From c85a81fd65528e8b91ea9fbf633104b94b3a91a2 Mon Sep 17 00:00:00 2001 From: cetin Date: Mon, 18 Sep 2023 16:44:11 +0200 Subject: [PATCH] plotted x-z-vertices and tracks for single found electrons according to their brem vertices --- electron_lost_found.ipynb | 116 +++++++++++++++++++++++++++----------- 1 file changed, 83 insertions(+), 33 deletions(-) diff --git a/electron_lost_found.ipynb b/electron_lost_found.ipynb index 922aa05..437c634 100644 --- a/electron_lost_found.ipynb +++ b/electron_lost_found.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -258,18 +258,17 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "brem_vtx_x_found = tracked[\"brem_vtx_x\"]\n", "brem_vtx_x_found = brem_vtx_x_found[tracked[\"brem_vtx_x_length\"]!=0]\n", - "vtx_x_fit = brem_vtx_x_found[1]\n", "brem_vtx_x_found = ak.to_numpy(ak.flatten(brem_vtx_x_found))\n", "\n", "brem_vtx_z_found = tracked[\"brem_vtx_z\"]\n", "brem_vtx_z_found = brem_vtx_z_found[tracked[\"brem_vtx_z_length\"]!=0]\n", - "vtx_z_fit = brem_vtx_z_found[1]\n", + "#print(ak.to_numpy(brem_vtx_z_found))\n", "brem_vtx_z_found = ak.to_numpy(ak.flatten(brem_vtx_z_found))\n", "\n", "brem_vtx_x_lost = lost[\"brem_vtx_x\"]\n", @@ -280,25 +279,27 @@ "brem_vtx_z_lost = brem_vtx_z_lost[lost[\"brem_vtx_z_length\"]!=0]\n", "brem_vtx_z_lost = ak.to_numpy(ak.flatten(brem_vtx_z_lost))\n", "\n", - "vtx_x_fit= ak.to_numpy(vtx_x_fit)\n", - "vtx_z_fit = ak.to_numpy(vtx_z_fit)" + "#vtx_x_fit= ak.to_numpy(vtx_x_found)\n", + "#vtx_z_fit = ak.to_numpy(vtx_z_found)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "\n" + ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -310,37 +311,63 @@ "source": [ "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", - "a0 = ax0.hist2d(brem_vtx_z_found, brem_vtx_x_found, density=False, bins=200, cmap=plt.cm.jet, cmin=1)\n", + "a0 = ax0.hist2d(brem_vtx_z_found, brem_vtx_x_found, density=False, bins=300, cmap=plt.cm.jet, cmin=1)\n", "ax0.set_xlabel(\"z\")\n", "ax0.set_ylabel(\"x\")\n", "ax0.set_title(r\"$e^\\pm$ found brem vertices\")\n", "\n", "plt.colorbar(a0[3],ax=ax0)\n", "\n", - "a1 = ax1.hist2d(brem_vtx_z_lost, brem_vtx_x_lost, density=False, bins=200, cmap=plt.cm.jet, cmin=1)\n", + "a1 = ax1.hist2d(brem_vtx_z_lost, brem_vtx_x_lost, density=False, bins=300, cmap=plt.cm.jet, cmin=1)\n", "ax1.set_xlabel(\"z\")\n", "ax1.set_ylabel(\"x\")\n", "ax1.set_title(r\"$e^\\pm$ lost brem vertices\")\n", + "#ax1.set(xlim=(0,4000), ylim=(-1000,1000))\n", "\n", "plt.colorbar(a1[3], ax=ax1)\n", "\n", "\"\"\"\n", + "z: VeLo - RICH1 - TT - Magnet - T1,T2,T3 - RICH2 - M1\n", "B:\n", - "vertices of lost e photons are slightly more concentrated around the beampipe, since electrons interact more with matter of the setup there\n", + "vertices of lost e photons are more densely concentrated around the beampipe\n", + "found: \n", "\"\"\"\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "#plot singular tracks by fitting brem vertices\n", + "vtx_z_found = tracked[\"brem_vtx_z\"]\n", + "vtx_z_found = vtx_z_found[tracked[\"brem_vtx_z_length\"]>3]\n", + "\n", + "vtx_x_found = tracked[\"brem_vtx_x\"]\n", + "vtx_x_found = vtx_x_found[tracked[\"brem_vtx_x_length\"]>3]\n", + "\n", + "vtx_z_lost = lost[\"brem_vtx_z\"]\n", + "vtx_z_lost = vtx_z_lost[lost[\"brem_vtx_z_length\"]>3]\n", + "\n", + "vtx_x_lost = lost[\"brem_vtx_x\"]\n", + "vtx_x_lost = vtx_x_lost[lost[\"brem_vtx_x_length\"]>3]\n", + "\n", + "def cubic_fit(x, a, b, c, d):\n", + " return (a + b*x + c*x**2 + d*x**3)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ - "
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" ] }, "metadata": {}, @@ -348,28 +375,51 @@ } ], "source": [ - "# look at singular event and track\n", - "\n", - "def cubic_fit(x, a, b, c, d):\n", - " return (a + b*x + c*x**2 + d*x**3)\n", - "\n", - "popt,pcov = curve_fit(cubic_fit, vtx_z_fit, vtx_x_fit)\n", - "popt\n", - "\n", - "z_coord = np.linspace(vtx_z_fit[0],12000,1000)\n", - "fit = cubic_fit(z_coord, popt[0], popt[1], popt[2], popt[3])\n", + "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", - "plt.plot(z_coord, fit, \"-\", label=\"fit\")\n", - "plt.plot(vtx_z_fit, vtx_x_fit, \".\", label=\"data\")\n", - "plt.ylim(-4300,4300)\n", - "plt.xlabel(\"z [mm]\")\n", - "plt.ylabel(\"x [mm]\")\n", - "plt.title(\"fit track of brem vertices from single signal\")\n", + "for i in range(3,6):\n", + " popt, pcov = curve_fit(cubic_fit,ak.to_numpy(vtx_z_found[i,:]),ak.to_numpy(vtx_x_found[i,:]))\n", + " z_coord = np.linspace(vtx_z_found[i,0],12000,1000)\n", + " fit = cubic_fit(z_coord, popt[0], popt[1], popt[2], popt[3])\n", + " ax0.plot(z_coord, fit, \"-\", label=\"fit\"+str(i))\n", + "\n", + "ax0.legend()\n", + "ax0.set_xlabel(\"z [mm]\")\n", + "ax0.set_ylabel(\"x [mm]\")\n", + "ax0.set_title(\"found tracks of brem vertices from few signals\")\n", + "ax0.set(xlim=(0,12000), ylim=(-4000,4000))\n", + "ax0.grid()\n", + "\n", + "for i in range(3,6):\n", + " popt, pcov = curve_fit(cubic_fit,ak.to_numpy(vtx_z_lost[i,:]),ak.to_numpy(vtx_x_lost[i,:]))\n", + " z_coord = np.linspace(vtx_z_lost[i,0],12000,1000)\n", + " fit = cubic_fit(z_coord, popt[0], popt[1], popt[2], popt[3])\n", + " ax1.plot(z_coord, fit, \"-\", label=\"fit\"+str(i))\n", + "\n", + "ax1.legend()\n", + "ax1.set_xlabel(\"z [mm]\")\n", + "ax1.set_ylabel(\"x [mm]\")\n", + "ax1.set_title(\"lost tracks of brem vertices from few signals\")\n", + "ax1.set(xlim=(0,12000), ylim=(-4000,4000))\n", + "ax1.grid()\n", "\n", - "plt.legend()\n", "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null,