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{
"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",
"from methods.fit_linear_regression_model import fit_linear_regression_model\n",
"import sklearn\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"41978 8523\n",
"92337\n"
]
}
],
"source": [
"file = uproot.open(\n",
" \"tracking_losses_ntuple_B_EndVeloP.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\"\n",
")\n",
"\n",
"# selektiere nur elektronen von B->K*ee\n",
"allcolumns = file.arrays()\n",
"found = allcolumns[(allcolumns.isElectron) & (~allcolumns.lost) &\n",
" (allcolumns.fromB)] # B: 9056\n",
"lost = allcolumns[(allcolumns.isElectron) & (allcolumns.lost) &\n",
" (allcolumns.fromB)] # B: 1466\n",
"\n",
"electrons = allcolumns[(allcolumns.isElectron) & (allcolumns.fromB)]\n",
"\n",
"notelectrons = allcolumns[(~allcolumns.isElectron) & (allcolumns.fromB) &\n",
" (~allcolumns.lost)]\n",
"\n",
"print(ak.num(found, axis=0), ak.num(lost, axis=0))\n",
"print(ak.num(notelectrons, axis=0))\n",
"# ak.count(found, axis=None)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"rad_length_found = ak.to_numpy(found[\"rad_length_frac\"])\n",
"eta_found = ak.to_numpy(found[\"eta\"])\n",
"rad_length_lost = ak.to_numpy(lost[\"rad_length_frac\"])\n",
"eta_lost = ak.to_numpy(lost[\"eta\"])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 2000x800 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"endVeloP_found = ak.to_numpy(found[\"p_end_velo\"])\n",
"trueP_found = ak.to_numpy(found[\"p\"])\n",
"\n",
"endVeloP_lost = ak.to_numpy(lost[\"p_end_velo\"])\n",
"trueP_lost = ak.to_numpy(lost[\"p\"])\n",
"\n",
"endUTP_found = ak.to_numpy(found[\"p_end_ut\"])\n",
"endUTP_lost = ak.to_numpy(lost[\"p_end_ut\"])\n",
"\n",
"stretch_factor = ak.num(trueP_lost, axis=0) / ak.num(trueP_found, axis=0)\n",
"\n",
"nbins = 80\n",
"vmax = 150\n",
"\n",
"fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20, 8))\n",
"\n",
"a0 = ax0.hist2d(\n",
" trueP_found,\n",
" endVeloP_found,\n",
" density=False,\n",
" bins=nbins,\n",
" cmap=plt.cm.jet,\n",
" cmin=1,\n",
" vmax=vmax,\n",
" range=[[0, 20000], [0, 20000]],\n",
")\n",
"ax0.set_xlabel(f\"True $P$ [MeV]\")\n",
"ax0.set_ylabel(f\"EndVelo $P$ [MeV]\")\n",
"ax0.set_title(f\"found P\")\n",
"\n",
"a1 = ax1.hist2d(\n",
" # trueP_notelectrons,\n",
" # endVeloP_notelectrons,\n",
" trueP_lost,\n",
" endVeloP_lost,\n",
" density=False,\n",
" bins=nbins,\n",
" cmap=plt.cm.jet,\n",
" cmin=1,\n",
" vmax=vmax * stretch_factor,\n",
" range=[[0, 20000], [0, 20000]],\n",
")\n",
"ax1.set_xlabel(f\"True $P$ [MeV]\")\n",
"ax1.set_ylabel(f\"EndVelo $P$ [MeV]\")\n",
"ax1.set_title(f\"lost P\")\n",
"\n",
"plt.suptitle(\"Momentum at Creation and EndVelo\")\n",
"plt.colorbar(a0[3], ax=ax1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 2000x800 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nbins = 80\n",
"vmax = 150\n",
"\n",
"fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20, 8))\n",
"\n",
"a0 = ax0.hist2d(\n",
" # endVeloP_found,\n",
" trueP_found,\n",
" endUTP_found,\n",
" density=False,\n",
" bins=nbins,\n",
" cmap=plt.cm.jet,\n",
" cmin=1,\n",
" vmax=vmax,\n",
" range=[[0, 20000], [0, 20000]],\n",
")\n",
"ax0.set_ylabel(f\"EndUT $P$ [MeV]\")\n",
"ax0.set_xlabel(f\"EndVelo $P$ [MeV]\")\n",
"ax0.set_title(f\"found P\")\n",
"\n",
"a1 = ax1.hist2d(\n",
" # endVeloP_lost,\n",
" trueP_lost,\n",
" endUTP_lost,\n",
" density=False,\n",
" bins=nbins,\n",
" cmap=plt.cm.jet,\n",
" cmin=1,\n",
" vmax=vmax * stretch_factor,\n",
" range=[[0, 20000], [0, 20000]],\n",
")\n",
"ax1.set_ylabel(f\"EndUT $P$ [MeV]\")\n",
"ax1.set_xlabel(f\"EndVelo $P$ [MeV]\")\n",
"ax1.set_title(f\"lost P\")\n",
"\n",
"plt.suptitle(\"Momentum at EndVelo and EndUT\")\n",
"plt.colorbar(a0[3], ax=ax1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a0 = plt.hist2d(\n",
" trueP_found,\n",
" endVeloP_found,\n",
" # endUTP_found,\n",
" density=False,\n",
" bins=nbins,\n",
" cmap=plt.cm.jet,\n",
" cmin=1,\n",
" vmax=150,\n",
" range=[[0, 20000], [0, 20000]],\n",
")\n",
"plt.xlabel(f\"True $P$ [MeV]\")\n",
"plt.ylabel(f\"EndVelo $P$ [MeV]\")\n",
"plt.title(f\"found P\")\n",
"plt.colorbar(a0[3])\n",
"plt.show()"
]
},
{
"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
}