You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
366 lines
221 KiB
366 lines
221 KiB
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import uproot\t\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from mpl_toolkits import mplot3d\n",
|
|
"import awkward as ak\n",
|
|
"from scipy.optimize import curve_fit\n",
|
|
"%matplotlib inline"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"file = uproot.open(\n",
|
|
" \"trackinglosses_B_photon_cuts.root\"\n",
|
|
")\n",
|
|
"\n",
|
|
"# selektiere nur elektronen von B->K*ee\n",
|
|
"allcolumns = []\n",
|
|
"for i in range(11):\n",
|
|
" allcolumns.append(file[\"Tree\"+str(i)].arrays())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<pre>{oneCut_event_id: 1,\n",
|
|
" oneCut_lost: False,\n",
|
|
" oneCut_rad_length_frac: 0.148,\n",
|
|
" oneCut_energy: 1.28e+04,\n",
|
|
" noneCut_brem_photons_pe: 1,\n",
|
|
" oneCut_brem_photons_pe: [7.42e+03],\n",
|
|
" noneCut_brem_vtx_x: 1,\n",
|
|
" oneCut_brem_vtx_x: [-3.61],\n",
|
|
" noneCut_brem_vtx_z: 1,\n",
|
|
" oneCut_brem_vtx_z: [35.6],\n",
|
|
" oneCut_photon_length: 1}\n",
|
|
"------------------------------------------\n",
|
|
"type: {\n",
|
|
" oneCut_event_id: int64,\n",
|
|
" oneCut_lost: bool,\n",
|
|
" oneCut_rad_length_frac: float64,\n",
|
|
" oneCut_energy: float64,\n",
|
|
" noneCut_brem_photons_pe: int32,\n",
|
|
" oneCut_brem_photons_pe: var * float64,\n",
|
|
" noneCut_brem_vtx_x: int32,\n",
|
|
" oneCut_brem_vtx_x: var * float64,\n",
|
|
" noneCut_brem_vtx_z: int32,\n",
|
|
" oneCut_brem_vtx_z: var * float64,\n",
|
|
" oneCut_photon_length: int64\n",
|
|
"}</pre>"
|
|
],
|
|
"text/plain": [
|
|
"<Record {oneCut_event_id: 1, ...} type='{oneCut_event_id: int64, oneCut_los...'>"
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"allcolumns[1][1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def cutdict():\n",
|
|
" basedict = {\n",
|
|
"\t\t\"0\": {},\n",
|
|
"\t\t\"1\": {},\n",
|
|
"\t\t\"2\": {},\n",
|
|
"\t\t\"3\": {},\n",
|
|
"\t\t\"4\": {},\n",
|
|
"\t\t\"5\": {},\n",
|
|
"\t\t\"6\": {},\n",
|
|
"\t\t\"7\": {},\n",
|
|
"\t\t\"8\": {},\n",
|
|
"\t\t\"9\": {},\n",
|
|
"\t\t\"10\": {},\n",
|
|
"\t}\n",
|
|
" \n",
|
|
" basedict[\"0\"] = \"no\"\n",
|
|
" basedict[\"1\"] = \"one\"\n",
|
|
" basedict[\"2\"] = \"two\"\n",
|
|
" basedict[\"3\"] = \"three\"\n",
|
|
" basedict[\"4\"] = \"four\"\n",
|
|
" basedict[\"5\"] = \"five\"\n",
|
|
" basedict[\"6\"] = \"six\"\n",
|
|
" basedict[\"7\"] = \"seven\"\n",
|
|
" basedict[\"8\"] = \"eight\"\n",
|
|
" basedict[\"9\"] = \"nine\"\n",
|
|
" basedict[\"10\"] = \"ten\"\n",
|
|
" \n",
|
|
" return basedict\n",
|
|
"\n",
|
|
"Cuts = cutdict()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"electrons = []\n",
|
|
"for jcut in range(11):\n",
|
|
"\tenergy_emissions = ak.ArrayBuilder()\n",
|
|
"\n",
|
|
"\tfor jelec in range(ak.num(allcolumns[jcut], axis=0)):\n",
|
|
"\t\tenergy_emissions.begin_record()\n",
|
|
"\t\tenergy_emissions.field(\"lost\").boolean(allcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"lost\"])\n",
|
|
"\t\tenergy_emissions.field(\"rad_length_frac\").real(allcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"rad_length_frac\"])\n",
|
|
"\t\tenergy_emissions.field(\"energy\").real(allcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"energy\"])\n",
|
|
"\n",
|
|
"\t\ttmp_velo = 0\n",
|
|
"\t\ttmp_richut = 0\n",
|
|
"\t\ttmp_neither = 0\n",
|
|
"\t\ttmp_velo_length = 0\n",
|
|
"\t\ttmp_richut_length = 0\n",
|
|
"\t\ttmp_neither_length = 0\n",
|
|
"\t\t\n",
|
|
"\t\tfor jphoton in range(ak.num(allcolumns[jcut][jelec][Cuts[str(jcut)]+\"Cut_\"+\"brem_photons_pe\"], axis=0)):\n",
|
|
"\t\t\tif allcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"brem_vtx_z\", jphoton] <= 770:\n",
|
|
"\t\t\t\ttmp_velo += allcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"brem_photons_pe\", jphoton]\n",
|
|
"\t\t\t\ttmp_velo_length += 1\n",
|
|
"\t\t\telif (allcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"brem_vtx_z\", jphoton] > 770) and (\n",
|
|
"\t\t\t\tallcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"brem_vtx_z\", jphoton] <= 2700\n",
|
|
"\t\t\t):\n",
|
|
"\t\t\t\ttmp_richut += allcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"brem_photons_pe\", jphoton]\n",
|
|
"\t\t\t\ttmp_richut_length += 1\n",
|
|
"\t\t\telse:\n",
|
|
"\t\t\t\ttmp_neither += allcolumns[jcut][jelec, Cuts[str(jcut)]+\"Cut_\"+\"brem_photons_pe\", jphoton]\n",
|
|
"\t\t\t\ttmp_neither_length += 1\n",
|
|
"\n",
|
|
"\t\tenergy_emissions.field(\"velo_length\").integer(tmp_velo_length)\n",
|
|
"\t\tenergy_emissions.field(\"velo\").real(tmp_velo)\n",
|
|
"\n",
|
|
"\t\tenergy_emissions.field(\"rich_length\").integer(tmp_richut_length)\n",
|
|
"\t\tenergy_emissions.field(\"rich\").real(tmp_richut)\n",
|
|
"\t\t\n",
|
|
"\t\tenergy_emissions.field(\"neither_length\").integer(tmp_neither_length)\n",
|
|
"\t\tenergy_emissions.field(\"downstream\").real(tmp_neither)\n",
|
|
"\t\t\n",
|
|
"\t\tenergy_emissions.field(\"photon_length\").integer(tmp_richut_length+tmp_velo_length)\n",
|
|
"\t\t\n",
|
|
"\t\tif (tmp_velo==0) and (tmp_richut==0):\n",
|
|
"\t\t\tenergy_emissions.field(\"quality\").integer(0)\n",
|
|
"\t\telse:\n",
|
|
"\t\t\tenergy_emissions.field(\"quality\").integer(1)\n",
|
|
"\n",
|
|
"\t\tenergy_emissions.end_record()\n",
|
|
"\n",
|
|
"\tenergy_emissions = ak.Array(energy_emissions)\n",
|
|
"\telectrons.append(energy_emissions)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1500x600 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1500x600 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1500x600 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"nbins = 6\n",
|
|
"quality_cut = electrons[jcut].quality !=-1\n",
|
|
"\n",
|
|
"### all split in velo and rich\n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(3,3, figsize=(15, 6))\n",
|
|
"ax = axs.ravel()\n",
|
|
"for jcut,ax in enumerate(ax):\n",
|
|
" ax.hist(ak.to_numpy(electrons[jcut][quality_cut][\"velo_length\"]),bins=nbins,density=True,alpha=0.5,color=\"darkorange\",histtype=\"bar\",label=\"velo\",range=[0,nbins])\n",
|
|
" ax.hist(ak.to_numpy(electrons[jcut][quality_cut][\"rich_length\"]),bins=nbins,density=True,alpha=0.5,color=\"blue\",histtype=\"bar\",label=\"rich\",range=[0,nbins])\n",
|
|
" ax.set_xlim(0,nbins)\n",
|
|
" ax.set_ylim(0,1)\n",
|
|
" ax.set_title(\"Photon Cut: \"+str(np.round(jcut*0.05,2))+f\"$E_0$\")\n",
|
|
" ax.set_xlabel(\"number of photons\")\n",
|
|
" ax.set_ylabel(\"a.u.\")\n",
|
|
"plt.suptitle(\"number of photons in velo and rich\")\n",
|
|
"plt.legend()\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"### found\n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(3,3, figsize=(15, 6))\n",
|
|
"ax = axs.ravel()\n",
|
|
"for jcut,ax in enumerate(ax):\n",
|
|
" ax.hist(ak.to_numpy(electrons[jcut][~(electrons[jcut].lost) & quality_cut][\"velo_length\"]),bins=nbins,density=True,alpha=0.5,color=\"darkorange\",histtype=\"bar\",label=\"velo\",range=[0,nbins])\n",
|
|
" ax.hist(ak.to_numpy(electrons[jcut][~(electrons[jcut].lost) & quality_cut][\"rich_length\"]),bins=nbins,density=True,alpha=0.5,color=\"blue\",histtype=\"bar\",label=\"rich\",range=[0,nbins])\n",
|
|
" ax.set_xlim(0,nbins)\n",
|
|
" ax.set_ylim(0,1)\n",
|
|
" ax.set_title(\"Photon Cut: \"+str(np.round(jcut*0.05,2))+f\"$E_0$\")\n",
|
|
" ax.set_xlabel(\"number of photons\")\n",
|
|
" ax.set_ylabel(\"a.u.\")\n",
|
|
"plt.suptitle(\"number of photons of found electrons\")\n",
|
|
"plt.legend()\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"### lost \n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(3,3, figsize=(15, 6))\n",
|
|
"ax = axs.ravel()\n",
|
|
"for jcut,ax in enumerate(ax):\n",
|
|
" ax.hist(ak.to_numpy(electrons[jcut][(electrons[jcut].lost) & quality_cut][\"velo_length\"]),bins=nbins,density=True,alpha=0.5,color=\"darkorange\",histtype=\"bar\",label=\"velo\",range=[0,nbins])\n",
|
|
" ax.hist(ak.to_numpy(electrons[jcut][(electrons[jcut].lost) & quality_cut][\"rich_length\"]),bins=nbins,density=True,alpha=0.5,color=\"blue\",histtype=\"bar\",label=\"rich\",range=[0,nbins])\n",
|
|
" ax.set_xlim(0,nbins)\n",
|
|
" ax.set_ylim(0,1)\n",
|
|
" ax.set_title(\"Photon Cut: \"+str(np.round(jcut*0.05,2))+f\"$E_0$\")\n",
|
|
" ax.set_xlabel(\"number of photons\")\n",
|
|
" ax.set_ylabel(\"a.u.\")\n",
|
|
"plt.suptitle(\"number of photons of lost electrons\")\n",
|
|
"plt.legend()\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1500x600 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"quality_cut = electrons[jcut].quality != -1\n",
|
|
"### all split in lost and found\n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(3,3, figsize=(15, 6))\n",
|
|
"ax = axs.ravel()\n",
|
|
"for jcut,ax in enumerate(ax):\n",
|
|
"\tax.hist(ak.to_numpy(electrons[jcut][(electrons[jcut].lost) & (quality_cut)][\"photon_length\"]),bins=10,density=True,alpha=0.5,color=\"darkorange\",histtype=\"bar\",label=\"lost\",range=[0,10])\n",
|
|
"\tax.hist(ak.to_numpy(electrons[jcut][(~electrons[jcut].lost) & (quality_cut)][\"photon_length\"]),bins=10,density=True,alpha=0.5,color=\"blue\",histtype=\"bar\",label=\"found\",range=[0,10])\n",
|
|
"\tax.set_xlim(0,10)\n",
|
|
"\t#ax.set_ylim(0,1)\n",
|
|
"\t#ax.set_yscale('log')\n",
|
|
"\tax.set_title(\"Photon Cut: \"+str(np.round(jcut*0.05,2))+f\"$E_0$\")\n",
|
|
"\tax.set_xlabel(\"number of photons\")\n",
|
|
"\tax.set_ylabel(\"a.u.\")\n",
|
|
"plt.suptitle(\"number of photons in lost and found\")\n",
|
|
"plt.legend()\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"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": "tuner",
|
|
"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
|
|
}
|