diff --git a/07 - Painting Pandas.ipynb b/07 - Painting Pandas.ipynb index 76c5435c04262775fd16ff2c4d2384fe33059895..e4f8941a2843cb34182034f99caf47524419e726 100644 --- a/07 - Painting Pandas.ipynb +++ b/07 - Painting Pandas.ipynb @@ -2,7 +2,7 @@ "metadata": { "celltoolbar": "Slideshow", "name": "", - "signature": "sha256:c960d1a8def7b2e949731bbbf428cf4136ae762f97e72489fd64795f06833637" + "signature": "sha256:f4fb62041bc8b284278059d5cfb8782e2f820b05cb74909b23c85fb2282c5c29" }, "nbformat": 3, "nbformat_minor": 0, @@ -18,16 +18,23 @@ }, "source": [ "\n", - "Python Data Analysis and more IPython\n", + "Painting Pandas\n", "===\n", "***\n", "\n", + "\n", + "<img src=\"http://fc01.deviantart.net/fs71/i/2011/150/c/b/pandas_painting_pandas_by_samuraiwarrior7-d3hling.jpg\" style='height: 400px;' />\n", + "\n", + "\n", "[Wai Yi Leung](mailto:w.y.leung@lumc.nl), [Sequencing Analysis Support Core, Leiden University Medical Center](http://sasc.lumc.nl)\n", "\n", + "\n", "Based on: [Pandas Tutorials Lessons 1,2,3,6](http://pandas.pydata.org/pandas-docs/stable/tutorials.html), [Seaborn Colorpalettes](http://web.stanford.edu/~mwaskom/software/seaborn/tutorial/color_palettes.html)\n", "\n", "\n", - "License: [Creative Commons Attribution 3.0 License (CC-by)](http://creativecommons.org/licenses/by/3.0)" + "License: [Creative Commons Attribution 3.0 License (CC-by)](http://creativecommons.org/licenses/by/3.0)\n", + "\n", + "Image by: DevianArt [Pandas painting Pandas by SamuraiWARRIOR7](http://fav.me/d3hling)" ] }, { @@ -57,6 +64,34 @@ "===\n" ] }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.display import Image\n", + "Image(url=\"http://pandas.pydata.org/_static/pandas_logo.png\")" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "html": [ + "<img src=\"http://pandas.pydata.org/_static/pandas_logo.png\"/>" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1, + "text": [ + "<IPython.core.display.Image at 0x263f690>" + ] + } + ], + "prompt_number": 1 + }, { "cell_type": "markdown", "metadata": { @@ -151,19 +186,12 @@ "input": [ "# Enable inline plotting\n", "%matplotlib inline\n", - "%pylab inline\n", - "\n", - "from pandas import DataFrame, read_csv\n", - "import matplotlib.pyplot as plt\n", - "\n", - "import matplotlib\n", - "font = {'family' : 'sans-serif'}\n", - "matplotlib.rc('font', **font)" + "%pylab inline" ], "language": "python", "metadata": { "slideshow": { - "slide_type": "subslide" + "slide_type": "fragment" } }, "outputs": [ @@ -175,7 +203,40 @@ ] } ], - "prompt_number": 1 + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from pandas import DataFrame, read_csv\n", + "import matplotlib.pyplot as plt" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib\n", + "font = {'family' : 'sans-serif'}\n", + "matplotlib.rc('font', **font)" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "prompt_number": 4 }, { "cell_type": "markdown", @@ -210,7 +271,7 @@ } }, "outputs": [], - "prompt_number": 4 + "prompt_number": 5 }, { "cell_type": "markdown", @@ -238,7 +299,7 @@ } }, "outputs": [], - "prompt_number": 3 + "prompt_number": 6 }, { "cell_type": "code", @@ -257,7 +318,7 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 4, + "prompt_number": 7, "text": [ "[('Andrew', 70),\n", " ('Bruno', 65),\n", @@ -265,13 +326,13 @@ " ('Don', 73),\n", " ('Esther', 85),\n", " ('Frans', 35),\n", - " ('Ginny', 62),\n", + " ('Giselle', 62),\n", " ('Hendrik', 60),\n", " ('Ivar', 14),\n", " ('John', 64),\n", " ('Karl', 72),\n", " ('Lotte', 75),\n", - " ('Marjolijn', 92),\n", + " ('Marjolein', 92),\n", " ('Nora', 84),\n", " ('Olivia', 67),\n", " ('Paula', 72),\n", @@ -280,7 +341,7 @@ ] } ], - "prompt_number": 4 + "prompt_number": 7 }, { "cell_type": "code", @@ -299,7 +360,7 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 5, + "prompt_number": 8, "text": [ "[('Andrew', 70, 'M', 'AU'),\n", " ('Bruno', 65, 'M', 'NL'),\n", @@ -307,13 +368,13 @@ " ('Don', 73, 'M', 'AU'),\n", " ('Esther', 85, 'F', 'DE'),\n", " ('Frans', 35, 'M', 'DE'),\n", - " ('Ginny', 62, 'F', 'NL'),\n", + " ('Giselle', 62, 'F', 'NL'),\n", " ('Hendrik', 60, 'M', 'NL'),\n", " ('Ivar', 14, 'M', 'DE'),\n", " ('John', 64, 'M', 'AU'),\n", " ('Karl', 72, 'M', 'DE'),\n", " ('Lotte', 75, 'F', 'NL'),\n", - " ('Marjolijn', 92, 'F', 'NL'),\n", + " ('Marjolein', 92, 'F', 'NL'),\n", " ('Nora', 84, 'F', 'AU'),\n", " ('Olivia', 67, 'F', 'AU'),\n", " ('Paula', 72, 'F', 'DE'),\n", @@ -322,7 +383,7 @@ ] } ], - "prompt_number": 5 + "prompt_number": 8 }, { "cell_type": "markdown", @@ -332,7 +393,7 @@ } }, "source": [ - "However, do you still know what the n-th column is representing after 1 year?\n", + "However, the structure of this dataset is not very clear, could anyone tell me what the last column is representing?\n", "---" ] }, @@ -372,6 +433,44 @@ "* For free: context based functions!" ] }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "* Slicing and transformation supported" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "* Support for plotting with matplotlib as backend" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Data representation with DataFrame\n", + "===\n", + "\n", + "* Tabular data in 'somewhat' structured representation\n", + "* Provide access to convienent transformation functions\n", + "* '''IPython compatible''' !\n" + ] + }, { "cell_type": "code", "collapsed": false, @@ -382,7 +481,7 @@ "language": "python", "metadata": { "slideshow": { - "slide_type": "slide" + "slide_type": "fragment" } }, "outputs": [ @@ -436,7 +535,7 @@ " <td> DE</td>\n", " </tr>\n", " <tr>\n", - " <th>Ginny</th>\n", + " <th>Giselle</th>\n", " <td> 62</td>\n", " <td> F</td>\n", " <td> NL</td>\n", @@ -472,7 +571,7 @@ " <td> NL</td>\n", " </tr>\n", " <tr>\n", - " <th>Marjolijn</th>\n", + " <th>Marjolein</th>\n", " <td> 92</td>\n", " <td> F</td>\n", " <td> NL</td>\n", @@ -513,7 +612,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 6, + "prompt_number": 9, "text": [ " Grade Sex University\n", "Andrew 70 M AU\n", @@ -522,13 +621,13 @@ "Don 73 M AU\n", "Esther 85 F DE\n", "Frans 35 M DE\n", - "Ginny 62 F NL\n", + "Giselle 62 F NL\n", "Hendrik 60 M NL\n", "Ivar 14 M DE\n", "John 64 M AU\n", "Karl 72 M DE\n", "Lotte 75 F NL\n", - "Marjolijn 92 F NL\n", + "Marjolein 92 F NL\n", "Nora 84 F AU\n", "Olivia 67 F AU\n", "Paula 72 F DE\n", @@ -537,7 +636,31 @@ ] } ], - "prompt_number": 6 + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "Explain this dataset to " + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (<ipython-input-10-e9ab7b4e459b>, line 1)", + "output_type": "pyerr", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"<ipython-input-10-e9ab7b4e459b>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m Explain this dataset to\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "prompt_number": 10 }, { "cell_type": "code", @@ -551,7 +674,7 @@ "language": "python", "metadata": { "slideshow": { - "slide_type": "slide" + "slide_type": "fragment" } }, "outputs": [ @@ -604,7 +727,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 7, + "prompt_number": 11, "text": [ " Grade\n", "count 18.000000\n", @@ -620,13 +743,13 @@ { "metadata": {}, 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"text": [ - "<matplotlib.figure.Figure at 0x21c6510>" + "<matplotlib.figure.Figure at 0x4037390>" ] } ], - "prompt_number": 7 + "prompt_number": 11 }, { "cell_type": "markdown", @@ -656,7 +779,7 @@ } }, "outputs": [], - "prompt_number": 8 + "prompt_number": 12 }, { "cell_type": "code", @@ -749,7 +872,7 @@ " <td> False</td>\n", " </tr>\n", " <tr>\n", - " <th>Ginny</th>\n", + " <th>Giselle</th>\n", " <td> 62</td>\n", " <td> F</td>\n", " <td> NL</td>\n", @@ -803,7 +926,7 @@ " <td> False</td>\n", " </tr>\n", " <tr>\n", - " <th>Marjolijn</th>\n", + " <th>Marjolein</th>\n", " <td> 92</td>\n", " <td> F</td>\n", " <td> NL</td>\n", @@ -862,7 +985,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 9, + "prompt_number": 13, "text": [ " Grade Sex University Low Up Outlier\n", "Andrew 70 M AU 31.18832 106.367235 False\n", @@ -871,13 +994,13 @@ "Don 73 M AU 31.18832 106.367235 False\n", "Esther 85 F DE 31.18832 106.367235 False\n", "Frans 35 M DE 31.18832 106.367235 False\n", - "Ginny 62 F NL 31.18832 106.367235 False\n", + "Giselle 62 F NL 31.18832 106.367235 False\n", "Hendrik 60 M NL 31.18832 106.367235 False\n", "Ivar 14 M DE 31.18832 106.367235 True\n", "John 64 M AU 31.18832 106.367235 False\n", "Karl 72 M DE 31.18832 106.367235 False\n", "Lotte 75 F NL 31.18832 106.367235 False\n", - "Marjolijn 92 F NL 31.18832 106.367235 False\n", + "Marjolein 92 F NL 31.18832 106.367235 False\n", "Nora 84 F AU 31.18832 106.367235 False\n", "Olivia 67 F AU 31.18832 106.367235 False\n", "Paula 72 F DE 31.18832 106.367235 False\n", @@ -886,7 +1009,7 @@ ] } ], - "prompt_number": 9 + "prompt_number": 13 }, { "cell_type": "code", @@ -904,21 +1027,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 10, + "prompt_number": 14, "text": [ - "<matplotlib.axes.AxesSubplot at 0x3c5e1d0>" + "<matplotlib.axes.AxesSubplot at 0x40da350>" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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l0b59e5KTk2nSpAn33Xcff/zxh6l909LS+OyzzwJ+v3jxYgZGcuB+E0ggN3Di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\nfF/MdILKAm4KUpc/DgexrW+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D586dSU1NpUWLFtx99938/PPPps7NyMjgk08+Cfj+okWLGBzNiftNIIHcwInz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\nA/qt8DvV9pB/AAAAAElFTkSuQmCC\n", "text": [ - "<matplotlib.figure.Figure at 0x214ad50>" + "<matplotlib.figure.Figure at 0x263de10>" ] } ], - "prompt_number": 10 + "prompt_number": 14 }, { "cell_type": "markdown", @@ -939,6 +1062,31 @@ "* Line splots etc.." ] }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "Boxplotting\n", + "===" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (<ipython-input-15-78b55fe0a134>, line 2)", + "output_type": "pyerr", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"<ipython-input-15-78b55fe0a134>\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m ===\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "prompt_number": 15 + }, { "cell_type": "code", "collapsed": false, @@ -948,16 +1096,16 @@ "language": "python", "metadata": { "slideshow": { - "slide_type": "subslide" + "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", - "prompt_number": 11, + "prompt_number": 16, "text": [ - "<matplotlib.axes.AxesSubplot at 0x3c6ff50>" + "<matplotlib.axes.AxesSubplot at 0x40d3910>" ] }, { @@ -965,11 +1113,23 @@ "output_type": "display_data", "png": 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"text": [ - "<matplotlib.figure.Figure at 0x3c564d0>" + "<matplotlib.figure.Figure at 0x40d8790>" ] } ], - "prompt_number": 11 + "prompt_number": 16 + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Boxplotting - sorted by more columns\n", + "===" + ] }, { "cell_type": "code", @@ -980,16 +1140,16 @@ "language": "python", "metadata": { "slideshow": { - "slide_type": "subslide" + "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", - "prompt_number": 12, + "prompt_number": 17, "text": [ - "<matplotlib.axes.AxesSubplot at 0x3c59450>" + "<matplotlib.axes.AxesSubplot at 0x4360e50>" ] }, { @@ -997,63 +1157,78 @@ "output_type": "display_data", "png": 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"text": [ - "<matplotlib.figure.Figure at 0x4031f90>" + "<matplotlib.figure.Figure at 0x44ad750>" ] } ], - "prompt_number": 12 + "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ - "type(groupGrades)" + "fig, ax = plt.subplots(nrows=2, ncols=3, sharey=True)\n", + "for i, (group, data) in enumerate(groupGrades):\n", + " #ax.get_xaxis().set_visible(False) # hide ticks\n", + " ax[0,i].set_visible(False) # hide ticks\n", + " data.plot( ax=ax[0,i], style='-', table=True, secondary_y=['Outlier'], mark_right=False )" ], "language": "python", "metadata": { "slideshow": { - "slide_type": "fragment" + "slide_type": "skip" } }, "outputs": [ { "metadata": {}, - "output_type": "pyout", - "prompt_number": 13, + "output_type": "display_data", + "png": 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"text": [ - "pandas.core.groupby.DataFrameGroupBy" + "<matplotlib.figure.Figure at 0x48461d0>" ] } ], - "prompt_number": 13 + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Grouped Data\n", + "===\n", + "\n", + "* Group data by class\n", + "* Perform intra group statistics\n" + ] }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(nrows=2, ncols=3, sharey=True)\n", - "for i, (group, data) in enumerate(groupGrades):\n", - " #ax.get_xaxis().set_visible(False) # hide ticks\n", - " ax[0,i].set_visible(False) # hide ticks\n", - " data.plot( ax=ax[0,i], style='-', table=True, secondary_y=['Outlier'], mark_right=False )" + "type(groupGrades)" ], "language": "python", "metadata": { "slideshow": { - "slide_type": "skip" + "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, - "output_type": "display_data", - "png": 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"text": [ - "<matplotlib.figure.Figure at 0x4753050>" + "<matplotlib.figure.Figure at 0x4f4f350>" ] }, { @@ -1084,19 +1259,19 @@ "output_type": "display_data", "png": 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Pny7+msViUd555x2lTZs2yo033lhum4t+nmOOH1fmnDrlmB+EG5kxQ1EGDiz9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\nFypJ9Qs9kgJjQu6W3hcqmU0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duzYTJ06kWrVq1K1bl/nz51vYOxEJcp5UE68F/JhvO821D0yASgN2evqGdqlg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\nQmCC\n", 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"text": [ - "<matplotlib.figure.Figure at 0x4b13f10>" + "<matplotlib.figure.Figure at 0x5c398d0>" ] } ], - "prompt_number": 18 + "prompt_number": 23 }, { "cell_type": "code", @@ -1225,7 +1400,7 @@ "output_type": "display_data", "png": 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70qrszCzkb2+mUVRWzQ9G92LWJQP1f9EGHDhYwtwl6RzIK6Vnlxhum5pM984t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\nNOY9dg0wyBjTF8gErgJme29bDIwDPjO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"text": [ - "<matplotlib.figure.Figure at 0x5486cd0>" + "<matplotlib.figure.Figure at 0x58faf10>" ] }, { @@ -1233,19 +1408,19 @@ "output_type": "display_data", "png": 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AM4cJBGQLIlG5mqa2Hex10hZ5IvYaGz5fgHZXv96hLMkH9b180NDLGnsBZ68t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\n4eF07dqVLl26MGjQIOMvwREjRjBnzhw2bdrEL7/8Qnp6Ou7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medc1AN4BWuLQENZjmflMW7SFlJ3HNC14DbZ1Twb/fH8j2XlF9OvenJ/3N+rA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\neIHu3bvj5+fHuXPn2L59OwDe3t7o9Xp8fHya3Gb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NgLeAtrg0hPVQdiFTFmwgbeshTQteh23ckcU/3/mB3IISBpzdmp8NMurAK0Hl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\nuf2Wztjbb7/NgAEDuOSSSwB44IEHeOm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70qrszCzkb2+mUVRWzQ9G92LWJQP1f9EGHDhYwtwl6RzIK6Vnlxhum5pM984t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\nNOY9dg0wyBjTF8gErgJme29bDIwDPjO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"text": [ - "<matplotlib.figure.Figure at 0x4bda0d0>" + "<matplotlib.figure.Figure at 0x518ee10>" ] }, { @@ -1330,19 +1505,19 @@ "output_type": "display_data", "png": 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AM4cJBGQLIlG5mqa2Hex10hZ5IvYaGz5fgHZXv96hLMkH9b180NDLGnsBZ68t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\n4eF07dqVLl26MGjQIOMvwREjRjBnzhw2bdrEL7/8Qnp6Ou7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medc1AN4BWuLQENZjmflMW7SFlJ3HNC14DbZ1Twb/fH8j2XlF9OvenJ/3N+rA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\neIHu3bvj5+fHuXPn2L59OwDe3t7o9Xp8fHya3Gb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NgLeAtrg0hPVQdiFTFmwgbeshTQteh23ckcU/3/mB3IISBpzdmp8NMurAK0Hl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\nuf2Wztjbb7/NgAEDuOSSSwB44IEHeOm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"text": [ - "<matplotlib.figure.Figure at 0x4bd6dd0>" + "<matplotlib.figure.Figure at 0x519c050>" ] } ], - "prompt_number": 22 + "prompt_number": 27 }, { "cell_type": "markdown", @@ -1355,11 +1530,61 @@ "Excercises\n", "===\n", "\n", - "In the course material, we have an dataset called \"Iris\".\n", + "In the course material, we have an dataset called \"Iris\". The exercise is using this dataset.\n", + "\n", + "<p><a href=\"http://commons.wikimedia.org/wiki/File:Iris_versicolor_3.jpg#mediaviewer/File:Iris_versicolor_3.jpg\"><img src=\"http://upload.wikimedia.org/wikipedia/commons/thumb/4/41/Iris_versicolor_3.jpg/1200px-Iris_versicolor_3.jpg\" alt=\"Iris versicolor 3.jpg\" style='height: 500px;' ></a><br>\n", + "<a href=\"http://commons.wikimedia.org/wiki/File:Iris_versicolor_3.jpg#mediaviewer/File:Iris_versicolor_3.jpg\">Iris versicolor 3</a>. Licensed under <a href=\"http://creativecommons.org/licenses/by-sa/3.0/\" title=\"Creative Commons Attribution-Share Alike 3.0\">CC BY-SA 3.0</a> via <a href=\"//commons.wikimedia.org/wiki/\">Wikimedia Commons</a>.</p>\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Assignment 1\n", + "===\n", + "\n", + "* Load the dataset into Pandas (data/iris.data) - see example in (PaintingPandas_assignment.ipynb)\n", + "* Correct the datatypes\n", + "* Plot summary statistics\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Assignment 2\n", + "===\n", "\n", - "<img src=\"http://upload.wikimedia.org/wikipedia/commons/d/d7/ColourIris.png\" style='height: 500px;' />\n", + "* Plot boxplot (on sepal_length), group by class.\n", + "* Try on other data columns\n", + "* What do you see?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Assignment 3\n", + "===\n", "\n", - "Image from [Wikipedia](http://commons.wikimedia.org/wiki/File:ColourIris.png#mediaviewer/File:ColourIris.png) - Smhossei - Creative Commons CC BY 3.0" + "* Give the mean of the sepal_length for each class\n", + "* Use build-in functions, query functions by: df.<tab> to see the available functions\n", + "* Explore the function by df.<function>? (appending the questionmark)\n", + "* What other functions could you apply on this dataset?\n", + "\n" ] }, { @@ -1373,9 +1598,10 @@ "Acknowledgements\n", "===\n", "\n", - "* Martijn Vermaat for organizing this course\n", - "\n", - "(c) 2014 - Wai Yi Leung " + "* Martijn Vermaat for organizing this course and suggestions on lecture content\n", + "* Lectures from Jeroen Laros on Python datastructures\n", + "* Lecture from Michiel van Galen on Introduction into IPython\n", + "\n" ] }, { @@ -1418,13 +1644,21 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 2, + "prompt_number": 28, "text": [ - "<IPython.core.display.HTML at 0x1fb7050>" + "<IPython.core.display.HTML at 0x48c2290>" ] } ], - "prompt_number": 2 + "prompt_number": 28 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] } ], "metadata": {}