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@metakermit
Created June 17, 2013 10:05
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{
"metadata": {
"name": "knowledge.ipython.overview"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Dra\u017een's humble introduction to*\n",
"\n",
"Becoming a master statistician with IPython notebook\n",
"====================================================\n",
"What's *IPython notebook?* A web interface for a scientific Python shell.\n",
"\n",
"Main features:\n",
"\n",
"- the power of Python at your fingertips :)\n",
"- IPython, a shell specialized for scientific workflows\n",
"- Markdown annotations as a perfect \"lab notebook\"\n",
"\n",
"Python\n",
"------\n",
"What's so good about Python?\n",
"\n",
"Python is a dynamic, interpreted language..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"1+1"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 1,
"text": [
"2"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... covering all the usual stuff, such as loops and branches..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"text = 'We are the knights who say \"ni\"'\n",
"for word in text.split(' '):\n",
" if len(word)>3:\n",
" text = text.replace(word, word.upper())\n",
"print(text)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We are the KNIGHTS who say \"NI\"\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... letting you choose your own paradigm, be it functional..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"text = 'We are the knights who say \"ni\"'\n",
"make_big = lambda x : x.upper() if len(x)>3 else x\n",
"make_big(\"banana\")\n",
"big_words = map(make_big, text.split(' '))\n",
"print(' '.join(big_words))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We are the KNIGHTS who say \"NI\"\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... or object-oriented..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class Text():\n",
" \n",
" def __init__(self, content):\n",
" self.content = content\n",
" \n",
" def make_big(self):\n",
" for word in self.content.split(' '):\n",
" if len(word)>3:\n",
" self.content = self.content.replace(word, word.upper())\n",
" \n",
" def __str__(self):\n",
" return self.content\n",
" \n",
"text = Text('We are the knights who say \"ni\"')\n",
"text.make_big()\n",
"print(text)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We are the KNIGHTS who say \"NI\"\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... or one-liners for the lazy..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print(' '.join([word.upper() if len(word)>3 else word for word in 'We are the knights who say \"ni\"'.split(' ')]))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We are the KNIGHTS who say \"NI\"\n"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But most of all it's *pythonic.*"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from googlemaps import GoogleMaps\n",
"gmaps = GoogleMaps()\n",
"directions = gmaps.directions('Argentinienstrasse 8', 'Ottakringer Brauerei')\n",
"#print(directions['Distance'])\n",
"for step in directions['Directions']['Routes'][0]['Steps']:\n",
" print(step['descriptionHtml'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Head <b>east</b> on <b>Argonnenstra\u00dfe</b> toward <b>Dolomitenstra\u00dfe</b>\n",
"Take the 1st right onto <b>Dolomitenstra\u00dfe</b>\n",
"Turn left onto <b>Aussiger Stra\u00dfe</b>\n",
"Take the 2nd right onto <b>Sandgasse</b>\n",
"Continue onto <b>Lechstra\u00dfe</b>\n",
"Continue onto <b>Vilsstra\u00dfe</b>\n",
"Turn left onto <b>Walhalla-Allee</b>\n",
"Continue onto <b>Osttangente</b>\n",
"Take the <b>B8</b> ramp to <b>Passau/<wbr/>Deggendorf/<wbr/>Straubing/<wbr/>M\u00f6bel-/<wbr/>Bauzentrum</b>\n",
"Turn left onto <b>Straubinger Stra\u00dfe/<wbr/>B8</b><div class=\"\">Continue to follow B8</div>\n",
"Turn right onto <b>St2145</b>\n",
"Merge onto <b>A3</b> via the ramp to <b>Passau</b><div class=\"google_impnote\">Partial toll road</div><div class=\"google_impnote\">Entering Austria</div>\n",
"Continue onto <b>A8</b><div class=\"google_impnote\">Partial toll road</div>\n",
"Slight left onto <b>A25</b><div class=\"google_impnote\">Toll road</div>\n",
"At the interchange <b>Knoten Haid</b>, keep left and follow signs for <b>A1/<wbr/>E55/<wbr/>E60</b> toward <b>Wien/<wbr/>Linz/<wbr/>Ungarn/<wbr/>Tschechien</b><div class=\"\">Continue to follow A1</div><div class=\"google_impnote\">Partial toll road</div>\n",
"Continue onto <b>Wr. Str./<wbr/>B1</b><div class=\"\">Continue to follow B1</div>\n",
"Turn left onto <b>Br\u00e4uhausbr\u00fccke/<wbr/>Stampferg.</b>\n",
"Continue onto <b>Bergmillerg.</b>\n",
"Turn right onto <b>Linzer Str.</b>\n",
"Turn left to stay on <b>Linzer Str.</b>\n",
"Turn right to stay on <b>Linzer Str.</b>\n",
"Continue onto <b>M\u00fcller-Guttenbrunn-Stra\u00dfe</b>\n",
"Continue onto <b>Kinkpl.</b>\n",
"Turn left onto <b>Tinterstr.</b>\n",
"Turn right onto <b>Fl\u00f6tzersteig</b>\n",
"Continue onto <b>Joachimsthalerpl.</b>\n",
"Continue onto <b>Wernhardtstr.</b>\n",
"Continue onto <b>Spetterbr\u00fccke</b>\n",
"Continue onto <b>Gablenzg.</b>\n",
"Turn left onto <b>Possingerg.</b>\n",
"Continue onto <b>Schuhmeierpl.</b>\n",
"Continue onto <b>Wattg.</b>\n",
"Turn right onto <b>Ottakringer Str.</b><div class=\"google_note\">Destination will be on the right</div>\n"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import Image\n",
"im = Image.open(\"data/lena.jpg\")\n",
"im.show()\n",
"im.rotate(90).show() # if we want to rotate Lena to a horizontal position..."
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(or for servers...)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import Image\n",
"im = Image.open(\"data/lena.jpg\")\n",
"#im.show() # <- this is what you would normally do, but to embed it on a server I make it a bit more complicated:\n",
"subplot(121) # 1 row, 2 columns, image 1\n",
"imshow(numpy.asarray(im)) # we convert an image to a numpy 2d array and plot it as an image\n",
"im2 = im.rotate(90) # if we want to rotate Lena to a horizontal position...\n",
"#im2.show()\n",
"subplot(122) # 1 row, 2 columns, image 2\n",
"imshow(numpy.asarray(im2))\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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MaC7olLn9tZf4P/7el/iTZ0+YqnPj6j6HSyF4ZdEvOTrq2Tvs2dPE3bv3ObEKJVBtIsTG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\nqbsNRIxRaF142oiOUWPKrMb7QFaKIAQif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SumVlCLhPXBBJEEYYQ1hrqoyfMM7QxJEhPH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VYdDvEyhJf9in2WwiEYwHAxqNFs7UKAApmem0yQvLcDImEIp2oBFVCWHI0myXc2ef48QdJygK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\nTkSuQmCC\n"
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And the list of modules is endless!\n",
"\n",
"For more on Python (with a touch of Monty Python inside), I recommend this guy's [tutorial](http://docs.python.org/tutorial/):\n",
"\n",
"![Guido](http://static02.mediaite.com/geekosystem/power-grid/images/profiles/176/guido-van-rossum_x270.jpg)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IPython\n",
"-------\n",
"Basically Python with imported scipy libraries and better integration with your GUI and computational hardware. Some nice features...\n",
"\n",
"Embedded plots"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = linspace(0, 2*pi)\n",
"y = sin(x)\n",
"plot(x,y)\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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o22ncR2P0Ii70xBNmJU4kXFIybRp89hmMG6ciH2zq6EUcZtcuaNjQHGfcsqXt\nNMHxy7j8xx/DjTfaTuNe6uhFXKpSJZg9G7p1MweghZvjx82plMOGqciHijp6EYd66y146SVYtSq8\njunt08esMpo2TUM2/tJkrEgYGDTIHPK1aBEUK2Y7jf/efBNGjoQ1a8x5P+IfDd2IhIGXXzZd76OP\n2k7ivzlzzPnyCxaoyIeaCr2IgxUrZsbrFy9293V6H30EDz9s/j0SEmyniTwauhFxge3bza1Uc+a4\n72LxL76AlBT44AO45RbbacKLhm5EwkjVqjBzplmt8vHHttN4b8MGaNfObIhSkbdHhV7EJW67Dd59\n1xyA9uGHttP8vp07zZEOI0eay9DFHhV6ERdp0gQWLjS3MM2YYTtNwfbvhxYt4B//MN+YxK4wWLAl\nElnq14elS023fPQo9OtnO9G51q6Fu++Ghx4yRy+LfSr0Ii50ww2Qnm665h9/dM7yy3feMWv/33wT\nOnSwnUZ+oUIv4lIJCbBiBTRvDgcOmJMvL7vMTpbTp+Hxx2HePPjkE/ONSJxDY/QiLhYbC59+Cps2\nwZ//DOvXhz7DwYNmsnXDBsjIUJF3IhV6EZcrX97sNh082Jx2+eyzkJcXmtdeu9bMGdSubY5pKFs2\nNK8rvlGhD4D09HTbEQrNzdlB+X8RFQU9ekBmprmhqn5982uwbNtmVtO0aJHOCy/Av/7lzrN43P71\n461CF/p3332XmjVrUrRoUdZd4isqLS2NatWqkZiYyIgRIwr7co7m5i8WN2cH5T9fTAzMnw+PPWZW\n5Tz+OOzZE7jPv2cP9OpldukmJcGDD6a7evmk279+vFXoQp+UlMTcuXNp3Lhxgc/k5+eTmppKWloa\nmzdvZubMmWzZsqWwLykiXoiKMmfZf/klHDtmLh1v1sxcZHL0aOE+Z3Y2pKZCnTrwhz9AVpa5yNzW\n5K/4ptCFvlq1alStWvWSz2RkZJCQkEB8fDzFixenU6dOzJs3r7AvKSI+qFgRxoyBffvMmvb33oO4\nOHjgAXPI2PbtcOgQnDlz7sedPm2GgMaONd8wqlQxF4Rcdpm5GWroUChTxsq/khSWx0/JycmetWvX\nXvTP3n33XU+fPn3Ovj9t2jRPamrqBc8BetOb3vSmt0K8eeOS0yctWrTg22+/veCfv/jii7Rt2/ZS\nHwqYk9W84dHJlSIiQXPJQr9kyRK/PnlMTAzZ2dln38/OziY2NtavzykiIr4JyPLKgjryevXqkZWV\nxe7du8no5+76AAAEoklEQVTLy2P27NmkpKQE4iVFRMRLhS70c+fOJS4ujlWrVtGmTRtu//kc0m++\n+YY2bdoAUKxYMcaMGUOrVq2oUaMG9913H9WrVw9MchER8Yr1G6bS0tIYNGgQ+fn59OnTh8cff9xm\nHJ/06tWLhQsXUr58eTZs2GA7js+ys7Pp3r07Bw4cICoqin79+jFw4EDbsbxy4sQJmjRpwsmTJ8nL\ny+Ouu+5i2LBhtmP5LD8/n3r16hEbG8uHbjhk/jfi4+MpVaoURYsWpXjx4mRkZNiO5JPc3Fz69OnD\npk2biIqKYtKkSdx88822Y3ll27ZtdOrU6ez7O3fu5H/+538K/vvr+zqbwDl9+rSnSpUqnl27dnny\n8vI8tWrV8mzevNlmJJ98+umnnnXr1nluuOEG21EKZf/+/Z7MzEyPx+PxHDlyxFO1alVX/fc/duyY\nx+PxeE6dOuVp0KCBZ8WKFZYT+e6VV17xdOnSxdO2bVvbUXwWHx/vOXjwoO0Yhda9e3fP22+/7fF4\nzNdQbm6u5USFk5+f76lQoYLn66+/LvAZq0cguH2dfaNGjbjmmmtsxyi0ChUqcNNNNwFQsmRJqlev\nzjfffGM5lfdKlCgBQF5eHvn5+ZR12UEre/fuZdGiRfTp08e1K8/cmvvw4cOsWLGCXr16AWaYuXTp\n0pZTFc7SpUupUqUKcXFxBT5jtdDv27fvnHCxsbHs27fPYqLItXv3bjIzM2nQoIHtKF47c+YMN910\nE9HR0TRt2pQaNWrYjuSTwYMH89JLL1GkiDuPnIqKiqJ58+bUq1ePiRMn2o7jk127dlGuXDl69uxJ\nnTp16Nu3L8ePH7cdq1BmzZpFly5dLvmM1a8wb9fZS3AdPXqUjh07MmrUKEqWLGk7jteKFCnC+vXr\n2bt3L59++qmrzi1ZsGAB5cuXp3bt2q7tileuXElmZiaLFy/mjTfeYMWKFbYjee306dOsW7eOhx56\niHXr1nHVVVcxfPhw27F8lpeXx4cffsg999xzyeesFnqts7fv1KlTdOjQgW7dutGuXTvbcQqldOnS\ntGnThjVr1tiO4rXPP/+c+fPnU6lSJTp37syyZcvo3r277Vg+qVixIgDlypWjffv2rpqMjY2NJTY2\nlvr16wPQsWPHSx7O6FSLFy+mbt26lCtX7pLPWS30Wmdvl8fjoXfv3tSoUYNBgwbZjuOT77//ntzc\nXAB++uknlixZQu3atS2n8t6LL75IdnY2u3btYtasWTRr1oypU6fajuW148ePc+TIEQCOHTvGf/7z\nH5KSkiyn8l6FChWIi4tj+/btgBnnrlmzpuVUvps5cyadvTg+1OoJ0r9dZ5+fn0/v3r1dtc6+c+fO\nLF++nIMHDxIXF8fzzz9Pz549bcfy2sqVK5k+fTo33njj2SI5bNgwWrdubTnZ79u/fz89evTgzJkz\nnDlzhvvvv5/bbrvNdqxCc9swZk5ODu3btwfMMEjXrl1p2bKl5VS+ef311+natSt5eXlUqVKFyZMn\n247kk2PHjrF06VKv5kesr6MXEZHgcud0v4iIeE2FXkQkzKnQi4iEORV6EZEwp0IvIhLmVOhFRMLc\n/wPZHhGU1Ur4/QAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Auto-completion and documentation"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"a=range(5)\n",
"a.remove(3)\n",
"print(a)\n",
"y?"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[0, 1, 2, 4]\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clean stack traces"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def divide():\n",
" a = 1\n",
" b = 4\n",
" c = b / (a-1)\n",
"\n",
"divide()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"ename": "ZeroDivisionError",
"evalue": "integer division or modulo by zero",
"output_type": "pyerr",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mZeroDivisionError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-16-a8416233c05c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mb\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mdivide\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32m<ipython-input-16-a8416233c05c>\u001b[0m in \u001b[0;36mdivide\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m4\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mb\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mdivide\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mZeroDivisionError\u001b[0m: integer division or modulo by zero"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Best of all - you can install it on your server to have a consistent environment\n",
"\n",
" sudo apt-get install ipython"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IPython notebook\n",
"----------------\n",
"The ultimate lab notebook! Inside it you can use cool features such as:\n",
"\n",
" - Markdown\n",
" - syntax highlighting\n",
"\n",
"Can you believe it? I used to code in Java!\n",
"\n",
" private static int maxValue(char[] chars) {\n",
"\t int max = chars[0];\n",
" for (int ktr = 0; ktr < chars.length; ktr++) {\n",
" if (chars[ktr] > max) {\n",
" max = chars[ktr];\n",
" }\n",
" }\n",
" return max;\n",
" }\n",
"\n",
"- $\\LaTeX$ formul\u00e6\n",
"\n",
"$E = mc^2 \\ne \\sum_{i \\in N}e^i + \\int_0^\\infty e^{-x}dx$\n",
"\n",
"- videos!"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.lib.display import YouTubeVideo\n",
"# I just learned about this very feature today from this video :)\n",
"YouTubeVideo('HaS4NXxL5Qc')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" <iframe\n",
" width=\"400\"\n",
" height=\"300\"\n",
" src=\"http://www.youtube.com/embed/HaS4NXxL5Qc\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" ></iframe>\n",
" "
],
"output_type": "pyout",
"prompt_number": 18,
"text": [
"<IPython.lib.display.YouTubeVideo at 0x3346490>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Demo\n",
"====\n",
"Now that we know what's available, let's try to do something realistic...\n",
"\n",
" knowledge.np.matrix\n",
" knowledge.pandas.stocks\n",
" knowledge.sympy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Installation\n",
"============\n",
"\n",
"Installing everything in Ubuntu is easy\n",
"\n",
" sudo apt-get install ipython-notebook\n",
"\n",
"In another OS it might give you some headache - better to install a Python distribution such as [Enthought](http://www.enthought.com/) or [Python(x,y)](http://code.google.com/p/pythonxy/)\n",
"\n",
"Take a stroll to the *cheese shop* for the necessary packages\n",
"\n",
" sudo pip install googlemaps PIL\n",
"\n",
"Conclusion\n",
"===========\n",
"\n",
"![Knuth](http://hacksperger.files.wordpress.com/2011/06/nils_knuth.jpg)\n",
"\n",
"> It was a nice experience learning Python. A nice afternoon.\n",
">\n",
"> -- <cite>Donald E. Knuth</cite>\n",
"\n",
"References\n",
"==========\n",
"\n",
"- Guido van Rossum, The Python Tutorial, URL: http://docs.python.org/tutorial/\n",
"- Fernando P\u00e9rez, Brian E. Granger, *IPython: A System for Interactive Scientific Computing*, Computing in Science and Engineering, vol. 9, no. 3, pp. 21-29, May/June 2007, doi:10.1109/MCSE.2007.53. URL: http://ipython.org\n",
"- Randal S. Olson, *A short demo on how to use IPython Notebook as a research notebook*, URL: http://www.randalolson.com/2012/05/12/a-short-demo-on-how-to-use-ipython-notebook-as-a-research-notebook/\n",
"- Sergey Karayev, Setting up IPython in Mountain Lion, URL: http://sergeykarayev.com/work/2012-08-08/setting-up-mountain-lion/"
]
}
],
"metadata": {}
}
]
}
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