From 78fbce6c4e936edb5dd9c47f6f8e7914a25646f1 Mon Sep 17 00:00:00 2001 From: wyleung <w.y.leung@e-sensei.nl> Date: Tue, 8 Jul 2014 15:59:09 +0200 Subject: [PATCH] Working on the slides, this is the maximum number of slides for Pandas. Hereafter we discuss the coloring, fancy colors etc. --- PaintingPandas.ipynb | 483 ++++++++++++++++++++++++++++++++----------- requirements.txt | 3 +- 2 files changed, 370 insertions(+), 116 deletions(-) diff --git a/PaintingPandas.ipynb b/PaintingPandas.ipynb index f3924a2..6ff0e7f 100644 --- a/PaintingPandas.ipynb +++ b/PaintingPandas.ipynb @@ -1,7 +1,8 @@ { "metadata": { + "celltoolbar": "Slideshow", "name": "", - "signature": "sha256:f4bfd304820a6c792a65b971256ff4c1e3c8c0b9201520c8d5bb56942f3b771f" + "signature": "sha256:50ca620738157a8bbba85c84c29421d72c35d159bf4f0c13073ab698e0b3aace" }, "nbformat": 3, "nbformat_minor": 0, @@ -19,14 +20,15 @@ "\n", "More on IPython and Python libraries making science peanuts..\n", "===\n", - "\n" + "\n", + "Lecturer: Wai Yi Leung, Martijn Vermaat\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { - "slide_type": "subslide" + "slide_type": "fragment" } }, "source": [ @@ -52,6 +54,7 @@ "* Functional programming for science\n", "* ***Easy*** statistical analyses using Python\n", "* Intuitive data mangling\n", + "* Datatype context related plotting and operations\n", "\n", "\n" ] @@ -65,7 +68,7 @@ "%pylab inline\n", "\n", "from pandas import DataFrame, read_csv\n", - "import matplotlib.pyplot as plt\n" + "import matplotlib.pyplot as plt" ], "language": "python", "metadata": { @@ -80,9 +83,17 @@ "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] + }, + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/home/wyleung/.virtualenvs/bio/local/lib/python2.7/site-packages/pandas/io/excel.py:626: UserWarning: Installed openpyxl is not supported at this time. Use >=1.6.1 and <2.0.0.\n", + " .format(openpyxl_compat.start_ver, openpyxl_compat.stop_ver))\n" + ] } ], - "prompt_number": 2 + "prompt_number": 1 }, { "cell_type": "markdown", @@ -92,10 +103,10 @@ } }, "source": [ - "Learn by example\n", + "Learn by practice\n", "===\n", "\n", - "Live demo," + "Live demo, we will walk you through with a few basic commands from Pandas" ] }, { @@ -106,7 +117,7 @@ "participants = ['Anthony', 'Berend', 'Christine', 'Don', 'Esther', \n", " 'Fer', 'Ginny', 'Hendrik', 'Ivo', 'John', 'Karl', \n", " 'Lotte', 'Marjolijn', 'Nanda']\n", - "grades = [70, 65, 81, 73, 85, 45, 70, 60, 14, 64, 72, 75, 92, 84]\n", + "grades = [70, 65, 81, 73, 85, 35, 42, 60, 14, 64, 72, 75, 92, 84]\n", "sex = ['M','M','F','M','F','M','F','M','M','M','M', 'F', 'F', 'F']\n", "university = ['AU', 'NL', 'NL', 'AU', 'DE', 'DE', 'NL', 'NL', 'NL', 'AU', 'DE', 'NL', 'NL', 'AU']\n", "\n", @@ -117,11 +128,11 @@ "language": "python", "metadata": { "slideshow": { - "slide_type": "slide" + "slide_type": "fragment" } }, "outputs": [], - "prompt_number": 158 + "prompt_number": 2 }, { "cell_type": "code", @@ -139,15 +150,15 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 159, + "prompt_number": 3, "text": [ "[('Anthony', 70),\n", " ('Berend', 65),\n", " ('Christine', 81),\n", " ('Don', 73),\n", " ('Esther', 85),\n", - " ('Fer', 45),\n", - " ('Ginny', 70),\n", + " ('Fer', 35),\n", + " ('Ginny', 42),\n", " ('Hendrik', 60),\n", " ('Ivo', 14),\n", " ('John', 64),\n", @@ -158,7 +169,7 @@ ] } ], - "prompt_number": 159 + "prompt_number": 3 }, { "cell_type": "code", @@ -176,15 +187,15 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 160, + "prompt_number": 4, "text": [ "[('Anthony', 70, 'M', 'AU'),\n", " ('Berend', 65, 'M', 'NL'),\n", " ('Christine', 81, 'F', 'NL'),\n", " ('Don', 73, 'M', 'AU'),\n", " ('Esther', 85, 'F', 'DE'),\n", - " ('Fer', 45, 'M', 'DE'),\n", - " ('Ginny', 70, 'F', 'NL'),\n", + " ('Fer', 35, 'M', 'DE'),\n", + " ('Ginny', 42, 'F', 'NL'),\n", " ('Hendrik', 60, 'M', 'NL'),\n", " ('Ivo', 14, 'M', 'NL'),\n", " ('John', 64, 'M', 'AU'),\n", @@ -195,7 +206,7 @@ ] } ], - "prompt_number": 160 + "prompt_number": 4 }, { "cell_type": "code", @@ -256,13 +267,13 @@ " </tr>\n", " <tr>\n", " <th>Fer</th>\n", - " <td> 45</td>\n", + " <td> 35</td>\n", " <td> M</td>\n", " <td> DE</td>\n", " </tr>\n", " <tr>\n", " <th>Ginny</th>\n", - " <td> 70</td>\n", + " <td> 42</td>\n", " <td> F</td>\n", " <td> NL</td>\n", " </tr>\n", @@ -314,7 +325,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 161, + "prompt_number": 5, "text": [ " Grade Sex University\n", "Anthony 70 M AU\n", @@ -322,8 +333,8 @@ "Christine 81 F NL\n", "Don 73 M AU\n", "Esther 85 F DE\n", - "Fer 45 M DE\n", - "Ginny 70 F NL\n", + "Fer 35 M DE\n", + "Ginny 42 F NL\n", "Hendrik 60 M NL\n", "Ivo 14 M NL\n", "John 64 M AU\n", @@ -334,7 +345,7 @@ ] } ], - "prompt_number": 161 + "prompt_number": 5 }, { "cell_type": "code", @@ -348,7 +359,7 @@ "language": "python", "metadata": { "slideshow": { - "slide_type": "slide" + "slide_type": "subslide" } }, "outputs": [ @@ -369,11 +380,11 @@ " </tr>\n", " <tr>\n", " <th>mean</th>\n", - " <td> 67.857143</td>\n", + " <td> 65.142857</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", - " <td> 19.457477</td>\n", + " <td> 21.554429</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", @@ -381,7 +392,7 @@ " </tr>\n", " <tr>\n", " <th>25%</th>\n", - " <td> 64.250000</td>\n", + " <td> 61.000000</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", @@ -401,14 +412,14 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 162, + "prompt_number": 6, "text": [ " Grade\n", "count 14.000000\n", - "mean 67.857143\n", - "std 19.457477\n", + "mean 65.142857\n", + "std 21.554429\n", "min 14.000000\n", - "25% 64.250000\n", + "25% 61.000000\n", "50% 71.000000\n", "75% 79.500000\n", "max 92.000000" @@ -417,13 +428,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "<matplotlib.figure.Figure at 0x749f350>" + "<matplotlib.figure.Figure at 0x2372610>" ] } ], - "prompt_number": 162 + "prompt_number": 6 }, { "cell_type": "code", @@ -438,15 +449,19 @@ } }, "outputs": [], - "prompt_number": 163 + "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ - "df['Lower'] = groupGrades['Grade'].transform( lambda x: x.quantile(q=.25) - (1.2*x.quantile(q=.75)-x.quantile(q=.25)) )\n", - "df['Upper'] = groupGrades['Grade'].transform( lambda x: x.quantile(q=.75) + (1.2*x.quantile(q=.75)-x.quantile(q=.25)) )\n", - "df['Outlier'] = (df['Grade'] < df['Lower']) | (df['Grade'] > df['Upper']) \n", + "#df['Lower'] = groupGrades['Grade'].transform( lambda x: x.quantile(q=.25) - (1.5*x.quantile(q=.75)-x.quantile(q=.25)) )\n", + "#df['Upper'] = groupGrades['Grade'].transform( lambda x: x.quantile(q=.75) + (1.5*x.quantile(q=.75)-x.quantile(q=.25)) )\n", + "#df['Outlier'] = (df['Grade'] < df['Lower']) | (df['Grade'] > df['Upper'])\n", + "\n", + "df['Low'] = groupGrades['Grade'].transform( lambda x: df['Grade'].mean()-2*df['Grade'].std() )\n", + "df['Up'] = groupGrades['Grade'].transform( lambda x: df['Grade'].mean()+2*df['Grade'].std() )\n", + "df['Outlier'] = (df['Grade'] < df['Low']) | (df['Grade'] > df['Up'])\n", "df\n" ], "language": "python", @@ -466,8 +481,8 @@ " <th>Grade</th>\n", " <th>Sex</th>\n", " <th>University</th>\n", - " <th>Lower</th>\n", - " <th>Upper</th>\n", + " <th>Low</th>\n", + " <th>Up</th>\n", " <th>Outlier</th>\n", " </tr>\n", " </thead>\n", @@ -477,8 +492,8 @@ " <td> 70</td>\n", " <td> M</td>\n", " <td> AU</td>\n", - " <td> 46.1</td>\n", - " <td> 98.15</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -486,8 +501,8 @@ " <td> 65</td>\n", " <td> M</td>\n", " <td> NL</td>\n", - " <td> 31.4</td>\n", - " <td> 109.10</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -495,8 +510,8 @@ " <td> 81</td>\n", " <td> F</td>\n", " <td> NL</td>\n", - " <td> 31.4</td>\n", - " <td> 109.10</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -504,8 +519,8 @@ " <td> 73</td>\n", " <td> M</td>\n", " <td> AU</td>\n", - " <td> 46.1</td>\n", - " <td> 98.15</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -513,26 +528,26 @@ " <td> 85</td>\n", " <td> F</td>\n", " <td> DE</td>\n", - " <td> 22.8</td>\n", - " <td> 114.20</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", " <th>Fer</th>\n", - " <td> 45</td>\n", + " <td> 35</td>\n", " <td> M</td>\n", " <td> DE</td>\n", - " <td> 22.8</td>\n", - " <td> 114.20</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", " <th>Ginny</th>\n", - " <td> 70</td>\n", + " <td> 42</td>\n", " <td> F</td>\n", " <td> NL</td>\n", - " <td> 31.4</td>\n", - " <td> 109.10</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -540,8 +555,8 @@ " <td> 60</td>\n", " <td> M</td>\n", " <td> NL</td>\n", - " <td> 31.4</td>\n", - " <td> 109.10</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -549,8 +564,8 @@ " <td> 14</td>\n", " <td> M</td>\n", " <td> NL</td>\n", - " <td> 31.4</td>\n", - " <td> 109.10</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> True</td>\n", " </tr>\n", " <tr>\n", @@ -558,8 +573,8 @@ " <td> 64</td>\n", " <td> M</td>\n", " <td> AU</td>\n", - " <td> 46.1</td>\n", - " <td> 98.15</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -567,8 +582,8 @@ " <td> 72</td>\n", " <td> M</td>\n", " <td> DE</td>\n", - " <td> 22.8</td>\n", - " <td> 114.20</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -576,8 +591,8 @@ " <td> 75</td>\n", " <td> F</td>\n", " <td> NL</td>\n", - " <td> 31.4</td>\n", - " <td> 109.10</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -585,8 +600,8 @@ " <td> 92</td>\n", " <td> F</td>\n", " <td> NL</td>\n", - " <td> 31.4</td>\n", - " <td> 109.10</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " <tr>\n", @@ -594,8 +609,8 @@ " <td> 84</td>\n", " <td> F</td>\n", " <td> AU</td>\n", - " <td> 46.1</td>\n", - " <td> 98.15</td>\n", + " <td> 22.033999</td>\n", + " <td> 108.251715</td>\n", " <td> False</td>\n", " </tr>\n", " </tbody>\n", @@ -604,27 +619,27 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 164, + "prompt_number": 8, "text": [ - " Grade Sex University Lower Upper Outlier\n", - "Anthony 70 M AU 46.1 98.15 False\n", - "Berend 65 M NL 31.4 109.10 False\n", - "Christine 81 F NL 31.4 109.10 False\n", - "Don 73 M AU 46.1 98.15 False\n", - "Esther 85 F DE 22.8 114.20 False\n", - "Fer 45 M DE 22.8 114.20 False\n", - "Ginny 70 F NL 31.4 109.10 False\n", - "Hendrik 60 M NL 31.4 109.10 False\n", - "Ivo 14 M NL 31.4 109.10 True\n", - "John 64 M AU 46.1 98.15 False\n", - "Karl 72 M DE 22.8 114.20 False\n", - "Lotte 75 F NL 31.4 109.10 False\n", - "Marjolijn 92 F NL 31.4 109.10 False\n", - "Nanda 84 F AU 46.1 98.15 False" + " Grade Sex University Low Up Outlier\n", + "Anthony 70 M AU 22.033999 108.251715 False\n", + "Berend 65 M NL 22.033999 108.251715 False\n", + "Christine 81 F NL 22.033999 108.251715 False\n", + "Don 73 M AU 22.033999 108.251715 False\n", + "Esther 85 F DE 22.033999 108.251715 False\n", + "Fer 35 M DE 22.033999 108.251715 False\n", + "Ginny 42 F NL 22.033999 108.251715 False\n", + "Hendrik 60 M NL 22.033999 108.251715 False\n", + "Ivo 14 M NL 22.033999 108.251715 True\n", + "John 64 M AU 22.033999 108.251715 False\n", + "Karl 72 M DE 22.033999 108.251715 False\n", + "Lotte 75 F NL 22.033999 108.251715 False\n", + "Marjolijn 92 F NL 22.033999 108.251715 False\n", + "Nanda 84 F AU 22.033999 108.251715 False" ] } ], - "prompt_number": 164 + "prompt_number": 8 }, { "cell_type": "code", @@ -642,21 +657,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 165, + "prompt_number": 9, "text": [ - "<matplotlib.axes.AxesSubplot at 0xb1b24d0>" + "<matplotlib.axes.AxesSubplot at 0x4145b10>" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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zLu4a8krAGeBL4DdgOtIjLwWcth1z2rYdUFjdz+aO/oIFJZRv5Urj9YDMIh06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\nB/GHTdM7Lmixk5eUPvJRHmi06/ocqdffkEfVKYh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CYmIixa52qd27d7d9tCFN5Cpodp/wLC/QXg1D9dvfyt8ff7R+2YE6cgSWLYPL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\nJOe6Hom6TlISCQkJ/HTkCIv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"text": [ - "<matplotlib.figure.Figure at 0xaa14a50>" + "<matplotlib.figure.Figure at 0x4073490>" ] } ], - "prompt_number": 165 + "prompt_number": 9 }, { "cell_type": "markdown", @@ -669,7 +684,7 @@ "So, what does this mean?\n", "===\n", "\n", - "Let's grind the dataset a little bit more..." + "Let's grind the dataset a little bit more... " ] }, { @@ -688,21 +703,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 166, + "prompt_number": 10, "text": [ - "<matplotlib.axes.AxesSubplot at 0xb194750>" + "<matplotlib.axes.AxesSubplot at 0x4139410>" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "<matplotlib.figure.Figure at 0xb5acd10>" + "<matplotlib.figure.Figure at 0x462f0d0>" ] } ], - "prompt_number": 167 + "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ - "\n", "type(groupGrades)" ], "language": "python", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, "outputs": [ { "metadata": {}, "output_type": "pyout", - "prompt_number": 209, + "prompt_number": 12, "text": [ "pandas.core.groupby.DataFrameGroupBy" ] } ], - "prompt_number": 209 + "prompt_number": 12 + }, + { + "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 )" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "<matplotlib.figure.Figure at 0x4841a50>" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "for group, data in groupGrades:\n", + " fig, ax = plt.subplots(1, 1)\n", + " ax.get_xaxis().set_visible(False) # hide ticks\n", + " data.plot( style='-', table=True, ax = ax, secondary_y=['Outlier'], mark_right=False )" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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ewbqMlyrH+6eUmEREijiXy4XL5bpYky4X2RaPlbRS65b+lUWb/VjjSKnqYJ0l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\nmjXL87sYHh7uOT5cjGJ5wbF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0PlJq3draERU9SUyFSxJTEYiO1ieBo6Nh2TLw9LR2RELkXni4Hvr9zz+6N6B3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\nA//++y8PPfSQ+eLWTp06mS9yPnbsGB0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maZMmTdJiYmK0Q4cOaZcuXdKefPJJrU+fPm7HbOXvp68rqv/Y9u2aFhamafv2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\nzJihZpX95z/2vHqBgnWYXnX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+ "text": [ + "<matplotlib.figure.Figure at 0x52c9d10>" + ] + } + ], + "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ + "# Abbandon the boring colors, lets use seaborn to spice up the plots\n", + "# Kudos for Martijn Vermaat pointing me at this :)\n", "\n", + "import seaborn as sns\n", + "import numpy as np\n", + "np.random.seed(sum(map(ord, \"palettes\")))\n", + "current_palette = sns.color_palette()\n", + "current_palette" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "[(0.2980392156862745, 0.4470588235294118, 0.6901960784313725),\n", + " (0.3333333333333333, 0.6588235294117647, 0.40784313725490196),\n", + " (0.7686274509803922, 0.3058823529411765, 0.3215686274509804),\n", + " (0.5058823529411764, 0.4470588235294118, 0.6980392156862745),\n", + " (0.8, 0.7254901960784313, 0.4549019607843137),\n", + " (0.39215686274509803, 0.7098039215686275, 0.803921568627451)]" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "sns.palplot(current_palette)" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABGCAYAAABv7kdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAWJJREFUeJzt1LEqhnEYh+E/H07IaLdIBsURGMxfVoNVZosToAxSBruR\n8yHFCcjkvV9xXevTU7/pHgMAAAAAAAAAAIB/YuW74+vb+8fG+qLaAvAnHD28jKudzS/7uvbd48b6\nYuwu76ZZ9QvcX+yNg+vjuWdM5ubwcjzt7c89YzJbd7fjbHk/94xJnF7sjufHk7lnTGZz+3wcPbzM\nPWMWq3MPAPhPRBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ6AKERBcgJLoAIdEFCIkuQEh0AUKiCxAS\nXYCQ6AKERBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ6AKERBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ\n6AKERBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ6AKERBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ6AKE\nRBcgJLoAIdEFCIkuQEh0AQAAAAAAAAAAAODnfQJIFRhpONwtPAAAAABJRU5ErkJggg==\n", + "text": [ + "<matplotlib.figure.Figure at 0x5a1db90>" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ "for group, data in groupGrades:\n", " fig, ax = plt.subplots(1, 1)\n", " ax.get_xaxis().set_visible(False) # hide ticks\n", " data.plot( style='-', table=True, ax = ax, secondary_y=['Outlier'], mark_right=False)" ], "language": "python", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/home/wyleung/.virtualenvs/bio/local/lib/python2.7/site-packages/matplotlib/font_manager.py:1236: UserWarning: findfont: Font family ['Arial'] not found. Falling back to Bitstream Vera Sans\n", + " (prop.get_family(), self.defaultFamily[fontext]))\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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Op7TfcjQKMmqJggyR+utglmdFS+nAIyu30HfdBSTFN/L1dLRPjqNtQkzQ/89f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\n+alLshPjyaXZJWB7FGf79u1cvHgRq9XK008/zda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RniZr7eLUZE1Eaq9iVwkrN6ax5DKbmPnSxUKGMWYo8CIQBky31j5XzjEv4+kf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\ndZx27dr5vFapHT7//HNatWql75RUG32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i3IQiDFE+B+FERuSlk5xiotHuIj8/Mjs05udn8OoDV+gdRqyqA47uuGWld1Xh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\nwkRsrygSU2KoLGvA4/FqHY64RlIoCCEC5lxNMy6nW0YTxHd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+ "text": [ + "<matplotlib.figure.Figure at 0x47c0c50>" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "new_palette = sns.color_palette('muted')\n", + "new_palette" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 18, + "text": [ + "[(0.2823529411764706, 0.47058823529411764, 0.8117647058823529),\n", + " (0.41568627450980394, 0.8, 0.396078431372549),\n", + " (0.8392156862745098, 0.37254901960784315, 0.37254901960784315),\n", + " (0.7058823529411765, 0.48627450980392156, 0.7803921568627451),\n", + " (0.7686274509803922, 0.6784313725490196, 0.4),\n", + " (0.4666666666666667, 0.7450980392156863, 0.8588235294117647)]" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "sns.palplot(new_palette)" + ], + "language": "python", "metadata": { "slideshow": { "slide_type": "subslide" @@ -777,29 +1003,56 @@ { "metadata": {}, "output_type": "display_data", - "png": 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HRETI37k4HPgNq/crFVgK3JVh+/8B/8zvB9olMRngS2Ab8P+c62oDx5yvjzmX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\nYrFRvXp1Ro8eTWBgINdeey2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mark_right=False)" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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Op7TfcjQKMmqJggyR+utglmdFS+nAIyu30HfdBSTFN/L1dLRPjqNtQkzQ/89f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\nhTa1X+hS24U27V0iIiIiQuXDJWFffvl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Hjy+wPGlKIhERyZE/BltfUWASEfGQ3JrbilpzXH74+29JTXkihYy/NuXZkZryREREPECB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\nlC9fHoC0tDRiY2Np1KgRHTp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RniZr7eLUZE1Eaq9iVwkrN6ax5DKbmPnSxUKGMWYo8CIQBky31j5XzjEv4+kf\ndha4x1q7ubKvvRQKGQJASYmb97/az5Iv9hEaGsK4mzox+Op4x/8yiYj4k9vtZnPKCeauSiXjdB6R\nEeGM6NeOwVfHEx4WGHfjVRQyjDFhwG7gZjxdztcD4621O0sdMwz4hbV2mDHmWuAla23fyrz2Ujnd\nIE0CRGhoCCP7taNjfGOmLdnOv5dbUtIymTS0c7UvJCMiEohqSBOzPkCqtXY/gDFmNjASKB0URgCz\nAKy164wxTbwd0NtV4rWXJKjPHu9MWet0CTXSNeFh5ISVkL/zONN3n6BRZF3Cq2k5XBGRQFPihtz8\nIgqKXNQFeoWHE1kvnJKUkyxKOel0eZcqHjhUajsNuLYSx8QDLSvx2ksS1CEjNECGrmqaUKBplFrE\ni0jtEAo0rjnrBVV2GoFffnMM6pDxk4eqFLCkEjbuzuCNj3aSV+Bi4FUt+cnNnagTrgAiIsHrB03M\nIuswekB7+ndvWW1NzHzp109V+PRhIKHUdgKeEYmKjmnlPaZOJV57SYI6ZIjvXZMYQ6uYhkxdmMya\nLUfYdzSbyaOSiImOdLo0EZFLVraJ2e3XtfFJEzMHbQA6GWPaAkeAscD4MscsAX4BzDbG9AUyrbXp\nxpiTlXjtJQn8yFYB3V3iP4VFLv7zqeWzrUepHxHO/bd34WrT3OmyREQq5URmHvPKNjEb2CEou1JX\n4hbW2/juNtQZ1tpnjTEPAVhrp3mPeQUYCuQC91prN13otVWpVSFDLsmX247y9rLdFBaXMLRPa+4c\n2D5gbusSESkrr6CYD9ce4JP1h/zaxMyXtBiXnyhkOCMt4wyvLkom/dRZOrVqzMMjk4huVGMmTYlI\nDVBS4uazb4+w6LO9ZJ9rYjawA326tgj69gkKGX6ikOGcvIJi3vx4F+t3ZdAosg4PjehG17ZNnS5L\nRITt+04xZ2UKaQ42MfMlhQw/UchwltvtZuWmw8xekUJJiZtR/dtx+/Vtg/63BBEJTkdP5jJnZWA0\nMfMlhQw/UcgIDHuOZPHaomROZheQ1L4pDw7vSqPIuk6XJSK1RCA2MfMlhQw/UcgIHGfyinj9/R1s\n23uSplERPDIyiQ5BPLFKRAJf2SZmMdH1GTuoI1d1cr6JmS8pZPiJQkZgKXG7+XDtARZ9vpfQkBDG\nDOrIzb1a1ei/7CLif8HQxMyXFDL8RCEjMO3cf4ppS7aTfbaIXonNuXdYl5q00I2IOOhgeg6zV3ia\nmIWGhDA3TQ18AAAgAElEQVTo6nhGBl8TsypRyPAThYzAdTqngGmLk7FpWbSIrs/k0VeSENPQ6bJE\nJEhlnilgwWd7+fLbo7iBHh2uYMzgjsRd0cDp0vxOIaMSjDFNgOlANzwNXe4FUoA5QBtgPzDGWpt5\nofdQyAhsrpISFqzZy8frDlInPJSJQxLp1z3O6bJEJIgUFrlY9s1BPvr6IAVFLlo1b8DYmzrRrRbf\nMq+QUQnGmFnAGmvtG8aYcKAB8CRwwlr7vDHmUSDaWvvYhd5DISM4bE45zowPdnK2oJh+3eOYcIup\nMferi4hvnGti9t6aPZzKDr4mZr6kkHERxpjGwGZrbfsy+3cBA72NWmKB1dbazhd6H4WM4HE8M48p\nC5M5kJ5DQkxDJo9KokVTNVkTkR9KTcvi3RUp55uY3donoaY1MasShYyLMMZcBUwDdgA9gI3Ar4E0\na22095gQ4NS57fIoZASXomIX765IZfXmw9SPCOO+YV24JjHG6bJEJEDUpCZmvhRMIcOpe33CgauB\nKdbaq/F0gfveZRFrrRvPXA2pIeqEh3H3rYk8eEdXXCVuXl2YzOwVKRS7SpwuTUQclFdQzPzVe3ji\n9XWs35VBu7gonphwDQ+PTFLACHJOjT2l4Rm1WO/dng88DhwzxsRaa48ZY+KADIfqEx+6rlssrVs0\nYsrCbXyy/hB7j2Tz8MhuNI2q53RpIuJHNbmJmXg4MpJhrT0GHDLGGO+um4HtwPvAJO++ScAiB8oT\nP4hv1oCnJvXi2q4tSD2cxR9nrid530mnyxIRP9m+/xR/nPkNby3dTUFRCaP7t+PpB/vSt1usAkYN\n4uTdJT3w3MJaF9iD5xbWMGAu0BrdwloruN1uVm8+zLsrUnC53NxxQ1tG3NCu1s8eF6mpjp7MZe7K\nVLZ6m5jd0D2OO2tgEzNfCqY5GUFTaHkUMmqOfUezmboomRNZ+XRtG83PRnQjSk3WRGqMM3lFLP5i\nH6s3H8ZV4mliNnZwJ9rE1swmZr6kkOEnChk1S25+EdPf38HWPSeJbhTBwyO70alVE6fLEpEqqK1N\nzHxJIcNPFDJqnhK3m6XrDvLemj2EhoTw4xs7MKR3gv4xEgkybrebLd4mZum1sImZLylk+IlCRs21\n++BpXlu8nazcQq42zblvWBci62khHpFgoCZmvqWQ4ScKGTVb1pkCpi3Zzq6DmcQ0qc/k0Um0bqHr\ntyKBqmwTs+4drmBsLW1i5ksKGX6ikFHzuUpKWPT5Pj5ce4DwsFAmDDH07x6nyyciAaTcJmaDO9Gt\nXe1tYuZLChl+opBRe2xNPcH0D3aQm1/MDUmxTLg1kQg1WRNxlNvbxGx+qSZmowa0Z4CamPmUQoaf\nKGTULicy85i6OJl9R3OIb96AyaOSNAwr4pDUtCxmr0xh7xFPE7MhvRO4/To1MfMHhQw/UciofYqK\nS5i7MpUVm9KIqBvGvbd1pk+XFk6XJVJrnMjMY/6aPXyzU03MnKKQ4ScKGbXXNzvTmfnxLgoKXdx0\nTSvGDu6o2+JEfCivoJgP1x7gk/WHKHaV0C4uivE3daJjq8ZOl1brKGT4iUJG7Xb0ZC5TFiZz+EQu\n7VtG8cjIJK5orCZrItWppMTN598eYaGamAUMhQw/UciQgkIXby3bzdrtx2hQL5wH7+hG9w5XOF2W\nSI2wff8p5qxIIe14LhF1whjWtzVD+rTWpGuHKWT4iUKGgGeG+2dbj/Dv5SkUu0oYfn1bRvVTkzWR\ny/WDJmZXxjF6QHuiG6mJWSBQyPAThQwp7cCxHF5duI0TWfl0aeNpsta4gZqsiVSWmpgFB4UMP1HI\nkLLO5hcx48OdbE45QeOGdXlkZBImQU3WRCpSXhOzMYM60lNNzAKSQoafKGRIedxuN8u+OcT81XsA\n+NHA9gy9trX+sRQpo9wmZje0ZfA1rXS3VgBTyPAThQypiD2UyWuLk8k8U8hVHZtx//AuNKinBk0i\noCZmwUwhw08UMuRisnMLmbZkOzsPnKZZ43pMHp1E29gop8sScYyamAU/hQw/UciQyigpcbP4i318\n8NV+wsJC+MnNhoFXtdTlE6lVCotcLFt/iI/WHlATsyCnkOEnChlyKbbtPcnr7+/gTF4R13Vrwd23\ndiairu73l5pNTcxqHoUMP1HIkEt1KjufqYuS2XMkm5bNPE3WWjbTMLHUTGpiVjMpZPiJQoZcjmJX\nCXNXpfLphjQi6oQx6bZE+naNdboskWpTtolZ784x/PjGDjRXE7MaQSHDTxQypCrW78pg5kc7yS90\nMahnPONu6kSdcN22J8FLTcxqB4UMP1HIkKo6duosUxZuI+14Lm1jGzF5VJJaVkvQKdvELLpRBD++\nsQPXqolZjaSQ4ScKGVIdCopc/PsTyxfbjtKgXjj3D+/KVR2bOV2WSKWoiVnto5DhJwoZUp0+33qE\nd5ZbiopLGNa3DaMHtCMsVJdPJDCpiVntpZBRCcaY/UA24AKKrLV9jDFNgTlAG2A/MMZam3mh91DI\nkOp2MD2HKYuSyTidR2JCEx4a2Y0mDfWPtgQONTGTyw0ZlT3HGmOGAi8CYcB0a+1z3v1/BYYDhcAe\n4F5rbVZFn+nkr2lu4EZrbU9rbR/vvseA5dZaA6zwbov4TesWjfjDpN5ck9ic3Ycy+ePM9ew6cNrp\nskQodpXwyfpDPD5tLSs2pnFF43r84s4r+d34ngoYUlkXPccaY8KAV4ChQFdgvDGmi/fpT4Bu1toe\ngAUev9gHOn2zdNk0NgIY6H08C1iNgob4WWS9cCaPSmL5hjTmrUrlr7M3c+eA9tzWt40m0YnfldfE\nbNzgjmpiJpejMufYPkCqtXY/gDFmNjAS2GmtXV7quHXAjy72gU6GDDfwqTHGBUyz1r4OtLDWpnuf\nTwdaOFad1GohISEM6Z1A+7gopi5O5r01e0lJy+KB4V3VQEr8pmwTs5uubsWIfm1pFFnX6dIkOFXm\nHBsPHCq1nQZcW85x9wHvXuwDnQwZN1hrjxpjmgPLjTG7Sj9prXUbYyqccxEdHUl4uGZQi+80b96I\n63q2croMqaWaN2/ENUktnS5DgogxZjlQ3uqCT5beqOAce9G5jsaYJ4FCa+1/LnasYyHDWnvU++dx\nY8xCPEM06caYWGvtMWNMHJBR0XucPn3WD5WKeNYh+OCr/Sz+Yh+hoSGMu6kTg6+OV5M1qVZlm5jF\nN2/AODUxk0tgrb3lQs8ZYypzjj0MJJTaTsAzmnHuPe4BhgE3VaYeR0KGMSYSCLPW5hhjGgBDgD8B\nS4BJwHPePxc5UZ9IWaGhIYzo144O8Y2ZtmQ7/15uSUnLZNLQzuoDIVVWXhOzsTd1pH/3ON1GLdWp\nMufYDUAnY0xb4AgwFhgP5+86+R0w0FqbX5kPdOTXMGNMO2ChdzMc+Le19lnv7TVzgdboFlYJUKey\n83lt8XZSD2cR2zSSn49OIr55Q6fLkiCVejiL2SvUxEwqr4q3sP7gHGuMaQm8bq293XvcbXx3C+sM\na+2z3v0pQF3glPct11prJ1f0mUE91quQIU4pdpXw3po9LPvmEHXrhHL3rYlcnxTndFkSRE5k5TF/\ntZqYyaXTYlx+opAhTtu4O4M3PtpJXoGLgVe15Cc3d6KOJiNLBfIKivno6wMs++ZcE7NGjLupE51a\nNXG6NAkSChl+opAhgSD99FmmLkzmYMYZWrdoyOTRVxKj30alDDUxk+qikOEnChkSKAqLXPznU8tn\nW49SPyKcB27vQk/T3OmyJECUbmJWt04ow/q24VY1MZPLpJDhJwoZEmi+3HaUt5ftprC4hKF9WnPn\nwPZalbEWUxMz8QWFDD9RyJBAlJZxhlcXJZN+6iydWjXm4ZFJOqnUMmfyiljyxT5WeZuYJSY0YdxN\namIm1UMhw08UMiRQ5RUU8+bHu1i/K4NGkXV4aEQ3urbVgko1XbGrhJWbDvP+l/vIzS8mJro+YwZ1\npGenZlq4TaqNQoafKGRIIHO73azcdJjZK1IoKXEzqn87br++rSb51UBut5stqSeYu/K7JmYjbmir\nJmbiEwoZfqKQIcFgz5EsXluUzMnsApLaN+XB4V3V4KoGOZiew5yVqew8cJrQkBAG9YxXEzPxKYUM\nP1HIkGBxJq+I19/fwba9J2kaFcEjI5PoEN/Y6bKkCjLPFLDws7188e1R3ED3DlcwZlBHWjZr4HRp\nUsMpZPiJQoYEkxK3mw/XHmDR53sJDQlhzOCO3HxNK12rDzLlNTEbO7gjSe2ucLo0qSUUMvxEIUOC\n0c79p5i2ZDvZZ4vo1TmGe29Tk7VgULaJWaPIOozu357+PdTETPxLIcNPFDIkWJ3OKWDa4mRsWhYt\nouszefSVJMSoyVqg+n4TsxBu6Z3A8OvaKhyKIxQy/EQhQ4KZq6SEBZ/t5eOvD1InPJSJQxLp111N\n1gKJmphJIFLI8BOFDKkJNqccZ8YHOzlbUEy/7nFMuMVQV8tNO0pNzCSQKWT4iUKG1BTHM/OYsjCZ\nA+k5JMQ0ZPKoJFo0jXS6rFqnpMTNF9uOsuCzvWTnFqqJmQQkhQw/UciQmqSo2MW7K1JZvfkw9SPC\nuG9YF65JjHG6rFpjx/5TzF6RStrxM2piJgFNIcNPFDKkJlq7/Rizlu6isKiEIb0T+PGNHbRqpA8d\nPZnLvFV72JJ6ghDg+itjuXNAB/WbkYClkOEnChlSUx0+kcuUhds4evIsHeMb8/DIbjSNqud0WTWK\nmphJsFLI8BOFDKnJ8guLeWvpbr7ekU7D+nX42YiuWvCpGvygiVmT+tw1qCNXGzUxk+CgkOEnChlS\n07ndblZvOcK7n1pcLjd33NCWETe0IzQ0qP/qOqJsE7P63iZmN6mJmQQZhQw/UciQ2mLf0WymLkrm\nRFY+XdtG87MR3YhSA65KUxMzqUkUMvxEIUNqk9z8Iqa/v4Ote04S3SiCh0d207oNF5F1poAFamIm\nNYxChp8oZEhtU+J2s3TdQd5bs4fQkBB+fGMHhvRO0FyCMgqLXHyy/hAffn2AgkI1MZOaRSHDTxQy\npLbaffA0ry3eTlZuIVeb5tw3rAuR9dRHw+12s25nOu+t3sNJNTGTGkohw08UMqQ2yzpTwLQl29l1\nMJOYJvWZPDqJ1i1q7+2XqYezmLMihT2lmpjd3retwpfUOAoZlWSMCQM2AGnW2juMMU2BOUAbYD8w\nxlqbeaHXK2RIbecqKWHR5/v4cO0BwsNCmTDE0L97XK26fFK2iVmvzjHcpSZmUoMFU8hwOuL/CtgB\nnPv16zFgubX2eWPMo97tx5wqTiTQhYWG8qOBHegY35jpH+zgzY93kXIokwm3Jtb45bDLNjFrG+tp\nYmYSNBlWJFA4FjKMMa2AYcDTwG+8u0cAA72PZwGrUcgQuageHZvxv/f2ZuqiZL5MPsaB9Bwmj76S\n2BrYZK3cJmYDO3BtNzUxEwk0To5k/AP4HRBVal8La22693E60MLvVYkEqWaN6/PYT69h7spUVmxK\n409vrufe2zrTp0vN+Wu0c/8pZq9M5VCGp4nZqP7t1MRMJIA5EjKMMcOBDGvtZmPMjeUdY611G2M0\n50LkEtQJD+WnQwydEhoz8+NdvLZ4OylpWYwd3DGoV7U8duosc1emnm9idoOamIkEBUfGFo0xzwAT\ngWKgHp7RjAVAb+BGa+0xY0wcsMpa2/lC76OJnyIXdvRkLlMWJnP4RC7tW0bxyMgkrmgcXE3WzuQV\nseTLfazapCZmIucE08RPxws1xgwE/sd7d8nzwElr7XPGmMeAJtbaC87JUMgQqVhBoYu3lu1m7fZj\nNKgXzoN3dKN7h8BfkKrYVcKqTYdZoiZmIj8QTCHD6btLzjkXFv4CzDXG3I/3FlbHKhKpASLqhvHA\n8C6YhMb8e3kKL87byvDr2zKqX2A2WTvfxGzVHtJPnaV+RDhjB3dUEzORIBV4/8pcAo1kiFTegWM5\nTFm0jeOZ+XRp42my1rhB4DQIK9vE7MaeLRnZr52amImUEUwjGUFTaHkUMkQuzdn8ImZ8uJPNKSdo\n3LAuj4xMcnxdifKamN01qCPxamImUi6FDD9RyBC5dG63m2XfHGL+6j0A/OjG9gzt09rvcx1+0MSs\nWQPG3qQmZiIXo5DhJwoZIpfPHsrktcXJZJ4p5KqOzbh/eBca1Kvj8891u918szOD+atT1cRM5DIo\nZPiJQoZI1WTnFjJtyXZ2HjhNs8b1mDw6ibaxURd/4WXacziL2aWbmPVK4Pbr1MRM5FIoZPiJQoZI\n1ZWUuFn8xT4++Go/YWEh/ORmw8CrWlbr5ZMTWXm8t2Yv63Z4FvRVEzORy6eQ4ScKGSLVZ9vek7z+\n/g7O5BVxXbcW3H1rZyLqVm257nNNzD5Zf4iiYjUxE6kOChl+opAhUr1OZeczdVEye45k07JZAyaP\nSqLlZdzloSZmIr6jkOEnChki1a/YVcK8VXtYvuEQEXXCmHRbIn27xlb69WWbmA27tg23XqsmZiLV\nRSHDTxQyRHxnw64M3vhoJ/mFLgZdHc+4wZ2oE37huz/KNjG7Xk3MRHzickOGMaYpMAdog3dVbWtt\nZjnHDQVeBMKA6dba58o8/1vgr0Aza+2pij5TU7pFpFy9OsfQKqYhUxYms2rTYfYdyWbyqCSalZms\nWbaJmUlowng1MRMJRI8By621zxtjHvVuf68/mDEmDHgFuBk4DKw3xiyx1u70Pp8A3AIcqMwH6qZ0\nEbmg2KaRPHn3NfS7Mo79x3L405vr2ZJ6AvBcVlm+4RCPT1vLpxvSuCKqHj8ffSWP/qSnAoZIYBoB\nzPI+ngWMKueYPkCqtXa/tbYImA2MLPX834HfV/YDNZIhIhWKqBPGfbd3oVOrxryz3PLy/G8Z0KMl\nuw9lnm9iNmaQp4lZRZdTRMRxLay16d7H6UCLco6JBw6V2k4DrgUwxowE0qy13xpjKvWBChkiUin9\ne7SkTWwjpixK5rOtRwgNCWHw1fFqYiYSQIwxy4HyZmo/WXrDWus2xpQ3r7HcuY7GmPrAE3gulZxz\n0bkhQR0yoqMjCQ/XjHURf2nevBEzklo6XYaIXIC19pYLPWeMSTfGxFprjxlj4oCMcg47DCSU2k7A\nM5rRAWgLbPWOYrQCNhpj+lhry3sfIMhDxunTZ50uQUREJFgsASYBz3n/XFTOMRuATsaYtsARYCww\n3jvx8/zlFWPMPuCai91doguoIiIitcNfgFuMMRYY7N3GGNPSGPMhgLW2GPgFsAzYAcw5d2dJGZVa\nQkLrZIiIiASRYFqMSyMZIiIi4hMKGSIiIuITChkiIiLiEwoZIiIi4hMKGSIiIuITChkiIiLiEwoZ\nIiIi4hMKGSIiIuITjiwrboypB6wBIoC6wGJr7ePGmKbAHKANsB8YY63NdKJGERERqRpHRjKstfnA\nIGvtVUB3YJAxph/wGLDcWmuAFd5tERERCUKOXS6x1p7rblYXCANOAyOAWd79s4BRDpQmIiIi1cCx\nkGGMCTXGbAHSgVXW2u1AC2ttuveQdEp1fBMREZHg4uRIRon3ckkrYIAxZlCZ591UssubiIiIBB7H\n7y6x1mYBHwLXAOnGmFgAY0wckOFkbSIiInL5HAkZxphmxpgm3sf1gVuAzcASYJL3sEnAIifqExER\nkapz5BZWIA6YZYwJxRN03rbWrjDGbAbmGmPux3sLq0P1iYiISBWFOF1AVWRkZGvOhoiI1CoxMVFB\nc+52fE6GiIiI1EwKGSIiIuITChkiIiLiEwoZIiIi4hMKGSIiIuITChkiIiLiEwoZIiIi4hMKGSIi\nIuITChkiIiLiEwoZIiIi4hMKGSIiIuITChkiIiLiEwoZIiIi4hMKGSIiIuITChkiIiLiEwoZIiIi\n4hMKGSIiIuITChkiIiLiEwoZIiIi4hMKGSIiIuITChkiIiLiEwoZIiIi4hPhThdQFU999azTJYiI\niMgFaCRDREREfCLE6QKqIiMj2+10DSIiIv4UExMVNOduRy6XGGMSgLeAGMAN/Mta+7IxpikwB2gD\n7AfGWGsznahRRESkJqnsOdYYMxR4EQgDpltrnyv13H8BkwEX8KG19tGKPtOpyyVFwH9ba7sBfYGf\nG2O6AI8By621Bljh3RYREZGqu+g51hgTBrwCDAW6AuO952eMMYOAEUB3a20S8MLFPtCRkGGtPWat\n3eJ9fAbYCcTjKX6W97BZwCgn6hMREamBKnOO7QOkWmv3W2uLgNnASO9zjwDPevdjrT1+sQ90fOKn\nMaYt0BNYB7Sw1qZ7n0oHWjhVl4iISA1TmXNsPHCo1Haadx9AJ2CAMeZrY8xqY0yvi32go7ewGmMa\nAu8Bv7LW5hhjzj9nrXUbYyqa2Bm2Z0+Kr0uUWsTlcgEhhIU5nr2lhtB3SnwkDM+ciB8wxiwHYst5\n6snSGxWcYys674YD0dbavsaY3sBcoH1FhToWMowxdfAEjLettYu8u9ONMbHW2mPGmDggo4K36JCV\ndZx27dr5vFapHT7//HNatWql75RUG32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M4KuvvpKuNw+Q1vxj1arBiy/CsGFaITy32b4dDh+GgQMdf4zUYYzJCFPFhKF1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\n09i0aRM3btxgw4YNd+1r8uTJbl8qVuK/Q+LPOon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i3IQiDFE+B+FERuSlk5xiotHuIj8/Mjs05udn8OoDV+gdRqyqA47uuGWld1Xh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\nwkRsrygSU2KoLGvA4/FqHY64RlIoCCEC5lxNMy6nW0YTxHd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"text": [ - "<matplotlib.figure.Figure at 0x15989390>" + "<matplotlib.figure.Figure at 0x49fafd0>" ] } ], - "prompt_number": 229 + "prompt_number": 20 } ], "metadata": {} diff --git a/requirements.txt b/requirements.txt index 31383d6..8814493 100644 --- a/requirements.txt +++ b/requirements.txt @@ -11,4 +11,5 @@ matplotlib==1.3.1 biopython==1.64 pandas==0.14.0 openpyxl==2.0.4 - +seaborn==0.3.1 +scipy -- GitLab