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Created May 8, 2013 08:21
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{
"metadata": {
"name": "compare_sidebands"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import pandas",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "def load_t(fname):\n with open(fname) as fh:\n header = fh.readline().replace(\"# \", \"\").strip()\n names = header.split('\\t')\n return pandas.read_csv(fh, sep='\\t', names=names, header=0)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "dLR = load_t(\"/mnt/w76/data/left-right-sides.t.calc\")",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "unblind11 = load_t(\"/mnt/w76/data/unblind_2011.t.calc\")",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "unblind12 = load_t(\"/mnt/w76/data/unblind_2012.t.calc\")",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "fig = figure(figsize=(8,6))\nax = fig.add_subplot(111)\nh3 = hist(unblind12['B_s0_MM'], bins=30, range=[4900,6500], alpha=0.5, label=\"2012\", normed=True)\nh2 = hist(unblind11['B_s0_MM'], bins=30, range=[4900,6500], alpha=0.5, label=\"2011\",normed=True)\nh1 = hist(dLR['B_s0_MM'], bins=30, range=[4900,6500], alpha=0.5, label=\"XX\", normed=True)\nax.set_xlabel(\"B_s0_MM\")\nax.legend()\nt = fig.suptitle(\"overall distribution\")\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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h+AEAsBCCHwAACyH4AQCwEIIfAAALIfgBALAQgh8AAAsh+AEAsBBG7gMANKg5iXOUV5Tn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\n6GOJmDEhzwAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0xc85b0d0>"
}
],
"prompt_number": 107
},
{
"cell_type": "code",
"collapsed": false,
"input": "h2[0], h3[0]",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 75,
"text": "(array([ 0.00104975, 0.00095251, 0.00093703, 0.000931 , 0.0009224 ,\n 0.00080022, 0.00078817, 0.00074945, 0.00072364, 0.00071761,\n 0.00071073, 0.00066771, 0.0006591 , 0.00062641, 0.00061522,\n 0.00056359, 0.00056876, 0.00055843, 0.0005481 , 0.00051111,\n 0.00050766, 0.00044141, 0.00047411, 0.00040699, 0.00040957,\n 0.00040957, 0.00037171, 0.00039064, 0.00040785, 0.00032955]),\n array([ 0.00103473, 0.00098096, 0.00096097, 0.00091272, 0.00088307,\n 0.00079139, 0.00079897, 0.00076106, 0.00075692, 0.00068936,\n 0.00072866, 0.00065145, 0.00062732, 0.00065076, 0.00062318,\n 0.00056872, 0.00056597, 0.00051082, 0.00053632, 0.00051495,\n 0.00049358, 0.00047635, 0.00050392, 0.00046877, 0.00037157,\n 0.00041638, 0.00041431, 0.00035571, 0.00036881, 0.00033227]))"
}
],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": "def kld(p, q):\n assert len(p) == len(q)\n kld = 0\n for i, p_i in enumerate(p):\n kld += p_i * log((p_i + 1e-8)/ (q[i]+1e-8))\n return kld\n ",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 98
},
{
"cell_type": "code",
"collapsed": false,
"input": "kld(h3[0], h2[0])",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 82,
"text": "2.2086371387135507e-05"
}
],
"prompt_number": 82
},
{
"cell_type": "code",
"collapsed": false,
"input": "labels = [\"u2012\", \"u2011\", \"uXX\"]\nRightRegions = []\nfor d in [unblind12, unblind11, dLR]: \n RightRegions.append(d[ (d['B_s0_MM'] >= 5366+60) & (d['B_s0_MM'] < 6000) ])\nURightRegions = []\nfor d in [unblind12, unblind11]: \n URightRegions.append(d[ d['B_s0_MM'] >= 6000 ]) \n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 103
},
{
"cell_type": "code",
"collapsed": false,
"input": "CmpRegions = [RightRegions[0], URightRegions[0]]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 105
},
{
"cell_type": "code",
"collapsed": false,
"input": "vars=\"B_s0_TAU_1000,sqrt_min_IPCHI2,isolation_sum_D1_D2,B_s0_PT,B_s0_CDFiso,min_muPT,B_s0_cosnk,B_s0_doca,B_s0_IP_OWNPV,abs_delta_eta,abs_delta_phi,B_s0_otherB_ang,B_s0_otherB_boo_ang\".split(\",\")\nvars=\"B_s0_TAU_1000,sqrt_min_IPCHI2,isolation_sum_D1_D2,B_s0_PT,B_s0_CDFiso,min_muPT,B_s0_cosnk,B_s0_doca,B_s0_IP_OWNPV\".split(\",\")\n#vars=[\"sqrt_min_IPCHI2\"]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 100
},
{
"cell_type": "code",
"collapsed": false,
"input": "fig = figure(figsize=(16,16))\nfor i, v in enumerate(vars):\n ax = fig.add_subplot(3,3,i)\n bins = 25\n distance = []\n n_prev = None\n for i, d in enumerate(RightRegions):\n (n, bins, p) = hist(d[v], bins=bins, normed=True, alpha=0.3, label=labels[i])\n #print n\n if n_prev is not None:\n distance.append(kld(n_prev, n))\n #print kld(n_prev, n)\n n_prev = n\n ax.set_xlabel(\"%s (%s)\" % (v, \",\".join([\"%2.4f\" % d for d in distance])) )\n ax.legend()\nt = fig.suptitle(\"Right side-band\")",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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33vFm2AAAAJ1Wl7YOAOiI/vLBBzpTXt5q/fsFBSlpbPMe3r169WpNnjxZu3fv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\nd2Y5HA6Hw+FwOBwOh/PW8T9DVBHBLtDbZQAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x4102f50>"
}
],
"prompt_number": 101
},
{
"cell_type": "code",
"collapsed": false,
"input": "fig = figure(figsize=(16,16))\nfor i, v in enumerate(vars):\n ax = fig.add_subplot(3,3,i)\n bins = 25\n distance = []\n n_prev = None\n for i, d in enumerate(URightRegions):\n (n, bins, p) = hist(d[v], bins=bins, normed=True, alpha=0.3, label=labels[i])\n if n_prev is not None:\n distance.append(kld(n_prev, n))\n n_prev = n\n ax.set_xlabel(\"%s (%s)\" % (v, \",\".join([\"%2.4f\" % d for d in distance])) )\n ax.legend()\nt = fig.suptitle(\"UltraRight side-band\")",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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IfOzMNiaTScHBwTp06FCd8zG73V5vnxUVFTXuy9u2bZusVquGDRum3bt3n9fj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\nHnjgARw+fBgjR44EALRo0QJPP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hhjx47Frl3mxUxEzoO5jrmOqKFwhHzHXFeVU11mTET1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vPn\nz6u1sURECykfxmgLESPR78LJLBEREREREeUdfmZMREREREREeYeTWSIiIiIiIso7nMwSERERERFR\n3uFkloiIiIiIiPIOJ7NERERERESUd/4Cgvi7egnaL+MAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x4a3a850>"
}
],
"prompt_number": 104
},
{
"cell_type": "code",
"collapsed": false,
"input": "cmp_labels = [\"Right\", \"UR\"]\nfig = figure(figsize=(16,16))\nfor i, v in enumerate(vars):\n ax = fig.add_subplot(3,3,i)\n bins = 25\n distance = []\n n_prev = None\n for i, d in enumerate(CmpRegions):\n (n, bins, p) = hist(d[v], bins=bins, normed=True, alpha=0.3, label=cmp_labels[i])\n if n_prev is not None:\n distance.append(kld(n_prev, n))\n n_prev = n\n ax.set_xlabel(\"%s (%s)\" % (v, \",\".join([\"%2.4f\" % d for d in distance])) )\n ax.legend()\nt = fig.suptitle(\"Compare UR & R side-bands\")",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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sWLBAV111lSZPnixJio+PV319vQIDA7VhwwbdeOON2rt3b5vjTl6lAsDg01ur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aTR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\nkgGj1dYfEQIAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x7d88b50>"
}
],
"prompt_number": 106
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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