Skip to content

Instantly share code, notes, and snippets.

@satouy
Created October 30, 2014 09:32
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save satouy/2319b3234c734d590064 to your computer and use it in GitHub Desktop.
Save satouy/2319b3234c734d590064 to your computer and use it in GitHub Desktop.
R_in_Action-ch03.ipynb
{
"metadata": {
"name": "",
"signature": "sha256:f8fb6a76949f9b1e8b384331fd084c2ebd2a052843d87d349ec94816b92cbf72"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Sage/text/R_in_Action (\u7af9\u672c\u6c0f\u306eblog ) <br> http://www.pwv.co.jp/~take/TakeWiki/index.php"
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"R in Action Rob Kabacoff, 2014, Manning Publications"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"posted by Y.Sato on 30 Oct, 2014"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext sage"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"DATA = os.getcwd() + '/' ; DATA"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
"'/home/satouy/Dropbox/work-Sage/sage-ipython/Take/R_in_Action/'"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Chrome\u3067\u306fPDF\u3092img\u30bf\u30b0\u3067\u8868\u793a\u3067\u304d\u306a\u3044\u306e\u3067\u3001png\u306b\u5909\u63db\u3059\u308b\u3088\u3046\u306b\u5909\u66f4 2012/06/27\n",
"#\n",
"# R\u306e\u30b0\u30e9\u30d5\u3092sage\u3067\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u95a2\u6570\n",
"import time\n",
"def preGraph(pdfFile):\n",
" filename = DATA+pdfFile\n",
" r.pdf(file='\"%s\"' %filename)\n",
" return pdfFile\n",
"\n",
"def offGraph():\n",
" r.dev_off()\n",
" \n",
"def postGraph(pdfFile, fac=0.75):\n",
" r.dev_off()\n",
" width = int(640*fac)\n",
" # html('<img src=\"%s?%s\" width=\"%spx\">'%(pdfFile, time.time(), width))\n",
" pngFile = convertPdf2Png(pdfFile)\n",
" html('<img src=\"%s?%s\" width=\"%spx\">'%(pngFile, time.time(), width))\n",
"\n",
"def getGraph(pdfFile, fac=0.75):\n",
" width = int(640*fac)\n",
" # return '<img src=\"%s?%s\" width=\"%spx\">'%(pdfFile, time.time(), width)\n",
" pngFile = convertPdf2Png(pdfFile)\n",
" return '<img src=\"%s?%s\" width=\"%spx\">'%(pngFile, time.time(), width)\n",
" \n",
"def convertPdf2Png(pdfFile):\n",
" pngFile = pdfFile.replace(\".pdf\", \".png\")\n",
" result = os.popen(\"cd %s; convert -density 600 -geometry 1000 %s %s\"%(DATA, pdfFile, pngFile)).read()\n",
" # print result\n",
" return pngFile "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import Image, display"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import display, Math\n",
"def my_show(obj):\n",
" return display(Math(latex(obj)))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Display List as Table in IPython Notebook <br>\n",
"http://calebmadrigal.com/display-list-as-table-in-ipython-notebook/"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class ListTable(list):\n",
" \"\"\" Overridden list class which takes a 2-dimensional list of \n",
" the form [[1,2,3],[4,5,6]], and renders an HTML Table in \n",
" IPython Notebook. \"\"\"\n",
" \n",
" def _repr_html_(self):\n",
" html = [\"<table>\"]\n",
" for row in self:\n",
" html.append(\"<tr>\")\n",
" \n",
" for col in row:\n",
" html.append(\"<td>{0}</td>\".format(col))\n",
" \n",
" html.append(\"</tr>\")\n",
" html.append(\"</table>\")\n",
" return ''.join(html)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# table = ListTable()\n",
"# table.append([getGraph(fig_3_7a, fac=0.5), getGraph(fig_3_7b, fac=0.5)])\n",
"# table"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"IPython's Rich Display System <br>\n",
"http://nbviewer.ipython.org/github/ipython/ipython/blob/1.x/examples/notebooks/Part%205%20-%20Rich%20Display%20System.ipynb"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import HTML"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Begin of program"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Chapter 3 Getting started with graphics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.1\n",
"fig_3_1 = preGraph(\"fig3.1.pdf\")\n",
"r('attach(mtcars)')\n",
"r('plot(wt, mpg)')\n",
"r('abline(lm(mpg~wt))')\n",
"r('title(\"Regression of MPG on Weight\")')\n",
"r('detach(mtcars)')\n",
"postGraph(fig_3_1, fac=0.5) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.1.png?1414660491.53\" width=\"320px\"></font></html>\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.1.png fig3.1b.png\")\n",
"display(Image('fig3.1b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQCAQAAAAqtv5HAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC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\nOngAAAAASUVORK5CYII=\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842cd0>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.2\n",
"dose = r.c([20, 30, 40, 45, 60]).name('dose')\n",
"drugA = r.c([16, 20, 27, 40, 60]).name('drugA')\n",
"drugB = r.c([15, 18, 25, 31, 40]).name('drugB')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig_3_2 = preGraph(\"fig3.2.pdf\")\n",
"r('plot(dose, drugA, type=\"b\")')\n",
"postGraph(fig_3_2, fac=0.5) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.2.png?1414660493.89\" width=\"320px\"></font></html>\n"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.2.png fig3.2b.png\")\n",
"display(Image('fig3.2b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQCAQAAAAqtv5HAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC\nAK7OHOkAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAAAAJiS0dE\nAP+Hj8y/AAAACXBIWXMAAAJYAAACWACbxr6zAAAaR0lEQVR42u3deXRUZZ7/8XdVZQcSQkIIyL4T\nIEEEZJVFARdooXFpG22lAZ0+v3Nmxpk5M909y5mZ7jO/07+Z7v714jg9IIotSjuttLghKIIgICI7\nhH1fQgIEwhpCquYPWRIkkLq5Vc9zb31e/1jHSqq+T5FP3XpuPff5goiIiIiIiIiIiIiIiIiIiIiI\niIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI3wRi\n+uh9GUi16SGKXBPgE3ZG8wtJMS1nIEE2EDT6kohcFWYERTYFpJqNfG70JRGpKS/at+tYv7vH9iOc\nSHSi/nvXxx+RW1BARG7B6RwkRDaZhDnFaSKmByESK84CksOz9CJMgGqW8joXTQ9DJDacBWQSmfwr\n5QTIZxoH+Nj0MERqSSJM2J0HciKXrWwHoIwD5Jh+NURqSGEMRVTyEZsa/mDOArKQv6QPxwjSihBz\nb7j36qldzU3EhNH04W3y+C4vcKihD+YsIGv4Mf3JJY1lLKGs1n15TCSDCBBhAMWmXy1JMCEKeZet\nbKULPU0FJJvRLCWfyfQmhf/hUo37zrKKZAAitCRk+vWSBFPNWVqygVRy2Nzwh3M6Se/GSqbyHiVM\n5QDLatx3ng3Xbg80/GJJIlrAM3QiizOsb/iDOQtIC1ZwjgoWUcEg2tUKSE36GlLibye/poCzbOZC\nwx/MWUCWMI02tOPPOUJvFpp+RUSu6MIpyjjGMbce0Nl7/EpeII0D3EELfuXGyTQRF/ThaVLdfUhn\nR5Awa1hDENz5MkbEBd35DnMbft6qtoZcD6JwiD3a8zTz3ZiW16ZptPhBS6byMSvcf2AFRLwvh+ms\nZnEsHloBEa/LZDrbeT82S5sUEPG2dKZwjLdjNSNWQMTLUvgeVbxBVayeQAER70riOzRmdiwv2FNA\nxKuCTKA1L3Eutk8i4k1j6cUMTsX2SRQQ8aYRDGXGDdcixYACIl40gPuZxeHYP5ECIt7Tm0n8nt3x\neCoFRLymC5N5ky3xeTIFRLylDVN4n6/i9XQKiHhJHtNYWucVrDGggIh3ZPMs6+N7BasCIl7RhGns\nZX5891tTQMQb0niGU7wZ75Z+Coh4QTKTCfBa7BYl1kUBEfuFeJQcZrmxjU+0FBCxXYDxdGQmZ008\nuQIithtNX2Zw0syTKyBit6GMYKZ7G8FFSwERm93FOF7mgLkCFBCxVwGP8To7TZaggIitOvIUb7PR\nbBEKiNjpDr7PQr4wXYYCIjZqznRWsMR0GQqI2CiLaWxhgQ1dLhUQsU0jpnKYeXZsjq6AiF1S+R7n\nmctl04V8TQERmyTxBGm8WqstrFEKiNgjyCTyeYnzpgupWZKIHQI8RDdmUGG6kJoUELHFSAYwkxOm\ny6hNARE7DGI0szhiuowbKSBigz5MYDZ7TZfxTQqImNeNJ5jLNtNl3IwCIqa142neYZ3pMm5OARGz\nWjKNxbHoT+sOBURMasY0vuQT02XUTQERczKZzs5Y9ad1hwIipmQwhTLeivdWcNFRQMSMFJ7iMnPi\nvxVcdBQQMSHEYzRmNpWmC7kdBUTiL8gE2vKSma3goi1VJN7GUsjMWPendYcCIvE2nKHMoNR0GfWj\ngEh89ecBZnHIdBn1pYBIPPXmkXj1p3VHksPfC5FNJmFOcdrmr3nEKp2ZzB/j1Z/WHc4CksOz9CJM\ngGqW8joXTQ9DPKANU/iAL02XER1nAZlEJv9KOQHymcYBPjY9DLFeHtNYxmemy4iWs4DkspXtAJRx\ngJw6f04fvuRr2UxnPR+ZLiN6zgKykL+kD8cI0ook5poehFiuMVPZH+/+tO5wFpA1/D39yCWJj/n8\nhsvsmzOOdAAiDPTWhExiIo1nOB3//rTucBaQ/pTyFmMYR2cu8nGtTSLPs4UUAMJ0Mj08MS6ZyQR5\nzZ6t4KLjJCABJrGSDKbxRy7wBMdZW+Pec6y+dvtO08MTw0I8Qg4vmuhP6w5nR5Ag0JYNvAl0oKBW\nQG78OUlcAcbRmRc4Y7oQ55wEJEIlEymlLTk0oTdzTA9CLHUfd/GCqf607nB2BJlFb1pxglSK+IpV\npgchVhrCSP7LXH9adzgLyN5rW3y9T9iOPg5imb6MZ5bJ/rTucLoW6ypLujiIZQp4nDnsMF1Gw2ka\nLe7ryFPMM92f1h0KiLitFd9noV9mpgqIuCuX6azkU9NluEUBETdlMZ2tfGi6DPcoIOKeDKZyxJb+\ntO5QQMQtqTxtU39adygg4o6r/Wmt3wouOgqIuCHIRFoyy6b+tG4NTKShAjxIATM4bboQ9ykg0nAj\nGcgMjpsuIxYUEGmogYzmJfv607pDAZGGKWICr9rYn9YdCog0RDee4E2KTZcROwqIONeOp3m3zutJ\nfUEBEafymcqnfG66jNhSQMSZZkznK//vqamAiBNNmM5O3vXiVnDRUUAkeulM4Thv+WlRYl0UEIlW\nCk8Str8/rTsUEIlOiMfI4pVEaXmhgEg0gjxMO2Z6oT+tWwMWqb8xFDHDG/1p3aGASP3dwzDv9Kd1\nhwIi9dWfB3nZO/1p3aGASP304hFeY5fpMuJNAZH66MyT/JHNpsuIPwVEbq+1F/vTukMBkdtpznQv\n9qd1hwIit9aUZ9nIQtNlmKKAyK00Zhr7eScRVl3dnAIidUvjGSp4019bwUVHAZG6JPNdQt7tT+sO\nBURuLsQkmvtxK7joKCByMwEeogszvNyf1h0KiNzMffRnhrf707pDAZFvGsJIZlJiugwbKCByo76M\n5xX2my7DDgqI1Nadx5nrh/607lBApKYOPM081psuwx4KiFzXiqks8kt/WncoIHJVLtNZ5Z/+tO5Q\nQORrmUyjmA/8vxVcdBQQAWjEVEp4O3EXJdZFARFI4Sku8kYiL0qsiwIiSTxBhv/607pDAUl0QSbS\nipc4Z7oQOykgiS3AA37tT+sOBSSxjWAQM/3Zn9YdCkgiu5sxzOKw6TJsluTw9wJk0IgIZxJll28f\nKuLbzGaP6TLs5iwgmUxmACnAWRYyPzE6RfhMOsN5k62my7Cds4BMpDsvcpwArXmCskTdM8mjAkSA\nS7yi6wVvz1lA2rKC1QDspi93mB6E1FsTxtKewyygnArTxXiBs4As4Qd0pYQgbchnfp0/p3U9dgkx\nmWQW05/v8Z/6YFwf3wxICu04fZseEMs5yUDyCLCL33Gw1n05PED6lWj0Z4vpAUoNubTm55Sznb8j\n/4Z/N7mpmgEJ0ZpBDCefn90mICnsZS8R+tKRE4SornHfJfaRAkCEnqaHJ7VUEaAR5WQQ0vGjfq4G\nJJeBjKADHXmXf+fAbX7rEZ7iOJW0pTkD+QW7a9x3huXXbheYHp7UcpLVPMcWurORY6aL8YYQAAF+\nxJ/zOS+QzErW3HbRcwVdCfEaJVzgRQ7V+W40kFL2mR6i1LCbk2Sxhk9rHfUTRwFQHM0vfH0EibCU\nFvQiRCc21OO39vNDJnAf5yjRmXRPucw61pkuwktCV/67h0VsJ5+u3EVb9t/2FOBltnCa0exhzS1+\n6m4dQaySS1biNHC+KYdHEICLbGITL9OLYeTWo1VjhDX8henxShSCPMZWjpouw1uuByTAA9xFFRGC\nDCXEunpcfqlrCLykIy2ZY7oIr6m5mreI7pRxgUG05jmdovWdkazVdR/Run4EyaAFP2EbcIwmXKaA\nTaaLExe1oT3zTBfhPdePIJe4yGg605tBhOhCuenSxFUj2aQLo6J3/QhSxe+Ywo+BNaykipWmSxMX\n5dON35ouwotqTtIjfEgTwpzkIBtNFyauuoedOn/lRM2A3MMAqsmiDT/mC9OFiYuaUchM00V40/WA\nhJnD60ASk2mrgPjKUA7pC1tnaq7mzaIRUE0jMk2XJS7KpB+/N12EV10PSJCHGUqYIPAb02WJiwZy\nnF2mi/Cq6wEJsZNPOUOAygRfr+MvGQzibV3b6VSwxq0H6EI55YneGdtn+nE+uuV5UtP1I8glTvAP\nTKCKy7yq07w+kcowPtKu7c5dDUiIIB+xgQAQVgNg3ygioje7hvg6IAEmMRhI5zxJwLHbXJMu3pDE\nCD7jkukyvOzrOUiEtbxFChd5n8Xkaqcrnyggja9MF+FtVz9i7aKEx/lPtgNp9GKh6cKkwYLcywou\nmC7D266fxarkDI9RxBDuu+2uJuIFXcnWioiGuh6QKv6LEM8zhZV8aLosccFIVmv33YaqudRkPz8h\nnWou6mslH2jPHcw1XYT31d56tFrfofvGKNbroreGU4cpf7qDTmpK4QYFxJ+GU6zvstyggPhRc3qy\nxHQR/qCA+NEw9tZj6z+pBwXEf7Lpy2LTRfiFAuI/gzjKXtNF+IUC4jeNuZvF+ibLLQqI3wzgNDtM\nF+EfCoi/pDGUxQnaHCcmFBB/6UulGqe6SQHxkxSGs0TtOd2kgPhJL0KsN12Evygg/hFiFMuoNF2G\nvygg/tGdxrfsGCkOKCB+EWAUK9UUz20KiF90Io9VpovwHwXEL0axRh0I3aeA+ENb2rHcdBF+pID4\nw0g2ccJ0EX6kgPhBPl1ZaroIf1JA/GA4O9SBMDYUEO/LoZBPTRfhVwqI9w3lgPbCjBUFxOsy6acL\nbGNHAfG6QZSx23QR/qWAeFsGg1hM2HQZ/qWAeFt/zqoDYSwpIF6WylA+1QW2saSAeFkfImwyXYS/\nJTn8vQAZNCLCGS6aHkLCSmYES9WBMLacBSSTyQwgBTjLQubrKmgjCkhlreki/M5ZQCbSnRc5ToDW\nPEGZNto3IMgoPlcHwlhzFpC2rGA1ALvpq564RnSl6ZV/A4khZwFZwg/oSglB2tKC+XX+nM7Px0qA\nUepAGA/OArKcMgbRgmo28+ING+03417SAIjQl62mB+hTHWjFG6aLSATOApJMcypYyhA6cYgjtY4U\nlzlJCgARzpsenm+NVAfC+HAWkLE8yUGmsJPtPEcFG2rcV8En1253Mj08n7qDjvzKdBGJwVlA7uQ1\nFvD/mMMaUuldKyA16WvI2BjBVnUgjA9nf8Jl3E0+P6eY1nThpOlBJJg8CtSBMF6cBWQelxnBIcJM\noUS7acTZMPZw2HQRicLZR6wSfkIIqOQ3nNP36HGVzZ3MMl1E4nC6FquaaiDMKdMDSDiDOKIOhPGj\nabS3qANhnCkg3nI3p9SBMJ4UEC9JZ4gusI0vBcRL+lKpxTvxpYB4hzoQGqCAeEchQXUgjDcFxDuS\neF8dCOPN6fcgEn9f6PRu/OkI4gUZtCBd8TBBRxD7FTGREJW8zh7TpSQeHUFs15RH+Yj/y5d8h1TT\nxSQeBcR2zbnEV5xnJelkmS4m8SggtjtOKj1Ipg9V2qQh/jQHsVeIDM5Sznwe5TIB/qBdsOJPAbFV\na75FBW9QzRfsIJsyHT9MUEBslMUY+rKGj6/s3F6uHUxMUUBsk8pg7uUgv9VltTZQQGwSpCfjCPMG\nxVrUbgcFxB5tGEcrFrFKLQ3soYDYoSljuJMvmUOF6VKkJgXEvDQGM4r9/IYjpkuRGykgZoXoxUNc\n5nW2adZhIwXEpLaMpwULWa1Zh60UEFOyGUsRq/m9Zh02U0BMSGMoI9nLrzlquhS5NQUk3kL05iEu\n8RrbNeuwnwISTwHaMY7mLGS1difxBgUkfpoxlkJWMVvLDr1DAYmPdIYygj38ihLTpUg0FJDYC1HI\nQ1zkVXZo4wWvUUBiK0A7vkUzPmKNZh1epIDEUg7305OVzOKs6VLEGQUkVjIYxnB28iuOmS5FnFNA\nYiFEHx7kPK+wU7MOb1NA3BagA+PJZgFfadbhfQqIu3K5nwJW8CnnTJciblBA3JPBPdzDDv4/paZL\nEbcoIO5Iog8PcpZZ7Nasw08UkIYL0JHxZPEha7lsuhhxlwLSULk8SHeWs1SzDj9SQBqiEcMZyjZ+\nSZnpUiQ2FBCnkujLA1TwEns06/AvBcSJAJ0YTxM+YJ1mHf6mgESvOQ/SjWUs5bzpUiTWFJDoNGIE\nQyjmFxw3XYrEgwJSf8n05QHKmclezToShQJSPwE6M55GvMsGzToSiQJSH3k8RBeWskyzjkSjgNxO\nY0YyiK38nBOmS5H4cx6QZFKJcPFKDyR/SqYfYznJDPZp1pGYnAUkgwkMpgkRTrCAxb4MSYCujCOD\n+Wzw5fikXpwF5FsM522OEaQtj1PBF6aH4boMHqEbS1mmzrKJzVlAurKIjwBYS1s6+SQgeYwgmw18\nSTWpHOV9zTrEWUBW8gz5lBCkHQX8e50/56W9ZzN5jkPsZhwZLKacRaYLEhs4C8hiKriHfsAhfsa2\nWvdlcw9pAEQoYqvpAdZbT84zmzClfItluppcvuYsIKl0JptlfESE8VxkX437wlReueWtc1xhQgSA\nkKeOexJjzgIynlEs5VEiLOIBjtcKyGkWXLudb/nJ0SA5FNCaBZxgCyOZzhEG8oGOH3KVs4B0Zx7v\nsZ0pbKT6FiEImB5enYI0p4BCcjnOV5wFzvLfDCWbP7DJdHFiD2cBOcB97OYrBvFn5JoeQpRC5NGL\n3mRTwlqKOXntI9VJ5psuTmzjLCB/ojlj2cUrTCPJM90ukmhBb3qRyVFWsY1yyz8AigWcBaSc/yCJ\nKk7xS2Z4YAFfMq3oRU8ac4jP2MFpRUPqx+larPCVxsXVnDY9hFtKpjWF9CCd/XzCTs4oGhIN/67m\nTaUNhfQgmX18yG41IBAn/BiQNNrSh66E2M189mi/KnHOXwHJoD1FdAF28hb7tNBQGsovAWlEB+6k\nI9Xs4A/s56LpgsQfvB+QxnSmiA5UUcwcDl5b6CLiAi8HJJMu9KEtFyhmNoevnFcTcZEXAxIgi64U\n0YZzbGYRR7TPiMSKtwISIJtu9KEVp9nMh5QoGhJbXglIkGb0oJB8ytnInyj10EJ68TD7AxIklwKK\nyOU4m/gjZbpeQ+LH5oCEyKMnvWlGKeso5oSiIfFmZ0BC5NOL3mRxhNVs46RWUIkZtgUkiZYUUkAT\nDrOM7Vp3K2bZE5Bk7qCQAtI5yKfspELREPPMBCREoMYJ2tQrS9JT2ccCdnvmAixJAPEPSIB+jCTE\nSj4jTIgRDCbIHt5jt9bdim3iH5AeTOIdLvIIF/iCAGeYx26tuxU7xT8gd/IlK4Fs7uILLrPa9Esg\nUrdg3J+xgjyCQAvNNcR+8T+CLOcHPE8VOfzO9OBFbif+ASnnt/Qmic3aO13sZ+I0bwWfmx62SP3E\nfw4i4iEKiMgtKCAit6CAiNyCAiJyC7E9ixUgBIS+8f8jFncOsZOtr5i36qomGO1Fd7ENyAUm0P8b\nR6kIGaRw3sKXNplUK/fwDdKIs1Yu/2/CeSt3B8jgPJXf+AsL04F3o3ug2P6RNqXlTZ6hmnvJ4p2b\nHFnMCtODgcw2XcY3RGjOY7zCOeveUlL4Pn/iiIUf1L/LRtbe5C+smkPRrRmP7RHkFKdu+v+7kGll\n/9sQbdhs4Tt1PkfZYuGxLZWjFHPIdBk3cZg9bHfjgcxkP2Dde6Hdddnb7dHWV8y1uuw7OIpYREeQ\n2nXZ+YZha132/ksG3arLzEQ5g3McNPLMt5YC7DRdxE2EyGC7hdusBshil5VXg2ZxmJOmi3AuaOk7\nor3v1Lad8btel8+PICIiIiIiIiIiIvaL7+nDxozlXtI4QphCHqYZh6xYC5rGfYymCUeopj0T6chh\na7rlpnEv5Vwgl4fpQ6kVK7JCjGM8g2nFTtK5n2GcseRbh0aMYQQXOE4y9zAGKGnoUOMnwA8YwkEe\n4zRBfkwpYwhQHMcK6vI449nLo5zjOP9MFb3pxBeWLFqcyD+xgNP8kHyyGc5yqkyXRBN+yGkqOM0u\nnmEIF5nIlxZEN8hz3MkFvs0qBvMUx3iUPQ2LSDy3/UmjGS+wkRQG0oEd/JoxTOQ94+/VAdL4b1aR\nTTcuEOGXdOQfyaXUcF0AvRnNSSK0pyPPU8lv6Mp600XRlMsspYxdNGIwv2QDv2AA75gui5b042cc\no4AAY/gT80jh3oa9XvEMSCX/wQW6chfvUsRe4BDppBsPSITZNOF5RvJTOlPKJUqJkG1BQLJ5nHeY\nBLTgHKe4zEnyTBcFZNKWCTRjM++QxDHCHOEO00UBzWnNs2SwkW005QCwjwEEGvJZIJ4BCVPNkwzj\nEz6gLxG+vjDShiUBYSpZRzsKqbz2YtpQ1xM05izN6cQlwtdeMfMO8VcU05KfUWxVXSHSmMdh/pmD\nV+oKN7SueK49CjCFHvyUN7hECa2AFlywYKlbKtNoxRIW0pPjNCNENtRxqVc8BblEkG/TiZFUkkET\nMmhKmemygByCXOQ456ikihwgr6GTYVdUsIst7KKExlTQEmjNiYbNJeM5SW/G31JNR+4jTDETSOV+\nPmddHCu4uTCjGE0GD7GGJYwlh+Ec5mPjk/QI61nIagp4kc30oyuFpPM/XDL9gtGevyGDEaQwhxYM\noRUFzKHCdFmcoy996EYvfs8FHiKdEbzJkYY8ZHxP8x7lMGWUso+tlNCDdbxnxSLurWTQnlXM5xS7\n6M5R5nLedFFAhDBVHGAP5ymmHWFeteIIUspBunGaVyljG03J4Q0rLhOoZiutaMRrbGMfYTrwnjVn\nI0VERERERERERERERERERERERERERER8IkCqFVfpJThbdzOXPJ6jsekiJJ7XpEt9ZdCUbHqRTJA8\nIpQRJkQuQUqpJkAOyZRZcamZ7ykg9mnJX5MFZJHE9xkILGEujzKCZFbwMg8yjiAbmcFF06X6n62N\nWRLZ02TyL6RRxG6+zb+xhqns4Xu8y/vkcI7/w8t8zJMcZb/pUv1PRxDbBGnLck6wgqF05CA7SKKM\nHBbwMKUsojntGEsV0Mh0qYlAAbFNmLO0BHJowmmakkYKjaniAD+lB3/GbA7xByq424pNW31PAbHP\nIp4nk65EWMtIfkQyp9jGj6igguOspz/f5RTt+Mx0oYlAZ9rtE6SQXuyklAPkMZTLLKeMNgwGVnKA\nbIaRzirNQERERERERERERERERERERERERERERMTP/hete++1eZZrjQAAACV0RVh0ZGF0ZTpjcmVh\ndGUAMjAxNC0xMC0zMFQxODoxNDo1MyswOTowMBtMut8AAAAldEVYdGRhdGU6bW9kaWZ5ADIwMTQt\nMTAtMzBUMTg6MTQ6NTMrMDk6MDBqEQJjAAAAIHRFWHRwZGY6SGlSZXNCb3VuZGluZ0JveAA1MDR4\nNTA0KzArMKV3vKMAAAAUdEVYdHBkZjpWZXJzaW9uAFBERi0xLjQgHEc6eAAAAABJRU5ErkJggg==\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842890>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"html.table( )"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.7\n",
"fig_3_7a = preGraph(\"fig3.7a.pdf\")\n",
"r('par(pin=c(2, 3))')\n",
"r('par(lwd=2, cex=1.5)')\n",
"r('par(cex.axis=.75, font.axis=3)')\n",
"r('plot(dose, drugA, type=\"b\", pch=19, lty=2, col=\"red\")')\n",
"offGraph() "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# par\u306f\u3001\u30d7\u30ed\u30c3\u30c8\u6bce\u306b\u30bb\u30c3\u30c8\u3057\u306a\u3044\u3068\u30c0\u30e1\n",
"fig_3_7b = preGraph(\"fig3.7b.pdf\")\n",
"r('par(pin=c(2, 3))')\n",
"r('par(lwd=2, cex=1.5)')\n",
"r('par(cex.axis=.75, font.axis=3)')\n",
"r('plot(dose, drugB, type=\"b\", pch=23, lty=6, col=\"blue\", bg=\"green\")')\n",
"#r.par(opar)\n",
"offGraph()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"html.table([[getGraph(fig_3_7a, fac=0.5), getGraph(fig_3_7b, fac=0.5)]])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html>\n",
"<div class=\"notruncate\">\n",
"<table class=\"table_form\">\n",
"<tbody>\n",
"<tr class =\"row-a\">\n",
"<td><img src=\"fig3.7a.png?1414660496.22\" width=\"320px\"></td>\n",
"<td><img src=\"fig3.7b.png?1414660498.2\" width=\"320px\"></td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</div>\n",
"</html>\n"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# from IPython.display import HTML"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"s = \"\"\"<div class=\"notruncate\">\n",
"<table class=\"table_form\"\u3000>\n",
"<tbody>\n",
"<tr class =\"row-a\">\n",
"<td><img src=\"fig3.7a.png?1413623388.94\" width=\"320px\"></td>\n",
"<td><img src=\"fig3.7b.png?1413623393.31\" width=\"320px\"></td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</div>\"\"\""
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"h = HTML(s); h"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div class=\"notruncate\">\n",
"<table class=\"table_form\"\u3000>\n",
"<tbody>\n",
"<tr class =\"row-a\">\n",
"<td><img src=\"fig3.7a.png?1413623388.94\" width=\"320px\"></td>\n",
"<td><img src=\"fig3.7b.png?1413623393.31\" width=\"320px\"></td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"<IPython.core.display.HTML at 0x7f773d8429d0>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"table = ListTable()\n",
"table.append([getGraph(fig_3_7a, fac=0.5), getGraph(fig_3_7b, fac=0.5)])\n",
"table"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<table><tr><td><img src=\"fig3.7a.png?1414660500.97\" width=\"320px\"></td><td><img src=\"fig3.7b.png?1414660502.94\" width=\"320px\"></td></tr></table>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"[['<img src=\"fig3.7a.png?1414660500.97\" width=\"320px\">',\n",
" '<img src=\"fig3.7b.png?1414660502.94\" width=\"320px\">']]"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.8\n",
"fig_3_8 = preGraph(\"fig3.8.pdf\")\n",
"r('plot(dose, drugA, type=\"b\", col=\"red\", lty=2, pch=2, lwd=2, main=\"Clinical Trials for Drug A\", sub=\"This is hypothetical data\", xlab=\"Dosage\", ylab=\"Drug Response\", xlim=c(0, 60), ylim=c(0, 70))')\n",
"postGraph(fig_3_8, fac=0.5) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.8.png?1414660505.0\" width=\"320px\"></font></html>\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.8.png fig3.8b.png\")\n",
"display(Image('fig3.8b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQCAYAAACAvzbMAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC\nAK7OHOkAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAAAAZiS0dE\nAP8A/wD/oL2nkwAAAAlwSFlzAAACWAAAAlgAm8a+swAAMKhJREFUeNrt3XmYZGV59/Fv96wMuzAL\nIKCIiLINyjKyKIJo1KiAiBtxi7vRaOJrXKJR4/tqonGLK4lLxCCiBkVFxYWorAIi+ybbsG8zMAwz\nzNJd7x+/p+0zTfVMT3V3narq7+e66pqe6q5znnOq6tznflaQJEmSJEmSJEmSJEmSJEmSJEmSJEmS\nJEmSJEmSJEmSJEmSJEmSJEmSJEndp6/uAqgn9QOblH9XAAPl+WnlsYZ89qYDa4HB9Wyr+prGRpZj\naB+DlTJUt9nMyP1MK8exdj377x/jsTQ7tr7yulbP8/TK/wfHsa1WzCj/ru/cSNKY7QR8GPgV8Bvg\nM8Ce5XfPAb4JPAE4HDgJWLiB7R0DnAg8voWybA98BXjViOefC5wK/AD4PvA/wA+B/wJ2GfG3rwb+\ns2xrNAcD3wL234iyHQh8A3gfMLOFY6Oc1xMrx3Iy8F5gxxa3tzHmAv9ejnuPNuxPHai/7gKop2wL\nfBp4J/AQcAvwEuA/gMeQi/MLyt8NsO6d61A23M+62cEAj8wKRv7NkJGZxeYkWOw94u8GgdXkDvrZ\n5GI+tJ8hfeXR7K5+Out+d3YEXgjssJ6yVPWTwPQCYAnD2VGz4+qrPEZ+X+eV/e4GrALmk4D0CWCr\nJue1ui1G/L5atv5Rfle1CHgN8IpyjjUFTR//JqQ/ezbJMj4LfIRc1F4F/COwHwkCQ49V5OL5MLmD\nfQ1wJclINgdOAX4KrASWkot4H/BM4FhgM5LhfJtc+I8FjiSf6d+TbGKwsr+qM4BfkGzp58BVwPFl\nm28BbgO2BK4BHqzsfz658C8kVXM/IXf/1eOaARwHPItciH9HMoNllf0fBhxattkPzCEZ2fNJ1d/Z\n5TXLgTeRDOXBsv2vMhxwho7rO8BHgU1J9vd64KnAvaUsvyfZyo9I0Lq4lHs34A0k+/odCQqvKu/J\npSRTPAG4YcT5m1be52XAPeV9PwF4YLI/YOosBhBNpP3JxedUcuGHXAjPBe4id6uQC9/uJGicBswm\nF+7rgSuAg0jAuRzYh1y0v02qkU4AFpftfQyYBdxE7rrPL/v/MLnAnzlKOYfaKdZW/r+GXLxfTgLJ\nnSSb2gt4GQlILycX3J8Au5LquRsq2xsggePTwFnkov9hEvi+Utn/JiQoTCv7Ohr4VxJA7yXBYMfy\n3PPLubiFVLU1M1DK8GAp2+tJkLsDeBtwYzlH55EAsWl5jx4NvA64DrgV+GIpzyWlTFuU92dkANkR\neAYJvrcBbyQ3AeeM+xOkrmIVliZKP7ngrADurzy/Eria3MWvzyDwdXKx/hqpDprHcBbRRy6mM4G3\nA68lF7xp5GL/ceDz5CLWTy7wG/v5bpTXXEPu3E8p+x3a/3nAh0g7zpXAo4DtWLfhfMdyHu4Evlf+\n/rIR+zkDuIhctE8m1VD3lmN6Fcm8jiUX+AZwHwkK/8q6nQGaWUYC4xbl/32lvC8lQWToeKj8Owgc\nATwOeA8JlKcxehXWQSSY/xz4WTlnz9zIc60eYAaiiTJIqqQ2JW0c15bnF5CqpT9u4PUDwO3koraM\n4Yv5kGnkYn0/cDep3vlI+d2+5M7/mPJ8qzdGQxfMq0k21Kg81wC2JlVdD5Fqp5FVY/0kA1hILqgv\nYjg7GmnotbPLcd1EMoZVpErtmaQaDZJxXUmC84ZsR4LsnWUfDwMXkuql+SP2PfRzHwkIK8r7toZk\nIS9vsv2ZpPpqExKUVpbnnkkC+JIWz726kBmIJtJZ5Kbk5cA2pDrktcCXSBXHhu6e12eQBI6tycVu\nC+ADwJuBV5Ig8n6SiazcyG2PvNNuNPn/o0h10CqSDXy/yd/0l7L9Cngx6RG1fTkHc0bZ90oSOB9L\nsq455Vw9UB5DGcP6usluRbKVfcq+HiTVhiNfN/TzlqStZgdy8W+QDGhT0tttZilDs04Au5BeZ7eQ\n93cucHP5+3028ryry5mBaCL9mnTNfSXwFHL3uw/wy/J4Cc0vaGMxQBqBX0K6j95JGqI/QC5+W5Cq\nrc3IBXJoHMpYjKUca0j2szepltqbXGDnMByABkk70AdIEHmIXIwvJ4GnmZWkGuvzpOruPtLI/iVy\nkd7QMTRIW9LzSQCYQzoxXMgju9feRzKrY0iA34nhsRy/Ju0ZHydZ1gGjnJenk6DxVuC75bmnlWM4\nEvjfMZ5P9YBp49+E9GerSBvEzeRitpw0fn+SNHqvIVUk55GqjuvJnfKS8ppzyEVuFWmHOL/87mrS\nk+hqcjHehlykvkwC1tVl27PJeIifkSqfa0m10DmkGmikofaFc8r+Bsr/zyUNz5AL/OUku7qMBKaH\nyPiL80h1083l788pr72bZB6zSTvIV0hWUPUQ6Q11SdnGVaTqDxJI/qOcvweBC8rxjBykOECCzDnA\nH0ivtC+Qtps15TF0jh8ox3IdCRoryBiO35bXX1+2Nbucs+uAJ5Xze2vZXx8J1BcBPy7bXEt6Yt0C\n/Kk8NmYwpSQ9wjQmL8Nttu3RxoZMxr7Hktm0cvyTec5G7mfkuTqUdG3+EOmWezoJFO0YlKguZQai\nydJg8u5Em217Q+0EE7nvseynleOfzHO2oWNYRtp5DiHjQZaQ6qzLNm7TmkqcC0vSkH5S9TidVHGt\nGt/mJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmakrp5PZAnk4VvBuouiCR1oD7g\nV2R54knRjuUzJ8sisgDOJYxtiVFJmioGgcOAfTCANDUAXAqcXXdBJKkDzWOSb667/c69m6vgJGky\nTfr1vdsDiCSpJgYQSVJL2t0GMg3YGtiCNPLcDzwANOo+EZKkjdPOALIN8AZgTxI8+khD+G+Ak4CH\n6z4ZkqSxa2cAeRHJPD4CLCUBZAHwOmAx8Mu6T4YkaezaGUC2Ba4Erqk8dw8JHtvUfSIkSRunnQHk\n58A7gIXAXaQBf/tShpM38NqR3XVtM5GkmrUzgFxFqq/2JFVXg2Qg4AUkExnNPOBoYA7DgaMBHFC2\nKUmqQTsDyBtIxvFl4NSNeN1y4DxgRuW5BrAd6dUlSapBuwJIH7ADueC/Drge+AVwK8lE1mcFme9q\npEVtKrskqYl2ZiCDwDnAWcAxwPuAu4GLyYyRyzZyew6ClKQatTOA9JfHPcAJpDrrYGBvkmFsbACR\nJNWoXQGkAZwL3Fj5/23AKZhJSFJXamcGMlrD+YbaQCRJHaidAcSxG5LUQ6w+kiS1xAAiSWqJAUSS\n1BIDiCSpJQYQSVJLDCCSpJYYQCRJLTGASJJaYgCRJLXEACJJaokBRJLUEgOIJKklBhBJUksMIJKk\nlhhAJEktMYBIklpiAJEktcQAIklqiQFEktQSA4gkqSUGEElSSwwgkqSWGEAkSS0xgEiSWmIAkSS1\nxAAiSWrJ9Br2NxfYEmgAS4D7gMG6T4QkaeO0M4DMA94C7MZwwGgA5wDfAFbWfTIkqdM08k8fsCOw\nDLh/6Im6tTOAHFuO+X3AA+XnecAbgUOBM+o+GZLUoXYGvgmcBXwQWFt3gaC9AWRL4CbgZv4cVFkG\n3AVs1cL2Gi28RpK6RrnI9QOvAZ4E7AD8BDi77rJBewPI6cDfAfuSto+hDGQNiaySpKJyh7wf8GLg\nw8DBwNuASxqwvO5qrHYGkEuA95AAMrfs+1zgPEqd3ijmAUcBc1g361gEXNHG8ktSu20CvBW4Gvg6\ncBHwVeB5wHca1NsW0s4AsgVwOAka9wIvJ5F1M+CHJBNpZjlw/oiyNoAF7T5ZktQOlTvlZwN/AXwe\nWAjMBBYDbwd+C9xRZznbGUCOAfYBLgbeBPwauBM4Hrid9MZqZgXJXkZ6ahvLLknt1keCxmrgJaQa\nC2AWaUTfmSkUQB4N/IYEhOXAaaQRfR9gF0YPIKNxEKSknlPJPvqALwAn88iaqjXArXWXtZ0B5Czg\nlcB80pPgDSTz2Af4dN0nQpI6yNC4uV9QelzV3WDeTDsDyO9I1DwCWArsBWwOfInmVVSSNGVUMo9t\ngY+RDkc/rLtc69POADJAIuk5lf2uxfEcklR1CLA78E7SZtyR2Qe0fy4sSMBYM+6tSFJv+i0JHIuh\nc4MH1BNAJEkjVALFkvLoeAYQSapJqb+fVv47AJ2dcYxkV1hJqkEJHpsB72Z4jEdXMYBIUpuV4LEp\n8F4yUeLSusvUCgOIJLVRCR6zGM483ktZzqKbqq/AACJJdZhLuur+I3Aq0Oi24AE2oktSHe4gcwIu\nAwa7MXiAAUSS2qoEiwG6tN2jyiosSZpEjTymN2DLBvT10tQbBhBJmiQlWMwg1VWfIN12e4YBRJIm\nQQke04HXkXmt/kCWs+gZBhBJmmCVaqpXAO8CPkOWoh3o1gbzZmxEl6TJMQ3YCvgk8DVgTS8FDzCA\nSNJkGSArCg7SxV1118cAIkkTrBIs1tZdlslkG4gkjVPpqjutAY9twGa91FV3fQwgkjQOJVj0AUcD\n3wKeVHeZ2sUAIkktqgSPFwL/F/hf4PK6y9UuBhBJakGlmupA4P8BPwA+BqzoxQbzZmxEl6TxWQV8\nFvg2sHyqBA8wgEhSSyqB4uLymHKswpIktcQMRJLGoNLmsWf57xXQfasITiQzEEnagErwOBj4L+DZ\ndZepExhAJGk9KsFjEfA54DIy3mPKswpLkjZsLvBh4Erg3cDdU7nqaki7A8g0YGtgCzLB2P3AA6wT\n5CWp46wk2cdFwN11F6ZTtDOAbAO8gTRADZK2pwHgN8BJwMN1nwxJGqlkGsuBn9Rdlk7TzgDyIpJ5\nfIQsJt8HLCCrdS0Gfln3yZAkjV07A8i2pP7wmspz95DgsU0L27PaS9KEqlxUdgeeTKYnmTJTk2ys\ndgaQM4B3AAuBu0gGsgNpFzl5A68d+f41mNrdryVNsBHB44vAncBpdZerk7UzgFwIvB/Yj/Ro2AT4\nLZm98t71vG4emSZ5DutmHYuYQrNeSpo8lQvLbsC/A6uBD5C2D42inQHkacAdwKmkPeQvgCeU3/2A\n0VfuWg6cB8yoPNcg7SeSNFH6gL8inXveDlw/9KSaa1cA6QOeB5xLMoljgK+SnlevBm4lQaKZFcAl\nTZ5f1M4TJannNYBvAF8GbgODx4a0MwPpY7jn1aUM97raF9iV0QPIaBxFL2lCVALF9XWXpZu0K4A0\nSFXUi4ElwPakbWMb0ibylbpPhKSppbR79JcfG2YbG6+dGcgJpIFqAbAVeeMeA/wMuKDuEyFpaqg0\nmO8AvB74H1Iroo3UzgByZ3lU/ZyMSpekdloAfJLcxJ5Ud2G6Vd2TKRo8JLVFJfOYC3yCtL2+Fbi2\n7rJ1KxuiJU01e5Eg8nbg92Bvq1bVnYFIUrudBxwP3AcGj/EwgEiaEiqBYkV5aJwMIJJ6Vmn3mEmq\n6x8GM46JZBuIpJ5UgseWZCXB19ddnl5kAJHUc0rw2Bz4R+Ao1l1GQhPEKixJPaUEj1nAe4HnA+8i\ny0lYfTXBzEAk9aLNSPXVP1CWojV4TDwzEEm9aAnw98AqnOdq0hhAJPWUEiwalF5XmjxWYUnqao08\nZjVghwZMa4x7ixorA4ikrlVpMH8b8Dlg67rLNJUYQCR1pRI8ZgBvAd5MGsuX1F2uqcQAIqnrVKqp\nXgH8DfAvwDeBQRvM28dGdEndqo80lP8T8B1grcGjvQwgkrpOH9BIIvKd8pRddWtgAJHUlSrddVUT\n20AkdbzSVXd6A/ZpwFyjRmcYLYDMAg4FXgI8HtgFZwKQVIMSLPrJ9ei/gD3qLpNitCqslwBHkkAy\nUH4+Abio7gJLmjoqweNY4EPAicD5dZdL0SwD2QxYBPwbWS/4WuB3JCORpLaoVFM9BfggcBLwSWCl\n1SGdoVkGsoZ0jdsZmE1mtHw0cG/dhZU0Jd1LFoX6KbDC4NE5mgWQVcDJwOuA3YCFwPVkkI4ktUUl\nUNxYHuowo7WBXAjcCWxDso/rgTvqLqwkqXOMFkCOAxaQxqrjgdXAZ7ARXdIkKW0efcCBpAPPb4ae\nUGcarRH9MOBc4Omk3vEMbESXNEkqDeaHkR6fB9VdJm1YswAyQNpBdgN2By4F5gKDE7C/6cB2ZbtP\nKNt1MKM0hVWCx9NJTcc5wFfqLpc2rFkV1krgVFJ1dT4JKDsBXxrnvuaRaZd3YzgYNciH5Rtlv5J6\nXAkY04EdgbuAFWQdj78HLgDeDyyx6qrzjdYGchG5yPcD25JqrPF24z2WVGe+D3ig/DwPeCOpHjuj\n7pMhqW32B75IFoH6OvAQ8FHSYee+ugunsWkWQKaR+fX3ZLjn1Vrgdsb3xm4J3ATczHDWuozcgWzV\nwvacDkfqMuVLuympjdiJ3ECeCdzUl4HL6iLNAsgc0k7xIeA6koWUuczG5XTg74B9yaphQxnIGhxj\nIvW8ygXkeSQDeQfwJjLm7IMNF4PqOs0CyArgBuCQ8v9B8t7fRdLMVl0CvIcMTJxHAtO5wHnA/et5\n3TzgKBLYqkFsEXBFvadP0kZaQJaf/THw3+W59wKnAb9vYLfdbtIsgAySIPIC4KmkEX0A+Cpw8Tj2\nNads9+yyj6cAu5KgMJ1UkzWznDTmV8vaIB9ESV2gMsbjeNKR5kTgAFItvgZ4G/AG7EzTVZoFkAZ5\nc08nF+mh9o/xLlZ/DPAaksmsJPWfc4EnA58ijWfNrCDZy0hPrfncSdo4mwB7k2vK31ae35TMvTcX\nWFx3ITV2o/XCehJp3JpJGtVvIr0l7hnHvs4kDfPbkjaPXciH6QvAbS1sz/EjUndZSaqxtxzld7fX\nXUBtnGYBZBZJM88Efl7+/1bS8PWNcezrNtIw/zzguWTG3/sYPfOQ1CMqy8/ejoGiZzS7i59BpnG/\nlFRb3UHWBNlmAvb3MPA/ZF7/bUl1liSpCzXLQJaTxvJ3kcbrTUmD9+cmaJ8NEpzeVffBS5JaN1ob\nyDdJmnkw6br7ScbXA6uZh+s+eElS60ZriH4MmdhsO9LV9hk0b/iSpPUqo5DnNeCoBmzmFBK9o1kA\nmUn6Y99CGr3/lfSYen7dhZXUXSrB4pWk2npO3WXSxGlWhTWDdN09g3TfhQz+m4hGdElTz87AS4Hv\nAnfXXRhNnNGmMrmDTC/wU2BzMpPu70gWcgkO9pG0AZXs4zjSk/c74FQlvWS0NpCryZroe5D2kItJ\nZvIUzEQkjd00Um31HwzXaKhHjDaVyflk4N8N5O7hYeB7wIN1F1hSVxkAPkGZ687so7dMH+W5t5AM\n5PFkrqpVJHh8r+4CS+oOlWCxou6yaHI0q8KaQ0aJ/4rMVXUy8AvSE0uSJKB5AHmIVF+9i8zGez/w\nl2QlQUlarzLuY+bQmA/HffSuZlVYA8AJZPDgDWTCw58Av6y7sJI6WyVYvJYs2fBPZL0P9aD+9Ty/\nA+m7/ViyANTasW5U0pT2GOD1wFIMHj2tWQYyjYxE7yddd2cCzyy/O63uAkvqTJXs4yXkpvMUsOdV\nLxutEX074Nuk3eM24DfAE+ourKSON5es+fMdbDfteaONRL8VeDEJJAeSAYQ/q7uwkjreQ8DHgQvB\n7KPXNctAhhrRV5AZeA8g05icUXdhJXWuvjxW9MHpfXC3waP3jcxAppHp27ckUw9sQlLSzYB5OAeW\nJKkYGUAOI+M/HiLBYrPyGAD+HQOIJKmoBpA+4HDSc+J7pB7zNhI41pKlbiXpz0rPqz7gENJt9/Kh\nJ9T7+kf8PAO4kcx79SfgWmAJsIx0y5OkkR5Dlr0+sO6CqL1GVmH1kXaPmcAsYHb5/zQyI6+DCSUB\n64z7eHH59xdg9jGVVANIg2QZbyMDgXYhs/AeRtpAvkjpmidJxWPJ9eJb2EY65VQDyCAJEgsq/y89\n82iQebEkqWoucBllqQezj6llZBXWzTh6VNLYXUxqLexkMwVNH/8mJE1FJdtYgxMmTlmjBZAZPHKU\n+gA2okuSimYBpA84Hng26b47jfTGuhs4F/gBsLrugktqv8q4j02BlcCA7R5TV7O5sPqA7YGrgK8B\n/00CyWLgYGD/cexvGlkudxfSd3wrbHeTus3OwOeAPeouiOrVLAOZQwLI54BrynPzgG2Ai8gqY2e3\nsK9tyDojezLcw2uATBV/EhlnIqlDVcZ9vJR8j5fWXSbVa7Tp3G8mF/tfk1T1OeXn/cg6Ia14EbAF\n8BHywesjXYZfR7Ibl8yVOt8uZODgt4Bb6i6M6tUsgAwCXwaeT+a3WQucSLKRm2l9MOG2wJUMZzUA\n95DgsU0L22u08BpJLah82Z5N2kC/D9Y/T3WjNaLvVf69ujw3t/z8v+PY1xnAO4CFwF2k/WV70i5y\n8gZeO/Jz2sDPrlSH84ErMPsQo3fj3QKYT7KRrcmKhDeTlQpbdSHwXlINNpcEjmvIYlX3rud184Cj\nSdtMNetYRJn5U9Lkqtyt/aHusqhzNAsgDeCn5THkRWRN9HPGsa/NgWeQdo+zyRxbC0lg+C6jdw1e\nDpxHxqZUy7gASVJtRqvC2p1coBvlcSBw0zj3dRTwNOAS4MOkUf4UMubkJkbv2bWivGakRXWeOEma\n6karwtqLjPcYamtYBvxonPvaBTiVZDabA6eRKqgnld9tbNfg/o38e0kbqdQZzwf2AX4LPGzjo4Y0\nCyAzSXXSJxlu7J6IxaSuJz27bgM+X/axP2lf+XrdJ0LSuioNjn9NViu9AMdrqaJZABkA9iXdbn/M\n8OfoAcb34fkhacfYGfgjmR7lEOBM0sYhqfM8DjgW+C8cOKgRRgsg95DRpk9neBLFLzO+BaUeJJnG\nUAa8iqy3PoBjOqSOUvlCvpzMtuu4Dz3CaL2wvg+cRS7uy8gHaKLuPhqVf53dV+pcs0g3/v9kfF34\n1aNGBpAZwHOB5wFbkraPxWQk+u11F1bS5KlkHU8gS9X+CvgQpera7EMjjQwgR5CU9VvAdaRB/VDg\nPeXhXYjU2+YA/0gazY8DzjZwaDTVANJHGrW/x7pddq8kdyP7YACRelIl+3gOGWN1L/BW4JIGLDeI\nqJn+ET/PIAtHVa0F7iN3JpJ613wSNH4MvJN0sf9LsJeLmqtmIA3SaHY46cLbX3l+T+BPdRdW0sSr\nBIdXkEbzLwPXktVH30zW7Lmj7nKq84wMIOeT9PWgEX93J2kTkdSbdiNrAC0DjiE9MLcCngy8DPiU\nU2BrpJEB5OTyaDZ9ulms1LtmApcCm5E56yDf+bPJfHR9eA3QCCN7YTVG/CtpargCeBXN55hbBTTM\nPjTS9PFvQlKnK3eE/WTi0ulkLZ5GH3+ubmgAK+sup7qLM9pKPaxS9/xo4P+QWSZegd99TQAzEKlH\njVjH/MOkm/7XgW+TRnJpXAwgUu+bRtbi+S5wI7ZnaIIYQKQeUTKOaWQOu0al29Tp5WE3XE0o60Gl\nLlfaOWaS5Rf+Ddhv6Hd9Ix7SRDIDkbpUyS76yDx1bySTof4BF35SmxhApO62BfAPZAqSdwO/BJbX\nXShNDQYQqbstBz5AJjxdClZVqX0MIFKHq3THnQ/MA64G1pRAMYATnaomNqJLHaoyCHArMvjvu2Sx\np03rLpsEZiBSp9sd+BeyzOyPyfrkD9RdKAkMIFKnm0Vmyf0ocDGw1jYOdQoDiNQBKl1yYd2R4peQ\nAOLocXUc20CkGpV2jn7gicBHgKOGnq8MADR4qCOZgUg1qPSsejTwauA4YAnw67rLJo2VAUSqzzQy\ngvzZwFdIL6u7wbEc6g4GEKk+g8DXgBOAW7GqSl2m3QFkOjAX2JJk8UvICNrBuk+ENFlKddVmZDXA\n64GHKqsA3lh3+aRWtTOAzAPeAuzGcMBoAOcA38DlNNWlSoCYDSwgmcTaylTqs4CDgTcB2wGvJyPJ\npa7Xzl5Yx5Kq3fcBbwPeDvxfElAOrftESK2oNIYfBfwAOKTy/KOAT5D2jbXA+3HaEfWQdmYgWwI3\nATcz/L1bBtxFpmrYWI0WXiNNhh2ANwM7AX9DplRfRrKPB4C/A34FrAAbyNU72hlATidfpH1J20cf\nqdZaDXyz7hMhbazK4L9XAZuQzPp9JBv5JnAH8MGhPzVwqNe0M4BcQlL4/UjGMQD8pjx/33peN498\nIeewbtaxCLiijeWXmtkbeBnweeAkMnfVG4EzgVv6zJTVw9oZQLYGXgrsShrOTyFB5FXAWcA1o7xu\nOXD+iLI2SIOl1BaVKLAJGfy3FHgQeCv5bN4BHEg+x68uj4827JqrHtbOAHI0+eJ9F3gRsAb4PnAA\n+dKNFkBWkCxlpKe2seyaokrgmA7sCRwGPI3cBH2CrP63K2nr+OfKywaAPci0664OqJ7VzgCyI/nC\n/Yrcrb0TuJD0TmklzXceL7XLdsDHSEeQ80m387OB+4HXkqxkpGXAQ3UXXJpM7QwgVwPHkC/duaQa\n62+Bnes+CZraKlnGDmRSwyuBxZWqp7vIDc8S4F5gsPK7m+ouv1SXdgaQH5FUf3dyF/dtkn3MYP2N\n6NKkKIFjc+CFwJGkQRzgPcBi+HPPqdU4+E96hHYGkBWka+PQIN01wInAd0ggkeqwPenccQ/wKeD3\nwA11F0rqBnVMpjiyvWN13SdBval80PrJ/Gt7l8dpwHWVP7se+CvSo2otOF5DGitn41XPqdyh7Eym\nzDmIjD26Djhj6JclUKwlXXIlbSQDiLpaJVhMJ91nqxnulmQW3JPIWKPrKN1qzTKk8TOAqOtUphDZ\ngnTKOJSMx/gk8KfKTLiXkYF+Vk1Jk8AAom61CPgwGV90L5kW58GhX1bW27CDhjRJDCCqRckQtiQz\nFPwOuL7vkb8HmElGdC8DBip/sxz4KXARmRNtKeuOz5A0yQwgarsRa2h8Efgq8PeN4R55s0iV1FOB\nw8liTe9g3bEZl5WHpJo4HYjqshNZne98MojvaZXfvQA4mazi9xDw36SaSlIHMQNRW1XGZryGVE+9\nHng36W57AVmA6WKydsyVwJ2kd5WN4FKHMQNR21SqrhYCxwEnAFeRaqxdyVxpkJ5Uv+iD2/pKu4fB\nQ+o8ZiBqtxlkwaVHk55Uu5fnZpMqq5+R2ZoldTgDiNqtj0xM+CMSNLYrz59DAsdg3QWUNDYGELVN\nGeC3GvgMzatPGxhApK5hAFFbVQb4DdRdFknjYyO6JKklBhBJUksMIJKklhhAJEktMYBIklpiAJEk\ntcQAIklqiQFEktQSA4gkqSUGEElSSwwgkqSWGEAkSS0xgEiSWtLu2XinAVsDW5Bpu+8nS5g2xrFN\nSVIN2hlAtgHeAOxJgkcfmdL7N8BJwMN1nwxJ0ti1M4C8iGQeHwGWkgCyAHgdsBj4Zd0nQ5I0du0M\nINsCVwLXVJ67hwSPbVrYntVeklSjdgaQM4B3AAuBu0gD/valDCdv4LV9I/7faPKcJKmN2hlALgTe\nD+wHzCPtIJcCF5BMZDTzgKOBOaybdSwCLm/nyZIkDWt3L6yby2NjLAfOH1HWBmk/kSTVpJ0B5EnA\nLuTiXx1/soYEiKWjvG4F8Mcmzy9qY9klSSO0M4BsDbyLZBSXMxxEVpLG9aUbuT0HQUpSjdoZQM4G\nvkQykFNYNwAM1n0iJEkbp91tIKeT0ehg0JCkrtbuAPJg3QcsSZoYtiNIklpiAJEktcQAIklqiQFE\nktQSA4gkqSUGEElSSwwgkqSWGEAkSS0xgEiSWmIAkSS1xAAiSWqJAUSS1BIDiCSpJQYQSVJLDCCS\npJYYQCRJLTGASJJaYgCRJLXEACJJaokBRJLUEgOIJKklBhBJUksMIJKklhhAJEktMYBIklpiAJEk\ntcQAIklqiQFEktQSA4gkqSUGEElSS6a3eX87AE8G5gKDwK3AH4AlLWyr0eayS5Iq2hlA9gXeCSwF\n7iHZzwHAC4CPA7fXfTIkSWPXzgDyF8CvgW+M2P+7gEOAU0Z53VzgaGAO62YdBwKXt7H8kqSKdgaQ\npcDjgF2AB8pz84EFpBprNA8B548oawPYllSDSZJq0M4A8n3gzcBHgYHK82cDZ63ndSuAS5o8vz+2\ng0hSbdoZQO4B/h/JHLYk2cMSkpmYSUhSl2l3L6y1wJ3lIUnqYo4DkSS1xAAiSWqJAUSS1BIDiCSp\nJQYQSVJL2t0LayL1AdPKz9PG8PeN8hp1ll56X3rpWNR5NubzNUAShEkdItHNAWQlcBQZULihTKpB\npkKZSQYmdvuXfFNgDbCqB45lc/KeDIx3QzXrJ+/Lcrp7gGuDfE9mlWPpZg1gE/Id6YXv/ZxyHGP5\n3g8CjwV+NJkF6uYTuhWw3RiPYQA4ggxg/CFjy1g6VQN4GXANcGGXH8tM4LXkQ34r3ft5bJA5244j\nc7091MXHMgjsBTwF+GbdhRmnAeBZ5HP2Y7r7uwLwcuBSMvXTWI5lgHyvHpqsAnVzBnJ/eYzV44Et\ngCvrLvgEuBW4vgeOZRaZhflq4Ka6CzNOC4A7gCvo/jv32WSeusvp7mwKYDfyOev27wrAbcAN5Oax\nI0ylRvQ+uveu0GPpDr10HB5L5+m4Y5lKAUSSNIGmUgDpuOjtsQC98xns81g6Uq99VzrqWLq5DWRj\n3UJ6MfSCa4C76i7EBBgkjYLd3mYAw8sOrK27IBPgXtJm0O3tHwCL6Z3r3FVkVnPVoJ/euavquDuR\ncZjWY8fSC3opA/F7L0mSJEmSJEmSJEmSJEnqUL3S7XBD5pOZe/cC7iR99rvNLGAR6aO/FpgBPI1M\nFkc5rm7wWPJeLAQeIPOZbVKO4+nkvbm37kKOwTTgIOB5wPZkTq/VwLbAC8vx3U13jXHZCjisHMsa\n4HHA0cBOZB6m1XUXcAweD/wVcDCZEPIu8jnbm7wvjyJzyXXD7M+bku/FYWT28XvpsO/9VAggmwDv\nI1+O+cBTgbPojg/QkO3IDLzHAz8jH6Znky/KXcCLySRrnR5E5gP/TKaj3oxcnM4jAeVIcrE9lsw2\n+kDdhd2AQ4C3kkktn1GO7RLgH8jEiluTgHgWuRh3un7gDeVxKnl/PkRmct2PBMkL6i7kGBxNAvsN\n5EbrGvL9eS8J6M8iYymuqrugG9APvBHYl3zfjyHflYPooO99rwywWZ9dyYf/M8BngZ3JXXA3WQDs\nQqalhrxvzwJ+AHyeXHCPqLuQY7AdcDPwaeDfy/EsBA4l06B/inwxDqq7oGOwJfAd4D+Bn5A7313J\n+/TZcizzyWyw3eAQcsd+PxmBfgDJBj8FnEBuvLauu5BjsB3we+Bc4PskczocuBb4HPBt4Jkko+9k\n25HA/VXgRODrJPB11Pe+V4b4r898YBnwILnwLidrN1xdd8E2wsXlGD5Y/r8JyagWl//fRL7wfXT2\n9BNXAteVn48kU5ksLcdze3l+MQmYne5npDrheLIOyH+TC+xychFeCywB5tVd0DHYkVTFnUQy3T6G\nq+UGyR1uH/nMLa27sOsxnXx29iKBfCvgX8pzN5S/uZV83jYhmXCnmgs8mmSEc8iUP1fTYd/7qRBA\nhob+N5o81+2GjmmwS45pNbAD8NdkbZZPk2qF/sqxNOiOzHiQ4SqSi4A9gPtK+avH0unvyzTgdQwv\ngjWXXHxnMLwcavWYOtkg8BXyPtwNvIdUj1YvsEPvSTe8L7NJdeJtpDrxlnKMHfO974Yv6njdTRqj\nhh6b0B2NtKPpAx4mGcl25blHM3zx6mTzgXeTi+77gT+SzHAVuXBRjqkbJoo8ltz9XQB8j1RhPUzu\nFjcv/25F509+N51kTVuTRuZdSNvNUvJ+9ZGOAZDPXCebRRrJHyTB/XYSCO8iGRXlmFaWRydbBvyJ\nLFD2J5IFbkaHfe+nQgbyJ1KV8GoS1e8Cbqy7UC1okC9Fg3QAOBN4PrlQ7Qd8oe4CjsG+wD7k/Xg3\nqWP/JnAOqTrZnWQoX6u7oGPQINULC4D9SfXCJeSi9RqSbd1P6t472Srg30igeAy5wTqRfFeeCbwS\neAKpb19Sd2E3YBB4DmnzuIr0Vvoqucj+A/AS0tbzWxLsO9liknm8mQSPBaRdZzkd9L2fCr2w1pAP\n0y7ky3Iinf9FaGY1qfO8hQSQG8kX5rFkvefz6fwMZFU5hrtJIL+D9GK6hGSH84FT6PweMpA69YfJ\nxfV60n5wfyn7zuS9+Sadn4HAcBXV0PtzM8lAbgCeWP5/Cp1/0R0ALiPZ7HzgR+Siew+5CD+RtCf+\nmM6fdn+AtBluT74b32J46edu+95LkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJktTFOn1V\nLqmd+sl6GEMrJD5M50/7LdVmKiwoJY3V48kyqKtJAFlC1mG4su6CSZ1oKiwoJY3VbmQVvk+RVRK3\nJavYnUVWT9yMLFQ0QBYqgyxfO58s8rO6PLdFeQ6ySBNkudUF5ec+htezfhRZTnZV2a7UNcxApHU9\nSFZ+W0FW5NsXeDJwHfAOYHb53edIAHhbeW418HESEN5KMpg+4LPArcDfkpUKHyyPTwFPAY4jN3I3\nkOVJH6z7BEhjZQYiDduRrG/+Y5JhrAUOINnCoWQJ3k8AuwILydKpOwEfI+0mS0jmcSdZOvkAYGZ5\nbm/gn4AZwPOA35FAcyrwQ+AokoVcU/dJkMaqv+4CSB2sn6xHPQhsR6qyHiDrbO8IXEQyjfcA2wD3\nAbcBjwHeSNbgnk7aVi4la3NfSALMvPJ3TweOJ4FlTt0HLG0Mq7CkdfWT78V0YB8SKL5OqrKG2jXm\nkmyhH/hq+fmtwIvL398BnESqsBrA8vIagK1IUHoYuAv4H+B24EDgiroPXtoYVmFJw+YDxwJ7As8C\njiTVWb8gAeWlpMrqmaTqaS7w2vLanYHfkwb07YAtgaeR79hPgb8kVV+Hlt+fSBrVF5GgcxDwv8DS\nuk+CNFaOA5GGbUqqnWaTaqs7gMWkd9R0YD9SHXUNqb6aQS78jwb+RALIlqRaalV57Q6kgXwfkrHM\nIEHk78s+DyW9sH5ftiF1DQOINPmeALydBJKdgAvI+BKpqxlApMnXR6qpHkca2q9ieByJJEnS1GIj\nuuq2C2lgXkjGSiwkI8IfJu0Nd5H2CEj7wSLSq+nh9WxzR9Jgfcd6/qafDORbQwYGToShHlx9ZDzJ\nig2Uk/K3M8sxLiTtL/ePcX+PIW0s94zy+51JldndG9iv1BLHgahus8jo7T3IqO6dSFfXncn4iFmV\nv51GAsOGxks8qrx+fVW0/cDLSLXSRNm9lHk28AoSyDZka+ANpPfWjmQ8yVgtAp6znt8/hQxabGYO\n8HoyHkVqieNAVLerymMP0pvpC6Qr656kR9OxpHvtb4A/ADeRO/tdgeeSrOQM4LLKNpeSAX2zSFfc\nvcrrTiPZy5DpZLT4U0m2ci4JPOeQAHMQGaOxE7A96Xb7C+BicqF/QSnb+cDZwBEkm7qibPuQsv/F\nwI9Ib67DydQoN5Iuwk8hgeymsq+l5bVHkozkWuB0csF/finHteVY+njkTeC2ZFT7piSQrirbO4KM\nZVlGRr7vUPZ7P/CD8vs9gHvL75tlLdI6zEDUqQZJ9dYMctF7Cxl38WISPN5OLqDLyXxSsyuvfRK5\nMz+YTIZ4BQkU+4/Yx2akuuw6ctE9GPgrMk7jceQC+1jgn0mm8ADwf0q53kQyjhuA15Fs4CES3FaS\n4Ldr2fZxpHrucODoSnleSS7wK8prn0W6+x4BvIgEir8ozz+HVOldUsq6iEdOvjitnKcnkWB0EAke\nu5fXXEkCx6vI3F0ryrndt+zjUhJEXlz3m6/uYAaiTtVPxkWcQu6+9ydrdQxVS60lAeV3ZIqR1SNe\n31f+ZiaZMff7JNOpWkHuvn9FsoLVJHPZj2QYV5KM4AbgG2Siw8eT7ODxJLBcT+70DySZyxNJdrEC\n+F557gCSGRxGLtirScZzIMlobiQZ1CKGx4mcTkapX1SOYQ0JCpuW8/EoMsq9alvSZfhDJHDNL393\nC3By2c50EiAXl/1eXsr0vfL7GQyPuJfWywxEnWwFw91dGwxfMFcDJ5A79GeRu+5HjXhtP7mjPoFc\nEN9IMoCqtazbgL6aXPAPJ0HktwwvLLWGZEUryUW8j+GgtYJUl/WP2NZDlbIPNVoPkPaOe0kV1try\nu6HA2Ecu4kOvfaDs/yiShcwhQW1k8IBkIEPlhWRnAyTDOJ5UEd5fyja0zwbJVF5aztNSnFZeY2QA\nUafo45EX0urP/ZX/b0GqYW4md+nbleeq22qQO/lFZNqR60h1VbN9Dv08jbSzPJFcqIcWktqLBJWD\nyR3+2WTm3eeS6qJDSbAaINnO5k22vbb8zSCZUHEGqUJbRTKrrcvfDZDp5I8o5X172c8ewHmk/WVz\n0tFgOut2FFhSHi9kuBpvejmeJSTbGVqDZCYJetuQ6rXFwJmlXEPbltbLbrzqFP3k4noZudufRi6m\nV5Fg0M/wBX2owfwF5EJ5Orm4Vrv7Pgj8kVQTHUEu1N9i3bmmZpPAcn/5eTFpzH5q2d4F5K79KeX3\nB5R9/ZIEr2eQ4HEJCWRrSVXbMlIVdm0px+yy3QtKeZ9LLtCnkkzkiSQAXlO2ez5pt3gOyUBOIgHg\nSNLIfxsJPpeRbs43luNZW/ZzeCnHVeU4/kCq6PYv+5tNgtRmpFH+zHJsC8lMwZuRdppldX8oJGky\n9JE792q7SDPTyQVxLHfU00lQOJE0gEMymC+Su/6R+5pBqrOqmfxscnc/mqEp4qeP2M7sEX83rfzd\n0E3e0PEOVZXNXs9xzyQZVN8oz80q251etkl5buj4ZuPNpSRtlDlkWvYXMhwUdiFjOqzSkSSt18h2\nwWpbhqSK/w98I+GrUTsiyAAAACV0RVh0ZGF0ZTpjcmVhdGUAMjAxNC0xMC0zMFQxODoxNTowNCsw\nOTowMHnJ4QsAAAAldEVYdGRhdGU6bW9kaWZ5ADIwMTQtMTAtMzBUMTg6MTU6MDQrMDk6MDAIlFm3\nAAAAIHRFWHRwZGY6SGlSZXNCb3VuZGluZ0JveAA1MDR4NTA0KzArMKV3vKMAAAAUdEVYdHBkZjpW\nZXJzaW9uAFBERi0xLjQgHEc6eAAAAABJRU5ErkJggg==\n",
"text": [
"<IPython.core.display.Image at 0x7f773d8426d0>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.9\n",
"x = r('c(1:10)').name('x')\n",
"y = r('x').name('y')\n",
"z = r('10/x').name('z')\n",
"print x\n",
"print y\n",
"print z "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" [1] 1 2 3 4 5 6 7 8 9 10\n",
" [1] 1 2 3 4 5 6 7 8 9 10\n",
" [1] 10.000000 5.000000 3.333333 2.500000 2.000000 1.666667 1.428571 1.250000 1.111111\n",
"[10] 1.000000\n"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig_3_9 = preGraph(\"fig3.9.pdf\")\n",
"opar = r('par(no.readlonly=TRUE)').name('opar')\n",
"r('par(mar=c(5, 4, 4, 8) + 0.1)')\n",
"r('plot(x, y, type=\"b\", pch=21, col=\"red\", yaxt=\"n\", lty=3, ann=FALSE)')\n",
"r('lines(x, z, type=\"b\", pch=22, col=\"blue\", lty=2)')\n",
"r('axis(2, at=x, labels=x, col.axis=\"red\", las=2)')\n",
"r('axis(4, at=z, labels=round(z, digits=2), col.axis=\"blue\", las=2, cex.axis=0.7, tck=-.01)')\n",
"r('mtext(\"y=1/x\", side=4, line=3, cex.lab=1, las=2, col=\"blue\")')\n",
"r('title(\"An Example of Creative Axes\", xlab=\"X values\", ylab=\"Y=X\")')\n",
"r.par(opar)\n",
"postGraph(fig_3_9, fac=0.5) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.9.png?1414660507.69\" width=\"320px\"></font></html>\n"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.9.png fig3.9b.png\")\n",
"display(Image('fig3.9b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQEAYAAADQL+qPAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC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\nLTEuNCAcRzp4AAAAAElFTkSuQmCC\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842f90>"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig3.10\n",
"r('library(Hmisc)')\n",
"\n",
"fig_3_10 = preGraph(\"fig3.10.pdf\")\n",
"opar = r('par(no.readlonly=TRUE)').name('opar')\n",
"r('par(lwd=2, cex=1.5, font.lab=2)')\n",
"r('plot(dose, drugA, type=\"b\", pch=15, lty=1, col=\"red\", ylim=c(0, 60), main=\"Drug A vs. Drug B\", xlab=\"Drug Dosage\", ylab=\"Drug Response\")')\n",
"r('lines(dose, drugB, type=\"b\", pch=17, lty=2, col=\"blue\")')\n",
"r('abline(h=c(30), lwd=1.5, lty=2, col=\"gray\")')\n",
"r('minor.tick(nx=3, ny=3, tick.ratio=0.5)')\n",
"r('legend(\"topleft\", inset=.05, title=\"Drug Type\", c(\"A\",\"B\"), lty=c(1, 2), pch=c(15, 17), col=c(\"red\", \"blue\"))')\n",
"r.par(opar)\n",
"postGraph(fig_3_10, fac=0.5) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.10.png?1414660510.0\" width=\"320px\"></font></html>\n"
]
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.10.png fig3.10b.png\")\n",
"display(Image('fig3.10b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQEAYAAADQL+qPAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC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\nAAAUdEVYdHBkZjpWZXJzaW9uAFBERi0xLjQgHEc6eAAAAABJRU5ErkJggg==\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842d50>"
]
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.11\n",
"r('attach(mtcars)')\n",
"fig_3_11 = preGraph(\"fig3.11.pdf\")\n",
"r('plot(wt, mpg, main=\"Mileage vs. Car Weight\", xlab=\"Weight\", ylab=\"Mileage\", pch=18, col=\"blue\")')\n",
"r('text(wt, mpg, row.names(mtcars), cex=0.6, pos=4, col=\"red\")')\n",
"postGraph(fig_3_11, fac=0.7)\n",
"r('detach(mtcars)') "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.11.png?1414660512.19\" width=\"448px\"></font></html>\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 28,
"text": [
"<environment: 0x17fbf48>\n",
"attr(,\"name\")\n",
"[1] \"mtcars\""
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.11.png fig3.11b.png\")\n",
"display(Image('fig3.11b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQEAYAAADQL+qPAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC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\nAFBERi0xLjQgHEc6eAAAAABJRU5ErkJggg==\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842ed0>"
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.12\n",
"fig_3_12 = preGraph(\"fig3.12.pdf\")\n",
"opar = r('par(no.readlonly=TRUE)').name('opar')\n",
"r('par(cex=1.5)')\n",
"r('plot(1:7,1:7,type=\"n\")')\n",
"r('text(3,3,\"Example of default text\")')\n",
"r('text(4,4,family=\"mono\",\"Example of mono-spaced text\")')\n",
"r('text(5,5,family=\"serif\",\"Example of serif text\")')\n",
"r.par(opar)\n",
"postGraph(fig_3_12, fac=0.5) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.12.png?1414660514.33\" width=\"320px\"></font></html>\n"
]
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.12.png fig3.12b.png\")\n",
"display(Image('fig3.12b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQCAQAAAAqtv5HAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC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\nUERGLTEuNCAcRzp4AAAAAElFTkSuQmCC\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842a50>"
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.14\n",
"fig_3_14 = preGraph(\"fig3.14.pdf\")\n",
"r('attach(mtcars)')\n",
"opar = r('par(no.readlonly=TRUE)').name('opar')\n",
"r('par(mfrow=c(2,2))')\n",
"r('plot(wt,mpg, main=\"Scatterplot of wt vs. mpg\")')\n",
"r('plot(wt,disp, main=\"Scatterplot of wt vs disp\")')\n",
"r('hist(wt, main=\"Histogram of wt\")')\n",
"r('boxplot(wt, main=\"Boxplot of wt\")')\n",
"r.par(opar)\n",
"r('detach(mtcars)')\n",
"postGraph(fig_3_14, fac=0.6)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.14.png?1414660516.44\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.14.png fig3.14b.png\")\n",
"display(Image('fig3.14b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQCAQAAAAqtv5HAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC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\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842d90>"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.15\n",
"fig_3_15 = preGraph(\"fig3.15.pdf\")\n",
"r('attach(mtcars)')\n",
"opar = r('par(no.readlonly=TRUE)').name('opar')\n",
"r('par(mfrow=c(3,1))')\n",
"r('hist(wt)')\n",
"r('hist(mpg)')\n",
"r('hist(disp)')\n",
"r.par(opar)\n",
"r('detach(mtcars)')\n",
"postGraph(fig_3_15, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.15.png?1414660518.64\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.15.png fig3.15b.png\")\n",
"display(Image('fig3.15b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQCAQAAAAqtv5HAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC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\nYII=\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842950>"
]
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fig 3.18\n",
"fig_3_18 = preGraph(\"fig3.18.pdf\")\n",
"opar = r('par(no.readlonly=TRUE)').name('opar')\n",
"# Set up scatter plot\n",
"r('par(fig=c(0, 0.8, 0, 0.8))')\n",
"r('plot(mtcars$wt, mtcars$mpg, xlab=\"Miles Per Gallon\", ylab=\"Car Weight\")')\n",
"# Add box plot above \n",
"r('par(fig=c(0, 0.8, 0.55, 1), new=TRUE)')\n",
"r('boxplot(mtcars$wt, horizontal=TRUE, axes=FALSE)')\n",
"# Add box plot to right\n",
"r('par(fig=c(0.65, 1, 0, 0.8), new=TRUE)')\n",
"r('boxplot(mtcars$mpg, axes=FALSE)')\n",
"r('mtext(\"Enhanced Scatterplot\", side=3, outer=TRUE, line=-3)')\n",
"r.par(opar)\n",
"postGraph(fig_3_18, fac=0.6) "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<html><font color='black'><img src=\"fig3.18.png?1414660520.72\" width=\"384px\"></font></html>\n"
]
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system(\"convert -resize 400x fig3.18.png fig3.18b.png\")\n",
"display(Image('fig3.18b.png'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAGQCAQAAAAqtv5HAAAABGdBTUEAALGPC/xhBQAAAAFzUkdC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\nAABJRU5ErkJggg==\n",
"text": [
"<IPython.core.display.Image at 0x7f773d842f10>"
]
}
],
"prompt_number": 37
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment