From 80d1cb1976370c1f8a29d4fbd0a647a9d88316d2 Mon Sep 17 00:00:00 2001 From: cetin Date: Thu, 5 Oct 2023 11:50:01 +0200 Subject: [PATCH] photon eta phi --- B_photon_eta_phi.ipynb | 71 ++++++++++++++++++++++++++++++++---------- 1 file changed, 55 insertions(+), 16 deletions(-) diff --git a/B_photon_eta_phi.ipynb b/B_photon_eta_phi.ipynb index 40ff207..133fe68 100644 --- a/B_photon_eta_phi.ipynb +++ b/B_photon_eta_phi.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -12,6 +12,7 @@ "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", @@ -22,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -31,7 +32,7 @@ "10522" ] }, - "execution_count": 45, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -50,14 +51,14 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "#plot minimal energy of photon abhängigkeit von eta und phi\n", "#materialpeak (beampipe)\n", "\n", - "#minimal photon energy\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", @@ -77,12 +78,12 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -94,28 +95,66 @@ "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=[[0,0.3e4],[1,6]], vmax=20)\n", - "ax[0].set_xlabel(\"minimal photon energy\")\n", - "ax[0].set_ylabel(r\"$E_{ph}$\")\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=[[0,0.3e4],[1,6]], vmax=20)\n", - "ax[1].set_xlabel(\"minimal photon energy\")\n", - "ax[1].set_ylabel(r\"$E_{ph}$\")\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": null, + "execution_count": 51, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "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",