diff --git a/electron_lost_found.ipynb b/electron_lost_found.ipynb index 030a66d..e4ad055 100644 --- a/electron_lost_found.ipynb +++ b/electron_lost_found.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -118,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -168,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -178,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -217,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -258,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -294,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -312,15 +312,15 @@ "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=300, cmap=plt.cm.jet, cmin=1)\n", - "ax0.set_xlabel(\"z\")\n", - "ax0.set_ylabel(\"x\")\n", + "ax0.set_xlabel(\"z [mm]\")\n", + "ax0.set_ylabel(\"x [mm]\")\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=300, cmap=plt.cm.jet, cmin=1)\n", - "ax1.set_xlabel(\"z\")\n", - "ax1.set_ylabel(\"x\")\n", + "ax1.set_xlabel(\"z [mm]\")\n", + "ax1.set_ylabel(\"x [mm]\")\n", "ax1.set_title(r\"$e^\\pm$ lost brem vertices\")\n", "#ax1.set(xlim=(0,4000), ylim=(-1000,1000))\n", "\n", @@ -337,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -408,10 +408,149 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "endvtx_x_found = tracked[\"all_endvtx_x\"]\n", + "endvtx_x_found = endvtx_x_found[tracked[\"all_endvtx_x_length\"]!=0]\n", + "endvtx_x_found = ak.to_numpy(ak.flatten(endvtx_x_found))\n", + "\n", + "endvtx_z_found = tracked[\"all_endvtx_z\"]\n", + "endvtx_z_found = endvtx_z_found[tracked[\"all_endvtx_z_length\"]!=0]\n", + "#print(ak.to_numpy(brem_vtx_z_found))\n", + "endvtx_z_found = ak.to_numpy(ak.flatten(endvtx_z_found))\n", + "\n", + "endvtx_x_lost = lost[\"all_endvtx_x\"]\n", + "endvtx_x_lost = endvtx_x_lost[lost[\"all_endvtx_x_length\"]!=0]\n", + "endvtx_x_lost = ak.to_numpy(ak.flatten(endvtx_x_lost))\n", + "\n", + "endvtx_z_lost = lost[\"all_endvtx_z\"]\n", + "endvtx_z_lost = endvtx_z_lost[lost[\"all_endvtx_z_length\"]!=0]\n", + "endvtx_z_lost = ak.to_numpy(ak.flatten(endvtx_z_lost))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", + "\n", + "a0 = ax0.hist2d(endvtx_z_found, endvtx_x_found, density=False, bins=300, cmap=plt.cm.jet, cmin=1)\n", + "ax0.set_xlabel(\"z [mm]\")\n", + "ax0.set_ylabel(\"x [mm]\")\n", + "ax0.set_title(r\"$e^\\pm$ found end vertices\")\n", + "\n", + "plt.colorbar(a0[3],ax=ax0)\n", + "\n", + "a1 = ax1.hist2d(endvtx_z_lost, endvtx_x_lost, density=False, bins=300, cmap=plt.cm.jet, cmin=1)\n", + "ax1.set_xlabel(\"z [mm]\")\n", + "ax1.set_ylabel(\"x [mm]\")\n", + "ax1.set_title(r\"$e^\\pm$ lost end 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 more densely concentrated around the beampipe, especially in the z range of the magnet\n", + "found: vertices are densely located @ or around the detectors, while there are no clusters in the z range of the magnet\n", + "\"\"\"\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# try to plot trajectories using all tracker hits (Velo, UT, SciFi)\n", + "\n", + "velo_x_found = tracked[\"velo_hit_pos_x\"]\n", + "velo_z_found = tracked[\"velo_hit_pos_z\"]\n", + "ut_x_found = tracked[\"ut_hit_pos_x\"]\n", + "ut_z_found = tracked[\"ut_hit_pos_z\"]\n", + "scifi_x_found = tracked[\"scifi_hit_pos_x\"]\n", + "scifi_z_found = tracked[\"scifi_hit_pos_z\"]\n", + "\n", + "tracker_x_found = ak.concatenate([velo_x_found,ut_x_found,scifi_x_found], axis=1)\n", + "tracker_z_found = ak.concatenate([velo_z_found,ut_z_found,scifi_z_found], axis=1)\n", + "\n", + "velo_x_lost = lost[\"velo_hit_pos_x\"]\n", + "velo_z_lost = lost[\"velo_hit_pos_z\"]\n", + "ut_x_lost = lost[\"ut_hit_pos_x\"]\n", + "ut_z_lost = lost[\"ut_hit_pos_z\"]\n", + "scifi_x_lost = lost[\"scifi_hit_pos_x\"]\n", + "scifi_z_lost = lost[\"scifi_hit_pos_z\"]\n", + "\n", + "tracker_x_lost = ak.concatenate([velo_x_lost,ut_x_lost,scifi_x_lost], axis=1)\n", + "tracker_z_lost = ak.concatenate([velo_z_lost,ut_z_lost,scifi_z_lost], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", + "\n", + "for i in range(0,10):\n", + " popt, pcov = curve_fit(cubic_fit,ak.to_numpy(tracker_z_found[i,:]),ak.to_numpy(tracker_x_found[i,:]))\n", + " z_coord = np.linspace(tracker_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", + " ax0.errorbar(ak.to_numpy(tracker_z_found[i,:]),ak.to_numpy(tracker_x_found[i,:]),fmt=\".\",ms=4)\n", + "\n", + "ax0.legend()\n", + "ax0.set_xlabel(\"z [mm]\")\n", + "ax0.set_ylabel(\"x [mm]\")\n", + "ax0.set_title(\"found tracks from detector hits from few signals\")\n", + "ax0.set(xlim=(0,12000), ylim=(-4000,4000))\n", + "ax0.grid()\n", + "\n", + "for i in range(0,10):\n", + " popt, pcov = curve_fit(cubic_fit,ak.to_numpy(tracker_z_lost[i,:]),ak.to_numpy(tracker_x_lost[i,:]))\n", + " z_coord = np.linspace(tracker_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", + " ax1.errorbar(ak.to_numpy(tracker_z_lost[i,:]),ak.to_numpy(tracker_x_lost[i,:]),fmt=\".\",ms=4)\n", + "\n", + "ax1.legend()\n", + "ax1.set_xlabel(\"z [mm]\")\n", + "ax1.set_ylabel(\"x [mm]\")\n", + "ax1.set_title(\"lost tracks from detector hits from few signals\")\n", + "ax1.set(xlim=(0,12000), ylim=(-4000,4000))\n", + "ax1.grid()\n", + "\n", + "plt.show()" + ] }, { "cell_type": "code", @@ -420,6 +559,287 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'all_endvtx_types_length': 11,\n", + " 'all_endvtx_types': [101.0,\n", + " 101.0,\n", + " 101.0,\n", + " 101.0,\n", + " 101.0,\n", + " 101.0,\n", + " 101.0,\n", + " 101.0,\n", + " 101.0,\n", + " 101.0,\n", + " 0.0],\n", + " 'all_endvtx_x_length': 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'velo_hit_pos_z': [100.64099884033203,\n", + " 125.64099884033203,\n", + " 150.64100646972656,\n", + " 175.64100646972656,\n", + " 200.64100646972656,\n", + " 225.64100646972656,\n", + " 250.64100646972656,\n", + " 275.6409912109375,\n", + " 324.3590087890625,\n", + " 399.3590087890625],\n", + " 'velo_track_idx': 143,\n", + " 'velo_track_tx': 0.054571494460105896,\n", + " 'velo_track_ty': -0.056447889655828476,\n", + " 'velo_track_x': 39.710758209228516,\n", + " 'velo_track_y': -41.2618293762207,\n", + " 'velo_track_z': 770.0}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tracked[1].tolist()" + ] + }, { "cell_type": "code", "execution_count": null,