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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import uproot\n",
"import numpy as np\n",
"import sys\n",
"import os\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as tck\n",
"from mpl_toolkits import mplot3d\n",
"import itertools\n",
"import awkward as ak\n",
"from scipy.optimize import curve_fit\n",
"from mpl_toolkits.axes_grid1 import ImageGrid\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10522"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"file = uproot.open(\"tracking_losses_ntuple_Bd2KstEE.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\")\n",
"\n",
"#selektiere nur elektronen von B->K*ee und nur solche mit einem momentum von ueber 5 GeV \n",
"allcolumns = file.arrays()\n",
"found = allcolumns[(allcolumns.isElectron) & (~allcolumns.lost) & (allcolumns.fromSignal) & (allcolumns.p > 5e3)] #B: 9056\n",
"lost = allcolumns[(allcolumns.isElectron) & (allcolumns.lost) & (allcolumns.fromSignal) & (allcolumns.p > 5e3)] #B: 1466\n",
"\n",
"ak.num(found, axis=0) + ak.num(lost, axis=0)\n",
"#ak.count(found, axis=None)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#plot minimal energy of photon abhängigkeit von eta und phi\n",
"#materialpeak (beampipe)\n",
"\n",
"#looked at minimal photon energy ak.min(...) and sum of photon energies ak.sum(...)\n",
"energy_found = ak.to_numpy(ak.min(found[\"brem_photons_pe\"],axis=-1))\n",
"energy_lost = ak.to_numpy(ak.min(lost[\"brem_photons_pe\"],axis=-1))\n",
"\n",
"eta_found = ak.to_numpy(found[\"eta\"])\n",
"eta_lost = ak.to_numpy(lost[\"eta\"])\n",
"\n",
"phi_found = ak.to_numpy(found[\"phi\"])\n",
"phi_lost = ak.to_numpy(lost[\"phi\"])\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1800x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(18,6))\n",
"\n",
"a0=ax[0].hist2d(energy_found, eta_found, bins=200, cmap=plt.cm.jet, cmin=1, range=[[0,3e3],[1,6]], vmax=20)\n",
"ax[0].set_xlabel(\"minimal or sum of photon energy [MeV]\")\n",
"ax[0].set_ylabel(r\"$\\eta$\")\n",
"ax[0].set_title(\"found eta wrt photon energy\")\n",
"\n",
"a1=ax[1].hist2d(energy_lost, eta_lost, bins=200, cmap=plt.cm.jet, cmin=1, range=[[0,3e3],[1,6]], vmax=20)\n",
"ax[1].set_xlabel(\"minimal or sum of photon energy [MeV]\")\n",
"ax[1].set_ylabel(r\"$\\eta$\")\n",
"ax[1].set_title(\"lost eta wrt photon energy\")\n",
"\n",
"\"\"\"\n",
"lost: perhaps slightly more hits at larger eta but not really significant\n",
"\"\"\"\n",
"\n",
"fig.colorbar(a0[3],ax=ax[1])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1800x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(18,6))\n",
"\n",
"a0=ax[0].hist2d(energy_found, phi_found/np.pi, bins=200, cmap=plt.cm.jet, cmin=1, range=[[0,2e3],[-1.1,1.1]],vmax=10)\n",
"#ax[0].set_yticks(np.arange(-1,1.1,0.25), minor=True)\n",
"ax[0].yaxis.set_major_formatter(tck.FormatStrFormatter('%g $\\pi$'))\n",
"ax[0].set_xlabel(\"minimal or sum of photon energy [MeV]\")\n",
"ax[0].set_ylabel(r\"$\\phi$\")\n",
"ax[0].set_title(r\"found phi $\\angle(x,y)$ wrt photon energy\")\n",
"\n",
"a1=ax[1].hist2d(energy_lost, phi_lost/np.pi, bins=200, cmap=plt.cm.jet, cmin=1, range=[[0,2e3],[-1.1,1.1]], vmax=10)\n",
"#ax[1].set_yticks(np.arange(-1,1.1,0.5), minor=True)\n",
"ax[1].yaxis.set_major_formatter(tck.FormatStrFormatter('%g $\\pi$'))\n",
"ax[1].set_xlabel(\"minimal or sum of photon energy [MeV]\")\n",
"ax[1].set_ylabel(r\"$\\phi$\")\n",
"ax[1].set_title(\"lost phi wrt photon energy\")\n",
"\n",
"\"\"\"\n",
"Cannot really make out any patterns that might explain lost and found differences.\n",
"See no materialpeak\n",
"\"\"\"\n",
"\n",
"fig.colorbar(a0[3],ax=ax[1])\n",
"#plt.style.use(\"ggplot\")\n",
"plt.show()"
]
},
{
"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": "env1",
"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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}