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.
 
 

200 lines
94 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",
"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[\n",
" (allcolumns.isElectron) & (~allcolumns.lost) & (allcolumns.fromB)\n",
"] # B: 9056\n",
"lost = allcolumns[\n",
" (allcolumns.isElectron) & (allcolumns.lost) & (allcolumns.fromB)\n",
"] # B: 1466\n",
"\n",
"notelectrons = allcolumns[\n",
" (~allcolumns.isElectron) & (allcolumns.fromB) & (~allcolumns.lost)\n",
"]\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": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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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",
"endVeloP_notelectrons = ak.to_numpy(notelectrons[\"p_end_velo\"])\n",
"trueP_notelectrons = ak.to_numpy(notelectrons[\"p\"])\n",
"\n",
"stretch_factor = ak.num(trueP_notelectrons, axis=0) / ak.num(trueP_found, axis=0)\n",
"\n",
"nbins = 100\n",
"vmax = 100\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, 30000], [0, 30000]],\n",
")\n",
"ax0.set_xlabel(f\"True $P$\")\n",
"ax0.set_ylabel(f\"EndVelo $P$\")\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, 30000], [0, 30000]],\n",
")\n",
"ax1.set_xlabel(f\"True $P$\")\n",
"ax1.set_ylabel(f\"EndVelo $P$\")\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": 5,
"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",
" density=False,\n",
" bins=nbins,\n",
" cmap=plt.cm.jet,\n",
" cmin=1,\n",
" vmax=vmax,\n",
" range=[[0, 30000], [0, 30000]],\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
}