{ "metadata": { "name": "design2" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Beautiful boxplots and sassy small multiples\n", "\n", "Author: Olga Botvinnik\n", "\n", "* Date: April 21st, 2013\n", "* obotvinn@ucsd.edu / obot@alum.mit.edu\n", "* @olgabot\n", "* +olga.botvinnik\n", "* [blog.olgabotvinnik.com](http://blog.olgabotvinnik.com/)\n", "* Blog post linking to this iPython notebook [here](http://blog.olgabotvinnik.com/post/48590388669/beautiful-boxplots-and-sassy-small-multiples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Beautiful boxplots\n", "\n", "To depict a range of values for either categorical or sequential data, you've probably used boxplots, as below. We're going to improve this boxplot," ] }, { "cell_type": "code", "collapsed": false, "input": [ "import brewer2mpl\n", "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to [this paper](http://jeb.sagepub.com/content/16/1/1), boxplots are the most visually accurate way to depict this sort of data, compared to the \"mid-gap\" plots by Edward Tufte. The lack of boxes around the data obscures the quantiles and prevents comprehension.\n", "\n", "![](http://qualitysafety.bmj.com/content/15/suppl_1/i44/F1.large.jpg)\n", "_Image from http://matthiasklaus.girlshopes.com/chartjunkdesigninggoodgraphs/_\n", " \n", "While I do very much like Tufte's plots, I have to acknowledge that I want my plots to be easily comprehendable, so I will continue to use boxplots, but with a little tweaking. \n", " \n", "So we'll just do some minor changes to clean up the graph, without removing the boxes. As from my [previous tutorial](), we removed the top, bottom and right axis lines of the plot via,\n", "\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.spines['bottom'].set_visible(False)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we also removed all the ticks via,\n", "\n", " ax.xaxis.set_ticks_position('none')\n", " ax.yaxis.set_ticks_position('none')" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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OR5iwjhhwM0buDnBjTQuNYwAkFyN3ADAQ4Q4ABiLcAWAGE84JMefuADfWtNA4BnAzE96f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\nEe4AYCDCHQAMRLgDgIEIdwAw0P8BxAXlMga3WN4AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make sure we label the x-axis with,\n", "\n", " ax.xaxis.set_ticklabels(df.columns)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "ax.xaxis.set_ticklabels(df.columns)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 76, "text": [ "[,\n", " ,\n", " ,\n", " ]" ] }, { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 76 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty nice, but let's change the blue and red to be the blue and red from 'Set1' instead of the default blue/red, via,\n", "\n", " import brewer2mpl\n", " set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", " \n", " # Red\n", " set1[0]\n", " \n", " # Blue\n", " set1[1]\n", "\n", "Now what exactly do we want to change? From the [matplotlib.pyplot.boxplot](http://matplotlib.org/api/pyplot_api.html?highlight=boxplot#matplotlib.pyplot.boxplot) documentation, we can change these things,\n", "\n", "* boxes: the main body of the boxplot showing the quartiles and the median\u2019s confidence intervals if enabled.\n", "* medians: horizonal lines at the median of each box.\n", "* whiskers: the vertical lines extending to the most extreme, n-outlier data points.\n", "* caps: the horizontal lines at the ends of the whiskers.\n", "* fliers: points representing data that extend beyone the whiskers (outliers).\n", " \n", "The syntax for changing these things is, plt.setp(bp['boxes'], **kwargs), and we're going to change the colors of each of these:\n", "\n", " plt.setp(bp['boxes'], color=set1[1])\n", " plt.setp(bp['medians'], color=set1[0])\n", " plt.setp(bp['whiskers'], color=set1[1])\n", " plt.setp(bp['fliers'], color=set1[1])\n", " plt.setp(bp['caps'], color=set1[1])" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import brewer2mpl\n", "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "ax.xaxis.set_ticklabels(df.columns)\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "plt.setp(bp['boxes'], color=set1[1])\n", "plt.setp(bp['medians'], color=set1[0])\n", "plt.setp(bp['whiskers'], color=set1[1])\n", "plt.setp(bp['fliers'], color=set1[1])\n", "plt.setp(bp['caps'], color=set1[1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 77, "text": [ "[None, None, None, None, None, None, None, None]" ] }, { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 77 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks nice, but let's narrow the boxes via\n", "\n", " bp = ax.boxplot(df.values, widths=0.15)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import brewer2mpl\n", "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values, widths=0.15)\n", "\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "ax.xaxis.set_ticklabels(df.columns)\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "plt.setp(bp['boxes'], color=set1[1])\n", "plt.setp(bp['medians'], color=set1[0])\n", "plt.setp(bp['whiskers'], color=set1[1])\n", "plt.setp(bp['fliers'], color=set1[1])\n", "plt.setp(bp['caps'], color=set1[1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 78, "text": [ "[None, None, None, None, None, None, None, None]" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD9CAYAAABHnDf0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 78 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm not a fan of the dashed lines here. Let's make the whiskers solid lines, but thin, with this command,\n", "\n", " plt.setp(bp['whiskers'], color=set1[1], linestyle='solid', linewidth=0.5)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import brewer2mpl\n", "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values, widths=0.15)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "ax.xaxis.set_ticklabels(df.columns)\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "plt.setp(bp['boxes'], color=set1[1])\n", "plt.setp(bp['medians'], color=set1[0])\n", "plt.setp(bp['whiskers'], color=set1[1], linestyle='solid', linewidth=0.5)\n", "plt.setp(bp['fliers'], color=set1[1])\n", "plt.setp(bp['caps'], color=set1[1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 80, "text": [ "[None, None, None, None, None, None, None, None]" ] }, { "output_type": "display_data", "png": 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eTS8+xW4AwD8BmZbxeDyTno+MjJT07RMzPT09qq+vV0ZGRiBKAgB88Hs+obq6WoWFhRoa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\n", "text": [ "" ] } ], "prompt_number": 80 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's narrow the boxes a little, too.\n", "\n", " plt.setp(bp['boxes'], color=set1[1], linewidth=0.5)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import brewer2mpl\n", "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values, widths=0.15)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "ax.xaxis.set_ticklabels(df.columns)\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "plt.setp(bp['boxes'], color=set1[1], linewidth=0.5)\n", "plt.setp(bp['medians'], color=set1[0])\n", "plt.setp(bp['whiskers'], color=set1[1], linestyle='solid', linewidth=0.5)\n", "plt.setp(bp['fliers'], color=set1[1])\n", "plt.setp(bp['caps'], color=set1[1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 81, "text": [ "[None, None, None, None, None, None, None, None]" ] }, { "output_type": "display_data", "png": 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Zpgz3+vp6Wz88PT1du3fvHjvu7OzUxo0bbf3MYDu61TXpteMXrmv7uuefYDcA4J+ATDk9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\nADAQ4Q4ABiLcAcBA/w8SfwoXNVdw4AAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 81 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also, these caps aren't really adding that much. We can remove them and still have all the same information. We'll use this command,\n", "\n", " plt.setp(bp['caps'], color='none')" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import brewer2mpl\n", "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values, widths=0.15)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "ax.xaxis.set_ticklabels(df.columns)\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "plt.setp(bp['boxes'], color=set1[1], linewidth=0.5)\n", "plt.setp(bp['medians'], color=set1[0])\n", "plt.setp(bp['whiskers'], color=set1[1], linestyle='solid', linewidth=0.5)\n", "plt.setp(bp['fliers'], color=set1[1])\n", "plt.setp(bp['caps'], color='none')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 82, "text": [ "[None, None, None, None, None, None, None, None]" ] }, { "output_type": "display_data", "png": 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Rba5Jrx27eF1vrv/hN9gNAPgnIFNOr9c74fmoqChJX90x09PTo/r6emVnZweiJABgCn6H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\nHQAMRLgDgIEIdwAw0P8BuOvXIW58n/wAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 82 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's narrow the axis on the left. It's a little tricky to access the linewidth of the 'spines', as there is no function that we can use to set it, so we'll have to access one of it's private variables using this command,\n", "\n", " ax.spines['left']._linewidth = 0.5" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import brewer2mpl\n", "import random\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.random.seed(10)\n", "\n", "df = pd.DataFrame(np.random.randn(8, 4), columns=['A', 'B', 'C', 'D'])\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "bp = ax.boxplot(df.values, widths=0.15)\n", "ax.xaxis.set_ticklabels(df.columns)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "set1 = brewer2mpl.get_map('Set1', 'qualitative', 7).mpl_colors\n", "plt.setp(bp['boxes'], color=set1[1], linewidth=0.5)\n", "plt.setp(bp['medians'], color=set1[0])\n", "plt.setp(bp['whiskers'], color=set1[1], linestyle='solid', linewidth=0.5)\n", "plt.setp(bp['fliers'], color=set1[1])\n", "plt.setp(bp['caps'], color='none')\n", "\n", "ax.spines['left']._linewidth = 0.5" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sassy small multiples\n", "\n", "A while ago I made this terrible diagram. The details are a little complicated, but here they are. The different colors are 13 different fission yeast cell cycle _Schizosaccharomyces pombe_ (_S. pombe_) transcription factors (TFs), and their local sequence alignment score (Smith-Waterman, using [Biopython's AlignIO](http://biopython.org/wiki/AlignIO)) with 204 budding yeast _Saccharomyces cerevisiae_ (_S. cerevisae_) TFs and their _fraction common bound_, which is a homebrewed metric of how many gene targets the _pombe_ and _cerevisiae_ TFs have in common. \n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This script /Users/olga/Dropbox/Docs/UCSD/rotations/q1-fall-ideker/src/YeastTFs.py has all the data we need to for this diagram." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%run /Users/olga/Dropbox/Docs/UCSD/rotations/q1-fall-ideker/src/YeastTFs.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "# Maximum value we see for fraction common bound\n", "xlim = [0,0.25]\n", "\n", "# Maximum value we see for alignment scores\n", "ylim = [0,800]\n", "\n", "feature='score'\n", "alignment = 'local'\n", "\n", "for i, tf in enumerate(yeast_tfs.pombe_tfs):\n", "# ax = axes[i]\n", " ind = tf.binary_ind\n", " x = tf.cerev_common_bound_fraction[tf.cerev_common_ind[\n", " tf.cerev_common_ind != False]]\n", " y = tf.__dict__['df_'+alignment].ix[ind,feature]\n", " \n", " # Linear regression\n", " \n", " ax.scatter(x, y, c=tf.color, edgecolor='black',\n", " lw=0.2)\n", " ax.set_ylim(ylim)\n", " ax.set_xlim(xlim)\n", " \n", " # Remove top and right axes and ticks\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.yaxis.set_ticks_position('none')\n", " ax.xaxis.set_ticks_position('none')\n", " \n", " ax.set_title('Local alignment score vs Fraction common bound')\n", " \n", " ax.set_xlabel('fraction common bound')\n", " ax.set_ylabel('local alignment score')\n", " \n", "plt.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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6JfXss8/i7e1NcnIyjz32GKmpqVhZWVVp4y1atADKBk4cPnw4GzZswM/Pj4Tf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"text": [ "" ] } ], "prompt_number": 83 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I had good intentions, I used the right colors from ColorBrewer, I removed the right and top axes, there's no weird grid, but it's still really hard to interpret.\n", "\n", "One of the major problems of this diagram is that there are way too many colors, and impossible to tell exactly which TF is different from the others. So instead of doing all those different colors on one plot, let's separate them all onto different plots. This technique is called _small multiples_, coined by Edward Tufte. It is an effective data presentation as the viewer is oriented to the axes of interest in the first plot, and since they understand the $x$- and $y$-axes of the first plot, they can understand the rest, and their eye can adjust to the tiny details that differ between them.\n", "\n", "### Implementing small multiples\n", "\n", "First we need to figure out how many plots we need to make. We know the number of TFs from the length of the yeast_tfs.pombe_tfs object. Then we'll take the square root of the length, and the ceiling of the square root, so we can fit all the plots onto one figure:\n", "\n", " import math\n", " num_plots = len(yeast_tfs.pombe_tfs)\n", " n = int(math.ceil(math.sqrt(num_plots)))\n", "\n", "Then we'll create many axes,\n", "\n", " axes = [plt.subplot(n,n,i) for i in range(1,num_plots+1)]\n", "\n", "And in iterate over them in the for loop,\n", "\n", " ax = axes[i]\n", " \n", "And we'll label each transcription factor's plot with its ID.\n", "\n", " ax.set_title(tf.id)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import math\n", "num_plots = len(yeast_tfs.pombe_tfs)\n", "n = int(math.ceil(math.sqrt(num_plots)))\n", "\n", "fig = plt.figure(figsize=(10,10))\n", "\n", "# Maximum value we see for fraction common bound\n", "xlim = [0,0.25]\n", "\n", "# Maximum value we see for alignment scores\n", "ylim = [0,800]\n", "\n", "axes = [plt.subplot(n,n,i) for i in range(1,num_plots+1)]\n", "feature='score'\n", "alignment = 'local'\n", "\n", "for i, tf in enumerate(yeast_tfs.pombe_tfs):\n", " ax = axes[i]\n", " ind = tf.binary_ind\n", " x = tf.cerev_common_bound_fraction[tf.cerev_common_ind[\n", " tf.cerev_common_ind != False]]\n", " y = tf.__dict__['df_'+alignment].ix[ind,feature]\n", " \n", " ax.scatter(x, y, c=tf.color, edgecolor='black',\n", " lw=0.2)\n", " ax.set_ylim(ylim)\n", " ax.set_xlim(xlim)\n", " \n", " # Remove top and right axes and ticks\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.yaxis.set_ticks_position('none')\n", " ax.xaxis.set_ticks_position('none')\n", " \n", " ax.set_title(tf.id)\n", " \n", " ax.set_xlabel('fraction common bound')\n", " ax.set_ylabel('local alignment score')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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nOVuuxmYI4Byx27gvYk31IPZF2xIPYn5yVa1TnzMjbDB+5CPNXjczDYPHQOfM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\ncDoNxna8cTywJSw7AK620MQanKz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"text": [ "" ] } ], "prompt_number": 59 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty terrible because of two main reasons:\n", " \n", "1. The plot titles and axis labels are overlapping, which we can fix with plt.tight_layout()\n", "2. The different colors aren't informative, they just clutter the diagram. We'll do this by fixing them all to one color.\n", "\n", "We'll need to import brewer2mpl and use set2:\n", "\n", " import brewer2mpl\n", " \n", " # Need to specify a minimum of 3 colors to get any of the ColorBrewer colors\n", " set2 = brewer2mpl.get_map('set2', 'qualitative', 3).mpl_colors\n", " color = set2[0]" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import math\n", "num_plots = len(yeast_tfs.pombe_tfs)\n", "n = int(math.ceil(math.sqrt(num_plots)))\n", "\n", "import brewer2mpl\n", "set2 = brewer2mpl.get_map('set2', 'qualitative', 3).mpl_colors\n", "color = set2[0]\n", "\n", "fig = plt.figure(figsize=(10,10))\n", "\n", "# Maximum value we see for fraction common bound\n", "xlim = [0,0.25]\n", "\n", "# Maximum value we see for alignment scores\n", "ylim = [0,800]\n", "\n", "axes = [plt.subplot(n,n,i) for i in range(1,num_plots+1)]\n", "alignments = ['local', 'global']\n", "features = ['identity', 'similarity', 'score']\n", "\n", "feature='score'\n", "\n", "alignment = 'local'\n", "for i, tf in enumerate(yeast_tfs.pombe_tfs):\n", " ax = axes[i]\n", " ind = tf.binary_ind\n", " x = tf.cerev_common_bound_fraction[tf.cerev_common_ind[\n", " tf.cerev_common_ind != False]]\n", " y = tf.__dict__['df_'+alignment].ix[ind,feature]\n", " \n", " ax.scatter(x, y, c=color, edgecolor='black',\n", " lw=0.2)\n", " ax.set_ylim(ylim)\n", " ax.set_xlim(xlim)\n", " \n", " # Remove top and right axes and ticks\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.yaxis.set_ticks_position('none')\n", " ax.xaxis.set_ticks_position('none')\n", " \n", " ax.set_title(tf.id)\n", " \n", " ax.set_xlabel('fraction common bound')\n", " ax.set_ylabel('local alignment score')\n", " \n", "plt.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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VapWLi4tycXFRYWFhatasWSo7O9u0TXV1tXr22WdVz549lYuLiwoODlaPP/64KioqUkrV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\nNhgM19SOD1Z9wVvpO1isP8o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/vti8Vn4/monZQfLWrVsJCQnhpZde4qWXXqJ79+5s27bN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\nKD1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KSUmJsn37dmXChAnGNj08PJSLFy8qZ8+eVaysrJTXX39dURRFmTVrlvLVV18piqIo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\nrKxk5MiRVFVVYWlpydSpU1m4cCE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"text": [ "" ] } ], "prompt_number": 62 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is great, but what would make this figure even better is a linear regression line, which would show easy-to-spot patterns among the different transcription factors.\n", "\n", " from scipy import stats\n", " ...\n", " # Linear regression\n", " slope, intercept, r_value, p_value, std_err = stats.linregress(x,y)\n", " x_fit = np.arange(xlim[0], xlim[1], (xlim[1]-xlim[0])/100.)\n", " y_fit = np.multiply(x_fit, slope) + intercept\n", " \n", " # Plot linear regression line\n", " ax.plot(x_fit,y_fit, color='grey')\n", " \n", " # Write 'R' value onto plot\n", " ax.text(xlim[1], ylim[1],'$R^2$ = %.4f' % r_value,fontsize=12,\n", " ha='right',va='top')" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import math\n", "num_plots = len(yeast_tfs.pombe_tfs)\n", "n = int(math.ceil(math.sqrt(num_plots)))\n", "\n", "from scipy import stats\n", "\n", "import brewer2mpl\n", "set2 = brewer2mpl.get_map('set2', 'qualitative', 3).mpl_colors\n", "color = set2[0]\n", "\n", "fig = plt.figure(figsize=(10,10))\n", "\n", "# Maximum value we see for fraction common bound\n", "xlim = [0,0.25]\n", "\n", "# Maximum value we see for alignment scores\n", "ylim = [0,800]\n", "\n", "axes = [plt.subplot(n,n,i) for i in range(1,num_plots+1)]\n", "alignments = ['local', 'global']\n", "features = ['identity', 'similarity', 'score']\n", "\n", "feature='score'\n", "\n", "alignment = 'local'\n", "for i, tf in enumerate(yeast_tfs.pombe_tfs):\n", " ax = axes[i]\n", " ind = tf.binary_ind\n", " x = tf.cerev_common_bound_fraction[tf.cerev_common_ind[\n", " tf.cerev_common_ind != False]]\n", " y = tf.__dict__['df_'+alignment].ix[ind,feature]\n", " \n", " ax.scatter(x, y, c=color, edgecolor='black',\n", " lw=0.2)\n", " ax.set_ylim(ylim)\n", " ax.set_xlim(xlim)\n", " \n", " # Remove top and right axes and ticks\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.yaxis.set_ticks_position('none')\n", " ax.xaxis.set_ticks_position('none')\n", " \n", " ax.set_title(tf.id)\n", " \n", " ax.set_xlabel('fraction common bound')\n", " ax.set_ylabel('local alignment score')\n", " \n", " # Linear regression\n", " slope, intercept, r_value, p_value, std_err = stats.linregress(x,y)\n", " x_fit = np.arange(xlim[0], xlim[1], (xlim[1]-xlim[0])/100.)\n", " y_fit = np.multiply(x_fit, slope) + intercept\n", " \n", " # Plot linear regression line\n", " ax.plot(x_fit,y_fit, color='grey')\n", " \n", " # Write 'R' value onto plot\n", " ax.text(xlim[1], ylim[1],'$R^2$ = %.4f' % r_value,fontsize=12,\n", " ha='right',va='top')\n", " \n", "plt.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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oAQAIDQ1FUlISgoKCkJSUhNDQUABAWFgYYmJihOOSk5OFfYy1BGeY6buWZhjg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tUqqFQqAMB9991ndVlbtmxp9fnLy8vh6ekJd3d387Y+ffrgxIkTbdr/8uXL2Lt3Lz799NObllNf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\nrEntRt4UXcijeSt/2tXzxcfNk8yzZ5k7dy7p57O4UL8meb41OXU2hybtfOw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"text": [ "" ] } ], "prompt_number": 84 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's thin out the axis lines as we did with the boxplot, with\n", "\n", " ax.spines['left']._linewidth = 0.5\n", " ax.spines['bottom']._linewidth = 0.5" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import math\n", "num_plots = len(yeast_tfs.pombe_tfs)\n", "n = int(math.ceil(math.sqrt(num_plots)))\n", "\n", "from scipy import stats\n", "\n", "import brewer2mpl\n", "set2 = brewer2mpl.get_map('set2', 'qualitative', 3).mpl_colors\n", "color = set2[0]\n", "\n", "fig = plt.figure(figsize=(10,10))\n", "\n", "# Maximum value we see for fraction common bound\n", "xlim = [0,0.25]\n", "\n", "# Maximum value we see for alignment scores\n", "ylim = [0,800]\n", "\n", "axes = [plt.subplot(n,n,i) for i in range(1,num_plots+1)]\n", "alignments = ['local', 'global']\n", "features = ['identity', 'similarity', 'score']\n", "\n", "feature='score'\n", "\n", "alignment = 'local'\n", "for i, tf in enumerate(yeast_tfs.pombe_tfs):\n", " ax = axes[i]\n", " ind = tf.binary_ind\n", " x = tf.cerev_common_bound_fraction[tf.cerev_common_ind[\n", " tf.cerev_common_ind != False]]\n", " y = tf.__dict__['df_'+alignment].ix[ind,feature]\n", " \n", " ax.scatter(x, y, c=color, edgecolor='black',\n", " lw=0.2)\n", " ax.set_ylim(ylim)\n", " ax.set_xlim(xlim)\n", " \n", " # Remove top and right axes and ticks\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.yaxis.set_ticks_position('none')\n", " ax.xaxis.set_ticks_position('none')\n", " \n", " ax.set_title(tf.id)\n", " \n", " ax.set_xlabel('fraction common bound')\n", " ax.set_ylabel('local alignment score')\n", "\n", " # --- Linear regression --- #\n", " slope, intercept, r_value, p_value, std_err = stats.linregress(x,y)\n", " x_fit = np.arange(xlim[0], xlim[1], (xlim[1]-xlim[0])/100.)\n", " y_fit = np.multiply(x_fit, slope) + intercept\n", " \n", " # Plot linear regression line\n", " ax.plot(x_fit,y_fit, color='grey')\n", " \n", " # Write 'R' value onto plot\n", " ax.text(xlim[1], ylim[1],'$R^2$ = %.4f' % r_value,fontsize=12,\n", " ha='right',va='top')\n", " \n", " # --- Thin out the axis lines --- #\n", " ax.spines['left']._linewidth = 0.5\n", " ax.spines['bottom']._linewidth = 0.5\n", " \n", "plt.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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/PxwdHRtcQUVFBfbu3Yvly5cLZTYUL6/EmoszzLRdS2QY4Bwz9eK+mGkjlU/c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VSkSEfzlDURT0Wh2KuyeChaIofL63iK1TbPg2befGtLHMvVT4xn0XCUUNCwT9YTA1DEOr49jY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\nAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 63 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And actually now that I think about it, we really only need to label one of the axes since all the x- and y- axes are the same, just different TFs. We'll do that by:\n", "\n", " for i, tf in enumerate(yeast_tfs.pombe_tfs):\n", " ...\n", " if i == 0:\n", " ax.set_xlabel('fraction common bound')\n", " ax.set_ylabel('local alignment score')" ] }, {