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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "cd8f9d46",
+   "metadata": {},
+   "source": [
+    "# Preparation "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "54395484",
+   "metadata": {},
+   "source": [
+    "This example uses the following packages. You may use your favourite plotting tools instead.\n",
+    "- numpy\n",
+    "- h5py\n",
+    "- h5flow (See the instructions in readme: https://github.com/peter-madigan/h5flow)\n",
+    "- matplotlib\n",
+    "- plotly\n",
+    "\n",
+    "If you need help installing `h5flow` for example, take a look at the cheat sheet: https://github.com/DUNE/2x2_sim/blob/develop/run-ndlar-flow/install_ndlar_flow.sh\n",
+    "\n",
+    "This example is tailored for MiniRun6.5 and above. There are changes between 4.5 and 6.5 that are listed. Github does not display the plotly graphs properly, so this is best viewed with a jupyter notebook viewer.\n",
+    "\n",
+    "Check out this page to get an overview what's in the flow files! https://github.com/DUNE/2x2_sim/wiki/File-data-definitions  \n",
+    "You may also check other 2x2_sim wiki pages for other resources you need, be sure to click \"Show more pages...\" to see all wiki pages."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4c064d8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:Running without mpi4py because No module named 'mpi4py'\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "import h5py\n",
+    "\n",
+    "import h5flow\n",
+    "from h5flow.data import dereference\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import plotly.graph_objects as go"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "61c1d192",
+   "metadata": {},
+   "source": [
+    "# Load an input \"flow\" file"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "56ea8cc0",
+   "metadata": {},
+   "source": [
+    "We first need a \"flow\" file, for this tutorial we will use simulated events from MiniRun6.5 in this directory :  \n",
+    "https://portal.nersc.gov/project/dune/data/2x2/simulation/productions/MiniRun6.5_1E19_RHC/MiniRun6.5_1E19_RHC.flow/FLOW/0000000/\n",
+    "\n",
+    "On NERSC you can navigate the data portal from : /global/cfs/cdirs/dune/www/\n",
+    "\n",
+    "You may also check other simulation runs from here : https://portal.nersc.gov/project/dune/data/2x2/simulation/productions/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "5b418554",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f_name = 'MiniRun6.5_1E19_RHC.flow.0000123.FLOW.hdf5'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "407ecc90",
+   "metadata": {},
+   "source": [
+    "Use the magic of `h5flow`. Thanks to Peter Madigan."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e9d4e4dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f_manager = h5flow.data.H5FlowDataManager(f_name, 'r')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0bd5552a",
+   "metadata": {},
+   "source": [
+    "If you prefer bare h5py loading, you can do:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "2a7099f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f_h5 = h5py.File(f_name,'r')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f33b8945-9dac-44d6-a4a1-4a7e2d770d42",
+   "metadata": {},
+   "source": [
+    "We also load the MiniRun4 file for comparison later."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "85cbdfd5-83c1-4ef0-ae5f-cc98847cfbe2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f_name_MR4 = 'MiniRun4.5_1E19_RHC.flow.0000123.FLOW.hdf5'\n",
+    "f_manager_MR4 = h5flow.data.H5FlowDataManager(f_name_MR4, 'r')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3c946b4",
+   "metadata": {},
+   "source": [
+    "# Choose an event to look into"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1090029d",
+   "metadata": {},
+   "source": [
+    "Here the index is refering to reconstructed event id. Please be careful not to mix it up with the \"event_id\" in the truth information, even though the reconstructed and true event id's are one-to-one when we use event building with external triggers in MiniRun5. You would need to use reference to reliably associate the reco events and the true events."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b35ec87a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "i_evt = 22"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8e916d28",
+   "metadata": {},
+   "source": [
+    "The total number of true events:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "4bbed44a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "192"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(np.unique(f_manager[\"mc_truth/interactions/data\"]['event_id']))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4b3bbcfa",
+   "metadata": {},
+   "source": [
+    "The `event_id` for MiniRun's has file id coded in. The event_id is determined at the spill building stage. You may see some gaps in the `event_id`, if there are no segments in the active detector volume."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "11df4bea",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([123000, 123001, 123002, 123003, 123004, 123005, 123006, 123007,\n",
+       "       123008, 123009, 123010, 123011, 123012, 123013, 123014, 123015,\n",
+       "       123016, 123017, 123018, 123019, 123020, 123021, 123022, 123023,\n",
+       "       123024, 123025, 123026, 123027, 123028, 123029, 123030, 123031,\n",
+       "       123032, 123033, 123034, 123035, 123036, 123037, 123038, 123039,\n",
+       "       123040, 123041, 123042, 123043, 123044, 123045, 123046, 123047,\n",
+       "       123048, 123049, 123050, 123051, 123052, 123053, 123054, 123055,\n",
+       "       123056, 123057, 123058, 123059, 123060, 123061, 123062, 123063,\n",
+       "       123064, 123065, 123066, 123067, 123068, 123069, 123070, 123071,\n",
+       "       123072, 123073, 123074, 123075, 123076, 123077, 123078, 123079,\n",
+       "       123080, 123081, 123082, 123083, 123084, 123085, 123086, 123087,\n",
+       "       123088, 123089, 123090, 123091, 123092, 123093, 123094, 123095,\n",
+       "       123097, 123098, 123099, 123100, 123101, 123102, 123103, 123104,\n",
+       "       123105, 123106, 123107, 123108, 123109, 123110, 123111, 123112,\n",
+       "       123113, 123114, 123115, 123116, 123117, 123118, 123119, 123120,\n",
+       "       123121, 123122, 123123, 123124, 123125, 123126, 123127, 123128,\n",
+       "       123129, 123130, 123131, 123132, 123133, 123134, 123135, 123136,\n",
+       "       123137, 123138, 123139, 123140, 123141, 123142, 123143, 123144,\n",
+       "       123145, 123146, 123147, 123148, 123149, 123150, 123151, 123152,\n",
+       "       123153, 123154, 123155, 123156, 123157, 123158, 123159, 123160,\n",
+       "       123161, 123162, 123163, 123164, 123165, 123166, 123167, 123168,\n",
+       "       123169, 123170, 123171, 123172, 123174, 123175, 123176, 123177,\n",
+       "       123178, 123179, 123180, 123181, 123182, 123183, 123184, 123185,\n",
+       "       123186, 123187, 123188, 123189, 123190, 123191, 123192, 123193],\n",
+       "      dtype=uint32)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.unique(f_manager[\"mc_truth/interactions/data\"]['event_id'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "32f76add",
+   "metadata": {},
+   "source": [
+    "# View what's in the file"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a225f7e",
+   "metadata": {},
+   "source": [
+    "You can check the available data groups by using \".keys()\"."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "5518186c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<KeysViewHDF5 ['charge', 'combined', 'geometry_info', 'lar_info', 'light', 'mc_truth', 'run_info']>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_h5.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "7778bc9d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<HDF5 group \"/mc_truth/trajectories\" (2 members)>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"mc_truth/trajectories\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "dab1aea3",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<KeysViewHDF5 ['calib_final_hit_backtrack', 'calib_prompt_hit_backtrack', 'interactions', 'light', 'packet_fraction', 'segments', 'stack', 'trajectories']>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"mc_truth\"].keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "87efafe4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<KeysViewHDF5 ['calib_final_hits', 'calib_prompt_hits', 'events', 'ext_trigs', 'packets', 'packets_corr_ts', 'raw_events', 'raw_hits']>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"charge\"].keys()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4cc84c4a",
+   "metadata": {},
+   "source": [
+    "Get the list of fields in the dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "0ee49d05",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype([('id', '<u8'), ('nhit', '<u4'), ('ADC', '<f8'), ('ts_start', '<f8'), ('ts_end', '<f8'), ('n_ext_trigs', '<u4'), ('unix_ts', '<u8'), ('unix_ts_usec', '<u4')])"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"charge/events/data\"].dtype"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dce0312a",
+   "metadata": {},
+   "source": [
+    "# Coordinates"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "767b7bd0",
+   "metadata": {},
+   "source": [
+    "The axis conventions used in the current files is as follows.\n",
+    "<table style=\"margin-left: 0; margin-right: auto;\">\n",
+    "<tr><td>\n",
+    "\n",
+    "| Axis | Description |\n",
+    "| :--: | :---------: |\n",
+    "|  x   | Drift Axis  |\n",
+    "|  y   | Vertical Direction |\n",
+    "|  z   | Beam Direction |\n",
+    "</td></tr>\n",
+    "</table>\n",
+    "As of MiniRun6.5, the coordinate systems used in the datasets should be unified. Older files may have the x and z directions swapped or `mc_truth` using a different coordinate system.  \n",
+    "\n",
+    "The attributes of `geometry_info` can tell you the beam direction, drift direction, and other geometric information about the TPC."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "d7000270-82e1-4527-8e87-78b493f91f1a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<KeysViewHDF5 ['beam_direction', 'cathode_thickness', 'class_version', 'classname', 'crs_geometry_files', 'crs_geometry_to_module', 'drift_direction', 'lar_detector_bounds', 'lrs_geometry_file', 'max_drift_distance', 'module_RO_bounds', 'n_io_channels_per_tile', 'network_agnostic', 'pixel_pitch']>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager['geometry_info'].attrs.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "3ea61fd4-674d-4dd4-b5ca-192547bbf608",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "x z\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f_manager['geometry_info'].attrs['drift_direction'],f_manager['geometry_info'].attrs['beam_direction'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1bfb7394-64a8-4564-ad08-93d8e58c36dd",
+   "metadata": {},
+   "source": [
+    "We keep the boundaries (in cm) of the LAr and each module for visualization later."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "b923849f-c716-48c6-a770-8e12351616d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-64.08975, -62.076  , -64.538  ],\n",
+       "       [ 64.08975,  62.076  ,  64.538  ]], dtype=float32)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lar_bounds = f_manager['geometry_info'].attrs['lar_detector_bounds']\n",
+    "lar_bounds"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "dbe37056-3f0d-4a86-9c76-178f705d8699",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[[  2.91025  , -62.076    ,   2.4620001],\n",
+       "        [ 64.08975  ,  62.076    ,  64.538    ]],\n",
+       "\n",
+       "       [[  2.91025  , -62.076    , -64.538    ],\n",
+       "        [ 64.08975  ,  62.076    ,  -2.4620001]],\n",
+       "\n",
+       "       [[-64.08975  , -62.076    ,   2.462    ],\n",
+       "        [ -2.91025  ,  62.076    ,  64.537994 ]],\n",
+       "\n",
+       "       [[-64.08975  , -62.076    , -64.538    ],\n",
+       "        [ -2.91025  ,  62.076    ,  -2.4620001]]], dtype=float32)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mod_bounds = f_manager['geometry_info'].attrs['module_RO_bounds']\n",
+    "mod_bounds"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12a83ac6",
+   "metadata": {},
+   "source": [
+    "# Let's look at some truth information"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bf1ab272",
+   "metadata": {},
+   "source": [
+    "Please see Andrew C.'s talk (https://indico.fnal.gov/event/59495/contributions/267290/) to get a full picture of the truth landscape.\\\n",
+    "`interactions` stores (neutrino) interaction information from generators.\\\n",
+    "`trajectories` stores information for true particles. \"traj_id\" is only reliably unique per interaction. You can find what process produces the trajectories and what their parents are in that dataset.\\\n",
+    "`segments` stores information of edep-sim segments. Within each segment the dE/dx is the same. The length of the segment can vary based on how dE/dx changes along a particle trajectory, unless otherwise capped by edep-sim setting.\\\n",
+    "Let's plot some truth information from \"mc_truth/interactions\" first!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "c0139be2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Interactions = f_manager[\"mc_truth/interactions/data\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9c4c5bed",
+   "metadata": {},
+   "source": [
+    "Since MiniRun6.5 locations of interactions in `mc_truth/interactions/data` are recorded in `x_vert` [cm], `y_vert` [cm], `z_vert` [cm] and `t_vert` [us]. This is different in earlier versions.  \n",
+    "This plot show the x-y positions of the neutrino vertices in this file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "b3587f1e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist2d(Interactions['x_vert'], Interactions['y_vert'], bins = [50, 50])\n",
+    "plt.xlabel(\"x [cm]\")\n",
+    "plt.ylabel(\"y [cm]\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "94e8c69d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "CC = Interactions[Interactions['isCC']==1]['Enu']\n",
+    "NC = Interactions[Interactions['isCC']==0]['Enu']\n",
+    "Enu_CCNC = [CC, NC]\n",
+    "label = [f\"CC: {len(CC)}\", f\"NC: {len(NC)}\"]\n",
+    "plt.hist(Enu_CCNC, histtype='stepfilled', stacked=True, label=label, bins=25, range=(0,50000))\n",
+    "plt.xlabel(\"E$_{\\\\nu}$ [MeV]\")\n",
+    "plt.ylabel(\"entries\")\n",
+    "plt.grid()\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "7366e3e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "QES = Interactions[Interactions['reaction']==1]['Elep']\n",
+    "MEC = Interactions[Interactions['reaction']==2]['Elep']\n",
+    "RES = Interactions[Interactions['reaction']==3]['Elep']\n",
+    "DIS = Interactions[Interactions['reaction']==4]['Elep']\n",
+    "COH = Interactions[Interactions['reaction']==5]['Elep']\n",
+    "\n",
+    "Elep = [QES, MEC, RES, DIS, COH]\n",
+    "label = [f\"QES: {len(QES)}\", f\"MEC: {len(MEC)}\", f\"RES: {len(RES)}\", f\"DIS: {len(DIS)}\", f\"COH: {len(COH)}\"]\n",
+    "plt.hist(Elep, histtype='stepfilled', stacked=True, label=label, bins=25, range=(0,50000))\n",
+    "plt.xlabel(\"lepton kinetic energy [MeV]\")\n",
+    "plt.ylabel(\"entries\")\n",
+    "plt.grid()\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "050d3be5",
+   "metadata": {},
+   "source": [
+    "Let's plot something from edep segments!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "b067ed24",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Segs = f_manager[\"mc_truth/segments/data\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "e147cdd1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(Segs[Segs['dx']>0]['dx'],bins=40)\n",
+    "plt.ylabel(\"entries\")\n",
+    "plt.xlabel(\"segment length [cm]\")\n",
+    "plt.yscale(\"log\")\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "449430b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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pp9Mpt9uttLQ0u8sBAAAh0OGgM2rUKEnS2bNnVVNTo/LycvXv3z9khQEAAHRVp6+6iouL09KlS3X27NlQ1AMAABA0AV11ddNNN6mmpka5ublBLgcIvdyqzRdf6f/705IJIawEABBqAQWd8ePHq6qqSu+++67y8/PVs2dPv+dvueWWoBQHAADQFQEFnXvuuUeStGzZsnbPdZerrgAAgPkCCjperzfYdQAAAARdQF8B8fOf/1wtLS3txs+cOaOf//znXS4KAAAgGAIKOjNnztTJkyfbjZ86dUozZ87sclEAAADBEFDQabsD8t/75JNPuPkeAACIGJ06R+eaa66Rw+GQw+HQzTffrLi4//txj8ejI0eO6Nvf/nbQiwQAAAhEp4LOpEmTJEl1dXUqLS1Vr169fM8lJCQoNzdX3//+94NaIAAAQKA6FXQeeughSVJubq6mTp2qpKSkkBQFAAAQDAFdXl5WVibp66usGhsb211unpOT0/XKAAAAuiigoHPo0CGVl5dr165dfuNtJylzw0AAABAJAgo6d955p+Li4rRp0yZlZWWd8wosAAAAuwUUdOrq6rRv3z4NGjQo2PUAAAAETUD30cnLy9Px48eDXQsAAEBQBRR0Hn/8cd1///3asWOH/vKXv8jtdvs9AAAAIkFAh65KSkokSTfddJPf+TmcjAwAACJJQEFn+/btwa4j7Fwul1wuF6EMAACDBXToatSoUYqJidGqVatUVVWlgQMHatSoUfr4448VGxsb7BpDwul0qr6+XrW1tXaXAgAAQiSgoPOrX/1KpaWl6tGjh/7whz+opaVFknTy5EktXrw4qAUCAAAEKqCg88gjj2jlypVatWqV4uPjfePXX3+93nnnnaAVBwAA0BUBBZ2DBw/qxhtvbDeelpamEydOdLUmAACAoAgo6GRmZurw4cPtxt98800NGDCgy0UBAAAEQ0BBZ9asWZozZ47efvttORwOffrpp3r55Zd177336u677w52jQAAAAEJ6PLyqqoqeb1e3XzzzWpubtaNN96oxMRE3XvvvZo9e3awawQAAAhIQEHH4XDowQcf1H333afDhw/r9OnTysvLU69evYJdHwAAQMACCjptEhISlJeXF6xaAAAAgiqgc3QAAAC6A4IOAAAwFkEHAAAYi6ADAACM1aWTkQHT5VZt7vC6f1oyIYSVAAACwR4dAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMZEXS+973v6dJLL9XkyZPtLgUAAESQOLsLCIY5c+aovLxcL730kt2lRJXcqs12lwAAwAUZsUdn9OjRSklJsbsMAAAQYWwPOjt37tTEiRPVr18/ORwObdiwod06LpdLubm5SkpKUnFxsfbs2RP+QgEAQLdje9BpamrS8OHD5XK5zvn8unXrVFlZqYceekjvvPOOhg8frtLSUjU2Noa5UgAA0N3Yfo7O+PHjNX78+PM+v2zZMs2aNUszZ86UJK1cuVKbN2/Wiy++qKqqqk6/XktLi1paWnzLbrdbktTa2qrW1tZOz3c+bXMFc85Ikxhr2V2CEmMsv3/ayeTfdTS8nyMFvQ4P+hweoexzR+e0PehcyJkzZ7Rv3z7NmzfPNxYTE6OSkhLt3r07oDkfe+wxLVq0qN341q1blZycHHCt57Nt27agzxkpniiyu4L/83CB1+4S9Jvf/MbuEkLO5PdzpKHX4UGfwyMUfW5ubu7QehEddI4fPy6Px6OMjAy/8YyMDB04cMC3XFJSov3796upqUn9+/fXq6++qpEjR55zznnz5qmystK37Ha7lZ2drXHjxik1NTVotbe2tmrbtm0aO3as4uPjgzZvJLl64et2l6DEGEsPF3g1f2+MWrwOW2t5b2Gpra8fStHwfo4U9Do86HN4hLLPbUdkLiaig05HvfHGGx1eNzExUYmJie3G4+PjQ/JmD9W8kaDFY2+w+FstXoft9Zj6e/5bJr+fIw29Dg/6HB6h6HNH57P9ZOQL6du3r2JjY9XQ0OA33tDQoMzMTJuqAgAA3UVEB52EhATl5+erurraN+b1elVdXX3eQ1MAAABtbD90dfr0aR0+fNi3fOTIEdXV1al3797KyclRZWWlysrKVFBQoKKiIi1fvlxNTU2+q7AC5XK55HK55PF4uroJAAAgQtkedPbu3asxY8b4lttOFC4rK9OaNWs0depUff7551qwYIGOHTumESNGaMuWLe1OUO4sp9Mpp9Mpt9uttLS0Ls0FAAAik+1BZ/To0bKsC98DpaKiQhUVFWGqCAAAmCKiz9EBAADoCoIOAAAwFkEHAAAYK2qDjsvlUl5engoLC+0uBQAAhEjUBh2n06n6+nrV1tbaXQoAAAiRqA06AADAfAQdAABgLIIOAAAwFkEHAAAYi6ADAACMFbVBh8vLAQAwX9QGHS4vBwDAfFEbdAAAgPkIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGCtqgw6XlwMAYL6oDTpcXg4AgPmiNugAAADzEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMaK2qDDnZEBADBf1AYd7owMAID5ojboAAAA8xF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjxdldgF1cLpdcLpc8Ho/dpUSU3KrNdpcQFTrb5z8tmRCiSgDAbFG7R4evgAAAwHxRG3QAAID5CDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMFbUBh2Xy6W8vDwVFhbaXQoAAAiRqA06fHs5AADmi9qgAwAAzEfQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGPF2V2AXVwul1wulzwej92lAEGVW7W5w+v+acmEEFYCAPaL2j06TqdT9fX1qq2ttbsUAAAQIlEbdAAAgPkIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMJYRQWfTpk36xje+oauuukovvPCC3eUAAIAIEWd3AV119uxZVVZWavv27UpLS1N+fr6+973vqU+fPnaXBgAAbNbt9+js2bNHQ4YM0WWXXaZevXpp/Pjx2rp1q91lAQCACGB70Nm5c6cmTpyofv36yeFwaMOGDe3Wcblcys3NVVJSkoqLi7Vnzx7fc59++qkuu+wy3/Jll12mP//5z+EoHQAARDjbD101NTVp+PDhKi8v16233tru+XXr1qmyslIrV65UcXGxli9frtLSUh08eFDp6emdfr2Wlha1tLT4lt1utySptbVVra2tgW/I32mbK5hzhkNirGV3CZ2SGGP5/dNOnfldd7bPoZq7o/N21/dzd0Svw4M+h0co+9zROR2WZdn/CfH/ORwOrV+/XpMmTfKNFRcXq7CwUCtWrJAkeb1eZWdna/bs2aqqqtKuXbu0dOlSrV+/XpI0d+5cFRUVadq0aed8jYULF2rRokXtxteuXavk5OTgbxQAAAi65uZmTZs2TSdPnlRqaup514vooHPmzBklJyfrv/7rv/zCT1lZmU6cOKGNGzfq7NmzGjx4sHbs2OE7GXnXrl3nPRn5XHt0srOzdfz48Qs2qrNaW1u1bds2jR07VvHx8UGbt83VC1/v8LrvLSwNybyRIDHG0sMFXs3fG6MWr8PucozV1udIeD+bLtS9DpVQ/U0KlVD/jQ6VSPnb39G5Q9lnt9utvn37XjTo2H7o6kKOHz8uj8ejjIwMv/GMjAwdOHBAkhQXF6cnn3xSY8aMkdfr1f3333/BK64SExOVmJjYbjw+Pj4kb/ZQzdvi6fiHemdevzPzRpIWr6Pb1t6dRML7OVqEqtehEqq/SaFGnzs/b2fnbls/2H3u6HwRHXQ66pZbbtEtt9xidxkAACDC2H7V1YX07dtXsbGxamho8BtvaGhQZmamTVUBAIDuIqKDTkJCgvLz81VdXe0b83q9qq6u1siRI7s0t8vlUl5engoLC7taJgAAiFC2H7o6ffq0Dh8+7Fs+cuSI6urq1Lt3b+Xk5KiyslJlZWUqKChQUVGRli9frqamJs2cObNLr+t0OuV0OuV2u5WWltbVzQAAABHI9qCzd+9ejRkzxrdcWVkp6esrq9asWaOpU6fq888/14IFC3Ts2DGNGDFCW7ZsaXeCMgAAwN+zPeiMHj1aF7vCvaKiQhUVFWGqCAAAmCKiz9EBAADoCoIOAAAwVtQGHa66AgDAfFEbdJxOp+rr61VbW2t3KQAAIESiNugAAADzEXQAAICxCDoAAMBYtt9Hx25t9/Bxu91Bnbe1tVXNzc1yu90h+WZcb0tzh9ftzLZ1Zt5I4Im11NzskaclVl6+ATtk2vocCe9n04W616ESqr9JoRLqv9GhEil/+zs6dyj73FbDxe7F57AutobhPvnkE2VnZ9tdBgAACMDRo0fVv3//8z4f9UHH6/Xq008/VUpKihyO4O0RcLvdys7O1tGjR5Wamhq0eeGPPocHfQ4feh0e9Dk8Qtlny7J06tQp9evXTzEx5z8TJ+oPXcXExFwwCXZVamoq/xGFAX0OD/ocPvQ6POhzeISqzx35Um5ORgYAAMYi6AAAAGMRdEIkMTFRDz30kBITE+0uxWj0OTzoc/jQ6/Cgz+ERCX2O+pORAQCAudijAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6IeJyuZSbm6ukpCQVFxdrz549dpdklMcee0yFhYVKSUlRenq6Jk2apIMHD9pdlvGWLFkih8OhuXPn2l2Kcf785z/r9ttvV58+fdSjRw8NHTpUe/futbsso3g8Hs2fP19XXHGFevTooSuvvFIPP/zwRb8rCRe3c+dOTZw4Uf369ZPD4dCGDRv8nrcsSwsWLFBWVpZ69OihkpISHTp0KCy1EXRCYN26daqsrNRDDz2kd955R8OHD1dpaakaGxvtLs0YNTU1cjqdeuutt7Rt2za1trZq3Lhxampqsrs0Y9XW1uq5557TsGHD7C7FOF9++aWuv/56xcfH67e//a3q6+v15JNP6tJLL7W7NKM8/vjjevbZZ7VixQq9//77evzxx/XEE0/o6aeftru0bq+pqUnDhw+Xy+U65/NPPPGEnnrqKa1cuVJvv/22evbsqdLSUn311VehL85C0BUVFVlOp9O37PF4rH79+lmPPfaYjVWZrbGx0ZJk1dTU2F2KkU6dOmVdddVV1rZt26xRo0ZZc+bMsbskozzwwAPWDTfcYHcZxpswYYJVXl7uN3brrbda06dPt6kiM0my1q9f71v2er1WZmamtXTpUt/YiRMnrMTEROuXv/xlyOthj06QnTlzRvv27VNJSYlvLCYmRiUlJdq9e7eNlZnt5MmTkqTevXvbXImZnE6nJkyY4Pe+RvC89tprKigo0D/90z8pPT1d11xzjVatWmV3Wca57rrrVF1drQ8++ECStH//fr355psaP368zZWZ7ciRIzp27Jjf34+0tDQVFxeH5XMx6r/UM9iOHz8uj8ejjIwMv/GMjAwdOHDApqrM5vV6NXfuXF1//fW6+uqr7S7HOP/5n/+pd955R7W1tXaXYqw//vGPevbZZ1VZWal///d/V21trf71X/9VCQkJKisrs7s8Y1RVVcntdmvQoEGKjY2Vx+PRo48+qunTp9tdmtGOHTsmSef8XGx7LpQIOuj2nE6n3nvvPb355pt2l2Kco0ePas6cOdq2bZuSkpLsLsdYXq9XBQUFWrx4sSTpmmuu0XvvvaeVK1cSdILolVde0csvv6y1a9dqyJAhqqur09y5c9WvXz/6bDAOXQVZ3759FRsbq4aGBr/xhoYGZWZm2lSVuSoqKrRp0yZt375d/fv3t7sc4+zbt0+NjY269tprFRcXp7i4ONXU1Oipp55SXFycPB6P3SUaISsrS3l5eX5jgwcP1scff2xTRWa67777VFVVpX/+53/W0KFDdccdd+hHP/qRHnvsMbtLM1rbZ59dn4sEnSBLSEhQfn6+qqurfWNer1fV1dUaOXKkjZWZxbIsVVRUaP369frd736nK664wu6SjHTzzTfr3XffVV1dne9RUFCg6dOnq66uTrGxsXaXaITrr7++3e0RPvjgA11++eU2VWSm5uZmxcT4f+zFxsbK6/XaVFF0uOKKK5SZmen3ueh2u/X222+H5XORQ1chUFlZqbKyMhUUFKioqEjLly9XU1OTZs6caXdpxnA6nVq7dq02btyolJQU33HetLQ09ejRw+bqzJGSktLuvKeePXuqT58+nA8VRD/60Y903XXXafHixZoyZYr27Nmj559/Xs8//7zdpRll4sSJevTRR5WTk6MhQ4boD3/4g5YtW6by8nK7S+v2Tp8+rcOHD/uWjxw5orq6OvXu3Vs5OTmaO3euHnnkEV111VW64oorNH/+fPXr10+TJk0KfXEhv64rSj399NNWTk6OlZCQYBUVFVlvvfWW3SUZRdI5H6tXr7a7NONxeXlo/PrXv7auvvpqKzEx0Ro0aJD1/PPP212ScdxutzVnzhwrJyfHSkpKsgYMGGA9+OCDVktLi92ldXvbt28/59/ksrIyy7K+vsR8/vz5VkZGhpWYmGjdfPPN1sGDB8NSm8OyuCUkAAAwE+foAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAOKfRo0dr7ty5QZ934cKFGjFiRJfmcDgccjgcuuSSS4JSU3dw5513+rZ7w4YNdpcDdBsEHQAdMnr0aN8H7d8+fvjDH/qt99e//lU9e/b0+96bUFi9erU++OAD3/KaNWvkcDg0ePDgduu++uqrcjgcys3N7dDcZ86cUd++fbVkyZJzPv/www8rIyNDra2tvrGXXnpJN9xwQ+c2ohN++tOf6rPPPgvZ/ICpCDoAOmzWrFn67LPP/B5PPPGE3zrbtm3T5ZdfroEDB4a0lksuuUTp6el+Yz179lRjY6N2797tN/6zn/1MOTk5HZ47ISFBt99+u1avXt3uOcuytGbNGs2YMUPx8fG+8Y0bN+qWW27p5FZ0XFpamjIzM0M2P2Aqgg4ANTU1acaMGerVq5eysrL05JNPnnO95ORkZWZm+j1SU1P91vn7D/wlS5YoIyNDKSkpuuuuu/TVV1/5nvvqq680ZMgQ/eAHP/CNffjhh0pJSdGLL77Y6e2Ii4vTtGnT/H72k08+0Y4dOzRt2rR262/cuFHXXnutkpKSNGDAAC1atEhnz56VJN1111364IMP9Oabb/r9TE1Njf74xz/qrrvu8tuOrVu3+ra7paVFDzzwgLKzs5WYmKiBAwfqZz/7mSRpx44dcjgcev3113XNNdeoR48euummm9TY2Kjf/va3Gjx4sFJTUzVt2jQ1Nzd3ugcA/BF0AOi+++5TTU2NNm7cqK1bt2rHjh165513Oj2P1+vVpk2b9I//+I+SpFdeeUULFy7U4sWLtXfvXmVlZemZZ57xrZ+UlKSXX35ZL730kjZu3CiPx6Pbb79dY8eOVXl5eUDbUl5erldeecUXEtasWaNvf/vbysjI8Fvvv//7vzVjxgzNmTNH9fX1eu6557RmzRo9+uijkqShQ4eqsLCwXeBavXq1rrvuOg0aNMg3Vl1drcsuu8w3NmPGDP3yl7/UU089pffff1/PPfecevXq5TfPwoULtWLFCu3atUtHjx7VlClTtHz5cq1du1abN2/W1q1b9fTTTwfUAwB/IyzfkQ4gYp06dcpKSEiwXnnlFd/YX/7yF6tHjx7WnDlzfGOjRo2y4uPjrZ49e/o9/uM//sO3zu9//3srPT3d8ng8lmVZ1siRI6177rnH7/WKi4ut4cOH+4098cQTVt++fa2KigorKyvLOn78+AVrlmStX7/eb2z16tVWWlqaZVmWNWLECOull16yvF6vdeWVV1obN260fvKTn1iXX365b/2bb77ZWrx4sd8cv/jFL6ysrCzf8sqVK61evXpZp06dsizLstxut5WcnGy98MILfj83a9Ys695777Usy7IOHjxoSbK2bdt2ztq3b99uSbLeeOMN39hjjz1mSbI+/PBD39i//Mu/WKWlpR3adgDnxx4dIMp9+OGHOnPmjIqLi31jvXv31je+8Y12606fPl11dXV+j789TLVx40Z997vfVUzM139a3n//fb95JWnkyJHt5v23f/s3/cM//INWrFihF198UX369OnSNpWXl2v16tWqqalRU1OTvvOd77RbZ//+/frxj3+sXr16+R5t5yC17Q267bbb5PF49Morr0iS1q1bp5iYGE2dOtU3j2VZ+vWvf+3rQ11dnWJjYzVq1KgL1jhs2DDfv2dkZCg5OVkDBgzwG2tsbAy8CQAkcegKQCekpaVp4MCBfo+UlBTf86+99lpAJ+Q2Njbqgw8+UGxsrA4dOtTlOqdPn6633npLCxcu1B133KG4uLh265w+fVqLFi3yC23vvvuuDh06pKSkJElSamqqJk+e7DspefXq1ZoyZYrfYag9e/bo7Nmzuu666yRJPXr06FCNf3sis8Ph8FtuG/N6vZ3bcADtEHSAKHfllVcqPj5eb7/9tm/syy+/9Lt0uyMOHTqkjz76SGPHjvWNDR482G9eSXrrrbfa/Wx5ebmGDh2ql156SQ888IDef//9Tm6Fv969e+uWW25RTU3Nec/1ufbaa3Xw4MF2wW3gwIG+PVLS1yclv/nmm9q0aZN27drldxKy9PVerAkTJig2NlbS1+f2eL1e1dTUdGkbAARH+//NARBVevXqpbvuukv33Xef+vTpo/T0dD344IN+H/ZtmpubdezYMb+xxMREXXrppdq4caNKSkqUnJzse27OnDm68847VVBQoOuvv14vv/yy/vd//9fvEI3L5dLu3bv1P//zP8rOztbmzZt9e2QSEhIC3q41a9bomWeeOe9hsAULFui73/2ucnJyNHnyZMXExGj//v1677339Mgjj/jWu/HGGzVw4EDNmDFDgwYN8u25afPaa6/pxz/+sW85NzdXZWVlKi8v11NPPaXhw4fro48+UmNjo6ZMmRLw9gAIDHt0AGjp0qX61re+pYkTJ6qkpEQ33HCD8vPz2623atUqZWVl+T1uu+02See+j8zUqVM1f/583X///crPz9dHH32ku+++2/f8gQMHdN999+mZZ55Rdna2JOmZZ57R8ePHNX/+/C5tU48ePS54rk9paak2bdqkrVu3qrCwUN/85jf1k5/8RJdffrnfeg6HQ+Xl5fryyy/b7R368MMPdfjwYZWWlvqNP/vss5o8ebLuueceDRo0SLNmzVJTU1OXtgdAYByWZVl2FwGgezt+/LiysrL0ySeftLuMOxQcDofWr1+vSZMmhfy1LmTZsmV644039Jvf/CZsrxkp2w50F+zRAdBlX3zxhZYtWxaWkNPmtttuU//+/cP2eufSv39/zZs3Lyyv9cMf/rDdvXgAXBx7dAB0O23foxUbG6srrrjC5mrCo7GxUW63W5KUlZWlnj172lwR0D0QdAAAgLE4dAUAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGOv/Afcv+6PZ0LMeAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(Segs[(Segs['dx']>0)&(Segs['pdg_id']==13)]['dEdx'],bins=40,range=[0,10])\n",
+    "plt.ylabel(\"entries\")\n",
+    "plt.xlabel(\"dE/dx [MeV/cm]\")\n",
+    "plt.yscale(\"log\")\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c8e6c460",
+   "metadata": {},
+   "source": [
+    "# Get prompt and final hits of this event"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0477316d",
+   "metadata": {},
+   "source": [
+    "You can load all the calib_final_hits as such:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "cb484f6a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "FinalHits = f_manager[\"charge/calib_final_hits/data\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "80485eff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(117001,)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "FinalHits.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8267e6ec",
+   "metadata": {},
+   "source": [
+    "You can also load the entire hits stacks with respect to the events layout."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "32989832",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "FinalHits_evts = f_manager[\"charge/events\", \"charge/calib_final_hits\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "643a479e",
+   "metadata": {},
+   "source": [
+    "It has the shape of [number of reco events] x [max number of calib_final_hits in any event]. You can tell that there are a lot of paddings in this product."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "6380e4f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(189, 11669)"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "FinalHits_evts.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c75af2dc",
+   "metadata": {},
+   "source": [
+    "First, to get the prompt hits (raw hits just converted from packets for x, y, z, Q and E) from this event."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "47675788",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "PromptHits_ev = f_manager[\"charge/events\", \"charge/calib_prompt_hits\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8cb4ecf6",
+   "metadata": {},
+   "source": [
+    "You could also use \"dereference\" from h5flow directly, but it can gets messy when you have an extensive reference chain."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "60b41fb9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "PromptHits_dref_ev = dereference(i_evt\n",
+    "    ,ref    = f_h5['charge/events/ref/charge/calib_prompt_hits/ref']\n",
+    "    ,region = f_h5['charge/events/ref/charge/calib_prompt_hits/ref_region']\n",
+    "    ,data   = f_h5['charge/calib_prompt_hits/data']\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ae1957b",
+   "metadata": {},
+   "source": [
+    "Also, to get the final hits (\"calibrated\" and merged hits which are derived from the prompted hits) from this event. Note in the current flow version, calibration is preliminary, but this data product will be the most direct charge readout interface for the downstream analysis."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "2313738d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "FinalHits_ev = f_manager[\"charge/events\", \"charge/calib_final_hits\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a6fd15e8",
+   "metadata": {},
+   "source": [
+    "\"FinalHits_ev\" and \"PromptHits_ev\" have the same fields which you can check by calling \"FinalHits_ev.dtype\" for example. The \"id\" is the index of either final or prompt hits within this file.\n",
+    "You can find what's in there by simply putting \"FinalHits_ev\" or \"FinalHits_ev.data\" in a cell and hitting \"enter\"."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "42e7c622",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype([('id', '<u4'), ('x', '<f8'), ('y', '<f8'), ('z', '<f8'), ('t_drift', '<f8'), ('ts_pps', '<u8'), ('io_group', '<u8'), ('io_channel', '<u8'), ('chip_id', '<u8'), ('channel_id', '<u8'), ('Q_raw', '<f8'), ('Q', '<f8'), ('E', '<f8'), ('is_disabled', '?')])"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "FinalHits_ev.dtype"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eb2446a3",
+   "metadata": {},
+   "source": [
+    "You can visualize the prompt hits and final hits by using plotly for example."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85d584d0",
+   "metadata": {},
+   "source": [
+    "Adding the anode and cathode planes for visual aids. Modified from the event display under \"event_display\" in the repository root."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "54e646c0-be95-4cb6-9a60-3f13b10915eb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def draw_cathode_planes(mod_bounds=mod_bounds, **kwargs):\n",
+    "    params = {'colorscale':\"burg\",\n",
+    "              'showscale':False,\n",
+    "              'opacity':0.3,\n",
+    "              'name':'cathode',\n",
+    "    }\n",
+    "    params.update(kwargs)\n",
+    "    \n",
+    "    traces = []\n",
+    "    for i, this_mod_bounds in enumerate(mod_bounds):\n",
+    "        z, y = np.meshgrid(this_mod_bounds[:,2], this_mod_bounds[:,1])\n",
+    "        x = np.full( z.shape, np.mean(this_mod_bounds[:,0]) )\n",
+    "        trace = go.Surface(x=x, y=y, z=z, hovertemplate=f\"Module {i}\", **params)\n",
+    "        traces.append(trace)\n",
+    "    return traces\n",
+    "\n",
+    "def draw_anode_planes(mod_bounds=mod_bounds, **kwargs):\n",
+    "    params = {'colorscale':\"ice\",\n",
+    "              'showscale':False,\n",
+    "              'opacity':0.1,\n",
+    "              'name':'anode',\n",
+    "    }\n",
+    "    params.update(kwargs)\n",
+    "    \n",
+    "    traces = []\n",
+    "    for i, this_mod_bounds in enumerate(mod_bounds):\n",
+    "        for i_tpc in [1,2]:\n",
+    "            z, y = np.meshgrid(this_mod_bounds[:,2], this_mod_bounds[:,1])\n",
+    "            x = np.full( z.shape, np.mean(this_mod_bounds[:,0][2-i_tpc]) )\n",
+    "            trace = go.Surface(x=x, y=y, z=z, hovertemplate=f\"Module {i} TPC {i*2 + i_tpc}\", **params)\n",
+    "            traces.append(trace)\n",
+    "    return traces\n",
+    "\n",
+    "def draw_tpc(mod_bounds=mod_bounds, lar_bounds=lar_bounds, **kwargs):\n",
+    "    center = [go.Scatter3d(\n",
+    "        x=[np.mean(lar_bounds[:,0])],\n",
+    "        y=[np.mean(lar_bounds[:,1])],\n",
+    "        z=[np.mean(lar_bounds[:,2])],\n",
+    "        marker=dict(size=3, color=\"green\", opacity=0.3),\n",
+    "        mode=\"markers\",\n",
+    "        name=\"tpcs' center\",\n",
+    "    )]\n",
+    "    return draw_cathode_planes(mod_bounds, **kwargs) + \\\n",
+    "           draw_anode_planes(mod_bounds, **kwargs) + \\\n",
+    "           center"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dc306ed2",
+   "metadata": {},
+   "source": [
+    "Plot the prompt and final hits in the detector.\\\n",
+    "You can hover your cursor over the plot to see hits' positions and energies.\\\n",
+    "Note that the hits x,y,z are in [cm], Q is in [ke-] and E is in [MeV]. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "c8cad1e3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
+           "dtype": "f8"
+          },
+          "size": 3,
+          "symbol": "square"
+         },
+         "mode": "markers",
+         "name": "prompt hits",
+         "opacity": 0.7,
+         "showlegend": true,
+         "type": "scatter3d",
+         "visible": "legendonly",
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",
+          "dtype": "f8"
+         },
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+          "dtype": "f8"
+         },
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+          "dtype": "f8"
+         }
+        },
+        {
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",
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",
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+          },
+          "size": 3,
+          "symbol": "square"
+         },
+         "mode": "markers",
+         "name": "final hits",
+         "opacity": 1,
+         "showlegend": true,
+         "type": "scatter3d",
+         "visible": "legendonly",
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",
+          "dtype": "f8"
+         },
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+          "dtype": "f8"
+         },
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+          "dtype": "f8"
+         }
+        }
+       ],
+       "layout": {
+        "height": 768,
+        "legend": {
+         "orientation": "h"
+        },
+        "scene": {
+         "xaxis": {
+          "title": {
+           "text": "x [cm]"
+          }
+         },
+         "yaxis": {
+          "title": {
+           "text": "y [cm]"
+          }
+         },
+         "zaxis": {
+          "title": {
+           "text": "z [cm]"
+          }
+         }
+        },
+        "template": {
+         "data": {
+          "bar": [
+           {
+            "error_x": {
+             "color": "#2a3f5f"
+            },
+            "error_y": {
+             "color": "#2a3f5f"
+            },
+            "marker": {
+             "line": {
+              "color": "#E5ECF6",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "bar"
+           }
+          ],
+          "barpolar": [
+           {
+            "marker": {
+             "line": {
+              "color": "#E5ECF6",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "barpolar"
+           }
+          ],
+          "carpet": [
+           {
+            "aaxis": {
+             "endlinecolor": "#2a3f5f",
+             "gridcolor": "white",
+             "linecolor": "white",
+             "minorgridcolor": "white",
+             "startlinecolor": "#2a3f5f"
+            },
+            "baxis": {
+             "endlinecolor": "#2a3f5f",
+             "gridcolor": "white",
+             "linecolor": "white",
+             "minorgridcolor": "white",
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+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
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+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 1024
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure()\n",
+    "fig.add_traces(draw_tpc())\n",
+    "\n",
+    "##########################\n",
+    "# Draw the prompt hits\n",
+    "##########################\n",
+    "PHits_traces = go.Scatter3d(\n",
+    "        **{ axis:PromptHits_ev.data[axis].flatten() for axis in \"xyz\"},\n",
+    "        #**{ axis:PromptHits_ev[axis].flatten() for axis in \"xyz\"},\n",
+    "        #x=PromptHits_ev.data['x'].flatten(), y=PromptHits_ev.data['y'].flatten(), z=PromptHits_ev.data['z'].flatten(),\n",
+    "        marker_color=PromptHits_ev.data['E'].flatten(),\n",
+    "        name='prompt hits',\n",
+    "        mode='markers',\n",
+    "        visible='legendonly',\n",
+    "        marker_size=3,\n",
+    "        marker_symbol='square',\n",
+    "        showlegend=True,\n",
+    "        opacity=0.7,\n",
+    "        customdata=PromptHits_ev.data['E'].flatten(),\n",
+    "        hovertemplate='<b>x:%{x:.3f}</b><br>y:%{y:.3f}<br>z:%{z:.3f}<br>E:%{customdata:.3f}',\n",
+    "        )\n",
+    "fig.add_traces(PHits_traces)\n",
+    "\n",
+    "##########################\n",
+    "# Draw the final hits\n",
+    "##########################\n",
+    "FHits_traces = go.Scatter3d(\n",
+    "        **{ axis:FinalHits_ev.data[axis].flatten() for axis in \"xyz\"},\n",
+    "        marker_color=FinalHits_ev.data['E'].flatten(),\n",
+    "        name='final hits',\n",
+    "        mode='markers',\n",
+    "        visible='legendonly',\n",
+    "        marker_size=3,\n",
+    "        marker_symbol='square',\n",
+    "        showlegend=True,\n",
+    "        opacity=1.,\n",
+    "        customdata=FinalHits_ev.data['E'].flatten(),\n",
+    "        hovertemplate='<b>x:%{x:.3f}</b><br>y:%{y:.3f}<br>z:%{z:.3f}<br>E:%{customdata:.3f}'\n",
+    "        )\n",
+    "fig.add_traces(FHits_traces)\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    width=1024, height=768,\n",
+    "    legend_orientation=\"h\",\n",
+    "    scene = dict(xaxis_title='x [cm]',\n",
+    "                yaxis_title='y [cm]',\n",
+    "                zaxis_title='z [cm]')\n",
+    ")\n",
+    "\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "701ee985",
+   "metadata": {},
+   "source": [
+    "# Get prompt hits which are associated to the final hits in this event"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "d90fbf18",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Final_PromptHits = f_manager[\"charge/events\", \"charge/calib_final_hits\", \"charge/calib_prompt_hits\",i_evt]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8a074297",
+   "metadata": {},
+   "source": [
+    "The \"Final_PromptHits\" is in a shape of [number of events] (we chose one event here) x [number of final hits] x [maximum number of the prompt hits that merged into one final hit]."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "fa905280",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 1764, 6)"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Final_PromptHits.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da4aa02d",
+   "metadata": {},
+   "source": [
+    "For example, you can check what contribute to the 1st final hit:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "3317f0b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "masked_array(data=[(9352, 32.495957575432286, -20.618099212646484, 53.67470169067383, 1979.0, 4001977, 1, 23, 74, 42, 11.058119344057529, 11.058119344057529, 0.37216821834121966, False),\n",
+       "                   (23637, -30.33730359191224, -12.193499565124512, -19.532899856567383, 1718.0, 2001716, 7, 22, 46, 31, 16.479939244227822, 16.479939244227822, 0.554643103050951, False),\n",
+       "                   (44697, -15.793621479486685, -6.872700214385986, -31.94809913635254, 807.0, 805, 7, 22, 40, 0, 21.745716961691308, 21.745716961691308, 0.7318662863350439, False),\n",
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+       "                   (112686, 55.56469594256173, -58.307098388671875, 48.797298431396484, 534.0, 8000532, 1, 32, 96, 19, 6.743078219157743, 6.743078219157743, 0.226942695125462, False)],\n",
+       "             mask=[(False, False, False, False, False, False, False, False, False, False, False, False, False, False),\n",
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+       "                   (False, False, False, False, False, False, False, False, False, False, False, False, False, False),\n",
+       "                   (False, False, False, False, False, False, False, False, False, False, False, False, False, False),\n",
+       "                   (False, False, False, False, False, False, False, False, False, False, False, False, False, False),\n",
+       "                   (False, False, False, False, False, False, False, False, False, False, False, False, False, False)],\n",
+       "       fill_value=(999999, 1e+20, 1e+20, 1e+20, 1e+20, 999999, 999999, 999999, 999999, 999999, 1e+20, 1e+20, 1e+20, True),\n",
+       "            dtype=[('id', '<u4'), ('x', '<f8'), ('y', '<f8'), ('z', '<f8'), ('t_drift', '<f8'), ('ts_pps', '<u8'), ('io_group', '<u8'), ('io_channel', '<u8'), ('chip_id', '<u8'), ('channel_id', '<u8'), ('Q_raw', '<f8'), ('Q', '<f8'), ('E', '<f8'), ('is_disabled', '?')])"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Final_PromptHits[0][1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "caabfd5e",
+   "metadata": {},
+   "source": [
+    "For example, you can check what contribute to the 1st final hit:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "64490f4f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 1764)"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "FinalHits_ev.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81f344c2",
+   "metadata": {},
+   "source": [
+    "You can check the 1st final hit in event 68, which should match with the two original prompt hits by x, y, z, time etc. Currently, the reference from the final hits to the prompt hits is messed up. We will fix it in the next flow sample."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "b75dd83d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9347, 62.73276758743448, -51.21269989013672, 20.863100051879883, 85.0, 4000083, 1, 26, 46, 48, 21.84016013429047, 21.84016013429047, 0.7350448329022422, False)"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "FinalHits_ev[0][0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fc642d56",
+   "metadata": {},
+   "source": [
+    "# Find the associated true edepsim segments to a hit (Backtracking)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "01df998b",
+   "metadata": {},
+   "source": [
+    "Backtrack from the hits to edepsim segments. \\\n",
+    "Unfortunately, the `mc_truth/packet_fraction` dataset seems to non-trivial to use now (working on fixing it). To get to the segment fractional contribution on hits, use `calib_final_hit_backtrack` and `calib_prompt_hit_backtrack`. Original example from Kevin: https://github.com/DUNE/ndlar_flow/pull/78 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "d49f3c8d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Segs_FinalHits = f_manager[\"charge/events\",\"charge/calib_final_hits\",\"charge/calib_prompt_hits\",\"charge/packets\", \"mc_truth/segments\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3b2cedaf",
+   "metadata": {},
+   "source": [
+    "Each reference will expand the dimension of the resulted array, so be cautious of that.\\\n",
+    "Take the shape of \"Segs_FinalHits\" as an example.\\\n",
+    "The first axis indicates one event.\\\n",
+    "The second axis shows the number of final hits in this event.\\\n",
+    "The third axis gives the maximum number of prompt hits associated to any final hits in this event.\\\n",
+    "The fourth axis should always be 1 which shows that \"charge/calib_prompt_hits\" and \"charge/packets\" have one to one correspondence.\\\n",
+    "The last axis is passed on from larnd-sim, where we allow maximum 10 segments associated to one packet (hit).\n",
+    "\n",
+    "<table style=\"margin-left: 0; margin-right: auto;\">\n",
+    "<tr><td>\n",
+    "\n",
+    "| Axis | Dataset | Description |\n",
+    "| :--: | :-----: | :---------: |\n",
+    "|  0   | `charge/events` | There is one event since we indexed into `i_evt`. |\n",
+    "|  1   | `charge/calib_final_hits` | The number of final hits in this event. |\n",
+    "|  2   | `charge/calib_prompt_hits` | The maxmium number of prompt hits associated to any final hits in this event. |\n",
+    "|  3   | `charge/packets` | Each data packet is associated to a prompt hit, which shows the one-to-one correspondence of `\"charge/calib_prompt_hits\"` and `\"charge/packets\"`. |\n",
+    "|  4   | `mc_truth/segments` | larnd-sim allows at most 20 segments associated to one packet. |\n",
+    "</td></tr>\n",
+    "</table>\n",
+    "If the number of values associated with the previous reference is less than maximum, the dimension is right padded with masked values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "7c0f20a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 1764, 6, 1, 20)"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_FinalHits.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "7e170d1c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[[ -13,  -13,   11,    0,    0,    0,    0,    0,    0,    0,\n",
+       "            0,    0,    0,    0,    0,    0,    0,    0,    0,    0]],\n",
+       "\n",
+       "       [[2212, 2212,    0,    0,    0,    0,    0,    0,    0,    0,\n",
+       "            0,    0,    0,    0,    0,    0,    0,    0,    0,    0]],\n",
+       "\n",
+       "       [[  11,   11,   11,   11,   11,   11,   11,   11,   11,   11,\n",
+       "           11,   11,   11,   11,   11,   11,   11,   11,   11,   11]],\n",
+       "\n",
+       "       [[ -13,  -13,   11,   11,    0,    0,    0,    0,    0,    0,\n",
+       "            0,    0,    0,    0,    0,    0,    0,    0,    0,    0]],\n",
+       "\n",
+       "       [[ -11,  -11,  -11,  -11,  -11,  -11,  -11,  -11,  -11,  -11,\n",
+       "          -11,   11,   11,   11,   11,   11,   11,   11,   11,   11]],\n",
+       "\n",
+       "       [[2212, 2212,   11,   11,    0,    0,    0,    0,    0,    0,\n",
+       "            0,    0,    0,    0,    0,    0,    0,    0,    0,    0]]],\n",
+       "      dtype=int32)"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_FinalHits[0][99]['pdg_id'].data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "2940258b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[[ 13816,  13817,  13833,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0]],\n",
+       "\n",
+       "       [[ 25816,  25817,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0]],\n",
+       "\n",
+       "       [[ 49318,  49319,  49320,  49323,  49360,  49361,  50303,  50304,\n",
+       "          50305,  50307,  51865,  51866,  51867,  51868,  51869,  51870,\n",
+       "          51871,  51872,  51873,  51876]],\n",
+       "\n",
+       "       [[ 68840,  68841,  68859,  68860,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0]],\n",
+       "\n",
+       "       [[ 88515,  88516,  88517,  88518,  88519,  88520,  88521,  88522,\n",
+       "          88523,  88524,  88525,  88609,  88613,  88628,  88629,  88633,\n",
+       "          88968,  88969,  88970,  88971]],\n",
+       "\n",
+       "       [[118133, 118134, 118178, 118179,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0]]], dtype=uint32)"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_FinalHits[0][99]['segment_id'].data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "205e4c41",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[[123022, 123022, 123022,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0]],\n",
+       "\n",
+       "       [[123051, 123051,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0]],\n",
+       "\n",
+       "       [[123075, 123075, 123075, 123075, 123075, 123075, 123075, 123075,\n",
+       "         123075, 123075, 123075, 123075, 123075, 123075, 123075, 123075,\n",
+       "         123075, 123075, 123075, 123075]],\n",
+       "\n",
+       "       [[123110, 123110, 123110, 123110,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0]],\n",
+       "\n",
+       "       [[123140, 123140, 123140, 123140, 123140, 123140, 123140, 123140,\n",
+       "         123140, 123140, 123140, 123140, 123140, 123140, 123140, 123140,\n",
+       "         123140, 123140, 123140, 123140]],\n",
+       "\n",
+       "       [[123164, 123164, 123164, 123164,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0,      0,      0,      0,      0,\n",
+       "              0,      0,      0,      0]]], dtype=uint32)"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_FinalHits[0][99]['event_id'].data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "568db766",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[[   0,    0,   38,    0,    0,    0,    0,    0,    0,    0,\n",
+       "            0,    0,    0,    0,    0,    0,    0,    0,    0,    0]],\n",
+       "\n",
+       "       [[1034, 1034,    0,    0,    0,    0,    0,    0,    0,    0,\n",
+       "            0,    0,    0,    0,    0,    0,    0,    0,    0,    0]],\n",
+       "\n",
+       "       [[2128, 2128, 2128, 2128, 2349, 2349, 3013, 3013, 3013, 3013,\n",
+       "         4153, 4153, 4153, 4153, 4153, 4153, 4153, 4153, 4165, 4163]],\n",
+       "\n",
+       "       [[   0,    0,  898,  897,    0,    0,    0,    0,    0,    0,\n",
+       "            0,    0,    0,    0,    0,    0,    0,    0,    0,    0]],\n",
+       "\n",
+       "       [[   9,    9,    9,    9,    9,    9,    9,    9,    9,    9,\n",
+       "            9,   27,   91,   24,   23,  103,    8,    8,    8,    8]],\n",
+       "\n",
+       "       [[ 200,  200,  287,  286,    0,    0,    0,    0,    0,    0,\n",
+       "            0,    0,    0,    0,    0,    0,    0,    0,    0,    0]]],\n",
+       "      dtype=int32)"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_FinalHits[0][99]['traj_id'].data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9e0454e0-45e3-46aa-b8a1-73f1776c0201",
+   "metadata": {},
+   "source": [
+    "Final hits backtrack is broken in 6.4 and 6.5."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "fa230a19-941d-46c1-87ae-7d5705e9a29f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f_name_MR62 = 'MiniRun6.2_1E19_RHC.flow.0000123.FLOW.hdf5'\n",
+    "f_manager_MR62 = h5flow.data.H5FlowDataManager(f_name_MR62, 'r')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "48938ca2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Segs_Contribs_FinalHits = f_manager_MR62[\"charge/events\",\"charge/calib_final_hits\", \"mc_truth/calib_final_hit_backtrack\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "1cfbd667",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 2344, 1)"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_Contribs_FinalHits.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "ce62cb81",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[[(123022, 1000001231003330,  13816,  33.21641  ,    0,  63150, 0.05521498,  32.361507 ,  36.45523 ,   6.2001834,  42797,  -13,  36.416374,   6.278377 , 181.30002509, 2.64000082e+07, 2.64000082e+07, 2.64000082e+07, 8.5935163e-01, 0.03722593, 0, 181.42172149, 181.5434179 ,   1.7898974,  1.5381513 , 0.,   6.23928  ,  36.435802 ,  32.78896  ,  32576.553  ),\n",
+       "         (123022, 1000001231003330,  13817,  39.079792 ,    0,  63150, 0.05506083,  33.21641  ,  36.724754,   5.665083 , 298826,  -13,  36.45523 ,   6.2001834, 179.61187221, 2.64000082e+07, 2.64000082e+07, 2.64000082e+07, 5.8939128e+00, 0.037122  , 0, 180.45600513, 181.30013806,   1.8254602, 10.759103  , 0.,   5.9326334,  36.589993 ,  36.1481   , 228584.86   ),\n",
+       "         (123022, 1000001231003330,  13833,  33.259453 ,   38,  63188, 0.05523418,  33.21641  ,  36.37789 ,   6.173001 ,  14637,   11,  36.45523 ,   6.2001834, 181.30004208, 2.64000082e+07, 2.64000082e+07, 2.64000082e+07, 9.2589349e-02, 0.03723888, 0, 181.54226405, 181.78448601,   7.8279276,  0.7247827 , 0.,   6.186592 ,  36.41656  ,  33.23793  ,  21331.344  ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
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+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
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+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
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+       "\n",
+       "       [[(123051,       1232000046,  25816, -45.516953 , 1034, 189282, 0.04739106, -45.9981   , -43.79492 , -42.932568 , 130879, 2212, -43.640354, -42.528255 , 135.01139538, 6.12000079e+07, 6.12000079e+07, 6.12000079e+07, 6.4719599e-01, 0.03195104, 7, 135.49550479, 135.97959031,  11.396795 ,  7.3759604 , 0., -42.73041  , -43.717636 , -45.757526 , 239558.38   ),\n",
+       "         (123051,       1232000046,  25817, -45.127308 , 1034, 189282, 0.04723632, -45.516953 , -43.90599 , -43.25182  , 112585, 2212, -43.79492 , -42.932568 , 134.3157318 , 6.12000079e+07, 6.12000079e+07, 6.12000079e+07, 5.1583046e-01, 0.03184672, 7, 134.66359284, 135.01145389,  13.126968 ,  6.77129   , 0., -43.092194 , -43.850456 , -45.32213  , 227981.62   ),\n",
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+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     )]],\n",
+       "\n",
+       "       [[(123075,       1234000003,  49318, -15.832857 , 2128, 302358, 0.03836585, -18.284557 , -15.98243 ,  -4.9176555, 164469,   11, -16.54125 ,  -5.3278604,  82.66465014, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 2.5478189e+00, 0.02586625, 6,  84.41484543,  86.16503475,   2.2983305,  5.85573   , 0.,  -5.122758 , -16.26184  , -17.058708 , 129451.85   ),\n",
+       "         (123075,       1234000003,  49319, -15.551943 , 2128, 302358, 0.03815772, -15.832857 , -16.25232 ,  -4.961283 ,  21961,   11, -15.98243 ,  -4.9176555,  82.66469916, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 3.9199010e-01, 0.02572593, 6,  83.50997306,  84.35525294,   1.9520476,  0.7651833 , 0.,  -4.9394693, -16.117374 , -15.6924   ,  16437.17   ),\n",
+       "         (123075,       1234000003,  49320, -14.283853 , 2128, 302358, 0.03884061, -15.551943 , -16.936327,  -5.093093 ,  81235,   11, -16.25232 ,  -4.961283 ,  84.35528362, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 1.4468217e+00, 0.02618633, 6,  86.49755139,  88.6398311 ,   1.9598962,  2.8356204 , 0.,  -5.0271883, -16.594322 , -14.917898 ,  60953.43   ),\n",
+       "         (123075,       1234000003,  49323, -13.269289 , 2128, 302358, 0.03973142, -14.006263 , -17.381226,  -5.297421 ,  43953,   11, -17.077204,  -5.138621 ,  89.52231571, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 8.1288195e-01, 0.02678692, 6,  90.47448914,  91.42667452,   1.8817414,  1.5296336 , 0.,  -5.218021 , -17.229214 , -13.637775 ,  32659.75   ),\n",
+       "         (123075,       1234000003,  49360, -14.912565 , 2349, 302579, 0.03774059, -15.353846 , -15.783805,  -4.7862935,  27329,   11, -15.876588,  -4.8322043,  81.42054849, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 4.5326024e-01, 0.0254447 , 6,  81.71113958,  82.00173067,   2.1211033,  0.9614118 , 0.,  -4.809249 , -15.830196 , -15.133205 ,  20949.168  ),\n",
+       "         (123075,       1234000003,  49361, -14.60863  , 2349, 302579, 0.03758835, -14.912565 , -15.668536,  -4.6726265,  20785,   11, -15.783805,  -4.7862935,  80.69853161, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 3.4435967e-01, 0.02534206, 6,  81.05954676,  81.42056191,   2.123053 ,  0.7310939 , 0.,  -4.72946  , -15.726171 , -14.760597 ,  15933.994  ),\n",
+       "         (123075,       1234000003,  50303, -15.94787  , 3013, 303243, 0.04059411, -16.699602 , -17.823645,  -7.403145 ,  49296,   11, -17.891918,  -7.642013 ,  94.19781904, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 7.9171973e-01, 0.02736855, 6,  94.41164199,  94.62547689,   2.2158747,  1.7543517 , 0.,  -7.522579 , -17.85778  , -16.323736 ,  38526.754  ),\n",
+       "         (123075,       1234000003,  50304, -15.279805 , 3013, 303243, 0.04056387, -15.94787  , -17.847382,  -7.1990023,  39851,   11, -17.823645,  -7.403145 ,  94.19784395, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 6.9896251e-01, 0.02734815, 6,  94.27219274,  94.34652958,   2.0025554,  1.3997111 , 0.,  -7.3010736, -17.835514 , -15.613838 ,  30198.059  ),\n",
+       "         (123075,       1234000003,  50305, -14.998573 , 3013, 303243, 0.04051642, -15.279805 , -17.753857,  -6.882876 ,  22346,   11, -17.847382,  -7.1990023,  93.76071879, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 4.3332914e-01, 0.02731616, 6,  94.05363365,  94.34654852,   1.7869812,  0.77435106, 0.,  -7.0409393, -17.80062  , -15.139189 ,  16396.31   ),\n",
+       "         (123075,       1234000003,  50307, -14.481605 , 3013, 303243, 0.04044734, -14.723049 , -17.802238,  -6.5471706,  29815,   11, -17.69753 ,  -6.716325 ,  93.40792311, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 3.1284553e-01, 0.02726959, 6,  93.73586781,  94.06380056,   3.6963658,  1.1563915 , 0.,  -6.6317477, -17.749886 , -14.602327 ,  28200.129  ),\n",
+       "         (123075,       1234000003,  51865, -15.48466  , 4153, 304383, 0.02809913, -16.418354 , -10.084346,  -5.662847 ,  55937,   11, -10.05998 ,  -5.5125422,  45.5671821 , 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 9.4602829e-01, 0.01894443, 6,  45.64349026,  45.7198044 ,   2.0354874,  1.9256287 , 0.,  -5.5876946, -10.072163 , -15.951508 ,  41660.188  ),\n",
+       "         (123075,       1234000003,  51866, -15.203688 , 4153, 304383, 0.02826851, -15.48466  , -10.233189,  -5.6127057,  17611,   11, -10.084346,  -5.662847 ,  45.71982559, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 3.2189110e-01, 0.01905863, 6,  46.18599595,  46.65216033,   1.8641046,  0.60003865, 0.,  -5.6377764, -10.158768 , -15.344173 ,  12792.213  ),\n",
+       "         (123075,       1234000003,  51867, -14.592864 , 4153, 304383, 0.02848182, -15.203688 , -10.303955,  -5.8178625,  37530,   11, -10.233189,  -5.6127057,  46.65217656, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 6.4823043e-01, 0.01920244, 6,  46.87381312,  47.09544969,   1.9884007,  1.2889419 , 0.,  -5.7152843, -10.268572 , -14.898275 ,  27774.582  ),\n",
+       "         (123075,       1234000003,  51868, -14.306117 , 4153, 304383, 0.02859659, -14.592864 , -10.352036,  -5.980695 ,  19847,   11, -10.303955,  -5.8178625,  47.09546613, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 3.3324164e-01, 0.01927982, 6,  47.24605139,  47.39664263,   2.054129 ,  0.6845213 , 0.,  -5.8992786, -10.327995 , -14.449491 ,  14832.657  ),\n",
+       "         (123075,       1234000003,  51869, -14.254436 , 4153, 304383, 0.0287873 , -14.306117 , -10.502491,  -6.1119933,  10530,   11, -10.352036,  -5.980695 ,  47.39665172, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 2.0626888e-01, 0.0194084 , 6,  47.86786389,  48.33908203,   1.7257249,  0.35596335, 0.,  -6.046344 , -10.427263 , -14.280276 ,   7496.531  ),\n",
+       "         (123075,       1234000003,  51870, -14.4026165, 4153, 304383, 0.0291223 , -14.254436 , -10.703967,  -6.2710423,  20088,   11, -10.502491,  -6.1119933,  48.33909063, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 2.9638964e-01, 0.01963425, 6,  48.9701055 ,  49.6011144 ,   2.3874257,  0.7076082 , 0.,  -6.191518 , -10.6032295, -14.328526 ,  15754.602  ),\n",
+       "         (123075,       1234000003,  51871, -14.544274 , 4153, 304383, 0.0293615 , -14.4026165, -10.75628 ,  -6.2868934,  12273,   11, -10.703967,  -6.2710423,  49.60112217, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 1.5183817e-01, 0.01979552, 6,  49.7649631 ,  49.92880403,   2.9441032,  0.44702727, 0.,  -6.278968 , -10.7301235, -14.473446 ,  10374.476  ),\n",
+       "         (123075,       1234000003,  51872, -14.607645 , 4153, 304383, 0.02936802, -14.544274 , -10.71092 ,  -6.224544 ,  16031,   11, -10.75628 ,  -6.2868934,  49.64468109, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 9.9803701e-02, 0.01979992, 6,  49.78674785,  49.92880863,   7.3563643,  0.7341924 , 0.,  -6.2557187, -10.733601 , -14.57596  ,  21257.89   ),\n",
+       "         (123075,       1234000003,  51873, -14.274187 , 4165, 304395, 0.02907677, -14.273847 , -10.609584,  -6.1284204,  13207,   11, -10.548802,  -6.1636267,  48.6291791 , 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 7.0242360e-02, 0.01960355, 6,  48.81954329,  49.00990749,   9.43846  ,  0.6629797 , 0.,  -6.1460238, -10.579193 , -14.274017 ,  20499.96   ),\n",
+       "         (123075,       1234000003,  51876, -14.293311 , 4163, 304393, 0.02861344, -14.306117 , -10.321438,  -6.0317793,  11485,   11, -10.352036,  -5.980695 ,  47.20498342, 9.00000008e+07, 9.00000008e+07, 9.00000008e+07, 6.0908921e-02, 0.01929118, 6,  47.30081367,  47.39664989,   9.4731245,  0.5769978 , 0.,  -6.006237 , -10.336737 , -14.299714 ,  17858.63   )]],\n",
+       "\n",
+       "       [[(123110,       1235000081,  68840,  48.391003 ,    0, 428525, 0.04979892,  45.66439  ,  41.76194 ,  17.04195  , 155833,  -13,  41.427845,  17.113043 , 140.75629789, 1.32000001e+08, 1.32000001e+08, 1.32000001e+08, 2.7479241e+00, 0.03357442, 0, 141.80265283, 142.84903166,   2.0398552,  5.605367  , 0.,  17.077496 ,  41.594894 ,  47.027695 , 121313.73   ),\n",
+       "         (123110,       1235000081,  68841,  48.52183  ,    0, 428525, 0.04960497,  48.391003 ,  41.777615,  17.038286 ,   7892,  -13,  41.76194 ,  17.04195  , 140.65816205, 1.32000001e+08, 1.32000001e+08, 1.32000001e+08, 1.3181543e-01, 0.03344366, 0, 140.70726594, 140.75634593,   2.1700528,  0.28604645, 0.,  17.04012  ,  41.769775 ,  48.456417 ,   6259.0483 ),\n",
+       "         (123110,       1235000081,  68859,  48.543423 ,  898, 429423, 0.04957958,  48.52183  ,  41.807625,  17.010462 ,   8600,   11,  41.777615,  17.038286 , 140.47018464, 1.32000001e+08, 1.32000001e+08, 1.32000001e+08, 4.6270836e-02, 0.03342655, 0, 140.56418693, 140.65816532,   9.929108 ,  0.4594281 , 0.,  17.024374 ,  41.792618 ,  48.532627 ,  14396.415  ),\n",
+       "         (123110,       1235000081,  68860,  48.412235 ,  897, 429422, 0.04962509,  48.391003 ,  41.74138 ,  17.051317 ,   6277,   11,  41.76194 ,  17.04195  , 140.75634449, 1.32000001e+08, 1.32000001e+08, 1.32000001e+08, 3.1005286e-02, 0.03345723, 0, 140.82074107, 140.88513766,  11.541124 ,  0.35783586, 0.,  17.046635 ,  41.75166  ,  48.40162  ,  11660.557  ),\n",
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+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     )]],\n",
+       "\n",
+       "       [[(123140,       1237000021,  88515,  11.412028 ,    9, 503373, 0.03924572,  10.983682 ,  16.840355,  -4.3791776,  31264,  -11,  16.92217 ,  -4.079234 ,  92.77344603, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 5.2928323e-01, 0.02645946, 1,  93.02969427,  93.28593056,   2.0788019,  1.1002749 , 0.,  -4.229206 ,  16.881264 ,  11.197855 ,  23891.355  ),\n",
+       "         (123140,       1237000021,  88516,  11.847368 ,    9, 503373, 0.03911823,  11.412028 ,  16.740929,  -4.665013 ,  29394,  -11,  16.840355,  -4.3791776,  92.15066866, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 5.3019643e-01, 0.02637351, 1,  92.46206618,  92.7734637 ,   1.933074 ,  1.0249089 , 0.,  -4.522095 ,  16.790642 ,  11.629698 ,  21980.432  ),\n",
+       "         (123140,       1237000021,  88517,  12.343844 ,    9, 503373, 0.03896053,  11.847368 ,  16.616974,  -5.0056987,  35719,  -11,  16.740929,  -4.665013 ,  91.37424891, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 6.1475217e-01, 0.02626718, 1,  91.76246834,  92.15068776,   2.038626 ,  1.2532496 , 0.,  -4.8353558,  16.678951 ,  12.095606 ,  27121.213  ),\n",
+       "         (123140,       1237000021,  88518,  12.861446 ,    9, 503373, 0.03877038,  12.343844 ,  16.47279 ,  -5.3992734,  38494,  -11,  16.616974,  -5.0056987,  90.47111708, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 6.6603446e-01, 0.02613898, 1,  90.92269366,  91.37427025,   2.0253398,  1.3489461 , 0.,  -5.202486 ,  16.544882 ,  12.602646 ,  29158.723  ),\n",
+       "         (123140,       1237000021,  88519,  12.990131 ,    9, 503373, 0.03864912,  12.861446 ,  16.446669,  -5.487241 ,   8561,  -11,  16.47279 ,  -5.3992734,  90.30751088, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 1.5805191e-01, 0.02605723, 1,  90.38931486,  90.47113078,   1.8808689,  0.29727492, 0.,  -5.4432573,  16.459728 ,  12.925789 ,   6346.8677 ),\n",
+       "         (123140,       1237000021,  88520,  13.163661 ,    9, 503373, 0.03860914,  12.990131 ,  16.41675 ,  -5.6086082,  10122,  -11,  16.446669,  -5.487241 ,  90.12010987, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 2.1386378e-01, 0.02603028, 1,  90.21381348,  90.30751708,   1.6164567,  0.34570155, 0.,  -5.5479245,  16.43171  ,  13.076897 ,   7208.284  ),\n",
+       "         (123140,       1237000021,  88521,  13.48084  ,    9, 503373, 0.03856869,  13.163661 ,  16.39004 ,  -5.8349056,  24542,  -11,  16.41675 ,  -5.6086082,  89.95280829, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 3.9054614e-01, 0.02600301, 1,  90.03646412,  90.12011995,   2.228979 ,  0.8705192 , 0.,  -5.721757 ,  16.403395 ,  13.32225  ,  19138.012  ),\n",
+       "         (123140,       1237000021,  88522,  14.145143 ,    9, 503373, 0.03850805,  13.48084  ,  16.331953,  -6.2533755,  44719,  -11,  16.39004 ,  -5.8349056,  89.58898124, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 7.8726703e-01, 0.02596212, 1,  89.77090459,  89.95282793,   1.984497 ,  1.5623289 , 0.,  -6.044141 ,  16.360996 ,  13.812991 ,  33654.434  ),\n",
+       "         (123140,       1237000021,  88523,  14.415624 ,    9, 503373, 0.03844767,  14.145143 ,  16.305752,  -6.4092607,  18065,  -11,  16.331953,  -6.2533755,  89.42487788, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 3.1328380e-01, 0.02592142, 1,  89.50693275,  89.58899957,   2.0187562,  0.6324436 , 0.,  -6.331318 ,  16.318851 ,  14.280383 ,  13664.006  ),\n",
+       "         (123140,       1237000021,  88524,  14.454199 ,    9, 503373, 0.03842613,  14.415624 ,  16.3019  ,  -6.4297748,   2342,  -11,  16.305752,  -6.4092607,  89.400762  , 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 4.3859985e-02, 0.02590689, 1,  89.41281695,  89.42488384,   1.8512632,  0.08119638, 0.,  -6.4195175,  16.303825 ,  14.434912 ,   1729.9166 ),\n",
+       "         (123140,       1237000021,  88525,  15.465329 ,    9, 503373, 0.03830928,  14.454199 ,  16.143093,  -6.93581  ,  56571,  -11,  16.3019  ,  -6.4297748,  88.4060277 , 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 1.1417865e+00, 0.02582811, 1,  88.90339874,  89.40078173,   1.6998628,  1.9408803 , 0.,  -6.6827927,  16.222496 ,  14.9597645,  40775.324  ),\n",
+       "         (123140,       1237000021,  88609,  14.202698 ,   27, 503391, 0.03848293,  14.145143 ,  16.354948,  -6.3929453,  19780,   11,  16.331953,  -6.2533755,  89.58899746, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 1.5271243e-01, 0.02594518, 1,  89.6610165 ,  89.73303554,   5.5112295,  0.8416333 , 0.,  -6.32316  ,  16.34345  ,  14.17392  ,  22608.684  ),\n",
+       "         (123140,       1237000021,  88613,  14.8641815,   91, 503455, 0.03974273,  14.8641405,  17.237402,  -5.364127 ,     44,   11,  17.237322,  -5.3641863,  95.26025939, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 1.0768077e-04, 0.02679454, 1,  95.26051029,  95.26076119, 117.53481  ,  0.01265624, 0.,  -5.3641567,  17.237362 ,  14.864161 ,    603.0379 ),\n",
+       "         (123140,       1237000021,  88628,  13.019764 ,   24, 503388, 0.03862761,  12.990131 ,  16.442625,  -5.4738894,   7016,   11,  16.446669,  -5.487241 ,  90.28218587, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 3.2752108e-02, 0.02604273, 1,  90.29485014,  90.3075144 ,  12.222727 ,  0.40032008, 0.,  -5.480565 ,  16.444647 ,  13.004948 ,  13237.235  ),\n",
+       "         (123140,       1237000021,  88629,  12.978816 ,   23, 503387, 0.03863544,  12.978603 ,  16.451305,  -5.516568 ,   7352,   11,  16.448965,  -5.4794292,  90.32189856, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 3.7213210e-02, 0.026048  , 1,  90.32922232,  90.33655804,  10.568373 ,  0.3932831 , 0.,  -5.4979987,  16.450134 ,  12.97871  ,  12526.364  ),\n",
+       "         (123140,       1237000021,  88633,  13.402504 ,  103, 503467, 0.03844258,  13.401622 ,  16.3144  ,  -5.753898 ,    652,   11,  16.316193,  -5.754091 ,  89.47901285, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 2.0074400e-03, 0.02591798, 1,  89.48462813,  89.49024342,  33.552017 ,  0.06735367, 0.,  -5.7539945,  16.315296 ,  13.402063 ,   2776.0342 ),\n",
+       "         (123140,       1237000021,  88968,  13.436043 ,    8, 503372, 0.03963348,   9.581269 ,  16.792395,  -6.2181435, 269089,   11,  17.525007,  -3.4533002,  92.47304672, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 4.8000374e+00, 0.02672088, 1,  94.76754849,  97.06205027,   1.9599953,  9.408051  , 0.,  -4.835722 ,  17.1587   ,  11.508656 , 202234.12   ),\n",
+       "         (123140,       1237000021,  88969,  14.305834 ,    8, 503372, 0.03892329,  13.436043 ,  16.512888,  -6.2118115,  50817,   11,  16.792395,  -6.2181435,  90.72234318, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 9.1361946e-01, 0.02624207, 1,  91.5977425 ,  92.47314182,   1.9394447,  1.7719144 , 0.,  -6.2149773,  16.652641 ,  13.870938 ,  38022.402  ),\n",
+       "         (123140,       1237000021,  88970,  14.721192 ,    8, 503372, 0.03863017,  14.305834 ,  16.38    ,  -6.209467 ,  20898,   11,  16.512888,  -6.2118115,  89.88996512, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 4.3610510e-01, 0.02604445, 1,  90.3061654 ,  90.72236568,   1.6388944,  0.7147302 , 0.,  -6.210639 ,  16.446444 ,  14.513514 ,  14932.831  ),\n",
+       "         (123140,       1237000021,  88971,  15.280418 ,    8, 503372, 0.03839098,  14.721192 ,  16.178677,  -6.1938486,  32870,   11,  16.38    ,  -6.209467 ,  88.62892032, 1.68000006e+08, 1.68000006e+08, 1.68000006e+08, 5.9456575e-01, 0.0258832 , 1,  89.25945729,  89.88998232,   1.9237812,  1.1438144 , 0.,  -6.201658 ,  16.279339 ,  15.000805 ,  24511.15   )]],\n",
+       "\n",
+       "       [[(123164,       1238000025, 118133,  12.8602705,  200, 618384, 0.02874415,  12.854551 ,  56.594524, -49.834007 ,    350, 2212,  56.59599 , -49.83416  ,  49.03972453, 1.96800002e+08, 1.96800002e+08, 1.96800002e+08, 5.9057707e-03, 0.0193793 , 0,  49.04431233,  49.04890014,   2.049206 ,  0.01210214, 0., -49.834084 ,  56.595257 ,  12.85741  ,    262.62262),\n",
+       "         (123164,       1238000025, 118134,  15.975542 ,  200, 618384, 0.02950141,  12.8602705,  55.795822, -49.75111  , 255145, 2212,  56.594524, -49.834007 ,  49.04897176, 1.96800002e+08, 1.96800002e+08, 1.96800002e+08, 3.2170970e+00, 0.01988984, 0,  51.55045061,  54.05195336,   2.8778381,  9.258285  , 0., -49.792557 ,  56.195175 ,  14.417906 , 213837.83   ),\n",
+       "         (123164,       1238000025, 118178,  12.940872 ,  287, 618471, 0.02875042,  12.8602705,  56.58945 , -49.770584 ,  15803,   11,  56.594524, -49.834007 ,  49.04890241, 1.96800002e+08, 1.96800002e+08, 1.96800002e+08, 1.0268822e-01, 0.01938353, 0,  49.06479248,  49.08068254,   6.8887157,  0.70738995, 0., -49.802296 ,  56.591988 ,  12.900572 ,  20131.408  ),\n",
+       "         (123164,       1238000025, 118179,  12.917835 ,  286, 618470, 0.02870943,  12.854551 ,  56.630714, -49.877598 ,  14830,   11,  56.59599 , -49.83416  ,  48.82221194, 1.96800002e+08, 1.96800002e+08, 1.96800002e+08, 8.4246956e-02, 0.01935589, 0,  48.93098124,  49.03972664,   8.470095 ,  0.7135797 , 0., -49.85588  ,  56.61335  ,  12.886193 ,  21443.832  ),\n",
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+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     ),\n",
+       "         (     0,                0,      0,   0.       ,    0,      0, 0.        ,   0.       ,   0.      ,   0.       ,      0,    0,   0.      ,   0.       ,   0.        , 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.0000000e+00, 0.        , 0,   0.        ,   0.        ,   0.       ,  0.        , 0.,   0.       ,   0.       ,   0.       ,      0.     )]]],\n",
+       "      dtype=[('event_id', '<u4'), ('vertex_id', '<u8'), ('segment_id', '<u4'), ('z_end', '<f4'), ('traj_id', '<i4'), ('file_traj_id', '<u4'), ('tran_diff', '<f4'), ('z_start', '<f4'), ('x_end', '<f4'), ('y_end', '<f4'), ('n_electrons', '<u4'), ('pdg_id', '<i4'), ('x_start', '<f4'), ('y_start', '<f4'), ('t_start', '<f8'), ('t0_start', '<f8'), ('t0_end', '<f8'), ('t0', '<f8'), ('dx', '<f4'), ('long_diff', '<f4'), ('pixel_plane', '<i4'), ('t', '<f8'), ('t_end', '<f8'), ('dEdx', '<f4'), ('dE', '<f4'), ('dE_secondary', '<f4'), ('y', '<f4'), ('x', '<f4'), ('z', '<f4'), ('n_photons', '<f4')])"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_FinalHits[0][99].data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "025b0c89",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([([0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])],\n",
+       "      dtype=[('event_ids', '<i8', (1,)), ('segment_ids', '<i8', (20,)), ('fraction', '<f8', (20,)), ('file_traj_ids', '<i8', (20,)), ('fraction_traj', '<f8', (20,))])"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_Contribs_FinalHits[0][99].data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "e2d36e09-c2d3-48ea-b37f-1c8914a08276",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 1764, 6, 1)"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_Contribs_FinalHits_MR65 = f_manager[\"charge/events\",\"charge/calib_final_hits\", \"charge/calib_prompt_hits\", \"mc_truth/calib_prompt_hit_backtrack\", i_evt]\n",
+    "Segs_Contribs_FinalHits_MR65.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8668146f",
+   "metadata": {},
+   "source": [
+    "Similarly, you can backtrack from the prompt hits to edepsim segments. This is working in MiniRun6.5. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "27ea3720",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Segs_PromptHits = f_manager[\"charge/events\",\"charge/calib_prompt_hits\",\"charge/packets\", \"mc_truth/segments\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "af5870f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 2357, 1, 20)"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Segs_PromptHits.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "659a0c3b",
+   "metadata": {},
+   "source": [
+    "We can also get the associated interaction information to each prompt hit."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "b4ee14ec",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Ints_PromptHits = f_manager[\"charge/events\",\"charge/calib_prompt_hits\",\"charge/packets\", \"mc_truth/segments\", \"mc_truth/interactions\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "d3b6a11a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 2357, 1, 20, 1)"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Ints_PromptHits.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "813a7bff",
+   "metadata": {},
+   "source": [
+    "Cheating here. Let's only look at the single segment with the largest contribution backtracked to a prompt hit to trace the vertex. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "e73cd06b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Ints_PHits_ev = Ints_PromptHits.data[0,:,0,0,0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2d7018f",
+   "metadata": {},
+   "source": [
+    "Build a function to check if a vertex position is in the active volume."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "d7f08df3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def vtx_in_LArActive(verts, lar_bounds=lar_bounds):\n",
+    "    return np.all((lar_bounds[0] <= verts) & (verts <= lar_bounds[1]),-1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "160619ae",
+   "metadata": {},
+   "source": [
+    "Define a function to plot edep-sim segments."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "5536b5ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_segs(segs, **kwargs):\n",
+    "    \n",
+    "    def to_list(axis):\n",
+    "        return np.column_stack([\n",
+    "            segs[f'{axis}_start'],\n",
+    "            segs[f'{axis}_end'],\n",
+    "            np.full(len(segs), None)\n",
+    "        ]).flatten().tolist()\n",
+    "        \n",
+    "    x, y, z = (to_list(axis) for axis in 'xyz')\n",
+    "\n",
+    "    trace = go.Scatter3d(x=x, y=y, z=z, **kwargs)\n",
+    "    \n",
+    "    return trace"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f15d911",
+   "metadata": {},
+   "source": [
+    "Here we plot the prompt hits again. The color now indicates the associated trackID from truth info. When you hover on a hit, it will show you the position of the hit and the pdg code of the associated segment. It will also plot the associated vertices if they are in the active volume. The hits associated segments are also drawn in the plot."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "dcaa4696",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
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+           "dtype": "u4"
+          },
+          "size": 3,
+          "symbol": "square"
+         },
+         "mode": "markers",
+         "name": "prompt hits",
+         "opacity": 0.7,
+         "showlegend": true,
+         "type": "scatter3d",
+         "visible": "legendonly",
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",
+          "dtype": "f8"
+         },
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+          "dtype": "f8"
+         },
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+             0.2222222222222222,
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+             0.3333333333333333,
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+            [
+             0.4444444444444444,
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+           "#636efa",
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+           "#19d3f3",
+           "#FF6692",
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+          "font": {
+           "color": "#2a3f5f"
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+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
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+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
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+           "angularaxis": {
+            "gridcolor": "white",
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+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
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+            "ticks": "",
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+           "line": {
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+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 1024
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure()\n",
+    "fig.add_traces(draw_tpc())\n",
+    "\n",
+    "plot_outActive_vertices = True\n",
+    "\n",
+    "##########################\n",
+    "# Draw the prompt hits\n",
+    "##########################\n",
+    "PHits_traces = go.Scatter3d(\n",
+    "        x=PromptHits_ev.data['x'].flatten(), y=PromptHits_ev.data['y'].flatten(), z=PromptHits_ev.data['z'].flatten(),\n",
+    "        marker_color=Segs_PromptHits[0,:,0,0]['segment_id'],\n",
+    "        name='prompt hits',\n",
+    "        mode='markers',\n",
+    "        visible='legendonly',\n",
+    "        marker_size=3,\n",
+    "        marker_symbol='square',\n",
+    "        showlegend=True,\n",
+    "        opacity=0.7,\n",
+    "        customdata=Segs_PromptHits[0,:,0,0]['pdg_id'].data,\n",
+    "        hovertemplate='<b>x:%{x:.3f}</b><br>y:%{y:.3f}<br>z:%{z:.3f}<br>pdg_id:%{customdata:d}',\n",
+    "        )\n",
+    "fig.add_traces(PHits_traces)\n",
+    "\n",
+    "##########################\n",
+    "# Draw the vertices that are in the active LAr\n",
+    "##########################\n",
+    "# Many hits will trace back to same vertices. Let's get rid some repetition here.\n",
+    "vtxID_uniq_ev, vtx_idx = np.unique(Ints_PHits_ev['vertex_id'], return_index=True)\n",
+    "unique_Ints = np.take(Ints_PHits_ev, vtx_idx[vtxID_uniq_ev != 0]) # vertex_id == 0 are masked\n",
+    "Vtx_traces = []\n",
+    "for i_vtx, vtx in enumerate(unique_Ints):\n",
+    "    if plot_outActive_vertices or vtx_in_LArActive( [vtx['x_vert'], vtx['y_vert'], vtx['z_vert']]):\n",
+    "        Vtx_traces.append(go.Scatter3d(\n",
+    "        x=[vtx['x_vert']], y=[vtx['y_vert']], z=[vtx['z_vert']],\n",
+    "        marker_color='red',\n",
+    "        name=f'vertex{i_vtx}',\n",
+    "        mode='markers',\n",
+    "        visible='legendonly',\n",
+    "        marker_size=5,\n",
+    "        marker_symbol='circle',\n",
+    "        showlegend=True,\n",
+    "        opacity=0.7\n",
+    "        ))\n",
+    "fig.add_traces(Vtx_traces)\n",
+    "if len(Vtx_traces) == 0:\n",
+    "    print(\"No vertices in the active LAr volume!\")\n",
+    "\n",
+    "\n",
+    "##########################\n",
+    "# Draw associated segments\n",
+    "##########################\n",
+    "Segs_traces = plot_segs(Segs_PromptHits[0,:,0,0], \n",
+    "                    mode=\"lines\",\n",
+    "                    name=\"edep segments\",\n",
+    "                    visible='legendonly',\n",
+    "                    line_color='red',\n",
+    "                    showlegend=True\n",
+    "                    )\n",
+    "fig.add_traces(Segs_traces)\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    width=1024, height=768,\n",
+    "    legend_orientation=\"h\",\n",
+    "    scene = dict(xaxis_title='x [cm]',\n",
+    "                 yaxis_title='y [cm]',\n",
+    "                 zaxis_title='z [cm]')    \n",
+    ")\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df53c4ac",
+   "metadata": {},
+   "source": [
+    "# From MC truth to the reco hits!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "230d601e",
+   "metadata": {},
+   "source": [
+    "Get the prompt hits associated to the first neutrino interaction in this file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "0a24c879",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "PHits_Segs_Ints = f_manager[\"mc_truth/interactions\", \"mc_truth/segments\", \"charge/packets\", \"charge/calib_prompt_hits\",0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "128d9f91",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 25, 4, 1)"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "PHits_Segs_Ints.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "36152042",
+   "metadata": {},
+   "source": [
+    "# Light!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "612d665a",
+   "metadata": {},
+   "source": [
+    "Let's have a look what's in the light dataset!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "2174e3a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<KeysViewHDF5 ['cwvfm', 'events', 'flash', 'sipm_hits', 'stpc_wvfm', 'sum_hits', 'sum_tpc_hits', 'swvfm', 't_ns', 'wvfm']>"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"light\"].keys()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aba5b7a4-a5b4-4c6c-adca-45be5075459d",
+   "metadata": {},
+   "source": [
+    "It is a lot simpler in MiniRun4.5, we will use only these fields in this tutorial."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "c8026345-d393-4dd1-b324-93c9f8468388",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<KeysViewHDF5 ['events', 'sipm_hits', 'sum_hits', 't_ns', 'wvfm']>"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager_MR4['light'].keys()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f77c76f5",
+   "metadata": {},
+   "source": [
+    "You may notice that in MiniRun4.5 files, there are a lot more light events than the charge events. This is because the forced beam trigger on light readout in larnd-sim was written out per module. It is corrected in MiniRun5 simulation!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "db90ef6d",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.uint64(125)"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max(f_manager_MR4[\"charge/events/data\"]['id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "39aed458-15ca-44ce-9443-3e65999fad31",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.uint64(405)"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max(f_manager_MR4[\"light/events/data\"]['id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "dcffaa24",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([     0,   1200,   1200,   1200,   1200,   2400,   2400,   3600,\n",
+       "         4800,   4800,   4800,   4800,   6000,   6000,   6000,   7200,\n",
+       "         9600,   9600,  10800,  10800,  12000,  13200,  14400,  14400,\n",
+       "        14400,  14400,  16800,  16800,  19200,  19200,  20400,  20400,\n",
+       "        20400,  21600,  22800,  25200,  25200,  25200,  26400,  26400,\n",
+       "        26400,  26400,  27600,  28800,  28800,  30000,  31200,  31200,\n",
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+       "        34800,  36000,  37200,  37200,  37200,  38400,  38400,  38400,\n",
+       "        39600,  39600,  40800,  44400,  44400,  45600,  45600,  45600,\n",
+       "        46800,  48000,  48000,  48000,  48000,  49200,  49200,  50400,\n",
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+       "       102000, 102000, 102000, 102000, 103200, 103200, 104400, 104400,\n",
+       "       104400, 104400, 106800, 106800, 106800, 108000, 109200, 111600,\n",
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+       "       176400, 177600, 177600, 177600, 177600, 178800, 178800, 180000,\n",
+       "       180000, 180000, 181200, 181200, 181200, 181200, 182400, 182400,\n",
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+       "       188400, 188400, 190800, 190800, 190800, 192000, 194400, 194400,\n",
+       "       194400, 195600, 196800, 196800, 199200, 199200, 200400, 200400,\n",
+       "       200400, 200400, 202800, 202800, 204000, 206400, 206400, 206400,\n",
+       "       206400, 208800, 208800, 208800, 208800, 210000, 210000, 211200,\n",
+       "       211200, 211200, 211200, 212400, 212400, 213600, 213600, 213600,\n",
+       "       214800, 214800, 214800, 214800, 216000, 216000, 216000, 217200,\n",
+       "       217200, 218400, 219600, 219600, 219600, 219600, 219600, 219600,\n",
+       "       219600, 219600, 219600, 219600, 219600, 220800, 220800, 222000,\n",
+       "       222000, 222000, 223200, 223200, 224400, 224400, 224400, 224400,\n",
+       "       225600, 226800, 226800, 228000, 228000, 228000, 229200, 229200,\n",
+       "       229200, 229200, 230400, 230400, 230400, 230400], dtype=uint64)"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager_MR4[\"light/events/data\"]['utime_ms'][:,0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b65a8a67",
+   "metadata": {},
+   "source": [
+    "In comparison, MiniRun5's light event fits the 2x2 operating logics for beam triggering. Every simulated beam charge event corresponds to a light event. No matter if there is any LArPix packets."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "257e2bf1",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.uint64(188)"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max(f_manager[\"charge/events/data\"]['id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "659a88a6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.uint64(188)"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max(f_manager[\"light/events/data\"]['id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "0f405249",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([     0,   1200,   2400,   3600,   4800,   6000,   7200,   8400,\n",
+       "         9600,  10800,  12000,  13200,  14400,  15600,  16800,  18000,\n",
+       "        19200,  20400,  21600,  22800,  24000,  25200,  26400,  27600,\n",
+       "        28800,  30000,  31200,  32400,  33600,  34800,  36000,  37200,\n",
+       "        38400,  39600,  40800,  42000,  43200,  44400,  45600,  46800,\n",
+       "        48000,  49200,  50400,  51600,  52800,  54000,  55200,  56400,\n",
+       "        57600,  58800,  60000,  61200,  62400,  63600,  64800,  66000,\n",
+       "        67200,  68400,  69600,  70800,  72000,  73200,  74400,  75600,\n",
+       "        76800,  78000,  79200,  80400,  81600,  82800,  84000,  85200,\n",
+       "        86400,  87600,  88800,  90000,  91200,  92400,  93600,  94800,\n",
+       "        96000,  97200,  98400,  99600, 100800, 102000, 103200, 104400,\n",
+       "       105600, 106800, 108000, 109200, 110400, 111600, 112800, 114000,\n",
+       "       116400, 117600, 118800, 120000, 121200, 122400, 123600, 124800,\n",
+       "       126000, 127200, 128400, 129600, 130800, 132000, 133199, 134400,\n",
+       "       135600, 136800, 138000, 140400, 142800, 144000, 145200, 146400,\n",
+       "       147600, 148800, 150000, 151200, 152400, 153600, 154800, 156000,\n",
+       "       157200, 158400, 159600, 160800, 162000, 164400, 165600, 166800,\n",
+       "       168000, 169200, 170400, 171600, 172800, 174000, 175200, 176400,\n",
+       "       177600, 178800, 180000, 181200, 182400, 183600, 184800, 186000,\n",
+       "       187200, 188400, 189600, 190800, 192000, 193200, 194400, 195600,\n",
+       "       196800, 198000, 199200, 200400, 201600, 202800, 204000, 205200,\n",
+       "       206400, 208800, 210000, 211200, 212400, 213600, 214800, 216000,\n",
+       "       217200, 218400, 219600, 220800, 222000, 223200, 224400, 225600,\n",
+       "       226800, 228000, 229200, 230400, 231600], dtype=uint64)"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"light/events/data\"]['utime_ms'][:, 0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff918186",
+   "metadata": {},
+   "source": [
+    "Let's look at the clock reset in the simulation. MiniRun4.5 uses LArPix internal rollover 2^31 (ticks, 0.1us/tick)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "4ec66505",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(f_manager_MR4[\"light/t_ns/data\"]['t_ns'][:, 0])\n",
+    "plt.xlabel(\"light event id\")\n",
+    "plt.ylabel(\"light event time [ns]\")\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be5fbda9",
+   "metadata": {},
+   "source": [
+    "MiniRun5 has PPS reset implemented in the charge and light simulation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "2e859350",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(f_manager[\"light/t_ns/data\"]['t_ns'][:, 0], '-o', markersize=2.5)\n",
+    "plt.xlabel(\"light event id\")\n",
+    "plt.ylabel(\"light event time [ns]\")\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de7a8087",
+   "metadata": {},
+   "source": [
+    "Let's have a look of the light readout waveform!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "94f9fb61",
+   "metadata": {},
+   "source": [
+    "The first axis is the number of light triggers/light events.\\\n",
+    "The second axis is the number of ADC's.\\\n",
+    "The third axis is the ADC channels.\\\n",
+    "The fourth axis is the light readout sampling."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "4d27970b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(189, 8, 64, 1000)"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"light/wvfm/data\"]['samples'].shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c99309a",
+   "metadata": {},
+   "source": [
+    "An example waveform"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "318de9b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "i_adc = 1\n",
+    "i_adc_ch = 57"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "af67eaf7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(f_manager[\"light/wvfm/data\"]['samples'][i_evt,i_adc,i_adc_ch,:])\n",
+    "plt.xlabel(\"tick [16 ns]\")\n",
+    "plt.ylabel(\"14-bit ADC value\")\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85ad8219",
+   "metadata": {},
+   "source": [
+    "Find the sipm hits in this light event"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "e8a0a2df",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sipm_hits_evt = f_manager[\"light/events\", \"light/sipm_hits\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "4151bfb2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sipm_hits_evt_ch = sipm_hits_evt[(sipm_hits_evt[\"adc\"]==i_adc)&(sipm_hits_evt[\"chan\"]==i_adc_ch)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "249e5e8d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (ax1, ax2) = plt.subplots(nrows=2, sharex=True, height_ratios=[3,1])\n",
+    "fig.subplots_adjust(hspace=0)\n",
+    "ax1.plot(f_manager[\"light/wvfm/data\"]['samples'][i_evt,i_adc,i_adc_ch,:])\n",
+    "ax2.set_xlabel(\"tick [16 ns]\")\n",
+    "ax1.set_ylabel(\"14-bit ADC value\")\n",
+    "ax1.grid()\n",
+    "for x, y in zip(sipm_hits_evt_ch[\"sample_idx\"], sipm_hits_evt_ch[\"max_spline\"]):\n",
+    "    ax2.plot([x,x], [0,y], color=\"red\", linewidth=2)\n",
+    "ax2.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "65bbedf2",
+   "metadata": {},
+   "source": [
+    "Check where is this light signal read out"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b2c87ac",
+   "metadata": {},
+   "source": [
+    "Load the sipm and detector location LUT's. Thank you Livio!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "6df08558",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Hello\n"
+     ]
+    }
+   ],
+   "source": [
+    "from proto_nd_flow.util.lut import LUT"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "4af2f977",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sipm_abs_pos = LUT.from_array(f_manager[\"geometry_info/sipm_abs_pos\"].attrs[\"meta\"],f_manager[\"geometry_info/sipm_abs_pos/data\"])\n",
+    "sipm_rel_pos = LUT.from_array(f_manager[\"geometry_info/sipm_rel_pos\"].attrs[\"meta\"],f_manager[\"geometry_info/sipm_rel_pos/data\"])\n",
+    "det_bounds = LUT.from_array(f_manager[\"geometry_info/det_bounds\"].attrs[\"meta\"],f_manager[\"geometry_info/det_bounds/data\"])\n",
+    "det_rel_pos = LUT.from_array(f_manager[\"geometry_info/det_rel_pos\"].attrs[\"meta\"],f_manager[\"geometry_info/det_rel_pos/data\"])\n",
+    "det_id = LUT.from_array(f_manager[\"geometry_info/det_id\"].attrs[\"meta\"],f_manager[\"geometry_info/det_id/data\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "62f183e2",
+   "metadata": {},
+   "source": [
+    "sipm_abs_pos[(adc,chan)] = [x,y,z] in cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "8a88b9ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 3.06, -2.61,  2.01]], dtype=float32)"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sipm_abs_pos[(i_adc,i_adc_ch)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ca0832aa",
+   "metadata": {},
+   "source": [
+    "sipm_rel_pos[(adc,chan)] = [tpc, side, vertical position] \\\n",
+    "side: 0->left 1->right looking in drift direction \\\n",
+    "vertical position: index starting from bottom (0-23)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "6047c830",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 1,  0, 11]], dtype=int32)"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sipm_rel_pos[(i_adc,i_adc_ch)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1c24a4e8",
+   "metadata": {},
+   "source": [
+    "det_id[(adc,chan)] = det_id \\\n",
+    "0-16 for each TPC, counting from bottom (start with ArcLight)\\\n",
+    "The one we have is a LCM."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "95aa8645",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([3], dtype=int32)"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "det_id[(i_adc,i_adc_ch)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "4211e352",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1], dtype=int32)"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "det_id[5,2]#10,11,58,59"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "9206f942",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-1,  1,  2,  3,  5,  6,  7,  9, 10, 11, 13, 14, 15], dtype=int32)"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.unique([det_id[5,i] for i in range(64)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "6629e6b2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "this_tpc = sipm_rel_pos[i_adc,i_adc_ch][0][0]\n",
+    "this_light_det = det_id[i_adc,i_adc_ch][0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "6b316d67",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.int32(3)"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "this_light_det"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f4680002",
+   "metadata": {},
+   "source": [
+    "det_bounds[(tpc,det)] = [[x_min, y_min, z_min],[x_max, y_max, z_max]] in cm \\\n",
+    "Indeed, LCM!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "695a1b71",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[[ 3.060e+00, -1.033e+01,  2.010e+00],\n",
+       "        [ 3.023e+01,  1.000e-02,  2.010e+00]]], dtype=float32)"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "det_bounds[this_tpc, this_light_det]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f9980130",
+   "metadata": {},
+   "source": [
+    "det_rel_pos[(tpc,det)] = [tpc, side, vertical position] \\\n",
+    "side: 0->left 1->right looking in drift direction \\\n",
+    "vertical position: index starting from bottom (0-15)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "d2c76563",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 0, 3]], dtype=int32)"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "det_rel_pos[this_tpc, this_light_det]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e6fbb344",
+   "metadata": {},
+   "source": [
+    "Let's check the sum_hits. It is very similar to `sipm_hits`, except it has the fields of \"tpc\", \"det\", \"boundary\" instead of \"adc\", \"chan\", \"pos\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "943a43eb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sum_hits_evts = f_manager[\"light/events\", \"light/sum_hits\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "d353c559",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "masked_array(data=[[(902, 0, 0, [[33.65999984741211, -62.040000915527344, 2.009999990463257], [60.83000183105469, -31.020000457763672, 2.009999990463257]], 470, 400000099.0, 5920.0, [0.42544499039649963, 1.9797208309173584, 4.35684871673584, 5.911124229431152, 4.17399263381958, 4.173993110656738, 4.63113260269165, 2.802572727203369, 2.5282888412475586], 30.98311996459961, 5.911124229431152, 29.38376235961914, 5.9256696701049805, -17.31764793395996, 0.0, 0.0, -1.0190221071243286),\n",
+       "                    (903, 0, 0, [[33.65999984741211, -62.040000915527344, 2.009999990463257], [60.83000183105469, -31.020000457763672, 2.009999990463257]], 617, 400000099.0, 8272.0, [-0.5802630186080933, 1.6140090227127075, 3.2597126960754395, 5.45398473739624, 3.9911367893218994, 4.173993110656738, 3.442568778991699, 2.4368607997894287, 1.3397250175476074], 25.131729125976562, 5.45398473739624, 25.1569766998291, 5.455636501312256, -15.81176471710205, 0.0, 0.0, 1.9367247819900513),\n",
+       "                    (904, 0, 1, [[33.65999984741211, -31.020000457763672, 2.009999990463257], [60.83000183105469, -20.68000030517578, 2.009999990463257]], 471, 400000099.0, 5936.0, [13.102241516113281, 22.245040893554688, 26.633583068847656, 26.999296188354492, 25.170734405517578, 22.519325256347656, 20.233625411987305, 18.130781173706055, 16.759361267089844], 191.79400634765625, 26.999296188354492, 177.89468383789062, 27.222620010375977, -22.839216232299805, 0.0, 0.0, 4.9792609214782715),\n",
+       "                    (905, 0, 1, [[33.65999984741211, -31.020000457763672, 2.009999990463257], [60.83000183105469, -20.68000030517578, 2.009999990463257]], 618, 400000099.0, 8288.0, [33.490684509277344, 60.187660217285156, 75.63899230957031, 78.2904052734375, 76.46184539794922, 71.15901947021484, 64.48477172851562, 57.99338912963867, 51.04486083984375], 568.7516479492188, 78.2904052734375, 529.6744384765625, 78.34827423095703, -18.823530197143555, 0.0, 0.0, 6.1807780265808105),\n",
+       "                    (906, 0, 2, [[33.65999984741211, -20.68000030517578, 2.009999990463257], [60.83000183105469, -10.34000015258789, 2.009999990463257]], 471, 400000099.0, 5936.0, [20.221433639526367, 31.741363525390625, 38.68989181518555, 39.787025451660156, 37.958465576171875, 35.21562957763672, 32.28993225097656, 29.089950561523438, 25.249975204467773], 290.2436828613281, 39.787025451660156, 268.9479675292969, 39.922760009765625, -20.83137321472168, 0.0, 0.0, 6.027121067047119),\n",
+       "                    (907, 0, 2, [[33.65999984741211, -20.68000030517578, 2.009999990463257], [60.83000183105469, -10.34000015258789, 2.009999990463257]], 617, 400000099.0, 8272.0, [21.40999984741211, 78.09535217285156, 134.9635772705078, 161.66055297851562, 161.56912231445312, 150.59774780273438, 134.41500854492188, 115.76368713378906, 98.20951843261719], 1056.6845703125, 161.66055297851562, 1001.8388671875, 163.92320251464844, -8.784314155578613, 0.0, 0.0, 5.646881103515625),\n",
+       "                    (908, 0, 3, [[33.65999984741211, -10.329999923706055, 2.009999990463257], [60.83000183105469, 0.009999999776482582, 2.009999990463257]], 470, 400000099.0, 5920.0, [8.729545593261719, 21.803749084472656, 33.50653076171875, 38.07793426513672, 37.34650802612305, 34.420814514160156, 30.12369728088379, 25.735153198242188, 24.089447021484375], 253.8333740234375, 38.07793426513672, 238.29244995117188, 38.247474670410156, -11.7960786819458, 0.0, 0.0, 5.599367618560791),\n",
+       "                    (909, 0, 3, [[33.65999984741211, -10.329999923706055, 2.009999990463257], [60.83000183105469, 0.009999999776482582, 2.009999990463257]], 618, 400000099.0, 8288.0, [120.72883605957031, 206.03115844726562, 243.79092407226562, 244.430908203125, 230.44244384765625, 209.32257080078125, 186.83128356933594, 161.78001403808594, 139.65443420410156], 1743.0125732421875, 244.430908203125, 1623.584228515625, 247.29827880859375, -24.3450984954834, 0.0, 0.0, 4.783992767333984),\n",
+       "                    (910, 0, 4, [[33.65999984741211, 0.0, 2.009999990463257], [60.83000183105469, 31.020000457763672, 2.009999990463257]], 470, 400000099.0, 5920.0, [3.5522820949554443, 5.746554374694824, 7.575113773345947, 7.940825462341309, 6.477978706359863, 6.752262115478516, 5.106558322906494, 4.375134468078613, 6.386550426483154], 53.91326141357422, 7.940825462341309, 48.8108024597168, 8.100493431091309, -21.33333396911621, 0.0, 0.0, 2.6437830924987793),\n",
+       "                    (911, 0, 4, [[33.65999984741211, 0.0, 2.009999990463257], [60.83000183105469, 31.020000457763672, 2.009999990463257]], 617, 400000099.0, 8272.0, [22.295021057128906, 67.73473358154297, 97.17455291748047, 101.38023376464844, 94.24884796142578, 85.47177124023438, 74.13469696044922, 64.1690444946289, 53.746253967285156], 660.3551635742188, 101.38023376464844, 627.3524780273438, 102.11486053466797, -21.33333396911621, 0.0, 0.0, 4.399889945983887),\n",
+       "                    (912, 0, 5, [[33.65999984741211, 31.020000457763672, 2.009999990463257], [60.83000183105469, 41.36000061035156, 2.009999990463257]], 471, 400000099.0, 5936.0, [6.7339768409729, 11.305376052856445, 15.693920135498047, 16.608200073242188, 15.053924560546875, 13.316792488098145, 13.133935928344727, 11.305376052856445, 8.65396499633789], 111.80546569824219, 16.608200073242188, 104.57156372070312, 16.69139289855957, -19.827451705932617, 0.0, 0.0, 4.5284104347229),\n",
+       "                    (913, 0, 5, [[33.65999984741211, 31.020000457763672, 2.009999990463257], [60.83000183105469, 41.36000061035156, 2.009999990463257]], 618, 400000099.0, 8288.0, [52.63083267211914, 92.31058502197266, 111.0533218383789, 111.51045989990234, 103.37336730957031, 91.76201629638672, 78.59638214111328, 66.52789306640625, 55.28224563598633], 763.0470581054688, 111.51045989990234, 714.2181396484375, 112.99854278564453, -24.3450984954834, 0.0, 0.0, 3.867079019546509),\n",
+       "                    (914, 0, 6, [[33.65999984741211, 41.36000061035156, 2.009999990463257], [60.83000183105469, 51.70000076293945, 2.009999990463257]], 471, 400000099.0, 5936.0, [4.648199081420898, 6.202475547790527, 7.2996110916137695, 7.75675106048584, 5.836763381958008, 5.013911247253418, 4.282487392425537, 2.911067485809326, 4.008203506469727], 47.95946502685547, 7.75675106048584, 43.4935417175293, 7.8691301345825195, -19.827451705932617, 0.0, 0.0, 2.0382657051086426),\n",
+       "                    (915, 0, 6, [[33.65999984741211, 41.36000061035156, 2.009999990463257], [60.83000183105469, 51.70000076293945, 2.009999990463257]], 617, 400000099.0, 8272.0, [8.762458801269531, 30.065181732177734, 49.44791793823242, 55.116455078125, 53.56217956542969, 48.16792297363281, 42.95652770996094, 37.287994384765625, 33.173736572265625], 358.5403747558594, 55.116455078125, 339.1482238769531, 55.199623107910156, -12.800000190734863, 0.0, 0.0, 4.977248668670654),\n",
+       "                    (916, 0, 7, [[33.65999984741211, 51.70000076293945, 2.009999990463257], [60.83000183105469, 62.040000915527344, 2.009999990463257]], 472, 400000099.0, 5952.0, [2.520974636077881, 4.623818397521973, 6.178093910217285, 6.543806076049805, 6.360950469970703, 5.903810501098633, 4.989530563354492, 4.440962314605713, 3.069542646408081], 44.63148880004883, 6.543806076049805, 42.20545959472656, 6.544789791107178, -17.31764793395996, 0.0, 0.0, 5.185916423797607),\n",
+       "                    (917, 0, 7, [[33.65999984741211, 51.70000076293945, 2.009999990463257], [60.83000183105469, 62.040000915527344, 2.009999990463257]], 582, 400000099.0, 7712.0, [0.14384669065475464, 1.8809787034988403, 2.7952587604522705, 4.349534511566162, 3.6181106567382812, 2.7952585220336914, 3.160970687866211, 2.6124026775360107, 2.2466907501220703], 23.603052139282227, 4.349534511566162, 22.6334228515625, 4.390861988067627, -13.803921699523926, 0.0, 0.0, -0.6167003512382507),\n",
+       "                    (918, 0, 7, [[33.65999984741211, 51.70000076293945, 2.009999990463257], [60.83000183105469, 62.040000915527344, 2.009999990463257]], 617, 400000099.0, 8272.0, [3.3438267707824707, 16.966598510742188, 31.595077514648438, 40.09788131713867, 40.00645446777344, 36.80647277832031, 33.60649490356445, 30.13222885131836, 26.65796661376953], 259.2130126953125, 40.09788131713867, 245.36257934570312, 40.86809158325195, -9.286274909973145, 0.0, 0.0, 5.972670555114746),\n",
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+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
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+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
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+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                    (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False)]],\n",
+       "       fill_value=(999999, 63, 63, [[1e+20, 1e+20, 1e+20], [1e+20, 1e+20, 1e+20]], 16959, 1e+20, 1e+20, [1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20], 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20),\n",
+       "            dtype=[('id', '<u4'), ('tpc', 'u1'), ('det', 'u1'), ('boundary', '<f4', (2, 3)), ('sample_idx', '<u2'), ('ns', '<f8'), ('busy_ns', '<f8'), ('samples', '<f4', (9,)), ('sum', '<f4'), ('max', '<f4'), ('sum_spline', '<f4'), ('max_spline', '<f4'), ('ns_spline', '<f4'), ('rising_spline', '<f4'), ('rising_err_spline', '<f4'), ('fwhm_spline', '<f4')])"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sum_hits_evts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "f95494a6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sum_hits_evts_det = sum_hits_evts[(sum_hits_evts[\"tpc\"]==this_tpc)&(sum_hits_evts[\"det\"]==this_light_det)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "44f8790d",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "masked_array(data=[(942, 1, 3, [[3.059999942779541, -10.329999923706055, 2.009999990463257], [30.229999542236328, 0.009999999776482582, 2.009999990463257]], 469, 400000099.0, 5904.0, [-91.05923461914062, 962.7398681640625, 2353.451171875, 2505.6328125, 2505.6328125, 2505.6328125, 2505.6328125, 2505.6328125, 2209.9091796875], 17963.205078125, 2505.6328125, 16959.447265625, 2539.07958984375, -22.839216232299805, 0.0, 0.0, 1.9212334156036377),\n",
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+       "             mask=[(False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False),\n",
+       "                   (False, False, False, [[False, False, False], [False, False, False]], False, False, False, [False, False, False, False, False, False, False, False, False], False, False, False, False, False, False, False, False)],\n",
+       "       fill_value=(999999, 63, 63, [[1e+20, 1e+20, 1e+20], [1e+20, 1e+20, 1e+20]], 16959, 1e+20, 1e+20, [1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20], 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20, 1e+20),\n",
+       "            dtype=[('id', '<u4'), ('tpc', 'u1'), ('det', 'u1'), ('boundary', '<f4', (2, 3)), ('sample_idx', '<u2'), ('ns', '<f8'), ('busy_ns', '<f8'), ('samples', '<f4', (9,)), ('sum', '<f4'), ('max', '<f4'), ('sum_spline', '<f4'), ('max_spline', '<f4'), ('ns_spline', '<f4'), ('rising_spline', '<f4'), ('rising_err_spline', '<f4'), ('fwhm_spline', '<f4')])"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sum_hits_evts_det"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f2c97fc",
+   "metadata": {},
+   "source": [
+    "# Charge-light matching\n",
+    "The charge-light matching is one-to-one since MiniRun5. This is not the case for MiniRun4.5."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d365a6d8",
+   "metadata": {},
+   "source": [
+    "charge to light (usual direction)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "id": "7c52d7c9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(126, 11)"
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager_MR4[\"charge/events\",\"light/events\"].shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "385d7ed7",
+   "metadata": {},
+   "source": [
+    "light to charge"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "04e0d2e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(406, 1)"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager_MR4[\"light/events\", \"charge/events\"].shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "fe63cfec",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(189, 1)"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"charge/events\",\"light/events\"].shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "ee241efb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(189, 1)"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager[\"light/events\", \"charge/events\"].shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "710e7bae-ec25-409c-98bf-45b5d4f8c909",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "i_evt=136"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "76c7ed7b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def draw_light_trap(x_boundaries, y_boundaries, z_boundaries, **kwargs):\n",
+    "    \n",
+    "    traces = []\n",
+    "    for i_z in range(int(len(z_boundaries)/2)):\n",
+    "        for i_x in range(int(len(x_boundaries)/2)):\n",
+    "            x, y = np.meshgrid(np.linspace(x_boundaries[i_z * 2], x_boundaries[i_z * 2 + 1], 2), np.linspace(y_boundaries.min(), y_boundaries.max(),2))\n",
+    "            z = (z_boundaries[i_x * 2] + z_boundaries[i_x * 2 + 1]) * 0.5 * np.ones(x.shape)\n",
+    "\n",
+    "            traces.append(go.Surface(x=x, y=y, z=z, **kwargs))\n",
+    "\n",
+    "    return traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "84d12f10",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "PromptHits_ev2 = f_manager[\"charge/events\", \"charge/calib_prompt_hits\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "id": "31857119",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Segs_PromptHits2 = f_manager[\"charge/events\",\"charge/calib_prompt_hits\",\"charge/packets\", \"mc_truth/segments\", i_evt]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "b824f519",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "det_x_bound = np.concatenate(det_bounds[this_tpc, this_light_det].T[0])\n",
+    "det_y_bound = np.concatenate(det_bounds[this_tpc, this_light_det].T[1])\n",
+    "det_z_bound = np.concatenate(det_bounds[this_tpc, this_light_det].T[2])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "b7c41b71",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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ZAQBBXAEAcFwBAHJcAQD+WQEA/lkBAP5ZAQBwXAEAcFwBAHBcAQD+WQEA/lkBAP5ZAQBvXAEAb1wBAP5ZAQD+WQEA/lkBAP5ZAQD+WQEAb1wBAEBcAQD+WQEA/lkBAG9cAQBwWgEAcloBAHBaAQD+WQEAblwBAG5cAQBvWgEAcFoBAHBaAQBwWgEACFoBAHBaAQBwWgEAcFoBAHFaAQBzWgEAcFoBAHNaAQB0WgEA/lkBAABaAQBvWgEACFoBAABaAQBwWgEACFoBAHBaAQBwWgEAcFoBAHBaAQByWgEAAFoBAABaAQAIWgEAAFoBAABaAQAAWgEACFoBAAhaAQAAWgEAAFoBAABaAQBrWgEAbVoBAABaAQBtWgEAAFoBAABaAQAAWgEAHVsBAABaAQABWgEAAVoBAABaAQBtWgEAAFoBAABaAQAAWgEAHVsBAB1bAQAAWgEAaVoBAABaAQAAWgEAAFoBAGpaAQAAWgEAaloBAG1aAQAdWwEAHVsBAAlaAQAJWgEAAVoBAABaAQAAWgEAAFoBAAFaAQBqWgEAZVoBAG1cAQAJWgEAAVoBAABaAQBlWgEAAFoBAABaAQBnWgEAAFoBAGxcAQBsXAEACVoBAGVaAQAJWgEAAFoBAABaAQBlWgEAaVoBAABaAQAAWgEAaVoBAABaAQD1WQEA9VkBAPVZAQD1WQEA9VkBAPVZAQBlWgEA9VkBAPVZAQD1WQEA9VkBAPVZAQD1WQEA9VkBAPVZAQD1WQEAAloBAAJaAQBnXAEAalwBAGdcAQBqXAEA9VkBAPVZAQACWgEAaVwBAAJaAQACWgEAAloBAOxZAQACWgEA7FkBAOxZAQDsWQEA7FkBAChcAQAoXAEAKFwBAChcAQDsWQEA7FkBAOxZAQDsWQEA7FkBAOxZAQAoXAEA3lkBAGZcAQDZWQEA2lkBANxZAQDdWQEAZVwBAGZcAQAmXAEAJlwBANhZAQDYWQEA11kBANlZAQDZWQEA2lkBANtZAQBbWgEAzFwBAMxcAQDXWQEAUloBAFJaAQBSWgEAt1wBALdcAQC3XAEAvFsBAL1bAQDWWQEA11kBACdcAQAoXAEAKFwBAMRcAQDEXAEA1VkBANZZAQDWWQEAJ1wBACdcAQDEXAEAxFwBAMRcAQDVWQEA1lkBAOZZAQC1XwEAtl8BACdcAQAnXAEAJ1wBACdcAQAnXAEAJ1wBACdcAQDUWQEA1FkBANVZAQAnXAEAJ1wBACdcAQAnXAEAJ1wBACdcAQAnXAEAJ1wBALZbAQDUWQEA1FkBACpdAQAqXQEAK10BACpdAQAqXQEALF0BACpdAQDTWQEA1FkBAChdAQAqXQEAKl0BACpdAQAqXQEAKl0BANNZAQDTWQEA01kBACVdAQA+WgEAKF0BACZdAQApXQEAKl0BACldAQApXQEA01kBANNZAQDTWQEAJV0BACZdAQAnXQEAKF0BACZdAQApXQEAKF0BANFZAQDRWQEA01kBAEBaAQAlXQEAJl0BACVdAQAmXQEAJ10BACVdAQDRWQEA01kBAEBaAQBAWgEAQFoBAEBaAQBAWgEAQFoBACVdAQAlXQEAqFsBAKhbAQCoWwEAqFsBAK9bAQCyWwEAqFsBANFZAQDRWQEA01kBABhaAQAlXQEA0VkBANNZAQDTWQEAGFoBABhaAQAYWgEAGFoBABhaAQDRWQEA01kBANNZAQDTWQEA01kBABdaAQAXWgEAGFoBANFZAQDRWQEA0VkBANJZAQDSWQEA01kBANNZAQDPWQEA0VkBANFZAQDRWQEA0VkBANFZAQDRWQEA0lkBAM5ZAQDPWQEAzlkBANFZAQDOWQEAzVkBAM9ZAQBrVgEAa1YBAM5ZAQDOWQEAzlkBAJdbAQDNWQEAzVkBAM1ZAQCXWwEAzVsBAJdbAQCZWwEAVGABAMRZAQDFWQEAyVkBAMpZAQDKWQEAylkBAMxZAQDJWQEAy1kBAM1ZAQCSWwEAlFsBAJZbAQDNWwEAl1sBAJdbAQCZWwEAmVsBAJlbAQCaWwEAmlsBAJpbAQCaWwEAmlsBAJpbAQCcWwEAmlsBAJpbAQCaWwEAnFsBAFRgAQBUYAEAVGABAFRgAQBUYAEAVGABAFRgAQBUYAEAVGABAFRgAQBUYAEAVGABAFRgAQBUYAEAiFsBAMNZAQDJWQEAx1kBAMpZAQDGWQEAyVkBAMlZAQAcWgEAy1kBABxaAQAcWgEAylkBABxaAQAcWgEAHFoBABxaAQDNWQEAzlkBAM5ZAQAcWgEAHFoBAM9ZAQAdWgEAHVoBAB1aAQAdWgEAj1sBAI9bAQCSWwEAkVsBAJJbAQCSWwEAlFsBAJJbAQCSWwEAlVsBAJNbAQCVWwEAlFsBAJZbAQCVWwEAlVsBAJdbAQCVWwEAl1sBAJZbAQCXWwEAmFsBAJdbAQCaWwEAl1sBAJlbAQCZWwEAmVsBAJpbAQCaWwEAmlsBAJlbAQCaWwEAmlsBAJxbAQCcWwEAm1sBAJ1bAQCbWwEAnVsBAFJgAQBTYAEAU2ABAFNgAQBTYAEAU2ABAFNgAQBUYAEAVGABAFRgAQBUYAEAVGABAFRgAQDBWQEAiFsBAMJZAQDGWQEAHFoBAI5bAQCPWwEAD1wBAI9bAQCRWwEAmVsBAJlbAQCZWwEAV1UBAFdVAQBXVQEAV1UBAFdVAQBXVQEAV1UBAFJgAQBSYAEAUmABAFJgAQBSYAEAUmABAFJgAQBSYAEAUmABAFJgAQBSYAEAUmABAFJgAQBSYAEAUmABAFNgAQBTYAEAU2ABAIhbAQDAWQEAxVkBAMBZAQCZWwEAmlsBANdUAQDXVAEAUWABAFFgAQBRYAEAUWABAFFgAQBRYAEAUWABAFFgAQBRYAEAUWABAFFgAQBSYAEAUmABAFJgAQBSYAEAUmABAFJgAQDBWQEAiFsBAMBZAQDCWQEAxFkBAMJZAQDEWQEA2lQBANhUAQDEWwEAxFsBAMRbAQDEWwEAT2ABAFBgAQBQYAEAUGABAFBgAQBRYAEAUWABAFFgAQBRYAEAUWABAFFgAQBRYAEAUWABAL5ZAQDAWQEAwlkBAIhbAQDAWQEAwVkBAMBZAQDDWQEA2VQBANlUAQDZVAEA2VQBANlUAQDZVAEA2VQBANpUAQDaVAEA2lQBANpUAQBXVQEAV1UBANdUAQDXVAEA11QBANdUAQDXVAEA11QBAMNbAQDDWwEAw1sBAMRbAQDEWwEAxFsBAMRbAQC7WQEAvlkBAL9ZAQDAWQEAiFsBAL5ZAQDAWQEAwFkBADJcAQDAWQEA2VQBANlUAQDZVAEA2VQBAGFWAQBZVQEAV1UBAFlVAQBXVQEA2FQBANhUAQDXVAEA11QBANdUAQDXVAEA11QBANdUAQDXVAEAu1kBAL5ZAQC/WQEAv1kBALxZAQC/WQEAv1kBAL5ZAQDhXQEA4V0BAOFdAQDZVAEA2VQBANlUAQDZVAEA2VQBAF9WAQBfVgEAX1YBAF9WAQBfVgEAX1YBAF9WAQBfVgEAX1YBAFlVAQC8WQEAvlkBAL5ZAQC7WQEAu1kBAL5ZAQC+WQEAv1kBALxZAQDOXwEAzl8BANVfAQDOXwEATGABAOFdAQDhXQEA4V0BAHdWAQDhXQEA2lQBANpUAQDaVAEAd1YBANpUAQB3VgEA2lQBAFhVAQBfVgEA2FQBAG9WAQAsXAEAu1kBALtZAQC8WQEAvFkBAL5ZAQC7WQEAvFkBAOJdAQDiXQEA4l0BAOJdAQDiXQEA4l0BAOJdAQDOXwEAzl8BANpUAQDaVAEA2lQBANpUAQBYVQEAulkBALpZAQC7WQEAhVsBALtZAQC7WQEAu1kBALtZAQC8WQEAzV8BAM1fAQDiXQEA4l0BAOFdAQDhXQEAd1YBAFtWAQBYVQEAW1YBALpZAQC7WQEAu1kBALtZAQC7WQEAhFsBALtZAQDOXwEAzl8BAM5fAQDOXwEA4V0BAOFdAQBbVgEAWVUBAFlVAQC2WQEAulkBALpZAQC6WQEAuFkBALtZAQDiXQEA4l0BAM5fAQDOXwEAzl8BAFtWAQBZVQEAWVUBAFtWAQC2WQEAuVkBALpZAQC3WQEAulkBALpZAQC3WQEAulkBALhZAQDiXQEA4l0BAOJdAQDiXQEA4l0BAFtWAQBbVgEAW1YBAFtWAQB/VgEAW1YBALZZAQC4WQEAtlkBALdZAQC4WQEAtlkBAGRcAQBkXAEAZFwBAGRcAQBkXAEAZFwBAGRcAQBbVgEAW1YBAFtWAQBbVgEAtlkBALZZAQC2WQEAZFwBAGRcAQBkXAEAZFwBAGRcAQBkXAEAZFwBADhcAQDLXwEAzF8BAMtfAQBkXAEAy18BAMtfAQDLXwEAy18BAMtfAQDMXwEAy18BAMtfAQDLXwEAy18BAMtfAQDLXwEAy18BAMtfAQDLXwEAy18BAMtfAQDLXwEAy18BAMpfAQDLXwEAy18BAMtfAQDLXwEAy18BAMpfAQDKXwEAy18BAMtfAQDKXwEAy18BAMtfAQDKXwEAyl8BAKtWAQCrVgEAq1YBAKtWAQCrVgEAq1YBAKtWAQDKXwEAyl8BAMpfAQDKXwEAyl8BANxUAQDKXwEAyl8BAMpfAQDKXwEAyl8BAMpfAQDKXwEA3FQBANxUAQBdXAEAXVwBAF1cAQBdXAEAXVwBAF1cAQBdXAEAyl8BAMpfAQBdXAEAXVwBAF1cAQBdXAEAXVwBAF1cAQCrVgEAXVwBAF1cAQBdXAEAXVwBAF1cAQDHXwEAyF8BAMhfAQDJXwEAXVwBAMdfAQDIXwEAyF8BAMhfAQDHXwEAyF8BAMhfAQDHXwEAx18BAMdfAQDHXwEAx18BAMdfAQDHXwEAx18BAMdfAQDHXwEAx18BAMdfAQDHXwEAAAAAAMdfAQDHXwEAUFYBAFBWAQBQVgEAUFYBAK1fAQCtXwEArV8BAAAAAAAAAAAAAAAAAKpWAQBPVgEA8l8BAPJfAQDyXwEA8l8BAPNfAQD0XwEA9F8BAPNfAQD1XwEA818BAPVfAQD1XwEA9F8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPVfAQD1XwEA9V8BAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPVfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPZfAQCuXwEA9l8BAPZfAQD2XwEArl8BAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAGdWAQBnVgEA9l8BAGdWAQD2XwEAZ1YBAPZfAQD2XwEAZ1YBAPZfAQD2XwEA9l8BAGdWAQD2XwEAZ1YBAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPZfAQD2XwEA9l8BAPdfAQD2XwEA9l8BAGdWAQD2XwEA9l8BAPZfAQD2XwEA918BAPZfAQD3XwEA918BAPdfAQD3XwEA918BAPdfAQD3XwEA918BAPdfAQD3XwEA918BAPdfAQD3XwEA918BAPdfAQD3XwEA918BAPdfAQD3XwEA+F8BAPhfAQD3XwEA+F8BAPdfAQD4XwEA918BAPhfAQD4XwEA+F8BAPhfAQD4XwEA+F8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD5XwEA+V8BAPpfAQD6XwEA+V8BAPpfAQD6XwEA+V8BAPlfAQD5XwEA+V8BAPlfAQD6XwEABmABAPpfAQAGYAEA+V8BAPpfAQD6XwEA+l8BAPpfAQD6XwEA+l8BAPpfAQD6XwEA+l8BAPpfAQD6XwEA+l8BAPpfAQD6XwEA+l8BAPpfAQD7XwEA+18BAPtfAQD7XwEA+18BAPtfAQD7XwEA+18BAPtfAQD6XwEAB2ABAAdgAQD6XwEACGABAPpfAQD7XwEA+18BAPtfAQD7XwEA+18BAPtfAQD7XwEA+18BAPtfAQD8XwEA+18BAPxfAQD7XwEA/F8BAPxfAQD7XwEA/F8BAPxfAQD8XwEA/F8BAPxfAQAIYAEACGABAAhgAQAJYAEACmABAApgAQD7XwEA+18BAPxfAQD8XwEA/F8BAP1fAQD9XwEAC2ABAAxgAQBuXgEAbl4BAG5eAQBuXgEAbl4BAG5eAQBuXgEAbl4BAG5eAQBuXgEAbl4BAG5eAQBuXgEAbl4BAG5eAQBuXgEAbl4BAG5eAQBuXgEAbl4BAG5eAQDfUwEAbV4BAG1eAQBtXgEAbV4BAG1eAQBtXgEAbV4BAG1eAQDfUwEA31MBAN9TAQBtXgEAbV4BAG1eAQBtXgEAbV4BAG1eAQBtXgEAbV4BAN9TAQBtXgEAbV4BAG1eAQBtXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAFpUAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAGxeAQBsXgEAbF4BAMheAQBrUwEAa1MBAHVTAQCDWQEAMF8BAC1fAQAxXwEANF8BADRfAQAuXwEAMF8BADFfAQAuXwEAMl8BACtfAQArXwEALl8BAC9fAQAvXwEAK18BAC5fAQArXwEAK18BAC1fAQAsXwEALV8BAC5fAQAsXwEAKV8BACxfAQApXwEALF8BAC1fAQAtXwEALF8BACtfAQAsXwEALF8BACtfAQAsXwEALF8BAChfAQArXwEAK18BAChfAQArXwEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGteAQBrXgEAa14BAGleAQBpXgEAaV4BAGleAQBrXgEAa14BAGteAQBpXgEAaV4BAMVfAQDFXwEAxV8BAGheAQBoXgEAaF4BAGheAQBrXgEAa14BAGteAQBoXgEAxV8BAMVfAQDFXwEAxV8BAMVfAQDFXwEAxV8BAGheAQBoXgEAaF4BAGteAQBrXgEAxV8BAMVfAQDFXwEAxV8BAMVfAQDFXwEAaF4BAGheAQBoXgEAa14BAGteAQBoXgEAaF4BAMVfAQDFXwEAxV8BAMVfAQDFXwEAaF4BAGheAQBoXgEAaV4BAGleAQDEXwEAxF8BAMVfAQDFXwEAxV8BAMVfAQBnXgEAZ14BAGheAQBnXgEAZ14BAGheAQBoXgEAxF8BAMRfAQDEXwEAxV8BAMRfAQDFXwEAxF8BAMVfAQBnXgEAZ14BAGdeAQBoXgEAaF4BAGheAQDDXwEAxF8BAMNfAQDDXwEAxF8BAMRfAQDEXwEAZl4BAGdeAQBoXgEAaF4BAGheAQDCXwEAw18BAMNfAQDEXwEAw18BAMRfAQDDXwEAw18BAGZeAQBnXgEAaF4BAGheAQBnXgEAZ14BAMFfAQDCXwEAwl8BAMJfAQDDXwEAwV8BAMNfAQDDXwEAwl8BAGZeAQBnXgEAZ14BAGdeAQBnXgEAZl4BAGdeAQBnXgEAaF4BAGheAQBoXgEAwV8BAMFfAQDBXwEAwl8BAMFfAQDCXwEAZl4BAGZeAQBnXgEAZ14BAGZeAQBmXgEAZ14BAGZeAQBmXgEAZl4BAGZeAQBnXgEAZ14BAGdeAQBoXgEAaF4BAGheAQBmXgEAZl4BAGZeAQBmXgEAZl4BAGdeAQBnXgEAZl4BAGZeAQBmXgEAZ14BAGZeAQBnXgEAZ14BAGdeAQBmXgEAZl4BAGZeAQBmXgEAZl4BAGZeAQBnXgEAZl4BAGdeAQBoXgEAZ14BAGdeAQBoXgEA718BAO9fAQDvXwEAZl4BAO9fAQDvXwEA718BAO9fAQDvXwEA718BAPBfAQDwXwEA8F8BAPBfAQDwXwEA8F8BAPBfAQDwXwEA8F8BAPBfAQDwXwEA8F8BAPBfAQDwXwEAZl4BAPBfAQDwXwEA8F8BAPBfAQDwXwEA8F8BAPBfAQDwXwEA8F8BAPBfAQDwXwEA8F8BAPBfAQDwXwEA8F8BAPBfAQDwXwEA8F8BAPBfAQDxXwEA8V8BAPFfAQDwXwEA8V8BAPFfAQDwXwEA8V8BAPFfAQDxXwEAj1gBANJdAQBFXQEARV0BAAAAAAAAAAAAy10BAMpdAQDKXQEAyl0BAMpdAQDKXQEAyl0BAMpdAQDKXQEAyl0BAMpdAQA+XgEAPl4BAMldAQDJXQEAyl0BAE9ZAQB1XQEAdV0BAHVdAQBaXQEAWl0BAO1YAQDtWAEA7VgBAO1YAQDtWAEA7VgBAO1YAQDtWAEA7VgBAO1YAQDtWAEA71gBAO9YAQDtWAEA71gBAO9YAQDvWAEA71gBAO9YAQDvWAEA71gBAO9YAQDvWAEA71gBAO9YAQDvWAEA71gBAO9YAQDvWAEAbFkBAO9YAQBsWQEAbVkBAG1ZAQBsWQEAbVkBAG5ZAQBuWQEAVVkBAFhdAQBYXQEAWF0BAO9YAQBsWQEAWF0BAE1dAQBNXQEATV0BAMZYAQCgWAEAI14BANJfAQD1XgEA+l4BANJfAQDSXwEA0l8BANJfAQDzXgEA814BAPleAQAKXgEACl4BAApeAQAKXgEA0l8BAApeAQAKXgEA0l8BANJfAQDSXwEA0l8BANJfAQDSXwEAyFsBAJ5YAQCJWQEAiVkBAIpZAQDLWAEAA1kBAAJZAQADWQEAA1kBAANZAQADWQEA+1gBAPxYAQD/WAEAAFkBAABZAQClWAEApVgBAKVYAQACWQEAAlkBAAJZAQADWQEAAlkBAANZAQACWQEAA1kBAAJZAQADWQEAA1kBAANZAQADWQEAA1kBAANZAQADWQEAA1kBAANZAQADWQEAA1kBAANZAQADWQEAA1kBAANZAQADWQEAA1kBAANZAQADWQEA8FgBAPBYAQDxWAEA81gBAExZAQBMWQEATFkBAPFYAQBNWQEA8lgBAPNYAQD0WAEA9FgBAPVYAQD0WAEA9FgBAPVYAQD1WAEA9VgBAPVYAQD1WAEA9VgBAPdYAQD1WAEA9lgBAPdYAQD3WAEA91gBAPdYAQD3WAEA91gBAPdYAQD3WAEA91gBAPdYAQD3WAEA91gBAPdYAQD3WAEA+FgBAPdYAQD5WAEA91gBAPlYAQD5WAEA+lgBAPpYAQD5WAEA+VgBAPpYAQD6WAEA+lgBAPpYAQD6WAEA+lgBAPpYAQD6WAEA+lgBAPpYAQD6WAEA+lgBAPtYAQD6WAEA+1gBAPtYAQD6WAEA+1gBAPtYAQD8WAEA+1gBAPxYAQD8WAEA+1gBAPxYAQD8WAEA/lgBAP5YAQD8WAEA/lgBAP5YAQD+WAEA/lgBAP5YAQD+WAEA/lgBAP5YAQD/WAEA/1gBAP5YAQD/WAEA/lgBAP5YAQD/WAEA/1gBAP9YAQD/WAEA/1gBAP9YAQD/WAEA/1gBAP9YAQD/WAEA/1gBAP9YAQAAWQEA/1gBAABZAQAAWQEAAVkBAAFZAQAAWQEAAlkBAABZAQACWQEAAFkBAAJZAQABWQEAAlkBAAJZAQACWQEApVgBAKVYAQACWQEApVgBAAJZAQClWAEApVgBAKVYAQClWAEApVgBAKVYAQACWQEAAlkBAAJZAQADWQEAA1kBAANZAQADWQEA8FgBAElZAQDwWAEA8FgBAElZAQDwWAEA8FgBAPBYAQDwWAEA8FgBAPBYAQDwWAEA8VgBAPBYAQDxWAEA8VgBAPJYAQDxWAEA81gBAPFYAQDzWAEA8VgBAPJYAQDzWAEA81gBAPNYAQDzWAEA9FgBAPNYAQD0WAEA9FgBAPRYAQD0WAEA9FgBAPRYAQD0WAEA9FgBAPRYAQD1WAEA9VgBAPdYAQDyWAEA8lgBAEFZAQDwWAEAYVkBAGFZAQBhWQEAXlkBAF5ZAQBeWQEAXlkBAGFZAQBeWQEADVkBABFZAQANWQEAZV8BADlfAQBmXwEAZl8BAFlYAQBZWAEANFgBAH1YAQDqWAEA0FcBANBXAQB9WAEAfVgBAIdYAQDQVwEA0FcBAH1YAQCIWAEAiVgBAItYAQDQVwEA0FcBAOhYAQDoWAEA6FgBAO9XAQDvVwEA6FgBAO9XAQDzVwEA6VgBAOhYAQDpWAEA81cBAOlYAQDpWAEA6VgBAOlYAQDpWAEA6VgBAOlYAQDqWAEA6VgBAOtYAQDpWAEA61gBAOtYAQDrWAEA61gBAOtYAQDrWAEA7FgBAOxYAQDsWAEA61gBAOxYAQDQVwEA0FcBANBXAQB9WAEAfVgBANBXAQDQVwEA0FcBAOtYAQDQVwEAf1gBAH9YAQDQVwEA0FcBANBXAQDQVwEA0FcBANBXAQDQVwEAglgBANBXAQDQVwEA2FcBANhXAQB5WAEAWFgBAFhYAQBYWAEAWFgBAEJgAQBCYAEACFgBAAhYAQAHWAEACFgBAAhYAQC8VwEA",
+           "dtype": "u4"
+          },
+          "size": 3,
+          "symbol": "square"
+         },
+         "mode": "markers",
+         "name": "prompt hits",
+         "opacity": 0.7,
+         "showlegend": true,
+         "type": "scatter3d",
+         "visible": "legendonly",
+         "x": {
+          "bdata": 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+         },
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+          "dtype": "f8"
+         },
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+              "ticks": ""
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+            "type": "scatterternary"
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+              0.4444444444444444,
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+              0.5555555555555556,
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+              0.7777777777777778,
+              "#fb9f3a"
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+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1,
+              "#f0f921"
+             ]
+            ],
+            "type": "surface"
+           }
+          ],
+          "table": [
+           {
+            "cells": {
+             "fill": {
+              "color": "#EBF0F8"
+             },
+             "line": {
+              "color": "white"
+             }
+            },
+            "header": {
+             "fill": {
+              "color": "#C8D4E3"
+             },
+             "line": {
+              "color": "white"
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+            },
+            "type": "table"
+           }
+          ]
+         },
+         "layout": {
+          "annotationdefaults": {
+           "arrowcolor": "#2a3f5f",
+           "arrowhead": 0,
+           "arrowwidth": 1
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+          "autotypenumbers": "strict",
+          "coloraxis": {
+           "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+           }
+          },
+          "colorscale": {
+           "diverging": [
+            [
+             0,
+             "#8e0152"
+            ],
+            [
+             0.1,
+             "#c51b7d"
+            ],
+            [
+             0.2,
+             "#de77ae"
+            ],
+            [
+             0.3,
+             "#f1b6da"
+            ],
+            [
+             0.4,
+             "#fde0ef"
+            ],
+            [
+             0.5,
+             "#f7f7f7"
+            ],
+            [
+             0.6,
+             "#e6f5d0"
+            ],
+            [
+             0.7,
+             "#b8e186"
+            ],
+            [
+             0.8,
+             "#7fbc41"
+            ],
+            [
+             0.9,
+             "#4d9221"
+            ],
+            [
+             1,
+             "#276419"
+            ]
+           ],
+           "sequential": [
+            [
+             0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
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+            [
+             0.6666666666666666,
+             "#ed7953"
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+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
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+             1,
+             "#f0f921"
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+           ],
+           "sequentialminus": [
+            [
+             0,
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+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
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+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
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+             0.6666666666666666,
+             "#ed7953"
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+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1,
+             "#f0f921"
+            ]
+           ]
+          },
+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#2a3f5f"
+          },
+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
+          },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 1024
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure()\n",
+    "fig.add_traces(draw_tpc())\n",
+    "\n",
+    "plot_outActive_vertices = True\n",
+    "\n",
+    "##########################\n",
+    "# Draw the prompt hits\n",
+    "##########################\n",
+    "PHits_traces = go.Scatter3d(\n",
+    "        x=PromptHits_ev2.data['x'].flatten(), y=PromptHits_ev2.data['y'].flatten(), z=PromptHits_ev2.data['z'].flatten(),\n",
+    "        marker_color=Segs_PromptHits2[0,:,0,0]['segment_id'],\n",
+    "        name='prompt hits',\n",
+    "        mode='markers',\n",
+    "        visible='legendonly',\n",
+    "        marker_size=3,\n",
+    "        marker_symbol='square',\n",
+    "        showlegend=True,\n",
+    "        opacity=0.7,\n",
+    "        customdata=Segs_PromptHits2[0,:,0,0]['pdg_id'].data,\n",
+    "        hovertemplate='<b>x:%{x:.3f}</b><br>y:%{y:.3f}<br>z:%{z:.3f}<br>pdg_id:%{customdata:d}',\n",
+    "        )\n",
+    "fig.add_traces(PHits_traces)\n",
+    "\n",
+    "\n",
+    "##########################\n",
+    "# Draw associated segments\n",
+    "##########################\n",
+    "Segs_traces = plot_segs(Segs_PromptHits2[0,:,0,0], \n",
+    "                    mode=\"lines\",\n",
+    "                    name=\"edep segments\",\n",
+    "                    visible='legendonly',\n",
+    "                    line_color='red',\n",
+    "                    showlegend=True\n",
+    "                    )\n",
+    "fig.add_traces(Segs_traces)\n",
+    "\n",
+    "##########################\n",
+    "# Draw the highlighted light trap\n",
+    "##########################\n",
+    "fig.add_traces(draw_light_trap(\n",
+    "    det_x_bound, det_y_bound, det_z_bound, \n",
+    "    showscale=False,\n",
+    "    opacity=0.3,\n",
+    "    colorscale='Greys',\n",
+    "))\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    width=1024, height=768,\n",
+    "    legend_orientation=\"h\",\n",
+    "    scene = dict(xaxis_title='x [cm]',\n",
+    "                yaxis_title='y [cm]',\n",
+    "                zaxis_title='z [cm]')    \n",
+    ")\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "25580443-cb04-49bd-8d15-9ad39bca1172",
+   "metadata": {},
+   "source": [
+    "# Older MiniRun Versions\n",
+    "Older versions contain some peculiarities that are listed here. I will use MiniRun4.5 to demonstrate them."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "ae1f2830-9792-49b4-85b4-2a3aa90b5eb3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f_name_MR4 = 'MiniRun4.5_1E19_RHC.flow.0000123.FLOW.hdf5'\n",
+    "f_manager_MR4 = h5flow.data.H5FlowDataManager(f_name_MR4, 'r')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9efb08c1-43bd-46ff-91cd-24cfbfd26c2f",
+   "metadata": {},
+   "source": [
+    "## Interaction Vertices\n",
+    "In MiniRun6.4 and before except MiniRun5 beta2, `mc_truth/interactions/data` used the field `vertex` organized as a matrix with columns `['x_vert', 'y_vert', 'z_vert', 't_vert']`. `t_event` was not recorded before MiniRun5 beta2."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "efab1c47-15ed-47c8-bb52-dcf71d535687",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('event_id',\n",
+       " 'vertex_id',\n",
+       " 'vertex',\n",
+       " 'target',\n",
+       " 'reaction',\n",
+       " 'isCC',\n",
+       " 'isQES',\n",
+       " 'isMEC',\n",
+       " 'isRES',\n",
+       " 'isDIS',\n",
+       " 'isCOH',\n",
+       " 'Enu',\n",
+       " 'nu_4mom',\n",
+       " 'nu_pdg',\n",
+       " 'Elep',\n",
+       " 'lep_mom',\n",
+       " 'lep_ang',\n",
+       " 'lep_pdg',\n",
+       " 'q0',\n",
+       " 'q3',\n",
+       " 'Q2',\n",
+       " 'x',\n",
+       " 'y')"
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager_MR4['mc_truth/interactions',:].dtype.names"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "id": "c9263f17-faff-4662-97f0-89bc69e04c39",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 1.75482447e+02,  6.29178930e+02, -3.65044184e+03,\n",
+       "         2.36414073e+00],\n",
+       "       [-1.42276940e+02,  6.69785310e+01, -2.11723984e+02,\n",
+       "         5.30647553e+00],\n",
+       "       [ 7.59945675e+01, -2.86112092e+02, -2.73749825e+02,\n",
+       "         5.81972380e+00],\n",
+       "       ...,\n",
+       "       [-5.58561913e+02,  6.46895902e+01,  2.56635121e+02,\n",
+       "         2.31600001e+08],\n",
+       "       [ 1.81234488e+01,  4.41397711e+01, -2.25818817e+02,\n",
+       "         2.31600002e+08],\n",
+       "       [-2.76608788e+02,  6.82942093e+02, -1.25642406e+03,\n",
+       "         2.31600007e+08]], shape=(692, 4))"
+      ]
+     },
+     "execution_count": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "MR4_verts = f_manager_MR4['mc_truth/interactions',:]['vertex']\n",
+    "MR4_verts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "b3812925-74bd-4f0d-a427-54ff4dd3616a",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.True_"
+      ]
+     },
+     "execution_count": 106,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "MR6_verts = np.stack([\n",
+    "    f_manager['mc_truth/interactions',:][i+'_vert']\n",
+    "    for i in 'xyzt'\n",
+    "    ],\n",
+    "    axis = -1\n",
+    ")\n",
+    "np.all( np.isclose(MR4_verts, MR6_verts) )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24fbb6ce-216e-4209-a28e-dc5cf6b5b9ee",
+   "metadata": {},
+   "source": [
+    "## Light Event Recording and Timekeeping\n",
+    "In MiniRun4.5 files, there are a lot more light events than the charge events. This is because the forced beam trigger on light readout in larnd-sim was written out per module. It is corrected in MiniRun5 simulation!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "c8737641-e77e-4931-af48-aeed5da4ba05",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.uint64(125)"
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max(f_manager_MR4['charge/events/data']['id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "91fce0cb-7da0-4102-8ee2-cd225cff8708",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.uint64(405)"
+      ]
+     },
+     "execution_count": 108,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max(f_manager_MR4['light/events/data']['id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "id": "331800a7-3f67-4741-a1e6-68288ea06611",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
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+       "         4800,   4800,   4800,   4800,   6000,   6000,   6000,   7200,\n",
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+       "       171600, 171600, 171600, 171600, 172800, 172800, 172800, 174000,\n",
+       "       174000, 175200, 175200, 175200, 175200, 176400, 176400, 176400,\n",
+       "       176400, 177600, 177600, 177600, 177600, 178800, 178800, 180000,\n",
+       "       180000, 180000, 181200, 181200, 181200, 181200, 182400, 182400,\n",
+       "       184800, 184800, 184800, 184800, 187200, 187200, 187200, 188400,\n",
+       "       188400, 188400, 190800, 190800, 190800, 192000, 194400, 194400,\n",
+       "       194400, 195600, 196800, 196800, 199200, 199200, 200400, 200400,\n",
+       "       200400, 200400, 202800, 202800, 204000, 206400, 206400, 206400,\n",
+       "       206400, 208800, 208800, 208800, 208800, 210000, 210000, 211200,\n",
+       "       211200, 211200, 211200, 212400, 212400, 213600, 213600, 213600,\n",
+       "       214800, 214800, 214800, 214800, 216000, 216000, 216000, 217200,\n",
+       "       217200, 218400, 219600, 219600, 219600, 219600, 219600, 219600,\n",
+       "       219600, 219600, 219600, 219600, 219600, 220800, 220800, 222000,\n",
+       "       222000, 222000, 223200, 223200, 224400, 224400, 224400, 224400,\n",
+       "       225600, 226800, 226800, 228000, 228000, 228000, 229200, 229200,\n",
+       "       229200, 229200, 230400, 230400, 230400, 230400], dtype=uint64)"
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager_MR4[\"light/events/data\"]['utime_ms'][:, 0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cba1af0e-622e-41a7-ab9f-eb91476777d2",
+   "metadata": {},
+   "source": [
+    "In MiniRun5 and after, charge events are light events are one-to-one."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "id": "d4d05fae-e660-4792-b048-f200ded135de",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.uint64(188)"
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "assert max(f_manager['charge/events/data']['id']) == max(f_manager['light/events/data']['id'])\n",
+    "max(f_manager['charge/events/data']['id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "b30a9c01-5738-42b3-af76-6452cc81b6b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([     0,   1200,   2400,   3600,   4800,   6000,   7200,   8400,\n",
+       "         9600,  10800,  12000,  13200,  14400,  15600,  16800,  18000,\n",
+       "        19200,  20400,  21600,  22800,  24000,  25200,  26400,  27600,\n",
+       "        28800,  30000,  31200,  32400,  33600,  34800,  36000,  37200,\n",
+       "        38400,  39600,  40800,  42000,  43200,  44400,  45600,  46800,\n",
+       "        48000,  49200,  50400,  51600,  52800,  54000,  55200,  56400,\n",
+       "        57600,  58800,  60000,  61200,  62400,  63600,  64800,  66000,\n",
+       "        67200,  68400,  69600,  70800,  72000,  73200,  74400,  75600,\n",
+       "        76800,  78000,  79200,  80400,  81600,  82800,  84000,  85200,\n",
+       "        86400,  87600,  88800,  90000,  91200,  92400,  93600,  94800,\n",
+       "        96000,  97200,  98400,  99600, 100800, 102000, 103200, 104400,\n",
+       "       105600, 106800, 108000, 109200, 110400, 111600, 112800, 114000,\n",
+       "       116400, 117600, 118800, 120000, 121200, 122400, 123600, 124800,\n",
+       "       126000, 127200, 128400, 129600, 130800, 132000, 133199, 134400,\n",
+       "       135600, 136800, 138000, 140400, 142800, 144000, 145200, 146400,\n",
+       "       147600, 148800, 150000, 151200, 152400, 153600, 154800, 156000,\n",
+       "       157200, 158400, 159600, 160800, 162000, 164400, 165600, 166800,\n",
+       "       168000, 169200, 170400, 171600, 172800, 174000, 175200, 176400,\n",
+       "       177600, 178800, 180000, 181200, 182400, 183600, 184800, 186000,\n",
+       "       187200, 188400, 189600, 190800, 192000, 193200, 194400, 195600,\n",
+       "       196800, 198000, 199200, 200400, 201600, 202800, 204000, 205200,\n",
+       "       206400, 208800, 210000, 211200, 212400, 213600, 214800, 216000,\n",
+       "       217200, 218400, 219600, 220800, 222000, 223200, 224400, 225600,\n",
+       "       226800, 228000, 229200, 230400, 231600], dtype=uint64)"
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f_manager['light/events/data']['utime_ms'][:,0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9ab4e6e1-8bd5-42c2-9055-0feb0ace263b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "ndlar_flow",
+   "language": "python",
+   "name": "ndlar_flow"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.14"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}