func_adl_servicex-examples/example4-opendata.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5efbd85a-a55f-41a9-a34e-452151c0a9a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import servicex as sx\n",
    "from func_adl_servicex import ServiceXSourceUpROOT\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['figure.dpi'] = 200 # make figures bigger and more readable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1caae859-3d03-44c1-ba5c-88da8b576dd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "[root://eospublic.ce...:   0%|          | 0/9000000000.0 [00:00]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "        [root://eospublic.ce... Downloaded:   0%|          | 0/9000000000.0 [00:00]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = [\"root://eospublic.cern.ch//eos/root-eos/benchmark/Run2012B_SingleMu.root\"]\n",
    "sx_dataset = sx.ServiceXDataset(dataset_name, \"uproot\")\n",
    "ds = ServiceXSourceUpROOT(sx_dataset, \"Events\")\n",
    "filtered_missing_ET_4 = ds.Where(lambda event: event.Jet_pt.Where(lambda pT: pT > 40).Count() >= 2)\\\n",
    "                          .Select(lambda event: event.MET_pt).AsAwkwardArray().value()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "60ef3cd2-a47a-4dfc-8633-e6ec1fb045e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Array [15, 44.7, 30.5, ... 123, 30.3, 20.4] type='6665702 * float32'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_missing_ET_4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4cd0af13-76b9-4859-bf65-3a8eb19aa18e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist([filtered_missing_ET_4], bins=100, range=(0, 100))\n",
    "plt.xlabel(r'$E_\\mathrm{T}^\\mathrm{miss}$ [GeV]')\n",
    "plt.ylabel('Events')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}