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244 lines
518 KiB
244 lines
518 KiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"import uproot\n",
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"input_tree_md = uproot.open({\"/work/guenther/reco_tuner/data/param_data_MD_selected.root\": \"Selected\"})\n",
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"input_tree_mu = uproot.open({\"/work/guenther/reco_tuner/data/param_data_MU_selected.root\": \"Selected\"})\n",
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" # this is an event list of dictionaries containing awkward arrays\n",
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"array_md = input_tree_md.arrays()\n",
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"array_mu = input_tree_mu.arrays()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/work/guenther/reco_tuner/env/tuner_env/envs/tuner/lib/python3.10/site-packages/IPython/core/pylabtools.py:151: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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egLTb7QeFYEmpI7XJppt8cZrJZB61XCEptaMe2USTS4pKpdK97SfPy7s++E1K/ahJ1qndbj86BEtKPSSlz3URgpFoo//EFn3xPjntPCKG1Wr11naTey8sOoVzst/b3sgnpU94bqM/oqMX8Q8JwZJSR2qTTTa7HOQxM8CGw+TUjnpkE03ORpm3rGhk8g2l169qksebDXMeEoIlpR6S0ue6vAhIsJ9++ikqlUpkMpmF2hcKhan7f/rTn25tN3kp6lwut1Df2Wx2alxJ7ROeW7lcjlwuF9Vq9cGPTUodqU021fn5+dSly+v1+tS599C+Rja5dtQjm+jly5fj271eL3q93tz2Hz58GN++q2aTUj9qkqRKSj0kpc91EYKRaG/fvn3QG+nZgj08PLzRptPpTN3/5ptvHtz3xcVFIvuE53Z6ehqdTicajcaDH5uUOlKbbKperxdHR0fj+7lcLiqVyqP6SkrtqEc21WyQNVmbtxmdh5lMJkql0o3vJ6V+1CRJlZR6SEqf6yQEI9FyudzCs8AiIgaDwdT92z5Jm/yE/K42t5ltN/mfRVL6hOfU6XSiVqs9euZJUupIbbKpyuXy1P0ffvjh0X0lpXbUI5sql8tNvUFstVo3anTk/Px8PFPsrg9/k1I/apKkSko9JKXPdRKCsVVmp5rPLo+MmJ5uHhELh2xff/311P3Ly8vE9QnP6bvvvotSqfTomSdJqSO1ySbq9XpTLz7vmk2yqKTUjnpkk/34449T9y8uLm4EYa1WazxLrF6v3/k3NCn1oyZJqqTUQ1L6XCchGFtlsvDuehExG5Q9NunudruJ6xOey+hF/ewL/odISh2pTTZRvV6fuj/6EGj0pvvw8DB2dnZib28v8vl81Gq1G7OnJyWldtQjmyyXy93YHuDi4iIODw/Hs6eLxWJks9loNptzP0RKSv2oSZIqKfWQlD7X6at1DwBWafJNwOnp6a1t7tuYdFGTbx6S0ic8h4uLi7i4uIhms/mg5cuzklJHapNNNLmhbcRvm3Ln8/kbSxMGg0F0Op3odDpxenoajUbj1hljSakd9cimK5VKUa/Xp/YE6/V6kc/nIyLi5ORkof1vk1I/apKkSko9JKXPdTITjK0xuRSkWq3emWA/tjhn39x//vw5cX3Csg0GgyiXy1GpVG5dfvzQvh5DbbLter3ejfPy559/jqOjo+j3+zEcDmM4HEa3270x06RcLt+6mW1Sakc9kgSVSuXGbM2RVqu10HmclPpRkyRVUuohKX2ukxCMrTH6FC2bzcbJycmzP99zJN1J6RNGvvvuu8hms3e+uF+HpNSR2mRZZj/BzWQy8euvv0alUpl6gTqq1dl6/f7775/tfExK7ahHnlulUrl1uWOn04m//du/XdmG0kmpHzVJUiWlHpLS52MIwdgKnU4nzs/PI5PJRLPZnNv2Kcu17uonKX3CMtVqteh0Ojf2O3mspNSR2mTTzIZgs+HXrNk344PBIN6/fz/VJim1ox5JiqOjozg/P49KpXJjtcJgMIh8Pn/jCm2TklI/apKkSko9JKXPdRKCsRW+//77iIj4/e9/f+9Gfi9fvlzKc072k5Q+YVlG+wlVq9WpS8A/RVLqSG2yaWY3ov3mm2/ufczsvpm1Wm3qflJqRz2SBMViMc7Pz+Pk5CTq9fqtS5NH7e4KwpJSP2qSpEpKPSSlz3USgpF6R0dH49koi7wZf2xCPTu9cxnp+ar7hGUpl8uRy+WWuvQ4KXWkNtk0jzm3stnsjb+Zk8uxklI76pFNN5rhVSgUpjbAr9frt86kLpfLty4pSkr9qEmSKin1kJQ+10kIRqqdn5/H+fl51Ov1W69udZvXr19P3V907fLsRn+Hh4eJ6xOWoVarRa/Xi5cvX0a5XL73a/Lcff/+/dT3JjfkTkodqU02zWPPpdlzeXJZZVJqRz2yycrl8jhcvm3vzFKpFO12e+qN42AwuPUK50mpHzVJUiWlHpLS5zoJwUitVqsVR0dHUa/Xb51SfpfRJalHFr0k7Oxyk8kr4SWlT1iGP/3pTxHxWw1eXFzc+zWp0+lMfe/Dhw/j7yWljtQmm2b2k9dFX7zOvlidfDGblNpRj2yqXq83/huYy+Xu3K4jl8tFu92e+rfz8/MbdZyU+lGTJFVS6iEpfa6TEIxU6nQ6USwWo1qtPigAi5j/yfc8ky9GMpnM1IuZpPQJmywpdaQ22TSPPSdnw7PJvTySUjvqkU01OfNr9jydddtVli8vL6fuJ6V+1CRJlZR6SEqf6yQEI3V6vV589913cXJy8qj9iHK53NQL/8mZKPNMvhiZ/Y8iKX3CMlSr1RgOhwt/Tf5BbDQaU9+b3B8lKXWkNtk0s3t7zX4yu6jJWk1K7ahHNtXkm8NFlgjNfqg7+yY0KfWjJkmqpNRDUvpcJyEYqdLr9SKfz0elUpl683zfY2avevXmzZvx7cmNgOeZbHfbXg1J6RM2WVLqSG2yaSaXINx1dblZs8utZsO0pNSOemQTTS4vXjSYvu8CT0mpHzVJUiWlHpLS59oMISX6/f4wm80OK5XKgx6Xy+WG7XZ76t/a7fYwIsZf92k2m+O22Wz21jZJ6RNWLZvNjs/LRqMxt21S6khtsmkmz7GIGPb7/XsfU6lUxu0LhcKN7yeldtQjm+jk5GRufd0ml8uNH9NsNm98Pyn1oyZZp263O3X+1ev1hR+blHpISp/rYiYYqTAYDCKfz0c2m43T09Po9Xr3frVarfEmf7OfrOVyualPzWc37541eQnru1LupPQJmywpdaQ22TSFQmFqOeP79+/vfczkjLHbZlcnpXbUI5vo7du349uXl5cLXbBicgnkbRtMJ6V+1CTrtOjFYW6TlHpISp9rs+4UDpZh8pOxh37dlf5PfkqQy+XufO5+v7/wJ3lJ6RNW6SEzwYbD5NSR2mTTzH6K2+1272w7+QnuvBnWSakd9cgmKhQK4/Pt5ORkbtvJmqxWq3e2S0r9qEnWpdFoTP0tnFdPt0lKPSSlz3UQgpF4TwnA7suBJ/+TvOs/yNHzZzKZhZaXJKVPWJWHhmDDYXLqSG2yaer1+viczGazt55zo+0F7nuRO5KU2lGPbJp+vz/MZDILfTA7arfIG8qk1I+aZNUm/74tEubcJSn1kJQ+V00IRqKVSqUnBWCL7B/WbDbHLzxKpdKw3W4P+/3+sNlsjgs8l8s9qMCT0ieswmNCsOEwOXWkNtk0k+dkJpMZVqvVYbvdHrbb7WG1Wh1/7yF7bCaldtQjm6bf79/Yf69erw/b7faw2WxO7R32kBkrSakfNclz6/f7w1KpNDXz8ravQqEwPgcXkZR6SEqfqyQEgwVVq9VhLpebeuNQKBQe9KY9qX3CJktKHalNNk29Xh8WCoWpczKXyw1PTk7mLpWcJym1ox7ZNO12e1ipVKY+GMpms8NSqTQ8OTl59JvJpNSPmiSpklIPSelzFXaGw+EwAAAAACDFXB0SAAAAgNQTggEAAACQekIwAAAAAFJPCAYAAABA6gnBAAAAAEg9IRgAAAAAqScEAwAAACD1hGAAAAAApJ4QDAAAAIDUE4IBAAAAkHpCMAAAAABSTwgGAAAAQOoJwQAAAABIPSEYAAAAAKknBAMAAABSaTAYxM7Ozr1fnU5n3UPdWLVa7d6f3+Hh4bqHuZCd4XA4XPcgAAAAAJZtMBjE3t7e+H4ul4sff/wxstnsVLtMJrPikSXLYDAY3/78+XO0Wq04Ojoa/1s2m41ut7uGkT2MEAwAAABIpdkQrNFoRKlUWuOI0qNcLsfFxUVEJCcEsxwSAAAA2ApmfC3P7Gy6JBCCAQAAAFvh5cuX6x4CayQEAwAAACD1hGAAAAAApJ4QDAAAAIDUE4IBAACwFQaDQdRqtcjn8+Or2o1cXFxEsViMvb292NnZiXw+H+fn53f2c3p6Gvl8fqr9bJ/3ubi4iHK5HPl8PnZ2dmJnZycODw/j6OgoOp3Oo46x1WpFuVwej2tvby+KxWLUarXo9XqP6nObbco5synjSLwhAAAALNnJyckwIh71lcvlljaOdrs9rFarw1wuN/UcjUZjOBwOh91u98b3Jr8qlcpUf9Vqde7YT05O7h1To9EYZjKZcftutzvs9/vDZrM5zGaz476q1eqDjrVSqYx/fvV6fdhoNG4cW6lUGrbb7Qf1+xDNZnN8bLd9ZbPZO39GhULhxmOz2eyTxtPv96f6W+TYN+Wc2ZRx3GWyxp/6e1qVneFwOHxgbgYAAABzHR0dxfn5eWSz2Tg6OopsNntruw8fPkStVpv6t2azGYVC4clj6PV6cXp6GhFxY6ZLo9GIz58/x9HRUeRyuXj79m1ks9no9Xrx/v37GAwGN8ZTLBbj8vIy3rx5E/l8Pl6+fHnr+Lvd7p3HO5r9FRFRrVbj5OTkRpu9vb3x8zcajSiVSvceaz6fj06nE4VCIZrN5q3fu0sul4t2u33vczzE6Pc/adFjGR3/yclJVKvVJ41jMBjE3t7e+H673Y5cLndn+005ZzZlHPOcnp6OH5/NZqPb7S70uLVadwoHAABA+lQqlWEmk7m33exMltnZK8syOwsmm80OM5nMeFbNpG63e2NmWi6XGxYKhWG/37/RvtlsLnQMs7OSut3ure0mZ9gUCoV7j22y/W0znbrd7o0ZVqPjKRQKz/Yzn33O237Wt4mIhc6dRTxmJtjIJpwzmzSOWUmcCWZPMAAAAJ7FDz/8MPf7tVptaoZSJpOJer3+LGO5bfZPv9+/dWZSNpudmonW6XRiMBhEs9mMTCZzo32hUJiaPdNqtW4dw88//zx1/649ug4PD+/ta3Jso9k4mUzm1uPMZrNRqVSm/u2HH36IZrMZzWbz2X7ms7//2RlqtxnNepod7zpswjmzSeNIAyEYAAAAS/f58+eFl52NNBqNZxvPy5cvp+7ftyyvWCxO3Z8d66zJY70r3JpcpjbP7HK0eRvaTwZY85axHR0d3fm45zK71PP8/Pzen8FoXLPjXYdNOGc2aRxpIAQDAABg6arV6tx9vUb7Yo1UKpWl7AO2LLOzZmaDiFmLBFeVSmXcby6XW/h45wVHi87cyWazN/acWoXbgrC7DAaDaLVaN8aaFM9xziR5HJtICAYAAMDSzQsxzs/PbyyDfOoG6Mt2X3Bwn9uCq0wmE/1+P9rt9tyN6Gcf+/nz5zvbTn7vvvBicsbPvD6XaXZJ5Pv37+9sO1ouet/MpU31HOdMksexiYRgAAAArEyv17ux1K3RaNy6X1GSfP311wu3vWuZ6OhnMztLbp7JwOO+8GIymHxqULKoTCYztb/XYDC4cbXDkdFy2Ddv3qxkbOv2kHPmOW3KOFZBCAYAAMDKzAZgpVJpo5ZBrkOr1YpisRiHh4dxfn7+oEBwdsbdossj5+3XtmyzM7tum+k1WgpZKpUSH4iyuYRgAAAArMT5+flUSJPJZOLHH39c44jW6+LiIvL5fBSLxWi1WlGpVKLb7T7oAgGzgdK8ZaWTyyXvu3LnMs1esbDX690I60Z7hW3ChviklxAMAACAZzcYDG4ENj/++ONWzvrp9XpRLBajXC5Hp9OJSqUS/X4/6vX6gzeELxQKU8sNW63WrZvP93q98TLEk5OTlc4Ei7gZzs3e/+mnnyKTyWz9rECelxAMAACAZ1cul6f2rCqVSlEqldY3oDVptVpxeHg4ngnVbrejXq8/KQys1+tTodLR0VGcnp6Of96tVivy+XxE/BY+reMiBLlcbip4a7Va45lpvV5vHAbCcxKCAQAA8KwuLi4sg4z/fwbYSKPRWNqMrJOTk6krTtZqtdjb24udnZ04OjqKN2/eRL/fj5OTk6U832PMLsEczQwczVCzFJLnJgQDAADg2QwGg/j++++n/m1bl0FOhjy5XG6pM+FGP+dqtRrD4TCGw2H0+/0YDofR7XafPNtsGUql0tRyz4uLixgMBuNloA9dCgoPJQQDAADg2Xz//fcPXgZZq9Vu3dcqyUZXPxx5/fr1UvvO5/Px9u3bqZle6w69bjO7L1y5XI5er3frFSNh2YRgAAAAPItWqzVe6hax+DLIZrMZL1++fM6hPdjnz5+f9PjLy8uF206GhovI5/PR6/XWutRxUZVKZWrG1ygYfPPmzbqG9Gyees4sy6aMYxMIwQAAAHgW5XJ56v4iyyBHM6bWvTRuNji4L5j605/+9KD+J2eFzWo2mwv3c3p6Ot5gfvL2JpvdmL9UKm3krLWHeu5zJmnj2ERCMAAAAJbu6Oho6s13oVBYaA+s0f5hyw7BZsOh+4KB2e93u90HtZ99vtnj6fV6UavVbvzb0dHRjaWgnU7nzueZ/F6tVovDw8PY2dmJnZ2d2Nvbi729vTg8PIx8Ph/FYjHK5XKcn5+vNSyb3RtsUzfEX/c5s2njSIOd4XA4XPcgAAAASI9WqzV1FcSIGG9+PmswGMTnz5+j2+3GxcXF+A34st+q5vP5qcAok8nEr7/+eusMpNEeW5NhQCaTiXa7fesx9Hq9yOfzN0K/2Rlds2OI+G2D/NevX8fl5WV0Op0oFApRrVYjn89PPfebN2/i8vJy/P2R8/PzR4dIJycnN2Zlrcrp6WnUarXIZDLR7/ef7XkGg0Hs7e2N77fb7YWvyLkJ58wmjWPW6HcY8VvIe1/YthGGAAAAsES5XG4YEY/+ymQyN/p8bF+FQmGYyWTu/H4ulxs2Go3hcDgcttvte8eey+WG9Xp9OBwOh81mc5jNZuceR6FQGHa73eFwOBx2u925Y6lWq+Pjva3fXC5368/7vnHM+zo5Obm1z8f+vBdVr9fnPv+y9Pv9qfG12+257dvt9kacM3/3d3+3EeMYnbu3OTk5GbfPZrPL+HU9OzPBAAAAYEUGg0F8//330el0otfrRTabjVKpFD/88MPUzJ5OpzNul8lkolKp3Dlrq9VqxdHR0Xj2Tq/Xi16vF4PBYLzf02imz+fPn6PX603NLOr3+yvfk6tcLsfFxcWDZmY9xlNmgjFfEmeCfbXuAQAAAMC2yGQy0Wg07m2Xy+Wi3W7f265Wq8Xp6Wk0m83xcrdF91MbhRijZZardHFxEblcTiDFStkYHwAAABJoFICVSqVHhVjVajUymcy9G60v22jj/03dEJ/0EoIBAABAwnQ6nTg9PY2IiLdv3z66n8FgsPLZWKPwrVKprPR5I35bDsr2EoIBAABAwtTr9fHtRa7kd5vT09MoFAoLL59chlqtFr1eby0BWERMXTWRp1n1DMJlsDE+AAAAJEyxWIxWqzW+32g0olQqLfTYwWAQp6en8fPPP8evv/76LJviHx0dRa/Xi1wuF8ViMV6/fh0///xzHB0dRSaTebbnnTW7Mf5oT7bXr19PtVv1hQGSZjbwury8jGKxOL6flI3xhWAAAACQMOfn5zf21CoUClEul+P169eRzWbHwc7oSpGXl5fRaDSi1WpFLpeL3//+988S/kxeNfA29Xp9ZTPBZkOwu7hq5N1Ge8/NIwQDAAAAns0i4cRtqtVqnJycPMOIfnN0dDTe/H5WqVRa6OqY8ByEYAAAAJBQnU4n3r9/HxcXF3Pb5XK5ODo6WskMrE6nE/l8/sa/C8BYNyEYAAAAJNxoueNgMBhv/p7JZCKbzUahUFj5eHq9XtTr9ej1evHy5csol8trGQdMEoIBAAAAkHov1j0AAAAAAHhuQjAAAAAAUk8IBgAAAEDqCcEAAAAASD0hGAAAAACpJwQDAAAAIPWEYAAAAACknhAMAAAAgNQTggEAAACQekIwAAAAAFJPCAYAAABA6gnBAAAAAEg9IRgAAAAAqScEAwAAACD1hGAAAAAApJ4QDAAAAIDUE4IBAAAAkHpCMAAAAABSTwgGAAAAQOoJwQAAAABIPSEYAAAAAKknBAMAAAAg9YRgAAAAAKSeEAwAAACA1BOCAQAAAJB6QjAAAAAAUk8IBgAAAEDqCcEAAAAASL3/F8/rBMuP6XusAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 1200x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 1200x900 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
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{
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 1200x900 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import mplhep\n",
|
|
"mplhep.style.use([\"LHCbTex2\"])\n",
|
|
"default_args = dict(\n",
|
|
" alpha=0.5\n",
|
|
")\n",
|
|
"\n",
|
|
"variables = {\n",
|
|
" \"z_mag_x\": dict(\n",
|
|
" range=(5100, 5600),\n",
|
|
" label=\"z_mag_x\",\n",
|
|
" unit=\"mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
" \"z_mag_y\": dict(\n",
|
|
" range=(2000, 10000),\n",
|
|
" label=\"z_mag_y\",\n",
|
|
" unit=\"mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
" \"AX\": dict(\n",
|
|
" range=(-3000, 3000),\n",
|
|
" label=\"AX\",\n",
|
|
" unit=\"mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
" \"BX\": dict(\n",
|
|
" range=(-1.2, 1.2),\n",
|
|
" label=\"BX\",\n",
|
|
" unit=\"1/mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
" \"CX\": dict(\n",
|
|
" range=(-7e-6, 7e-6),\n",
|
|
" label=\"CX\",\n",
|
|
" unit=\"1/mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
" \"DX\": dict(\n",
|
|
" range=(-7e-9, 7e-9),\n",
|
|
" label=\"DX\",\n",
|
|
" unit=\"1/mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
" \"AY\": dict(\n",
|
|
" range=(-2500, 2500),\n",
|
|
" label=\"AY\",\n",
|
|
" unit=\"mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
" \"BY\": dict(\n",
|
|
" range=(-0.4, 0.4),\n",
|
|
" label=\"BY\",\n",
|
|
" unit=\"mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
" \"CY\": dict(\n",
|
|
" range=(-4e-6, 4e-6),\n",
|
|
" label=\"CY\",\n",
|
|
" unit=\"mm\",\n",
|
|
" bins=50,\n",
|
|
" ),\n",
|
|
"}\n",
|
|
"for name in variables.keys():\n",
|
|
" plt.figure()\n",
|
|
" n, bins, patches = plt.hist(\n",
|
|
" array_md[name],\n",
|
|
" bins=variables[name][\"bins\"],\n",
|
|
" **default_args,\n",
|
|
" range=variables[name][\"range\"],\n",
|
|
" label=\"MagDown\"\n",
|
|
" )\n",
|
|
" plt.hist(array_mu[name], bins=variables[name][\"bins\"],\n",
|
|
" **default_args, \n",
|
|
" range=variables[name][\"range\"], label=\"MagUp\")\n",
|
|
"\n",
|
|
" label = variables[name][\"label\"]\n",
|
|
" unit = variables[name][\"unit\"]\n",
|
|
" bin_width = \"%.1f\" % round(bins[1] - bins[0], 1)\n",
|
|
" plt.xlabel(f\"{label} [{unit}]\")\n",
|
|
" plt.ylabel(f\"Particles/({bin_width} {unit})\")\n",
|
|
" mplhep.lhcb.text(\"Simulation\")\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3.10.6",
|
|
"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": "3.10.6"
|
|
},
|
|
"orig_nbformat": 4,
|
|
"vscode": {
|
|
"interpreter": {
|
|
"hash": "a2eff8b4da8b8eebf5ee2e5f811f31a557e0a202b4d2f04f849b065340a6eda6"
|
|
}
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|