y7+vuivhfWP8AlJ9pP+/D/wCmO/r7ooA+fP25f+SI2H/Y2+Hf/Tta18a/Gb/k1v8AZS/7FJv/AEHTa+yv25f+SI2H/Y2+Hf8A07WtfGvxm/5Nb/ZS/wCxSb/0HTaAPZPHf/KTTwn/AL+m/wDpo8QV9018LeO/+UmnhP8A39N/9NHiCvumgAooooAK+F/2Wv8Ak+f4t/TW/wD05W1fdFfC/wCy1/yfP8W/prf/AKcragD7oooooAK+F/2d/wDlIT8UP+uOvf8Ao7Q6+6K+F/2d/wDlIT8UP+uOvf8Ao7Q6APuivi7/AIKl/wDJHfDf/X7q3/qParX2jXxd/wAFS/8Akjvhv/r91b/1HtVoA+ufB3/Io6H/ANeMH/ota+L/AIQf8pHvHf8A101z/wBIvDVfaHg7/kUdD/68YP8A0WtfF/wg/wCUj3jv/rprn/pF4aoA+6KKKKACiivkHwt8V/Gd3/wUJ8TeD5/Et5N4QiS4gh0Nki+zxeXpmlXCupCb9xku5iSWPUDHFAHuv7Sni/VvAH7PfxJ8S6DdfYdb0jw9f31lc+WsnlTRwOyPtcFWwwBwwIOOQa5n9jzxv4j8e/B2S+8VazL4g1e017V9MOozwQwyTRW99NDEWWFETOxFBKqM1e/bF/5NP+MP/Yp6n/6TSVzH7Cn/ACRTVP8Asb/EP/p0uKAPoiiiigDzD9qP/k2X4uf9ihq//pFLXmn/AAT6/wCSJ61/2NOqf+jRXpf7Uf8AybL8XP8AsUNX/wDSKWvNP+CfX/JE9a/7GnVP/RooA+mqKKKAPzb+CH/IU/ao/wCxX1v/ANPniKveP+CcP/JE9f8A+xkn/wDSW1rwf4If8hT9qj/sV9b/APT54ir3j/gnD/yRPX/+xkn/APSW1oA+rK+F/GP/ACk78K/9dLH/ANMmu190V8L+Mf8AlJ34V/66WP8A6ZNdoA5X4Gf8lp/aa/7BniP/ANPWo16n/wAExv8AkiPiX/sPw/8Apn0yvLPgZ/yWn9pr/sGeI/8A09ajXqf/AATG/wCSI+Jf+w/D/wCmfTKAPr+iiigDH8Y/8ijrn/XjP/6Lavkb/glp/wAkd8Sf9fuk/wDqPaVX1z4x/wCRR1z/AK8Z/wD0W1fI3/BLT/kjviT/AK/dJ/8AUe0qgD7RooooA+Ef2e/+T9/iz/176/8A+lGkVb/4JU/8k28Vf9wP/wBMllVT9nv/AJP3+LP/AF76/wD+lGkVb/4JU/8AJNvFX/cD/wDTJZUAXv8Agqb/AMkk8Nf9fGtf+o7qlfYXhf8A5FrSf+vSH/0AV8e/8FTf+SSeGv8Ar41r/wBR3VK+wvC//ItaT/16Q/8AoAoA06KKKAPjz/gp/wD8kS8M/wDYduf/AEx6rX0R4E8W6HongrwJpmo61p9hqV/pVotnZ3V1HHNcnykGI0YguckDgHrXzv8A8FP/APkiXhn/ALDtz/6Y9VrzD4820M3x/wD2aJZIkeSLTvDpjdlBKE6vZgkHtwSPxoA/RKiiigAooooAK+ffjj8XvBfxO/Zt+Ptj4U8Tadr93ofhPV7fUobGYSNayGzuVCvjpkxyAf7jelfQVfmJ8Dv+SO/th/8AYlXn/pR4joA+pf2AP+SKax/2NWr/APpQa8s/4KGf8la+D3+4/wD6fvD9ep/sAf8AJFNY/wCxq1f/ANKDXln/AAUM/wCStfB7/cf/ANP3h+gBbj/lJ9b/AO+v/pjlr7or4XuP+Un1v/vr/wCmOWvuigD5z/bx/wCSKaT/ANjboP8A6cIa7D9kL/k1P4O/9ihpX/pJHXH/ALeP/JFNJ/7G3Qf/AE4Q12H7IX/Jqfwd/wCxQ0r/ANJI6APnLxR/yk/8Nf79r/6Y9Zpf2Lf+TsvjZ/18at/6kmp0nij/AJSf+Gv9+1/9Mes0v7Fv/J2Xxs/6+NW/9STU6APuiiiigAr4X/ZL/wCT1PjD/vaz/wCnivuivhf9kv8A5PU+MP8Avaz/AOnigD7oooooAKKKKACiiigAooooAKKKKACvF/jN8Bdb8ZeN9I8f+AvGsngHx7pti+lNeyWCX9nf2LSCT7PcQMy5CuCyurAqWbr29oooA8D+HP7PnjL/AIWfpfxC+K3xBi8b67oltcW2h6dpelLp2n6b56hZ5Qu93llZV2bmOApIA5yPfKKKACiiigAooooAKKKKACiiigDxT9nj/kefj7/2Pv8A7htKr2uvFP2eP+R5+Pv/AGPv/uG0qva6ACiiigD4X+Fn/KSXxp/101r/ANN/huj/AIJg/wDHt8Q/9zSv/QLij4Wf8pJfGn/XTWv/AE3+G6P+CYP/AB7fEP8A3NK/9AuKAOu/4KZf8kS8N/8AYwP/AOmrUa8i+OP/ACVf9l3/ALBfhv8A9Pmk167/AMFMv+SJeG/+xgf/ANNWo15F8cf+Sr/su/8AYL8N/wDp80mgDrvC/wDyk/8AEv8Av3X/AKY9GryT4Kf8m+ftdf8AYmzf+ha3Xrfhf/lJ/wCJf9+6/wDTHo1eSfBT/k3z9rr/ALE2b/0LW6APrj9g7/kimrf9jbr3/pwmryP9vf8A5Lv8H/8ArnD/AOpJoFeufsHf8kU1b/sbde/9OE1eR/t7/wDJd/g//wBc4f8A1JNAoA+6KKKKACvhf/go7/yUH4O/9c73/wBO2g190V8L/wDBR3/koPwd/wCud7/6dtBoANY/5SfaT/vw/wDpjv6+6K+F9Y/5SfaT/vw/+mO/r7ooA+fP25f+SI2H/Y2+Hf8A07WtfGvxm/5Nb/ZS/wCxSb/0HTa+yv25f+SI2H/Y2+Hf/Tta18a/Gb/k1v8AZS/7FJv/AEHTaAPZPHf/ACk08J/7+m/+mjxBX3TXwt47/wCUmnhP/f03/wBNHiCvumgAooooAK+F/wBlr/k+f4t/TW//AE5W1fdFfC/7LX/J8/xb+mt/+nK2oA+6KKKKACvhf9nf/lIT8UP+uOvf+jtDr7or4X/Z3/5SE/FD/rjr3/o7Q6APuivi7/gqX/yR3w3/ANfurf8AqParX2jXxd/wVL/5I74b/wCv3Vv/AFHtVoA+ufB3/Io6H/14wf8Aota+L/hB/wApHvHf/XTXP/SLw1X2h4O/5FHQ/wDrxg/9FrXxf8IP+Uj3jv8A66a5/wCkXhqgD7oorxL9tgkfsmfFXBIzoNwpweoK4I/Ksr9g6yg0z9mrSbK0iW3tLXW9ft4IYxhYo01i8VEUdgAAAPQUAfQVfC/g/wD5Sd+Kv+ul7/6ZNCr7or4X8H/8pO/FX/XS9/8ATJoVAH0P+2L/AMmn/GH/ALFPU/8A0mkrmP2FP+SKap/2N/iH/wBOlxXT/ti/8mn/ABh/7FPU/wD0mkrmP2FP+SKap/2N/iH/ANOlxQB9EUUUUAeYftR/8my/Fz/sUNX/APSKWvNP+CfX/JE9a/7GnVP/AEaK9L/aj/5Nl+Ln/Yoav/6RS15p/wAE+v8Akietf9jTqn/o0UAfTVFFFAH5t/BD/kKftUf9ivrf/p88RV7x/wAE4f8Akiev/wDYyT/+ktrXg/wQ/wCQp+1R/wBivrf/AKfPEVe8f8E4f+SJ6/8A9jJP/wCktrQB9WV8L+Mf+UnfhX/rpY/+mTXa+6K+F/GP/KTvwr/10sf/AEya7QByvwM/5LT+01/2DPEf/p61GvU/+CY3/JEfEv8A2H4f/TPpleWfAz/ktP7TX/YM8R/+nrUa9T/4Jjf8kR8S/wDYfh/9M+mUAfX9FFFAHxn8KfjV468aftBfG3wprviFtR8MadY6v/Z2mGzt4ls/IuhAm2RI1kfKMc72bnpiov8Aglp/yR3xJ/1+6T/6j2lVyHwD/wCTr/jz/wBePiH/ANOKV03/AATG1Oz0b4H+Kr3ULuCxs4bzSWkuLmQRxoP+Ee0kZZmIA/GgD7aoqvYaha6rZQ3llcw3lpMoeKe3kDxyKehVhwR7irFAHwj+z3/yfv8AFn/r31//ANKNIq3/AMEqf+SbeKv+4H/6ZLKqn7Pf/J+/xZ/699f/APSjSK8f/Z5v7vTP2GvjJcWN5c2FyLfw4i3FnO8MqhtM01W2uhDLkEjIPegD3n/gqb/ySTw1/wBfGtf+o7qlfYXhf/kWtJ/69If/AEAV+Zvx3vbrUP2DfhbLe3l1fzreeKofPvJ3nlZE0zXEQM7ks2FVQMk8AV+mXhf/AJFrSf8Ar0h/9AFAGnRRRQB8ef8ABT//AJIl4Z/7Dtz/AOmPVa80+Ov/ACXv9m3/ALBvhz/08Wdel/8ABT//AJIl4Z/7Dtz/AOmPVa80+Ov/ACXv9m3/ALBvhz/08WdAH1ho37TXhvW/2g9W+EEOla1Hr2mxPI+pSwwiwlZILWd40YSmTcEvIDzGBknBOK9er4W8Cf8AKTTxZ/v6l/6aPD9fdNAHE/Fz4y+EvgZ4WTxF4z1KXTNKkuUtElhs57p2lZWYKI4Ud/uo5zjACnNdToms2fiPRbDVtOmFzp9/bx3VtMFK+ZE6hkbBAIyCDggGvlz/AIKSf8kT8Pf9jFH/AOkN5XvHwM/5Il8Pv+xe0/8A9Jo6AO4r8xPgd/yR39sP/sSrz/0o8R19AaX8XvG83/BQbVPBMniW5fwYkbwR6EYIPJQrplrchw/l+Zu8yZzy+MYGK+f/AIHf8kd/bD/7Eq8/9KPEdAH1L+wB/wAkU1j/ALGrV/8A0oNeWf8ABQz/AJK18Hv9x/8A0/eH69T/AGAP+SKax/2NWr/+lBryz/goZ/yVr4Pf7j/+n7w/QAtx/wApPrf/AH1/9MctfdFfC9x/yk+t/wDfX/0xy190UAfOf7eP/JFNJ/7G3Qf/AE4Q12H7IX/Jqfwd/wCxQ0r/ANJI64/9vH/kimk/9jboP/pwhr5f+JvjbxN4S/Z5/ZHTw/4m1nw9HJ4UtbiePSb+W2W5ZBpKKJQhAkULNKNrZHzHigD0PxR/yk/8Nf79r/6Y9Zpf2Lf+TsvjZ/18at/6kmp0nij/AJSf+Gv9+1/9Mes0v7Fv/J2Xxs/6+NW/9STU6APuiiiigAr4X/ZL/wCT1PjD/vaz/wCnivuivhf9kv8A5PU+MP8Avaz/AOnigD7oooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiub+JXiW88F/DnxV4g06xOp6hpOlXd/bWIzm4lihZ0j45+YqB+NfLPwd+AN7+0N8NPD/j/wAS/tCfETW9R16zivp4vB/iEaXplpI6hjBFBAvBiJ2Hcd2V5AORQB9lUV8m+FB4h/Z+/aY8CfDi0+KOu/Ejw94stNQlvNH8WXMd9qejG3h82O6FyqrJ5TsPK2ycZYYJOcfWVABRWH408SXPhLw3daraeH9V8UzwbNulaKIDdTZYKdgmliTjO45ccA4yeK8v/wCGjPEX/RA/ij/360f/AOWVAC/s8f8AI8/H3/sff/cNpVe118+fsk6/P4o1b44apdaHqXhue48eMzaXq4iF1BjR9MGJPKkkTJxkbXPBHfIH0HQAV89/Gj9pzVfhd8ffAHw/s/DtnqWneIWtReahPePFLbie7+zL5cYQhsH5jlhxxX0JXyF+0p8JvGvi39rH4U+ItD8M3eqeHrJ9O+3anDLCsVn5Go+fIZA8gf7nI2q2TxQBynws/wCUkvjT/rprX/pv8N0f8Ewf+Pb4h/7mlf8AoFxXV/Dv4S+NdK/b28YeLb3wzd23hGaPUJ7fXHlhNvP9otNGiREUSGTcGsZ85QAADk545j9krSPEf7Kvw0+L3jH4k+FNV0PTNMtba4EKtbzT3cdtHMZGhCSlSDvXG9lzntQB1X/BTL/kiXhv/sYH/wDTVqNeRfHH/kq/7Lv/AGC/Df8A6fNJr0f9pvVNY/a1/Zg8N698OvB+uahcL4jukn0W5+zQ3sHkw6hYylgZjH8sxH3ZD8pz7Vn/ABj+CHj/AFf4nfs63Wm+FLvUbHRLPRrbV7uCaAR6e1vqen3Mxk3SAkCO3lxsDZIAFAFbwv8A8pP/ABL/AL91/wCmPRq8k+Cn/Jvn7XX/AGJs3/oWt19D+HvhL41tv+ChXiHxnN4Zu4vB0sc08OutLD9nl36XptuEVRJ5m4SWsoIKAYAOTmvOPhB+z78SdL+Dn7Teial4PvdN1LxD4fm0vRYbie3P9ozf8TRh5ZWRgFP2qEAvt5Y+lAHsn7GHijRvB/wC1jUde1ew0TT18X64hu9RuUt4gx1CbALuQMn0zXmX7dt1DffG74NXNtNHcW80MEkcsTBkdT4j0AhlI4II5BFY/iX4FfEPVv2MbbRD4B1G48QP46vNdk8OySWpuVtZbi5ZC2ZfLziVCQHNa3xj+BPxD1Z/2bINN8JXmo/2Houm6brEkE8ATTZYdQ0a5kMu6QZUJZTjKBuQOxzQB930V5DH+034bk/aHk+Do0rWx4gSHzDqRhh/s8t9nW48vf5vmbvLYH/V4zxmsXwT+2R4O8c2fxQurXR/ENlb/D60mvtQe9t4F+2QRSXcbPbbZm3fPYzgCTyzwvHPAB7xXwv/AMFHf+Sg/B3/AK53v/p20GvZY/21fCMvwOb4nL4b8U/2cusLoX9jG2tv7RN0ZBGFC/aPKxlgc+b09+K8n/aq8MeJ/wBo9PgJ428AeFtS1vQtQsftsj74InsYbq60i7iadXlGP3dtLnZvwVx3zQBS1j/lJ9pP+/D/AOmO/r7or5C1T4S+NZv+ChOl+M4/DN2/g5I0nfXRLD9nTbpd3blCvmeZu8yZBgJjBzmvTPBX7XnhHxxrXxK0210jX7J/AcNzc3095bwiO8ignuYJHttszFh5lnMB5gQnA45oAzf25f8AkiNh/wBjb4d/9O1rXxr8Zv8Ak1v9lL/sUm/9B02vpT4j/EyT9rr9mKfXPh74S8QXN1pvirSpJdDvltYb5xa3tpdS7AJzEf3RDDMgz0OK8t+Ln7PPxL1L4A/s3+H9O8G3upavoGhDTdYtree3BsJWSy5kLSKCo8mQEoW6e9AHReO/+UmnhP8A39N/9NHiCvq7wZ8cvA3xC8a+IvCPh/X49R8ReHnePU7JYJUMDLIY2G5kCvh1ZTtJwRXz74x+EvjW+/4KBeFvGFt4Zu5/B8UdpPPrqywi3h8nT9XgZGUyCTcXvIAAEIwScjFUv2evh54u+F/7RPxr8Z+J/DN9pXhgrqdxa6i8kDpexvqdxdqYlWQt/qnB+cLg8UAfZVFfPXhv9tnwf4n+BOvfFS18OeKItI0fU7XSZdKmtrYahNPcG0EHlqLgxlW+3QHLSLgFs4xy3xp+3B4I8D/CzwJ49utD8S3mk+MInns7aztrdrm2jRN8jTq06qAo67Gc+maAPoevhf8AZa/5Pn+Lf01v/wBOVtX0V4r/AGm/Dfg/48+HvhPd6Vrc2t61FDLFqVvDCbCAyrdtEkjGUSBmFjP92NhwMkZrxr4C/DHxj4G/a0+LHi7XvDN5pvheaLU5LTVZJIWiuxNeQzJ5arIX+5GxO5VwRigD7Dor538I/tv+DPGXwR8TfE+08PeKLbSNBuLW2m025trYX05uI7aSBolW4MZDrdwkbpFIycgYpvjX9uPwT4G+DXhH4k3mgeJ7rSPEpnFvY2ltbteW4gjlkmaZWnVAEWCQna7E4GAaAPoqvhf9nf8A5SE/FD/rjr3/AKO0Ovonxv8AtO+GvAfxq8K/DK+0rW7nWPEUUEsF/aQQtZW/nPOkQlZpVcFjbS/dRsYGSM15D8EfhN418N/tvfEfxVqvhm7sPC13b6mbPWZJYTBdG4l0to1QLIXzi1mJ3KAMDnmgD69r4u/4Kl/8kd8N/wDX7q3/AKj2q16P4I/bk8E+O/g54w+JFnoPie00fwyIGubK8tbdbu4WaOOSFoVWdkIdZUxudSM8gV5Z+1o+u/tcfszeDPEfw28Ia1qxudQ1NH0qY20N5bbtO1LTy0gM2zCzyLna7fKcjPSgD7F8Hf8AIo6H/wBeMH/ota+L/hB/yke8d/8AXTXP/SLw1XvPiL9o/QPhF47+Hvwx1nR9buNd121tIku7GGF7S1aR/IQTM0qsMyKR8iP615j8MfhN410f9vHxt4sv/DN3a+Ep01Ge21t5YTb3H2i30WONEAkMm4NYz5ygAwOTngA9Q/bZ/wCTTPip/wBgK4/lVD9hz/k3mz/7GHxF/wCnq9riPE3xssv2zv2aPjDovw+8Oa6usQaa1nDZatHbwPeNKhaJoiszrtYKcbyp9QKj8B/Fb/hjz9lPQdU+IfhPxBBe33iHV8aJp6W017CLi8v75C+Z1jGIELHEhxwOTQB9b18L+D/+Unfir/rpe/8Apk0KvfPGv7WnhPwP4y+Hfhy60nXry58bx2stlc2dvCYLRLieKCJrgtKrLmSdB8ivjmvLvC/wl8a2n/BQfxN4yn8M3cPg6WOeeHXWlh+zzeZpmlW4RVEnmbhJaTAgoBgA5OaAPXP2xf8Ak0/4w/8AYp6n/wCk0lcx+wp/yRTVP+xv8Q/+nS4rn9e+OFh+2B8A/jp4U8B+H9cj1y00K706G21WO3h+3STxXMUJhKzONrPC4+fYemRzWZ8MfiPN+yN+zGuu/ELwjr9tdal4r1SSLQ7Jbaa+UXV5c3EW4eeIh+7BJ/eHHbNAH13RXhnjX9r/AMIeB9Q+GlpdaRr97/wntvbXdjNZ28DJZwzz2sEb3O6ZSo8y9gUiMOeTxxzqwftNeG5/2h5/g6ula2PEEMJkOpGGH+zywt0uDGH83zN3lyKf9XjPGaAL/wC1H/ybL8XP+xQ1f/0ilrzT/gn1/wAkT1r/ALGnVP8A0aKL348aZ+1Z8K/jx4I8F6DrkWvaboF/psUeqRwQpfyzpfWsRgZZm+UzWsq5k2EcHHPHL/BTxpe/skfsxXeufELwhr1ndX3im48jQ7MW01832mbEWR54iGcEnMnSgD7CorwXxt+2V4N8DaV8LdRutH8Q3tr8Q7OK/wBOaytoGNnBI1oivchpl2/NfQAiPzDy3BxzuT/tNeG7f9oeD4OtpWtnxBNCJBqQhh/s8Mbd7gRl/N8zd5cbH/V4zxmgD45+CH/IU/ao/wCxX1v/ANPniKveP+CcP/JE9f8A+xkn/wDSW1rgPg78CviFpOsftILqXhK806PW9H1TTtHmnngKalJNqWsXMZi2yEhSl7By4XBJGOM10X7PHiHVP2S/2Y9X1z4h+D9dsbq58TpHb6Hai2mvpjcfZbaHA88RjMgPWQcDPtQB9k18L+Mf+UnfhX/rpY/+mTXa9n8Z/treCvBPgv4Z+J7nRvEd7p3j60S+09bO2gaS1hYQHfcBplC4+0xAhC5znGcVwfin4TeNbz/goP4Z8ZW/hm7m8HRR2882urLD9nh8vTNVtyjKZPM3GS7hAAQjBJyMUAeVfAz/AJLT+01/2DPEf/p61GvU/wDgmN/yRHxL/wBh+H/0z6ZWD8G/gl4+0f4u/tB3upeFbvTtO1qz1m20m8nmgMeoNc6leXERj2yFgDHNHneFwTg1a/Zi0H4sfAH9lXxldW3wzutR8dHWoJ9P8LX19BDJdRC00+1kk8xHdFA8mdwCckIOBkUAfadFfP3j79rWD4I/DrwHrfxJ8G61p2v+I4SbrRtFMF2dOkRFebzHeWMFV3Dldx9jXR+J/wBpvw34U+Peg/Ca60rW5tc1iKGSPUoIITYQtKl28UcjGUSBmWxuD8sbDgZIzQB8u/AP/k6/48/9ePiH/wBOKV5p8HII7r/gn98ToZo0lhk1jwmjxuoZWU2Ph8EEHqCK98+C3wa8daH+0t8adZ1Pwvd6fomqWurRadqU00BivWuLxZYhGFkLD5Qc71XFcB8KPgJ8S9F/Yo+IXhvUPA+pWfii61bQ57TRZJ7Y3FzHZW+kRTMhEpQAmznK7nBIAyATigD6b/YfjWL9lX4fIihEW0lVVUYAAuJcACvc6+R/DnxttP2Kv2WPhrD8RfDOv/2nLFcxS6ZpMdtPPa7BNcyNJunRMLEpJ2sxzwAa1PjB4c+Ld9+2P8OdT8N/8JJ/wrqC1tBqRsdUWHTFYSX32kXFuZQZGKtabTsb7vBBFAHmv7Pf/J+/xZ/699f/APSjSK8Y+A3/ACYn8ZP+uPhr/wBN2mV9KfBL4R+NvD37aHxO8Tap4Zu7Dwze22qCy1iWWEw3TXE2ntGqBZC+cW8pO5QBgeteV/Bj9nv4naH+xz8V/DWp+CNQ0/xLqA0iKx0mae2M139ktLKKVkKylMFoJNu5hkY6dKAOJ+Nv/JhXwv8A+wj4t/8ATfr1fZfif9p6x+GfxL+G3w4m8O3uozeIrOyJ1SGeNYrTz3aGPcjHc3zRnOOgx1r5w+LfwC+JmtfsW/Djw3p/gfUb3xPaX+uPeaNFPbC4tUvbXVYoWcmUJgNdwltrEgE4BIxXonxq+DvjnXf2pPg7rmmeF7vUNB0220mPUNThmgENm1vdyyyiQNIGPyuuNqtmgD7LoryHwp+034b8YfHnxD8J7TStbh1zRYppZdSuIYRYTmFbVpUjYSmQsovoPvRqOTgnFct4L/bg8EeOPhZ478e2uh+JbPSfB8ST3lteW1utzcxum+NoFWdlIYdN7IfXFAHB/wDBT/8A5Il4Z/7Dtz/6Y9VrzT46/wDJe/2bf+wb4c/9PFnXc/tTXutftcfsueEfEPw48H63qcr6/eiXR7j7NDe24jtNU06QuDN5eFnZQdrt8pyM9Kj+MvwU8e6z8a/gFqGm+FbvUNM0e00e31W+gmgEdg1vqFtPL5m6QMQEibGwNk8UAZ/gT/lJp4s/39S/9NHh+vumvkLwd8JfGtj/AMFAvFPjG58M3cHg+WO7ng11pYTbzedp+kQKiqJDJuD2c4IKAYAOTmsH9la08Y/s1eC/jb40+KOi+IbHSNPiXVAl1eR3kt35H2p55LdfPYDcrRAbigJA6YzQB1f/AAUk/wCSJ+Hv+xij/wDSG8r3j4Gf8kS+H3/Yvaf/AOk0dfNn7R2u6r+1n+zFomufDzwfrt/dQeJpo7jRLoW0N9Cbdby0m3DzjGdspH3ZDwc+1ehy/tBaP+ztpnwa+HfijRNbm1/WtL0+wLadFBLBYvvtLLM7NMp2+fcxrmMOepxQB4/o/wDyk+1b/fm/9MdhXlnwO/5I7+2H/wBiVef+lHiOvftL+E3jWH/goTqnjOTwzdp4OeN5010yw/Z33aXaW4QL5nmbvMhcYKYwM5rz/wCDfwB+I+k/Dn9qLSdT8IXmm3viPw5daToiXE9uRqUzSa06+WVkOFIvbcZfbyx7DNAHs/7AH/JFNY/7GrV//Sg15Z/wUM/5K18Hv9x//T94fqvYfDb4x+Hf2OLjTvD+g+JdA8X3fjGfUpdM0q/gt9SFhJcMxxIswQEjbkCTpU/x++DvxT8c2n7OU3/CN6j4g1nTtItLXxHdi5gLWd2L3RrmaSdnkG4H7Hc5ZN+WA7HNADrj/lJ9b/76/wDpjlr7or5Cn+EvjVv+ChMHjMeGbs+DhGJzrvmw/ZxjS5LfZt8zzN3mMBjZjHOa9I8FftheD/HM/wATUtdI8QWSeAba4vL+W9t4FW8hhmu4Xe22zMWHmWM6gSCM8DjngAyP28f+SKaT/wBjboP/AKcIa+R/jX/yb5+yL/2JsP8A6FolfQ/xV+IVx+1z+zGNd+HvhHX7q607xXpzzaHerbQ3xFrdQzS7R55iPyEEfvOfavOPjB+z78SdU+Dn7Mmiab4PvdS1Pw94eh0vWobee3H9nTf8Stj5haRQVH2WYEpu5X3oA2/FH/KT/wANf79r/wCmPWapfsl6zbeHP2lvj5q16WWzsBrV1MUXcwRPEOqM2B3OAeK7nxD8JfGtz/wUK8PeM4fDN3L4Oijhnl11ZYfs8WzS9StyhUyeZuMl1EAAhGCTkYrnPg58EPH+kfE/9om71Lwpd6dY63Z6zbaRdzzQGPUGuNT1C5hMe2QkAx3EWd4XBJBoA+mvgV8d/Dn7Qvg+48R+GYNRtrK3vDYyxapbeRMsgijl+7uPBSaMg5716NXwn8GvAXxq+Fv7HXi+10Hw9rHhr4gXPiOyuLWyiFhPffYxHp0Fy8Syu8G4xw3O0OewOAcV6rqH7T93+zv8GfhbP8YdI13U/GuuWKpqa6Tb2jNBcRxoZ5JgJY41ALjIjz3wtAH0vXwv+yX/AMnqfGH/AHtZ/wDTxX0V4i/ab8N+Gvj9onwkudK1ubXdViikj1KCGE2ELSx3ckccjGUSBmWxnPyxsOBkjNeQfs1/Cbxr4S/ax+K3iLXPDN3pfh69fUfsOpzSwtFeefqPnxmMJIX+5ydyrg8UAfXtFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAV89+Jf2AvgN4p1u81efwFHp2oXbmS4k0XUrzTUkYnJJjt5kTnJz8vevoSigDzX4Q/s3fDT4DC7bwJ4QsdBubsbbi9UvPdzLnO155WaRlyAdpbGe1elUUUAFFFFAHin7PH/ACPPx9/7H3/3DaVXtdeKfs8f8jz8ff8Asff/AHDaVXtdABRRRQAV4n+2v/yaV8Wf+xdu/wD0A17ZXif7a/8AyaV8Wf8AsXbv/wBANAGd+w9/yQQf9jN4i/8ATzeV77XgX7D3/JBB/wBjN4i/9PN5XvtABRRRQAUUUUAfC9v/AMpPrj/fb/0xxV5r8DP+RJ/a3/7E/U//AE5eJa9Kt/8AlJ9cf77f+mOKvNfgZ/yJP7W//Yn6n/6cvEtACWX/ACZQ3/ZUoP8A0qir7g/ZS/5Nc+Dv/Ym6P/6RQ18P2X/JlDf9lSg/9Koq+4P2Uv8Ak1z4O/8AYm6P/wCkUNAHqdfm18CbuC48YftXRxTRyyQaDr0cyIwJjY61rrBWHY7WU4PZge9fpLXnHxj8P6XpPwe+Jl3Y6bZ2V1eaBqD3M9vAkbzt9nlOXYDLHJJyfU0AeLf8E2/+SJ+If+xik/8ASGzr6wr5P/4Jt/8AJE/EP/YxSf8ApDZ19YUAFc58SYnn+HXimONGkkfSrpVRRksTC2AB3NdHRQB8BfsWfCiP42/sheNfCt1fX/h+K+8TadcRX8VsBNHLZ2OjyhlSVcMBNalDkEHDVift2fDe1+EHwQ+EfguxvJ9QtdFsNVtI7q5CiSUC0HzMFAAJz2r9GK+F/wDgqV/yLngb/c1j/wBJBQAnxs/5SM/D366F/wCk/iSvtbxR/wAi1q3/AF6Tf+gGvin42f8AKRn4e/XQv/SfxJX29q9m2o6Te2iMFeeB4lZugLKRk/nQB+X/AMEv+TCvih/2EfCX/pv0Gqvx5/5MT+Df/XHxL/6btTr1ST9nrxX+zr+xJ8Q9G8XXejXeoXmp6A0R0SeWaIRW/wDZdmpZpI4zuY2pYgAgbhya8r+PP/Jifwb/AOuPiX/03anQB7P+0J/yfv8ACb/r30D/ANKNXr7tPQ18JftCf8n7/Cb/AK99A/8ASjV6+7T0NAH55/8ABO/4e6R8VvgB8QfCWvLO+kapbaFDcC2mMUmBpNowKuOVIKg59q+4/hf8NtG+EPgXTPCXh8XI0nT/ADTEbydp5maSV5XZ3bliXkY596+Qv+CUiufht4tZoZogj6RbHzomj/eRaXbxyL8wHKspB9xX3PQB8L/tW/8AJ7vwh+ui/wDp1kr7or4X/at/5Pd+EP10X/06yV90UAfC/wDwS7/5BPj7/c0j/wBES11P/BTn/kiPhr/sPzf+mfU65b/gl3/yCfH3+5pH/oiWup/4Kc/8kR8Nf9h+b/0z6nQB5Z8c/wDktP7Mv/YM8Of+nrTq/RKvJfCfwg8F+OfC3ww8Sa/4a0/Vte0LSrGXTNQuYt0toyxxyKUPbDqrD0IzXrVAHwv/AME0v+Q58U/9zTv/AEp1Ou8/4KPf8kT0D/sZIP8A0luq4P8A4Jpf8hz4p/7mnf8ApTqdd5/wUe/5InoH/YyQf+kt1QB4P8b/APkKfsr/APYr6J/6fPDtd5p//KT6/wD9+T/0x2tcH8b/APkKfsr/APYr6J/6fPDtep2HgvxKv/BSS+1tvDOtL4eKNcDXDp8osGU6TbwgC427C3mIy7c5yKAMj/gnV/yU34xf9c7b/wBPWv16d/wUF/5Inov/AGNOl/8Ao015j/wTq/5Kb8Yv+udt/wCnrX69O/4KC/8AJE9F/wCxp0v/ANGmgD5i+OX/ACTP9kD/ALEyw/8AS3w1Xp+of8pPrD/fj/8ATHdV5h8cv+SZ/sgf9iZYf+lvhqvqq6/Zo8Qz/tj2vxcXWdMHhyKMM2nGOT7YZRYy2ow33Nv73d68UAfRtfO/7df/ACRTS/8Asb/D3/p0t6+iK8J/bQ8L674r+C0UHh7RbzxBqFn4g0fUW0/T1Vp5IoL+GWXYGYAkIjHGR0oA+LPjR/ybX+yZ/wBigv8A7iK/UmvzK/aP8M6p4M+B37L2g63ZyadrGm+GDaXlpLjfDKjaSro2MjIIIr9NaACiiigD4X/4Kif8gnwD/uav/wCiIqPjB/ykd8B/9dND/wDSPxLR/wAFRP8AkE+Af9zV/wD0RFR8YP8AlI74D/66aH/6R+JaAPuiiiigD4X/AOCrX/JOfCv+5rn/AKZ7mvucdBXwx/wVa/5Jz4V/3Nc/9M9zX3OOgoAWiiigAooooA+Fvgn/AMpGfiF9dd/9J/DdeJfA7/ky39oj/sB6X/6S17b8E/8AlIz8Qvrrv/pP4brxL4Hf8mW/tEf9gPS//SWgD7b/AGG/+TcNK/7DniH/ANPd9XvdeCfsN/8AJuGlf9hzxD/6e76ve6ACvGv2zf8Ak0v4wf8AYraj/wCk717LXjX7Zv8AyaX8YP8AsVtR/wDSd6AMH9hr/kiWof8AY2+Iv/Ttc14z+3H/AMnMfBn62P8A6kui17N+w1/yRLUP+xt8Rf8Ap2uak+P37MF98aPit8PvF9p4nt9Ft/DcsJu7GbTmuHu449Qs70LHIJUEbFrNVyVcYY8UAe/0UUUAFFFFABX5rfA7/UftV/8AYq6z/wCnrxHX6U18BfsZeG7Lxl8T/jvoGpB20/VdPvLG5EbbWMUviHxAj4PY4Y80Aeq/8E5/+SJa9/2Mt1/6Jt6+qK4D4J/BPw/8BPB0nhvw3LqE9jJdyXskup3PnzPK4UElsDjCKAMdq7+gAooooAK+F/8Agp9/x7fDz/c1X/0C3r7or4X/AOCn3/Ht8PP9zVf/AEC3oAPin/ykl8F/9dNF/wDTf4kr7or5a8d/s/8AjXXv21/CnxFsrbT38G2cdlJd3Ul4VuI3t7bVodiw7Du3HUIzu3DG08Ht9S0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB4p+zx/wAjz8ff+x9/9w2lV7XXin7PH/I8/H3/ALH3/wBw2lV7XQAUUUUAFeJ/tr/8mlfFn/sXbv8A9ANe2V4n+2v/AMmlfFn/ALF27/8AQDQBnfsPf8kEH/YzeIv/AE83le+14F+w9/yQQf8AYzeIv/TzeV77QAUUUUAFFFFAHwvb/wDKT64/32/9McVea/Az/kSf2t/+xP1P/wBOXiWvSrf/AJSfXH++3/pjirzX4Gf8iT+1v/2J+p/+nLxLQAll/wAmUN/2VKD/ANKoq+4P2Uv+TXPg7/2Juj/+kUNfD9l/yZQ3/ZUoP/SqKvuD9lL/AJNc+Dv/AGJuj/8ApFDQB6nXD/HP/kiXxB/7F7UP/SaSu4rh/jn/AMkS+IP/AGL2of8ApNJQB4P/AME2/wDkifiH/sYpP/SGzr6wr5P/AOCbf/JE/EP/AGMUn/pDZ19YUAFFFFABXwv/AMFSv+Rc8Df7msf+kgr7or4X/wCCpX/IueBv9zWP/SQUAJ8bP+UjPw9+uhf+k/iSvumvhb42f8pGfh79dC/9J/ElfdNAHP8Aj7wDoPxQ8I6h4Y8TWA1PQ9QVFubUyvFv2urr88bKykMqnIIPFcP4h/ZV+Ffir4d6B4F1XwnFeeFdBZn06wa8uF8gsrq37wSB23CRwQzHO45r1iigD4W/aOUL/wAFAPhWoGAIdCAH/bzq9fdNfC/7SH/KQH4Wf9ctC/8ASnV6+6KACiiigD4X/at/5Pd+EP10X/06yV90V8L/ALVv/J7vwh+ui/8Ap1kr7ooA+F/+CXf/ACCfH3+5pH/oiWup/wCCnP8AyRHw1/2H5v8A0z6nXH/8Er7+31DSPiIbaZJxA+l20pQ52SpDKHQ+hB6iuw/4Kc/8kR8Nf9h+b/0z6nQB9K/Cj/klvg7/ALA1n/6ISuqrlfhR/wAkt8Hf9gaz/wDRCV1VAHwv/wAE0v8AkOfFP/c07/0p1Ou8/wCCj3/JE9A/7GSD/wBJbquD/wCCaX/Ic+Kf+5p3/pTqdd5/wUe/5InoH/YyQf8ApLdUAeD/ABv/AOQp+yv/ANivon/p88O1+klfm38b/wDkKfsr/wDYr6J/6fPDtfpJQB8L/wDBOr/kpvxi/wCudt/6etfr07/goL/yRPRf+xp0v/0aa8x/4J1f8lN+MX/XO2/9PWv16d/wUF/5Inov/Y06X/6NNAHzF8cv+SZ/sgf9iZYf+lvhqv03r8yPjl/yTP8AZA/7Eyw/9LfDVfpvQAUUUUAfC/8AwUt/5Dnws/3NR/8ASnTK+6K+F/8Agpb/AMhz4Wf7mo/+lOmV90UAFFFFAHwv/wAFRP8AkE+Af9zV/wD0RFR8YP8AlI74D/66aH/6R+JaP+Con/IJ8A/7mr/+iIqPjB/ykd8B/wDXTQ//AEj8S0AfdFFFFAHwv/wVa/5Jz4V/3Nc/9M9zX3OOgr4Y/wCCrX/JOfCv+5rn/pnua+5x0FAC0UUUAFFFFAHwt8E/+UjPxC+uu/8ApP4brxL4Hf8AJlv7RH/YD0v/ANJa9t+Cf/KRn4hfXXf/AEn8N14l8Dv+TLf2iP8AsB6X/wCktAH23+w3/wAm4aV/2HPEP/p7vq97rwT9hv8A5Nw0r/sOeIf/AE931e90AFeZ/tNeD9X+IP7PHxI8M6Bafb9b1bw/e2Vla+YsfnTPCyom5yFGSQMkgepr0yigDxP9j/wX4j8CfBr7D4q0aXw/rF1rmr6k2mzzwzSQx3F/PNGGaJ3QnZIpO1jjNe2UUUAFFFFABRRRQAV8L/sEf8l3+MH/AFzm/wDUk1+vuivhf9gj/ku/xg/65zf+pJr9AH3RRRRQAUUUUAFfC/8AwU+/49vh5/uar/6Bb190V8L/APBT7/j2+Hn+5qv/AKBb0AfdFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAeKfs8f8AI8/H3/sff/cNpVe114p+zx/yPPx9/wCx9/8AcNpVe10AFFFFABXif7a//JpXxZ/7F27/APQDXtleJ/tr/wDJpXxZ/wCxdu//AEA0AZ37D3/JBB/2M3iL/wBPN5XvteBfsPf8kEH/AGM3iL/083le+0AFFFFABRRRQB8L2/8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       "</svg>\n"
      ],
      "text/plain": [
       "Plot with title “Estimated Coefficients of Ridge Regression”"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "b2 <- barplot(as.vector(fit.ridge$beta),space=2,width=100,\n",
    "              main=\"Estimated Coefficients of Ridge Regression\",\n",
    "              xlab=\"variable\",\n",
    "              ylab=\"coefficient\")\n",
    "\n",
    "for(i in c(y1,y2)){\n",
    "  if (coef.vector.ridge[i]<0){\n",
    "    text(b[i], coef.vector.ridge[i]-0.5, names(data)[i],xpd=TRUE)\n",
    "  }\n",
    "  else{\n",
    "    text(b[i], coef.vector.ridge[i]+0.5, names(data)[i],xpd=TRUE)\n",
    "  } \n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition to X.9, X.14 and X.22, X.4, X.5 and X.8 also stand out in Ridge regression. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Lasso Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cv.lasso <- cv.glmnet(x=train,\n",
    "                    y=response,\n",
    "                    alpha=1, #lasso regression\n",
    "                    family=\"gaussian\",\n",
    "                    lambda=exp(seq(10,-10,length.out=100)), \n",
    "                    nfolds = 10, \n",
    "                    type.measure=\"mse\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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",
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