{ "metadata": { "name": "02_Read_And_Plot" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#Reading ROOT file and plotting Stuff\n", "\n", "In this tutorial we will teach you how to read ROOT data file efficiently using [root_numpy](http://rootpy.github.com/root_numpy/), some basic [numpy](http://www.numpy.org/) that you will be using a lot, and how to make pretty plots with ease using [matplotlib](http://matplotlib.org/). For this tutorial, you will find [inumpy](https://github.com/piti118/inumpy) very useful." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Reading ROOT file\n", "\n", "We have our data stored in data directory" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from root_numpy import root2rec\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "#if yo do not have inumpy install. Install it by doing uncomment the following line\n", "#execute it and restart kernel(CTRL-M+.)\n", "#%install_ext https://raw.github.com/piti118/inumpy/master/inumpy.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext inumpy\n", "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "ls data" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "B0B0bar-BtoDpi-all.root cc-BtoDpi-all.root\r\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how you read root files. This will read the whole file into your memory(this allows for fast plotting/replotting)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "bb = root2rec('data/B0B0*.root')\n", "cc = root2rec('data/cc*.root')\n", "data = root2rec('data/*.root')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many way you can specify how root2rec should read your file: you can pass array for filenames, you can tell it to read specific branch only to save memory. You can read them all in [root_numpy documentation](http://rootpy.github.com/root_numpy/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Accessing Data\n", "If you want to see what's in there\n", "```\n", "bb.dtype.names\n", "```\n", "\n", "inumpy provieds auto complete for recarray you can try. You can never remember what's the field names are." ] }, { "cell_type": "code", "collapsed": false, "input": [ "print bb.dtype.names" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "('nTracks', 'R2All', 'thrustMagAll', 'sphericityAll', 'mcLen', 'mcLund', 'mothIdx', 'dauLen', 'dauIdx', 'nB', 'BCosSphr', 'BCosThetaS', 'BCosThetaT', 'BCosThrust', 'BLegendreP0', 'BLegendreP2', 'BPFlow0', 'BPFlow1', 'BPFlow2', 'BPFlow3', 'BPFlow4', 'BPFlow5', 'BPFlow6', 'BPFlow7', 'BPFlow8', 'BR2ROE', 'BSphr', 'BSphrROE', 'BThrust', 'BThrustROE', 'BpostFitDeltaE', 'BpostFitMes', 'BpreFitDeltaE', 'BpreFitMes', 'BLund', 'BMCIdx', 'Bd1Lund', 'Bd1Idx', 'Bd2Lund', 'Bd2Idx', 'nD', 'DMass', 'DMassErr', 'DLund', 'DMCIdx', 'Dd1Lund', 'Dd1Idx', 'Dd2Lund', 'Dd2Idx', 'Dd3Lund', 'Dd3Idx', 'nK', 'KLund', 'KMCIdx', 'npi', 'piLund', 'piMCIdx')\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "#type bb. here" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####By Element\n", "Most basic stuff." ] }, { "cell_type": "code", "collapsed": false, "input": [ "print data.R2All[0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.225378\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "#some of them are array\n", "print data.mcLund[0]\n", "print data.mcLund[0][0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 11 -11 70553 -511 511 413 -14 13 -411 211 411 111\n", " -211 -211 321 -211 211 211 211 -321 22 22 -211 13\n", " -14 2112 2112 -211 -211 211]\n", "11\n" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Important information about plotting\n", "\n", "You should visit [matplotlib gallery](http://matplotlib.org/gallery.html). Normally what I do when I want to plot something is to find something that resemble what I'm trying to plot and look at their code." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#you can use loadpy to load the code to try out\n", "#%loadpy http://matplotlib.org/mpl_examples/pylab_examples/integral_demo.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Basic Histogram\n", "\n", "We usually want to make some plots from data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "hist(data.R2All); #super basic one" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "(array([ 29, 132, 382, 725, 932, 1151, 1150, 1184, 1044, 911]),\n", " array([ 0.01700407, 0.0652969 , 0.11358973, 0.16188256, 0.21017539,\n", " 0.25846822, 0.30676106, 0.35505389, 0.40334672, 0.45163955,\n", " 0.49993238]),\n", " )" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD9CAYAAAC1DKAUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "#try out hist( here\n", "#We can't remember all those arguments name right" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "#some basic stuff to do with plotting\n", "hist(data.R2All, bins=100, histtype='step', color='green')\n", "title('R2ALL')\n", "xlabel('Some label');\n", "ylabel(r'$\\theta \\alpha \\beta \\Upsilon$', fontsize=20)#note the \"r\" infornt of string this prevent backslash escape (ex \\n);\n", "#setting limit\n", "xlim(-1,1)# xlim(xmin=yournumber) works too\n", "#if you want y limit use ylim()\n", "grid(True)\n", "#yscale('log') # if you want log scale" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAZQAAAEUCAYAAAAMdcB4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Overlaying histograms" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#you can plot them at the same time and have the binning determined simultaneously\n", "hist([data.R2All, bb.R2All, cc.R2All], bins=100, histtype='step', label=['data','bb','cc'])\n", "legend(loc='upper left')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD9CAYAAABZVQdHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4+9LFUYRXAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "#You can plot them one at a time but becareful of binning\n", "\n", "#this kinda work but automatic binning will make result hard to interpret.\n", "#notice where red line go over blue line....\n", "#since multiple automatic binning may not get the binsize/edges align.\n", "hist(data.R2All, bins=100, histtype='step', label='data')\n", "hist(bb.R2All, bins=100, histtype='step', label='bb')\n", "hist(cc.R2All, bins=100, histtype='step', label='cc');\n", "legend(fancybox=True, loc='upper left'); #Patented round corner" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 15, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD9CAYAAABZVQdHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxSTJCyGEFft/Pkl2ZLYNrkwAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "#fix the binning #now they are align\n", "h, e, p = hist(data.R2All, bins=100, histtype='step', label='data')\n", "hist(bb.R2All, bins=e, histtype='step', label='bb') #notice bins=e\n", "hist(cc.R2All, bins=e, histtype='step', label='cc');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD9CAYAAABZVQdHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Plotting Array Type\n", "Some of the data are store in an array. We need to merge them first before plotting." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#for example: mass for every D candidate\n", "#notice all the brackets\n", "data.DMass[:30] #some of them has two." ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 17, "text": [ "array([[ 1.86307085], [ 1.8671999], [ 1.8658011], [ 1.89872372],\n", " [ 1.8583039], [ 1.86692679], [ 1.86692894], [ 1.87697983],\n", " [ 1.87069893], [ 1.85590565], [ 1.87297702], [ 1.87504053],\n", " [ 1.87785125], [ 1.87464869], [ 1.86368835], [ 1.87517965],\n", " [ 1.86459327], [ 1.87235868], [ 1.8515023], [ 1.86251462],\n", " [ 1.90835404], [ 1.83234668 1.87968004], [ 1.86203623],\n", " [ 1.86056828], [ 1.85830772], [ 1.87834036], [ 1.86842954],\n", " [ 1.87176836], [ 1.85812378], [ 1.86374021]], dtype=object)" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "#np.hstack flatten our array (there np.flatten but it does something else)\n", "np.hstack(data.DMass)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 18, "text": [ "array([ 1.86307085, 1.8671999 , 1.8658011 , ..., 1.83166409,\n", " 1.83930147, 1.87473261], dtype=float32)" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "hist(np.hstack(data.DMass), bins=100, histtype='stepfilled', alpha=0.5);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAAD9CAYAAAChtfywAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLiJicQpyERGLU5CLiFjc/wesRi643ARTzAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Making Simple Cut.\n", "numpy support boolean indexing. Let me show you what that means." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#this gives array of boolean\n", "bb.nTracks < 10" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 20, "text": [ "array([ True, False, False, ..., False, True, False], dtype=bool)" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "#those booleans can be used to indicate which one we want\n", "print bb.R2All.size\n", "print bb.R2All[bb.nTracks<10].size\n", "#combining cuts\n", "print bb.R2All[(bb.nTracks>5) & (bb.nTracks<10)].size #you need the parentheses\n", "print bb.R2All[(bb.nTracks<5) | (bb.nTracks>10)].size" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "3219\n", "1621\n", "1591\n", "1052\n" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "#you can store it in a variable to save time\n", "less_track = bb.nTracks < 10\n", "hist([bb.R2All, bb.R2All[less_track]], bins=100, histtype='step', label=['all','<10']);\n", "legend();" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD9CAYAAACsq4z3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Using cuts on Array field" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#dmass of every event that has R2All < 0.25\n", "hist(np.hstack(data.DMass[data.R2All<0.25]), bins=100, histtype='step'); #Select before stack;" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAAD9CAYAAACY0k3rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wOasteQfZLJBAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####The other way around\n", "\n", "If you want to plot R2All of event where at least one D candidate has Mass within (1.86,1.88). This is a little more complicated. Since each element of R2All is a numpy array, we need to write a function and map them over DMass field. Here is one way to do it." ] }, { "cell_type": "code", "collapsed": false, "input": [ "@np.vectorize\n", "def any_in_DMass(x):\n", " return np.any((x>1.86) & (x<1.88))\n", "\n", "#np.vectorize is a function that returns a function.\n", "#What this does is that it turns your function in to a vectorize version\n", "#Putting it plainly\n", "#g = np.vectorize(f)\n", "#This makes g a fast(and more featureful) version of\n", "#def g(x):\n", "# ret = np.array(len(x))\n", "# for i,this_x in enumerate(x):\n", "# ret[i]=f(this_x)\n", "# return ret\n", "#\n", "#The decorator is just a short hand:\n", "#@np.vectorize\n", "#def f(x):\n", "# return something\n", "#\n", "#is equivalent to\n", "#f = np.vectorize(f)\n", "#" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "#you can use it like this\n", "data_good_DMass = any_in_DMass(data.DMass)\n", "data_good_DMass" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 25, "text": [ "array([ True, True, True, ..., False, False, True], dtype=bool)" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "hist([data.R2All[data_good_DMass], data.R2All], \n", " bins=100, histtype='step');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD9CAYAAABZVQdHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIZyYJHkhhHBi/w8ugFb2jJNywgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Saving Them to your favorite format with savefig." ] }, { "cell_type": "code", "collapsed": false, "input": [ "hist([bb.R2All, cc.R2All], bins=100, histtype='stepfilled', alpha=0.5, label=['bb','cc'])\n", "title('Now they are aligned');\n", "legend(loc='upper left');\n", "savefig('bb_cc_r2all_comparison.pdf', bbox_inches='tight'); #bbox tight get rid of all the paddings" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEICAYAAAC6fYRZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wMh/+st6CX9CQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Making Them bigger" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(8,6), ) #creates a new figure\n", "hist([bb.R2All, cc.R2All], bins=100, histtype='stepfilled', alpha=0.5, label=['bb','cc'])\n", "legend(loc='upper left');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAFtCAYAAAAj75JZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmE8AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Showing multiple figure from the same cell" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#if you are tired to typing figsize every time\n", "#you can set rc param http://matplotlib.org/users/customizing.html\n", "rcParams['figure.figsize']=(8,6) #now everything after this will be big size\n", "\n", "hist([bb.R2All, cc.R2All], bins=100, histtype='stepfilled', label=['bb','cc'], stacked=True)\n", "legend(loc='upper left');\n", "figure()#create new figure\n", "hist([bb.nTracks, cc.nTracks], bins=15, histtype='step', alpha=0.5, label=['bb','cc'])\n", "legend(loc='upper left');\n", "#click/double click to hide the sidebar" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 29, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAFtCAYAAAAj75JZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIhFKaRFREQsSiEtIiJiUf8/lTXsFRXo0/gAAAAASUVORK5CYII=\n", "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAegAAAFtCAYAAADMLflnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Subplots" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#ROOT/matlab style and some nifty trick to save typing\n", "mystyle= dict(bins=100, histtype='step')\n", "subplot(221)\n", "hist(bb.R2All, **mystyle)#python keyword argument expansion\n", "subplot(222)\n", "hist(bb.nTracks)\n", "subplot(223)\n", "hist(cc.R2All, **mystyle)\n", "subplot(224)\n", "hist(cc.nTracks);\n", "#subplots_adjust(hspace=0.3) #adjust the spacing like this;" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAecAAAFtCAYAAAA9JqLqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nc2rIAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "#My favorite way\n", "fig, [[topleft, topright],[bottomleft, bottomright]] = subplots(2,2, figsize=(8,6))\n", "#it returns axes which you can draw stuff on it\n", "topleft.hist(bb.R2All)\n", "bottomleft.hist(cc.R2All)\n", "topright.hist(bb.nTracks)\n", "bottomright.hist(cc.nTracks);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAegAAAFtCAYAAADMLflnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJMQETUREJCEmaCIiIgkxQRMREUno/wd8ZK0z9RgrTAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Example of some useful plotting style" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# line plot with dots\n", "x = np.linspace(-1, 1, 20)\n", "y = x**2\n", "plot(x,y, marker='^', ls='-', label='line'); #ls stands for linestyle;\n", "plot(x,x, marker='o', ls=':', label='dotted line')\n", "plot(x,-x, marker='x', ls='.', label='noline')\n", "leg = legend(numpoints=1)\n", "leg.get_frame().set_alpha(0.5)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAFtCAYAAADBM4kgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwU1ERNRAeHATERE1EB7cREREDeQvmJFDpeu44u8AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####error bar" ] }, { "cell_type": "code", "collapsed": false, "input": [ "h, e = np.histogram(bb.R2All, bins=30)\n", "err = np.sqrt(h)\n", "x = (e[1:]+e[:-1])/2.0\n", "errorbar(x, h, err, ls='none', marker='o' ) #ls stands for linestyle;" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAFtCAYAAAAj75JZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\naQAATOp/ATrmrHqIkVb8AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####fill between" ] }, { "cell_type": "code", "collapsed": false, "input": [ "h, e = np.histogram(bb.R2All, bins=50)\n", "err = np.sqrt(h)\n", "x = (e[1:]+e[:-1])/2.0\n", "plot(x, h, ls='--') \n", "fill_between(x, h-err, h+err, alpha=0.5, color='green')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 34, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAFtCAYAAAAj75JZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCCFkhPr/1GS9UlMBdv4AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Black and White trick\n", "\n", "Sometimes you need your plot to work on black and white paper." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#use hatch\n", "h,e,p = hist([bb.R2All], bins=50, hatch='xx', histtype='step', color='black', label='bb')\n", "#repeat more xxxxxx if you need more frequency\n", "h,e,p = hist([cc.R2All], bins=e, hatch='||--', histtype='step', color='black', label='cc')\n", "#you can also mix hatches\n", "legend(loc='upper left')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 35, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAFtCAYAAAAj75JZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####2D histogram\n", "see http://www.scipy.org/Cookbook/Matplotlib/Show_colormaps for your favorite colormap" ] }, { "cell_type": "code", "collapsed": false, "input": [ "subplot(121)\n", "hist2d(bb.R2All,bb.thrustMagAll, bins=30);\n", "title('bb')\n", "colorbar()\n", "xlabel('R2All')\n", "ylabel('thrust')\n", "subplot(122)\n", "hist2d(cc.R2All,cc.thrustMagAll, bins=30, cmap='hot_r');\n", "title('cc')\n", "xlabel('R2All')\n", "ylabel('thrust')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 36, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfoAAAGFCAYAAAAVYTFdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Density plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#call it Bayes probability if you like\n", "bb_h ,ex, ey = histogram2d(bb.R2All,bb.thrustMagAll, bins=70)\n", "cc_h ,ex, ey = histogram2d(cc.R2All,cc.thrustMagAll, bins=[ex,ey])\n", "density = bb_h/(cc_h+bb_h)\n", "density[isnan(density)] = 0. #getrid of nan\n", "mid = lambda x: (x[1:]+x[:-1])/2 #function to convert edges to mid points\n", "pcolor(mid(ex), mid(ey), density, cmap='gray_r')\n", "xlabel('R2All')\n", "ylabel('thrust')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "-c:4: RuntimeWarning: invalid value encountered in divide\n" ] }, { "output_type": "pyout", "prompt_number": 37, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAdMAAAF6CAYAAABC7bKLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Scatter and Bubble Plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "scatter(bb.R2All,bb.thrustMagAll, marker='.')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 38, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAe0AAAFtCAYAAAAqBDIjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nziCIF0wAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "hs = np.hstack\n", "scatter(hs(bb.BCosSphr), hs(bb.BLegendreP2), c=hs(bb.BCosThetaT), s=hs(bb.BPFlow0)*100, alpha=0.7 )\n", "colorbar()\n", "xlabel('cosSphr')\n", "ylabel('LegendreP2')\n", "#See only big blue/red appear on the top\n", "#This shows legendre correlates with size variable(Flow0)\n", "#and legendre correlates with |CosThetT|" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 39, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAdQAAAF8CAYAAAB2aErvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Move the legend away from the plot\n", "See second answer from stackoverflow's [How to put the legend out of the plot](http://stackoverflow.com/questions/4700614/how-to-put-the-legend-out-of-the-plot)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.arange(10)\n", "\n", "figure()\n", "ax=gca()\n", "\n", "for i in xrange(5):\n", " line, = ax.plot(x, i * x, label='$y = %ix$'%i)\n", "\n", "# Shink current axis's height by 10% on the bottom\n", "box = ax.get_position()\n", "ax.set_position([box.x0, box.y0 + box.height * 0.1,\n", " box.width, box.height * 0.9])\n", "\n", "# Put a legend below current axis\n", "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.05),\n", " ncol=5)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 40, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAd4AAAFtCAYAAACpwAsYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Tips\n", "Again the best way to figure out how to plot your stuff is to look at \n", "[gallery](http://matplotlib.org/gallery.html) and find one that resemble what's in your mind" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Note on importing pylab and pyplot\n", "\n", "\n", "%pylab magic already import matplotlib for us. But if you want to import it manually there are two ways either\n", "\n", "* import a most numerical stuff(numpy numpy.random pyplot) into current namespace:\n", "```\n", "from matplotlib.pylab import * \n", "```\n", "* or just using pyplot (this is actually cleaner. If you are writing a library you may want to use this)\n", "```\n", "from matplotlib import pyplot as plt\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Advance Stuff I just pull off gallery" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#%loadpy http://matplotlib.org/mpl_examples/axes_grid/scatter_hist.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# the random data\n", "x = np.random.randn(1000)\n", "y = np.random.randn(1000)\n", "\n", "\n", "fig = plt.figure(1, figsize=(5.5,5.5))\n", "\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "\n", "# the scatter plot:\n", "axScatter = plt.subplot(111)\n", "axScatter.scatter(x, y)\n", "axScatter.set_aspect(1.)\n", "\n", "# create new axes on the right and on the top of the current axes\n", "# The first argument of the new_vertical(new_horizontal) method is\n", "# the height (width) of the axes to be created in inches.\n", "divider = make_axes_locatable(axScatter)\n", "axHistx = divider.append_axes(\"top\", 1.2, pad=0.1, sharex=axScatter)\n", "axHisty = divider.append_axes(\"right\", 1.2, pad=0.1, sharey=axScatter)\n", "\n", "# make some labels invisible\n", "plt.setp(axHistx.get_xticklabels() + axHisty.get_yticklabels(),\n", " visible=False)\n", "\n", "# now determine nice limits by hand:\n", "binwidth = 0.25\n", "xymax = np.max( [np.max(np.fabs(x)), np.max(np.fabs(y))] )\n", "lim = ( int(xymax/binwidth) + 1) * binwidth\n", "\n", "bins = np.arange(-lim, lim + binwidth, binwidth)\n", "axHistx.hist(x, bins=bins)\n", "axHisty.hist(y, bins=bins, orientation='horizontal')\n", "\n", "# the xaxis of axHistx and yaxis of axHisty are shared with axScatter,\n", "# thus there is no need to manually adjust the xlim and ylim of these\n", "# axis.\n", "\n", "#axHistx.axis[\"bottom\"].major_ticklabels.set_visible(False)\n", "for tl in axHistx.get_xticklabels():\n", " tl.set_visible(False)\n", "axHistx.set_yticks([0, 50, 100])\n", "\n", "#axHisty.axis[\"left\"].major_ticklabels.set_visible(False)\n", "for tl in axHisty.get_yticklabels():\n", " tl.set_visible(False)\n", "axHisty.set_xticks([0, 50, 100])\n", "\n", "plt.draw()\n", "plt.show()\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAVYAAAFNCAYAAABbvkfbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntNUUAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "#%loadpy http://matplotlib.org/mpl_examples/mplot3d/contour3d_demo3.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.mplot3d import axes3d\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "\n", "fig = plt.figure()\n", "ax = fig.gca(projection='3d')\n", "X, Y, Z = axes3d.get_test_data(0.05)\n", "ax.plot_surface(X, Y, Z, rstride=8, cstride=8, alpha=0.3)\n", "cset = ax.contour(X, Y, Z, zdir='z', offset=-100, cmap=cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='x', offset=-40, cmap=cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='y', offset=40, cmap=cm.coolwarm)\n", "\n", "ax.set_xlabel('X')\n", "ax.set_xlim(-40, 40)\n", "ax.set_ylabel('Y')\n", "ax.set_ylim(-40, 40)\n", "ax.set_zlabel('Z')\n", "ax.set_zlim(-100, 100)\n", "\n", "plt.show()\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFdCAYAAACO4V1gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngRYwNTQ0NDQ03OD/ARi/0UC8AuWvAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }