parcoord.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'/jupyter_home/dbjerre'"
      ],
      "text/latex": [
       "'/jupyter\\_home/dbjerre'"
      ],
      "text/markdown": [
       "'/jupyter_home/dbjerre'"
      ],
      "text/plain": [
       "[1] \"/jupyter_home/dbjerre\""
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "getwd()\n",
    "#dir.create('lib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#install.packages(\"ggparallel\",lib=\"./lib\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "library(\"ggparallel\",lib=\"./lib\")\n",
    "library(MASS)\n",
    "library(RColorBrewer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+73FVTUnRFbMQBAvxI0BZOU1VZJR0fEXlZCZ4T5YU1cvYC+gAEJ6GeaK4vTLk2U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\n0gRPLCujr9uEXRKoFgBgmKU7mlY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   "source": [
    "parcoord(data.frame(a=1:5,b=10:6),var.label=T,col=brewer.pal(5,\"Accent\"),lwd=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "test <- data.frame(a=factor(letters[1:5]),b=factor(rev(letters)[1:5]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<table>\n",
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       "\\begin{tabular}{r|ll}\n",
       "  & a & b\\\\\n",
       "\\hline\n",
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       "1 a z\n",
       "2 b y\n",
       "3 c x\n",
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     "execution_count": 18,
     "metadata": {},
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    "test\n"
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  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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V4pKhKJpGy/b2Z5ebnoEXKCXdZpYJh0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\nxZEOMZ81xzoiqS1JRIkZ6BDTz+3Db1WEQqbWxLWo0VkGQmZCq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   "source": [
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  }
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