{ "metadata": { "name": "00_Overview" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##Overview\n", "\n", "This notebook serves two purposes: testing out your installation and giving you a rough idea of what will be covered in this tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Basic python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####hello world" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print 'hello world'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "hello world\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####And others" ] }, { "cell_type": "code", "collapsed": false, "input": [ "1+1" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 2, "text": [ "2" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "for i in range(3):\n", " print 'loop', i" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "loop 0\n", "loop 1\n", "loop 2\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Reading ROOT FILE" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from root_numpy import root2rec" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "bb = root2rec('data/B*.root') #yep that simple\n", "cc = root2rec('data/cc-BtoDpi-all.root')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###And plotting" ] }, { "cell_type": "code", "collapsed": false, "input": [ "hist([bb.R2All, cc.R2All], bins=100, histtype='stepfilled', \n", " color=['red','green'], alpha=0.5, label=[r'$B\\bar{B}$',r'$c\\bar{c}$']);\n", "legend().get_frame().set_alpha(0.5)\n", "title(r'My Amazing plot of R2All $\\alpha$ $\\beta$', fontsize='xx-large' )\n", "xlabel('R2All')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEbCAYAAAA/P/RsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Multivariate analysis" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn import tree" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "feature_sig= np.random.multivariate_normal(mean=[0.0, 0.0], cov=[ [1,0.5], [0.5,1] ], size= 1000)\n", "feature_bkg= (np.random.rand(1000,2)-0.5)*10\n", "scatter(feature_bkg[:,0], feature_bkg[:,1], color='b', alpha=0.4, label='bkg')\n", "scatter(feature_sig[:,0], feature_sig[:,1], color='g', alpha=0.4, label='sig')\n", "legend().get_frame().set_alpha(0.8) # I submitted a patch to do legend(framealpha=0.5)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD9CAYAAAClQCyNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\neCj/A+lmR/Alnae6AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "#prepare data for training\n", "features = np.concatenate([feature_sig, feature_bkg])\n", "classes = np.array( [0]*len(feature_bkg) + [1]*len(feature_sig) )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "clf = tree.DecisionTreeClassifier(min_samples_leaf=10)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "clf.fit(features, classes)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "DecisionTreeClassifier(compute_importances=False, criterion='gini',\n", " max_depth=None, max_features=None, min_density=0.1,\n", " min_samples_leaf=10, min_samples_split=20,\n", " random_state=)" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "prediction = clf.predict(features)\n", "print prediction.shape\n", "print features[:,0].shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(2000,)\n", "(2000,)\n" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "sig = features[prediction==1]\n", "bg = features[prediction==0]\n", "figure(figsize=(12,6))\n", "subplot(121)\n", "x = linspace(-5,5,100)\n", "y = linspace(-5,5,100)\n", "xx, yy = np.meshgrid((x[1:]+x[:-1])/2.0, (y[1:]+y[:-1])/2.0)\n", "Z = clf.predict(np.c_[xx.ravel(), yy.ravel()]).reshape(xx.shape)\n", "pcolormesh(xx,yy,Z,cmap='Pastel2')\n", "scatter(sig[:,0],sig[:,1],color='b', alpha=0.4)\n", "scatter(bg[:,0],bg[:,1],color='g', alpha=0.4)\n", "title('Prediction');\n", "subplot(122)\n", "scatter(feature_bkg[:,0], feature_bkg[:,1], color='b', alpha=0.4, label='bkg')\n", "scatter(feature_sig[:,0], feature_sig[:,1], color='g', alpha=0.4, label='sig')\n", "legend().get_frame().set_alpha(0.8)\n", "title('Original')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAF4CAYAAABdHJF/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Fitting" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from iminuit import Minuit\n", "from probfit import UnbinnedLH, gaussian" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "data = randn(10000)\n", "hist(data, bins=100, histtype='step');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAD9CAYAAABDaefJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEQdRURcRcRAVdRERB1FRFxFxkP8HkX2Ha6FWaTkAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "ulh = UnbinnedLH(gaussian, data)\n", "ulh.draw(args=dict(mean=1.2, sigma=0.7))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAAD9CAYAAAChtfywAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuUQikVg50pBLJBKJlSMNuUQikVg5/w8xUSEHZk5OggAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "m = Minuit(ulh, mean=1.2, sigma=0.7)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "-c:1: InitialParamWarning: Parameter mean is floating but does not have initial step size. Assume 1.\n", "-c:1: InitialParamWarning: Parameter sigma is floating but does not have initial step size. Assume 1.\n" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "m.migrad()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
" ], "output_type": "display_data" }, { "html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
FCN = 14253.4400285NFCN = 58NCALLS = 58
EDM = 2.25861962361e-08GOAL EDM = 5e-06UP = 0.5
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ValidValid ParamAccurate CovarPosDefMade PosDef
TrueTrueTrueTrueFalse
Hesse FailHasCovAbove EDMReach calllim
FalseTrueFalseFalse
\n", " " ], "output_type": "display_data" }, { "html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NameValueParab ErrorMinos Error-Minos Error+Limit-Limit+FIXED
1mean1.468257e-021.006428e-020.000000e+000.000000e+00
2sigma1.006427e+007.116531e-030.000000e+000.000000e+00
\n", " " ], "output_type": "display_data" }, { "html": [ "
" ], "output_type": "display_data" }, { "output_type": "pyout", "prompt_number": 18, "text": [ "({'hesse_failed': False, 'has_reached_call_limit': False, 'has_accurate_covar': True, 'has_posdef_covar': True, 'up': 0.5, 'edm': 2.258619623612016e-08, 'is_valid': True, 'is_above_max_edm': False, 'has_covariance': True, 'has_made_posdef_covar': False, 'has_valid_parameters': True, 'fval': 14253.440028460127, 'nfcn': 58},\n", " [{'is_const': False, 'name': 'mean', 'has_limits': False, 'value': 0.014682570532315777, 'number': 0L, 'has_lower_limit': False, 'upper_limit': 0.0, 'lower_limit': 0.0, 'has_upper_limit': False, 'error': 0.010064276469830966, 'is_fixed': False},\n", " {'is_const': False, 'name': 'sigma', 'has_limits': False, 'value': 1.0064274701983684, 'number': 1L, 'has_lower_limit': False, 'upper_limit': 0.0, 'lower_limit': 0.0, 'has_upper_limit': False, 'error': 0.007116530650577966, 'is_fixed': False}])" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "print m.values\n", "print m.errors\n", "ulh.draw(m)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "{'sigma': 1.0064274701983684, 'mean': 0.014682570532315777}\n", "{'sigma': 0.007116530650577966, 'mean': 0.010064276469830966}\n" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD9CAYAAAC2l2x5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 19 } ], "metadata": {} } ] }