Created
October 14, 2020 15:07
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import uproot4 as uproot\n", | |
"import matplotlib.pyplot as plt\n", | |
"import mplhep as hep\n", | |
"\n", | |
"#from jupyterthemes import jtplot\n", | |
"#jtplot.style()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# f1 = uproot.open('templatesCC.root')\n", | |
"# f2 = uproot.open('../coffeandbacon/analysis/templatesCC.root')\n", | |
"f1 = uproot.open('templatesBB.root')\n", | |
"f2 = uproot.open('../coffeandbacon/analysis/templates.root')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"#set([k.split(\"_\")[0] for k in f1.keys()])\n", | |
"#[k for k in f1.keys() if k.startswith('wcq')]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def geth(f, sname, region, syst, bin=0):\n", | |
" n = \"_\".join([sname, region, syst]).rstrip(\"_\")+\"_bin\"+str(bin)\n", | |
" vals, bins = f[n].to_numpy()\n", | |
" return vals, bins\n", | |
"\n", | |
"#geth(f1, \"zqq\", \"pass\", \"nominal\", 0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#for key in [\"qcd\", \"zcc\", \"zqq\", \"wqq\", \"wcq\", \"hqq125\", \"hcc125\"]:\n", | |
"for key in [\"qcd\", \"zqq\", \"wqq\", \"hqq125\", \"hcc125\"]:\n", | |
" for region in [\"pass\", \"fail\"]:\n", | |
" fig, axs = plt.subplots(1, 5, figsize=(20, 4))\n", | |
" fig.suptitle(key+\" \"+region)\n", | |
" for bin in range(5):\n", | |
" plt.sca(axs[bin])\n", | |
" for f, sys, label in zip([f1, f2], [\"nominal\", \"\"], [\"new\", \"old\"]):\n", | |
" try:\n", | |
" hep.histplot(geth(f, key, region, sys, bin), label=label)\n", | |
" except:\n", | |
" pass\n", | |
" plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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