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@ndawe
Created February 8, 2014 22:59
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{
"metadata": {
"name": "rootpy tutorial"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": "#rootpy: Pythonic ROOT\n\nrootpy is a more pythonic interface for the ROOT libraries on top of the PyROOT bindings.\n\nSee the docs here: [rootpy.org](http://rootpy.org)\n\nGet the latest code on GitHub: [github.com/rootpy](https://github.com/rootpy)\n\n git clone https://github.com/rootpy/rootpy.git\n cd rootpy; python setup.py install --user\n\nAside from making ROOT better in Python, rootpy allows you to integrate ROOT with other popular scientific packages in the Python universe.\n\nThe root_numpy package provides an interface between ROOT and NumPy. See the docs here: [rootpy.github.io/root_numpy](http://rootpy.github.io/root_numpy)\n\nLet's see how rootpy can make your life easier with some examples..."
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "Histograms"
},
{
"cell_type": "code",
"collapsed": false,
"input": "# histograms are unified!\nfrom rootpy.plotting import Hist\nhist = Hist(10, -3, 3) # <== notice that the name or title is not needed\nhist.name # the name is automatically a unique ID",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 1,
"text": "'7982e742cdd94b34b741818a8113c833'"
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "# Hist is really a subclass of the appropriate ROOT TH1X class\nhist.__class__.__bases__",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": "(rootpy.plotting.hist._Hist, ROOT.TH1F)"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "# the base class is determined dynamically at runtime\nhist = Hist(10, -3, 3, type='D', title=\"asd\", linecolor=\"#ccddee\")\nhist.__class__.__bases__",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": "(rootpy.plotting.hist._Hist, ROOT.TH1D)"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "print hist.GetLineColor()\n\n# rootpy has ipython notebook support so things can be drawn inline\nhist.FillRandom('gaus')\nhist",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "#ccddee\n"
},
{
"metadata": {},
"output_type": "pyout",
"png": 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DwtatLGolj3XVaFUpcw+M1r3q4RqNBrhRsMHPbz9sfU6Fbc0nUf3m6brSxX//r/kkjsG2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\nCA0AQBahAQDIIjQAAFmEBgAgy/8DLCZt0g9cODUAAAAASUVORK5CYII=\n",
"prompt_number": 4,
"text": "Hist('2335b6958af24727add2b0b55556a772')"
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": "The arguments that specify the binning are consumed from left to right as either three values for the number of bins, left bound, and right bound, or a list for bins of variable width. Fixed and variable width bins may be mixed for 2D and 3D histograms:"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from rootpy.plotting import Hist2D, Hist3D\n# variable-width bins\nh1d = Hist([-10, -3.2, 5.2, 6])\n\n# 2D histogram with fixed-width bins; 10 along x and 5 along y\nh2d = Hist2D(10, 0, 1, 5, -2, 4, drawstyle='E')\n# 3 variable-width bins along x and 4 fixed-width bins along y\nh2d = Hist2D([10, 30, 100, 1000], 4, 10, 33.5)\n\n# 3D histogram with fixed-width bins\nh3d = Hist3D(100, 0, 1, 20, 5.8, 7.2, 1000, -10, 1)\n# fixed-width bins along x and z and variable-width bins along y\nh3d = Hist3D(5, 0, 1, [-20, 5, 50, 1e3], 10, 0, 1)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": "Styles"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Style settings are much friendlier in rootpy (no need to remember the ROOT colour codes!). rootpy also has the official styles for ATLAS, CMS and LHCb built-in."
},
{
"cell_type": "code",
"collapsed": false,
"input": "from rootpy.plotting import set_style\nset_style('ATLAS')\nhist = Hist(50, -3, 3)\nhist.FillRandom('gaus')\nhist.xaxis.title = 'Variable [Units]'\nhist.yaxis.title = 'Entries'\nhist.linewidth = 3\nhist.linestyle = 'dashed'\nhist.linecolor = 'forestgreen' # SVG\nhist.markercolor = '#334455' # hex\nhist.fillstyle = '/'\nhist.fillcolor = 'red'\nhist.drawstyle = 'HIST'\nhist",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": "INFO:rootpy.plotting.style:using ROOT style 'ATLAS'\n"
},
{
"metadata": {},
"output_type": "pyout",
"png": 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SD87YFcrCFCFQEI1BJGR3sS9K5tsl+eCkKxSHESygFBqDSMjuYl+UzLdL8sEP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\n",
"prompt_number": 6,
"text": "Hist('cc6e676485ba4e80a4ede8bbc93e259f')"
}
],
"prompt_number": 6
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": "Histogram Bins and Slicing"
},
{
"cell_type": "code",
"collapsed": false,
"input": "# access bin contents and errors\nhist[1] = (3, 1.2)\nhist[1].value",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": "3.0"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "hist[1].error",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": "1.2"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "# reverse bin contents (and errors)\nhist[:] = hist.Clone(shallow=True)[::-1]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": "hist",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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T6r87cAp3EQLYIrPjFNslU5icVv/dAamYIgS0+r7IV2DHKbZLpjA5rbEPDiRF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\nBEbAAgAACIyABQAAEBgBCwAAILD/B5GUW0KWQ+tCAAAAAElFTkSuQmCC\n",
"prompt_number": 10,
"text": "Hist('cc6e676485ba4e80a4ede8bbc93e259f')"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "# rebin by 2 along x\nhist.rebinned(5, axis=0)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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AcQ3d/86ud6/r+vr6Ovx7uVyG8lJd1+v1Omzcylhb+4ctcef22SvLMjxaFEU4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\n",
"prompt_number": 11,
"text": "Hist('4ed99b1be65f4445894cd6694ee9a496')"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "Hist(hist[::10]) # you can construct histograms from \"views\" of other histograms. The step value in the slice creates a rebinning.",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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7yjNwjGrjQPv+Culjio/FA9Jnke5HN0/vE6zX6/bHu6lX5z1KL8ydp5yNdoL1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\nCSwAgGACCwAgmMACAAj2/wF2FRmGSJH+RgAAAABJRU5ErkJggg==\n",
"prompt_number": 12,
"text": "Hist('f5ac4131911c4d15bed667eba62a9eb8')"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "# merge specific bins\nhist.merge_bins([(0, 5), (40, -1)])",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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BGo/HaYoajUbrO2fzaW1s3/kh2Y9q9RVQWzmnepIkv379ur29/f37d7ql3+9/fHxMp9N2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\nAIDABCwAgMAELACAwAQsAIDA/j+PYKUO5zvLIgAAAABJRU5ErkJggg==\n",
"prompt_number": 13,
"text": "Hist('064dfc38d8cf4f57bdb00714c85190d8')"
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": "# same functionality in 2D and 3D...\nfrom rootpy.plotting import F2\nh2 = Hist2D(20, 0, 1, 20, 0, 1)\nh2.FillRandom(F2('x*y'))\nh2.drawstyle = 'LEGO2'\nh2",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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SZnXiByWUu4U3SZdURZ73NlZaqqjD+ncOP3WGPeLXc6kistRYHQTLRseiIg9Q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3Ac+W8aHUp+hAY9Ba9YFf5Ih7fM/BFNX239lQPLcHm1dKCp+hOj3eOcEw90f39vb5a5YSo6TzTm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\nAACAMgIWAACAMgIWAACAMgIWAACAsv8Bd3dzs7i7AfQAAAAASUVORK5CYII=\n",
"prompt_number": 14,
"text": "Hist2D('b8bc752243614dcb9d7c9970caab492e')"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": "h2_merged = h2.merge_bins([(6, 12)], axis=1)\nh2_merged.drawstyle = 'LEGO2'\nh2_merged",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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Zdt9BCXJfKZExHIBmbwgtUJilGZW/T+TrmEXQrGha0imTjs6Q3ZhgCqK3wnq9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\nv3f6wG991mrn/JMbCNaJYJm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axZ7C8+nUkK8Lg53wK3S+xqRjFmZlIL4wq/8rusWlUEdV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\nSUVORK5CYII=\n",
"prompt_number": 15,
"text": "Hist2D('29b674ec980f494884245df44b6f16a5')"
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": "h2_merged = h2_merged.merge_bins([(6, 12)], axis=0)\nh2_merged.drawstyle = 'LEGO2'\nh2_merged",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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wnUiwBHGdFLq4xxAAkxEKs2wTkEYl/gGjIoJRWWjkQluXmbe97oZ/ouJ7Z2K3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\nm5ub8/Pz8o7l6EcalDEsXwweHSXymRuXZrkL9kPfIkKzVgvXtCIq7a/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"prompt_number": 16,
"text": "Hist2D('686cf535cb82414083485f2c4c580261')"
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": "Hist2D(h2[5:10,::5], drawstyle='LEGO2') # crop along x and rebin along y",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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WfKdCsARxmoVQVgqLGcN0weKvUya/PR+kCaW7AJU/zTWLqtxp2MqozOc0nB3Y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\nwYE1D3j37l3xw+3btyP3MgqHXRGbpQxRmJXOmguzGL7xruuo+PdNkNc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QNw+6eeGFF/71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\n",
"prompt_number": 17,
"text": "Hist2D('68bdcdeec58640fbbb3c7e06309868cb')"
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": "h2[:,2:8] = (0, 0) # set specific ranges of bins (value, error)\nh2",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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nbTSKrF8bFlOY5SVJszrxgxLK3cKbpEuqIs97GSttVdRh/TuH7zvTHvHjuVQR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"prompt_number": 18,
"text": "Hist2D('b8bc752243614dcb9d7c9970caab492e')"
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": "# flatten a histogram by rebinning according to the quantiles\nh = Hist(1000, -3, 3)\nh.FillRandom('gaus', 100000)\nprint h.quantiles(5, strict=True)\nh_flat = h.rebinned(h.quantiles(5, strict=True))\nh_flat.SetMinimum(0)\nh_flat",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "[-3. -0.666 0. 0.672 2.994]\n"
},
{
"metadata": {},
"output_type": "pyout",
"png": 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4HJqmOTk7Nayr/X4/nNJutxt/blJdpcG7rjscDofDwaksAHgUx1vVtm0KmqIoqqqa27Pf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\nSUVORK5CYII=\n",
"prompt_number": 19,
"text": "Hist('b0f06002bd29416485832118c6d4216f')"
}
],
"prompt_number": 19
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "Files"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from rootpy.io import root_open\nfrom rootpy.testdata import get_filepath\n# objects are automatically cast to the rootpy subclasses if they exist\n\n# support for the with-statement\nwith root_open(get_filepath()) as f:\n print f\n for path, dirs, objects in f.walk():\n print path, objects",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "File('/home/endw/.local/lib/python2.7/site-packages/rootpy-dev-py2.7.egg/rootpy/testdata/test_file.root')\n []\ndimensions ['hist2d', 'hist3d']\nscales ['hist1', 'hist3', 'hist2', 'hist4']\nmeans ['hist1', 'hist3', 'hist2', 'hist4']\ngraphs ['tgrapherrors', 'tgraph2d', 'tgraphasymmerrors', 'tgraph']\ngaps ['hist1', 'hist3', 'hist2', 'hist4']\nefficiencies ['hist1', 'hist3', 'hist2', 'hist4', 'eff3v1', 'eff2v1', 'eff4v1']\n"
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": "f = root_open(get_filepath())\nlist(f.find('hist1'))",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": "[('/scales/hist1', <_sre.SRE_Match at 0x54d6850>),\n ('/means/hist1', <_sre.SRE_Match at 0x54d6780>),\n ('/gaps/hist1', <_sre.SRE_Match at 0x54d68b8>),\n ('/efficiencies/hist1', <_sre.SRE_Match at 0x54d6920>)]"
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": "# only loop over objects of a given class\nfor path, dirs, objects in f.walk(class_pattern='TH1F'):\n print objects",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "[]\n[]\n['hist1', 'hist3', 'hist2', 'hist4']\n['hist1', 'hist3', 'hist2', 'hist4']\n[]\n['hist1', 'hist3', 'hist2', 'hist4']\n['hist1', 'hist3', 'hist2', 'hist4']\n"
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": "f.scales.hist1 # easy acess",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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XufK/RXr8xgvlAfhM9W+8UP7QdF0Fy8fE5F1dfHL40dbfMJRXXnnllVde+T+W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\nBQAQ7P8BTPjTmZKIkbEAAAAASUVORK5CYII=\n",
"prompt_number": 23,
"text": "Hist('hist1')"
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": "# does something exist in a file?\n'scales' in f",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": "True"
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": "'blah' in f",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 25,
"text": "False"
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": "'scales/hist1' in f",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": "True"
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": "# create a new file\ng = root_open('test.root', 'recreate')\nhist = Hist(10, -3, 3)\nhist.FillRandom('gaus')\n# write to this file\ng.myhist = hist\nlist(g)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 27,
"text": "[Hist('d02e8d09a8214f68be2c52bd3ae2e1e6')]"
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": "g.Get('myhist')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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3KV496xmrbmtgSv6bsV7dOallrLqt6SpRgXHYfD6BsRKwulL+lSRJnuevdt5VO1RPEqy8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\nTkSuQmCC\n",
"prompt_number": 28,
"text": "Hist('d02e8d09a8214f68be2c52bd3ae2e1e6')"
}
],
"prompt_number": 28
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "Errors and Exceptions"
},
{
"cell_type": "code",
"collapsed": false,
"input": "# ROOT errors become real Python exceptions\nroot_open('does_not_exist.root')",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": "ERROR:ROOT.TFile.TFile:file does_not_exist.root does not exist\n"
},
{
"ename": "ROOTError",
"evalue": "level=3000, loc='TFile::TFile', msg='file does_not_exist.root does not exist'",
"output_type": "pyerr",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mROOTError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-29-24d63a85d9b6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# ROOT errors become real Python exceptions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mroot_open\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'does_not_exist.root'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32m/home/endw/.local/lib/python2.7/site-packages/rootpy-dev-py2.7.egg/rootpy/io/file.pyc\u001b[0m in \u001b[0;36mroot_open\u001b[1;34m(filename, mode)\u001b[0m\n\u001b[0;32m 125\u001b[0m \u001b[0mfilename\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mexpand_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 126\u001b[0m \u001b[0mprev_dir\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mROOT\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgDirectory\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m \u001b[0mroot_file\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mROOT\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mR\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTFile\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOpen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 128\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mroot_file\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 129\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"could not open file: '{0}'\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/home/endw/.local/lib/python2.7/site-packages/rootpy-dev-py2.7.egg/rootpy/io/file.pyc\u001b[0m in \u001b[0;36mroot_open\u001b[1;34m(filename, mode)\u001b[0m\n\u001b[0;32m 125\u001b[0m \u001b[0mfilename\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mexpand_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 126\u001b[0m \u001b[0mprev_dir\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mROOT\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgDirectory\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m \u001b[0mroot_file\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mROOT\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mR\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTFile\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOpen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 128\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mroot_file\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 129\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"could not open file: '{0}'\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/home/endw/.local/lib/python2.7/site-packages/rootpy-dev-py2.7.egg/rootpy/logger/roothandler.pyc\u001b[0m in \u001b[0;36mpython_logging_error_handler\u001b[1;34m(level, root_says_abort, location, msg)\u001b[0m\n\u001b[0;32m 100\u001b[0m \u001b[1;31m# Hence the need for dark magic, we re-raise it within a trace.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 101\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;33m.\u001b[0m\u001b[1;33m.\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mROOTError\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 102\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mROOTError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlocation\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmsg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 103\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 104\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraceback\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mROOTError\u001b[0m: level=3000, loc='TFile::TFile', msg='file does_not_exist.root does not exist'"
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": "g['asasd']",
"language": "python",
"metadata": {},
"outputs": [
{
"ename": "DoesNotExist",
"evalue": "requested path 'asasd' does not exist in test.root",
"output_type": "pyerr",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mDoesNotExist\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-30-8c57f6b0c853>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mg\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'asasd'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32m/home/endw/.local/lib/python2.7/site-packages/rootpy-dev-py2.7.egg/rootpy/io/file.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m 195\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 196\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 197\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGet\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 198\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 199\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mthing\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/home/endw/.local/lib/python2.7/site-packages/rootpy-dev-py2.7.egg/rootpy/io/file.pyc\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, name, *args, **kwargs)\u001b[0m\n\u001b[0;32m 92\u001b[0m raise DoesNotExist(\n\u001b[0;32m 93\u001b[0m \"requested path '{0}' does not exist in {1}\".format(\n\u001b[1;32m---> 94\u001b[1;33m name, self._path))\n\u001b[0m\u001b[0;32m 95\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mget\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 96\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mDoesNotExist\u001b[0m: requested path 'asasd' does not exist in test.root"
]
}
],
"prompt_number": 30
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "Trees"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from rootpy.tree import Tree, TreeModel, IntCol, FloatCol\nfrom rootpy.vector import LorentzVector\nfrom random import gauss, uniform, expovariate\nfrom math import pi\n\nclass Event(TreeModel):\n number = IntCol()\n MET_phi = FloatCol()\n MET = FloatCol(default=-1)\n jet = LorentzVector\n \noutput = root_open('test.root', 'recreate')\n \ntree = Tree('data', model=Event)\n\nfor i in xrange(1000):\n tree.number = i\n tree.MET_phi = uniform(-pi, pi)\n if i % 2 == 1:\n tree.MET = expovariate(10)\n tree.jet.SetPtEtaPhiM(expovariate(10), gauss(0, 2), uniform(-pi, pi), 0)\n tree.Fill(reset=True)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": "len(tree)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": "1000"
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": "tree.Draw('MET_phi')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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mTP3888///u///tNPP22dzXz8QVoj4IwXDFbdil3SXqtBcbXvaZ+9Sj1g+e4S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\n",
"prompt_number": 33,
"text": "Hist('htemp')"
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": "tree.Draw('jet.Pt()', drawstyle='hist', linewidth=3, linestyle='dotted')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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CwDeMwfpA7IsaWSE8uN/v7eVVVZVlWRTFYOlwW9+Mmpo4VAsAzkbA+kDoheqEp7bYO9Xv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\n4Mav2/LunFM7joS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OwIrrFytWCQUsAGBAqLh1bnkQJOmgCn5+fi497eg2sc/pbX3QjUYB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\nrkJggg==\n",
"prompt_number": 34,
"text": "Hist('htemp')"
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": "# a more complicated model...\n\nclass Particle(TreeModel):\n charge = IntCol()\n fourvector = LorentzVector\n \nclass Jet(TreeModel):\n num_tracks = IntCol()\n vertex_fraction = FloatCol()\n fourvector = LorentzVector\n \nclass Event(Particle.prefix('mu1_'), Particle.prefix('mu2_'),\n Jet.prefix('jet1_'), Jet.prefix('jet2_')):\n number = IntCol()\n MET_phi = FloatCol()\n MET = FloatCol(default=-1)\n\ntree2 = Tree('events', model=Event)\ntree2._buffer",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 35,
"text": "jet1_fourvector -> LorentzVector(px=0.000000, py=0.000000, pz=0.000000, E=0.000000)\njet2_fourvector -> LorentzVector(px=0.000000, py=0.000000, pz=0.000000, E=0.000000)\nmu1_fourvector -> LorentzVector(px=0.000000, py=0.000000, pz=0.000000, E=0.000000)\nmu2_fourvector -> LorentzVector(px=0.000000, py=0.000000, pz=0.000000, E=0.000000)\nmu1_charge -> Int(0) at 0x69cb8f0\nmu2_charge -> Int(0) at 0x69cb890\njet1_num_tracks -> Int(0) at 0x69cb950\njet2_num_tracks -> Int(0) at 0x69cb9b0\njet1_vertex_fraction -> Float(0.0) at 0x69cba10\njet2_vertex_fraction -> Float(0.0) at 0x69cba70\nnumber -> Int(0) at 0x69cbad0\nMET_phi -> Float(0.0) at 0x69cbb30\nMET -> Float(-1.0) at 0x69cbb90\n"
}
],
"prompt_number": 35
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": "Cuts"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from rootpy.tree import Cut\na = Cut()\na.__class__.__bases__",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 36,
"text": "(ROOT.TCut,)"
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": "cut1 = Cut('a < 10')\ncut2 = Cut('b % 2 == 0')\n\ncut1 & cut2",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 37,
"text": "'(a<10)&&(b%2==0)'"
}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": "# expansion of ternary conditions\ncut3 = Cut('10 < a < 20')\ncut3",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 38,
"text": "'(10<a)&&(a<20)'"
}
],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": "# easily combine cuts arbitrarily\n((cut1 & cut2) | - cut3)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 39,
"text": "'((a<10)&&(b%2==0))||(!((10<a)&&(a<20)))'"
}
],
"prompt_number": 39
}
],
"metadata": {}
}
]
}
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