From 9e16a23ff1c8ab7002a013ab4bf4057cd9902253 Mon Sep 17 00:00:00 2001
From: MilagrosMarin <milmarina02@gmail.com>
Date: Thu, 9 Nov 2023 14:41:25 -0600
Subject: [PATCH] ephys tutorial preliminary review to mirror dlc

---
 notebooks/tutorial.ipynb | 2389 ++++----------------------------------
 1 file changed, 244 insertions(+), 2145 deletions(-)

diff --git a/notebooks/tutorial.ipynb b/notebooks/tutorial.ipynb
index 5ccc0b4f..55d2d527 100644
--- a/notebooks/tutorial.ipynb
+++ b/notebooks/tutorial.ipynb
@@ -5,702 +5,156 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# DataJoint Elements for NeuroPixels Array Electrophysiology\n",
-    "\n",
-    "This tutorial aims to provide a comprehensive understanding of the open-source data pipeline created using `element-array-ephys` for processing and analyzing extracellular electrophysiology datasets. \n",
-    "\n",
-    "**In this tutorial, we will cover:**\n",
-    "- The basics:\n",
-    "  - Differentiating between an Element, module, schema, table, and pipeline.\n",
-    "  - How to plot an overview of the pipeline with `dj.Diagram`.\n",
-    "- Hands-on interactions with the pipeline:\n",
-    "  - Inserting real data into tables.\n",
-    "  - Querying table contents.\n",
-    "  - Fetching table contents.\n",
-    "- A walk-through:\n",
-    "  - Processing NeuroPixels ephys data acquired with OpenEphys and spike sorted with Kilosort.\n",
-    "\n",
-    "**Additional Resources:**\n",
-    "- [Interactive Tutorials](https://github.com/datajoint/datajoint-tutorials) on `datajoint-python`: Dive deep into DataJoint's fundamentals.\n",
-    "- [*`datajoint-python`* Documentation](https://datajoint.com/docs/core/datajoint-python/): Comprehensive documentation on DataJoint for Python.\n",
-    "- [Element Array Electrophysiology Documentation](https://datajoint.com/docs/elements/element-array-ephys/): Detailed guide on the DataJoint Element for Array Electrophysiology.\n",
-    "\n",
-    "Before we jump into the core concepts, let's ensure we have all the necessary packages imported."
+    "# DataJoint Elements for Array Electrophysiology with NeuroPixels"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 1,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "import datajoint as dj\n",
-    "import datetime\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np"
+    "### **Open-source Data Pipeline for Processing and Analyzing Extracellular Electrophysiology Datasets**"
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Combine multiple Elements into a pipeline\n",
-    "\n",
-    "Each DataJoint Element is a modular set of tables that can be combined into a complete\n",
-    "pipeline. Here are the definitions for clarity:\n",
-    "\n",
-    "+ **Module**: In Python, a module is a file containing definitions and statements. In the context of DataJoint, modules often define and structure related database tables.\n",
-    "+ **Table**: A structured set of data held within the database. It consists of rows and\n",
-    "  columns, much like an Excel spreadsheet.\n",
-    "+ **Schema**: Think of a schema as a container or namespace within the database where related tables are grouped together. It helps organize and manage the database structure.\n",
-    "+ **Element**: A modular set of related tables. \n",
+    "This tutorial aims to provide a comprehensive understanding of the open-source data pipeline by `element-array-ephys`. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![flowchart](../images/diagram_flowchart.svg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The package is designed to **process NeuroPixels ephys data** with **OpenEphys** and spike sorted with **Kilosort**."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![pipeline](../images/attached_array_ephys_element_acute.svg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "By the end of this tutorial, you will have a clear grasp of how to set up and integrate the `element-array-ephys` into your specific research projects and your lab."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### **Key Components and Objectives**\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**- Setup**\n",
     "\n",
-    "---\n",
+    "**- Designing the DataJoint Pipeline**\n",
     "\n",
-    "Each Element contains 1 or more modules, and each module declares its own schema in the database.\n",
+    "**- Step 1: Insert Example Data into Subject and Session tables**\n",
     "\n",
-    "This tutorial pipeline is assembled from four DataJoint Elements.\n",
+    "**- Step 2: Register the Electrophysiology Recording information for each Probe**\n",
     "\n",
-    "| Element | Source Code | Documentation | Description |\n",
-    "| -- | -- | -- | -- |\n",
-    "| Element Lab | [Link](https://github.com/datajoint/element-lab) | [Link](https://datajoint.com/docs/elements/element-lab) | Lab management related information, such as Lab, User, Project, Protocol, Source. |\n",
-    "| Element Animal | [Link](https://github.com/datajoint/element-animal) | [Link](https://datajoint.com/docs/elements/element-animal) | General animal metadata and surgery information. |\n",
-    "| Element Session | [Link](https://github.com/datajoint/element-session) | [Link](https://datajoint.com/docs/elements/element-session) | General information of experimental sessions. |\n",
-    "| Element Array Ephys | [Link](https://github.com/datajoint/element-array-ephys) | [Link](https://datajoint.com/docs/elements/element-array-ephys) |  NeuroPixels Array Electrophysiology analysis with Kilosort. |\n",
+    "**- Step 3: Run the Clustering Task**\n",
     "\n",
-    "By importing the modules for the first time, the schemas and tables will be created in\n",
-    "the database.  Once created, importing modules will not create schemas and tables\n",
-    "again, but will allow access to existing schemas/tables.\n",
+    "**- Step 4: Curate the Clustering Results (Optional)**\n",
     "\n",
-    "The Elements are imported and activated within the `tutorial_pipeline` script."
+    "**- Step 4: Visualize the Results**"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2023-10-26 21:39:21,831][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n",
-      "[2023-10-26 21:39:21,833][INFO]: Connecting root@fakeservices.datajoint.io:3306\n",
-      "[2023-10-26 21:39:21,840][INFO]: Connected root@fakeservices.datajoint.io:3306\n"
-     ]
-    }
-   ],
-   "source": [
-    "from tutorial_pipeline import (\n",
-    "    lab,\n",
-    "    subject,\n",
-    "    session,\n",
-    "    probe,\n",
-    "    ephys,\n",
-    ")"
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### **Setup**"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Each Python module (e.g. `subject`) contains a schema object that enables interaction with the schema in the database."
+    "Let's start this tutorial by importing the packages necessary to run the data pipeline."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Schema `neuro_subject`"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "subject.schema"
+    "import datajoint as dj\n",
+    "import datetime\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The Python classes in the module correspond to a table in the database server."
+    "This codespace provides a local database private to you for experimentation. Let's connect to the database server:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
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-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
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-       "        .Table th{\n",
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-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
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-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b></b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">subject_nickname</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sex</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">subject_birth_date</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">subject_description</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr>  </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 0</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject    subject_nickna sex     subject_birth_ subject_descri\n",
-       "+---------+ +------------+ +-----+ +------------+ +------------+\n",
-       "\n",
-       " (Total: 0)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
-    "subject.Subject()"
+    "dj.conn()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### **Design the DataJoint Pipeline**"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Diagram\n",
+    "This tutorial presumes that the `element-array-ephys` has been pre-configured and instantiated, with the database linked downstream to pre-existing `subject` and `session` tables. \n",
     "\n",
-    "Let's plot the diagram of tables within multiple schemas and their dependencies using `dj.Diagram()`."
+    "Now, we will proceed to import the essential schemas required to construct this data pipeline, with particular attention to the primary components: `probe` and `ephys`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from tutorial_pipeline import lab, subject, session, probe, ephys"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can represent a diagram of some of the upstream and downstream dependencies connected to these `probe` and `ephys` schemas:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/svg+xml": [
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-       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-662 1159.5,-662 1159.5,4 -4,4\"/>\n",
-       "<!-- ephys.ClusteringMethod -->\n",
-       "<g id=\"node1\" class=\"node\">\n",
-       "<title>ephys.ClusteringMethod</title>\n",
-       "<g id=\"a_node1\"><a xlink:title=\"clustering_method    \r------------------------------\rclustering_method_desc \r\">\n",
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-       "<!-- ephys.ClusteringParamSet -->\n",
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-       "<title>ephys.ClusteringParamSet</title>\n",
-       "<g id=\"a_node9\"><a xlink:title=\"paramset_idx         \r------------------------------\r→ ephys.ClusteringMethod\rparamset_desc        \rparam_set_hash       \rparams               \rUNIQUE INDEX (param_set_hash)\r\">\n",
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-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.ClusteringMethod&#45;&gt;ephys.ClusteringParamSet -->\n",
-       "<g id=\"edge1\" class=\"edge\">\n",
-       "<title>ephys.ClusteringMethod-&gt;ephys.ClusteringParamSet</title>\n",
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-       "</g>\n",
-       "<!-- probe.ProbeType -->\n",
-       "<g id=\"node2\" class=\"node\">\n",
-       "<title>probe.ProbeType</title>\n",
-       "<g id=\"a_node2\"><a xlink:title=\"probe_type           \r\">\n",
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-       "</g>\n",
-       "</g>\n",
-       "<!-- probe.ProbeType.Electrode -->\n",
-       "<g id=\"node5\" class=\"node\">\n",
-       "<title>probe.ProbeType.Electrode</title>\n",
-       "<g id=\"a_node5\"><a xlink:title=\"→ probe.ProbeType\relectrode            \r------------------------------\rshank                \rshank_col            \rshank_row            \rx_coord=null         \ry_coord=null         \r\">\n",
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-       "<title>probe.Probe</title>\n",
-       "<g id=\"a_node23\"><a xlink:title=\"probe                \r------------------------------\r→ probe.ProbeType\rprobe_comment=&quot;&quot;     \r\">\n",
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-       "</g>\n",
-       "<!-- probe.ProbeType&#45;&gt;probe.Probe -->\n",
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-       "<title>probe.ProbeType-&gt;probe.Probe</title>\n",
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-       "<!-- probe.ElectrodeConfig -->\n",
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-       "<title>probe.ElectrodeConfig</title>\n",
-       "<g id=\"a_node24\"><a xlink:title=\"electrode_config_hash \r------------------------------\r→ probe.ProbeType\relectrode_config_name \r\">\n",
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-       "</g>\n",
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-       "<title>probe.ProbeType-&gt;probe.ElectrodeConfig</title>\n",
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-       "</g>\n",
-       "<!-- ephys.InsertionLocation -->\n",
-       "<g id=\"node3\" class=\"node\">\n",
-       "<title>ephys.InsertionLocation</title>\n",
-       "<g id=\"a_node3\"><a xlink:title=\"→ ephys.ProbeInsertion\r------------------------------\r→ `neuro_lab`.`#skull_reference`\rap_location          \rml_location          \rdepth                \rtheta=null           \rphi=null             \rbeta=null            \r\">\n",
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-       "</g>\n",
-       "<!-- ephys.QualityMetrics.Waveform -->\n",
-       "<g id=\"node4\" class=\"node\">\n",
-       "<title>ephys.QualityMetrics.Waveform</title>\n",
-       "<g id=\"a_node4\"><a xlink:title=\"→ ephys.QualityMetrics\r→ ephys.CuratedClustering.Unit\r------------------------------\ramplitude            \rduration             \rhalfwidth=null       \rpt_ratio=null        \rrepolarization_slope=null \rrecovery_slope=null  \rspread=null          \rvelocity_above=null  \rvelocity_below=null  \r\">\n",
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-       "</g>\n",
-       "</g>\n",
-       "<!-- probe.ElectrodeConfig.Electrode -->\n",
-       "<g id=\"node7\" class=\"node\">\n",
-       "<title>probe.ElectrodeConfig.Electrode</title>\n",
-       "<g id=\"a_node7\"><a xlink:title=\"→ probe.ElectrodeConfig\r→ probe.ProbeType.Electrode\r\">\n",
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-       "</g>\n",
-       "<!-- probe.ProbeType.Electrode&#45;&gt;probe.ElectrodeConfig.Electrode -->\n",
-       "<g id=\"edge5\" class=\"edge\">\n",
-       "<title>probe.ProbeType.Electrode-&gt;probe.ElectrodeConfig.Electrode</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M494.88,-559.72C495.92,-543.26 499.84,-507.08 514.5,-481 524.88,-462.54 543.75,-446.42 556.2,-437.07\"/>\n",
-       "</g>\n",
-       "<!-- session.Session -->\n",
-       "<g id=\"node6\" class=\"node\">\n",
-       "<title>session.Session</title>\n",
-       "<g id=\"a_node6\"><a xlink:title=\"→ subject.Subject\rsession_datetime     \r\">\n",
-       "<polygon fill=\"#00ff00\" fill-opacity=\"0.188235\" stroke=\"#00ff00\" stroke-opacity=\"0.188235\" points=\"944.5,-587 840.5,-587 840.5,-552 944.5,-552 944.5,-587\"/>\n",
-       "<text text-anchor=\"start\" x=\"848.5\" y=\"-567.4\" font-family=\"arial\" text-decoration=\"underline\" font-size=\"12.00\" fill=\"darkgreen\">session.Session</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.ProbeInsertion -->\n",
-       "<g id=\"node16\" class=\"node\">\n",
-       "<title>ephys.ProbeInsertion</title>\n",
-       "<g id=\"a_node16\"><a xlink:title=\"→ session.Session\rinsertion_number     \r------------------------------\r→ probe.Probe\r\">\n",
-       "<polygon fill=\"#00ff00\" fill-opacity=\"0.188235\" stroke=\"#00ff00\" stroke-opacity=\"0.188235\" points=\"957.5,-516 827.5,-516 827.5,-481 957.5,-481 957.5,-516\"/>\n",
-       "<text text-anchor=\"start\" x=\"835.5\" y=\"-496.4\" font-family=\"arial\" text-decoration=\"underline\" font-size=\"12.00\" fill=\"darkgreen\">ephys.ProbeInsertion</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- session.Session&#45;&gt;ephys.ProbeInsertion -->\n",
-       "<g id=\"edge6\" class=\"edge\">\n",
-       "<title>session.Session-&gt;ephys.ProbeInsertion</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M892.5,-551.8C892.5,-540.95 892.5,-526.87 892.5,-516.05\"/>\n",
-       "</g>\n",
-       "<!-- ephys.CuratedClustering.Unit -->\n",
-       "<g id=\"node15\" class=\"node\">\n",
-       "<title>ephys.CuratedClustering.Unit</title>\n",
-       "<g id=\"a_node15\"><a xlink:title=\"→ ephys.CuratedClustering\runit                 \r------------------------------\r→ probe.ElectrodeConfig.Electrode\r→ ephys.ClusterQualityLabel\rspike_count          \rspike_times          \rspike_sites          \rspike_depths=null    \r\">\n",
-       "<polygon fill=\"transparent\" stroke=\"transparent\" points=\"403.5,-82 257.5,-82 257.5,-63 403.5,-63 403.5,-82\"/>\n",
-       "<text text-anchor=\"start\" x=\"265.5\" y=\"-71\" font-family=\"arial\" text-decoration=\"underline\" font-size=\"10.00\">ephys.CuratedClustering.Unit</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- probe.ElectrodeConfig.Electrode&#45;&gt;ephys.CuratedClustering.Unit -->\n",
-       "<g id=\"edge7\" class=\"edge\">\n",
-       "<title>probe.ElectrodeConfig.Electrode-&gt;ephys.CuratedClustering.Unit</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-dasharray=\"5,2\" stroke-opacity=\"0.250980\" d=\"M519.34,-417.98C421.01,-399.54 209.5,-352.23 209.5,-286.5 209.5,-286.5 209.5,-286.5 209.5,-213.5 209.5,-173.7 204.27,-157.57 228.5,-126 245.72,-103.57 275.22,-89.87 298.08,-82.11\"/>\n",
-       "</g>\n",
-       "<!-- ephys.LFP.Electrode -->\n",
-       "<g id=\"node17\" class=\"node\">\n",
-       "<title>ephys.LFP.Electrode</title>\n",
-       "<g id=\"a_node17\"><a xlink:title=\"→ ephys.LFP\r→ probe.ElectrodeConfig.Electrode\r------------------------------\rlfp                  \r\">\n",
-       "<polygon fill=\"transparent\" stroke=\"transparent\" points=\"953,-295 846,-295 846,-276 953,-276 953,-295\"/>\n",
-       "<text text-anchor=\"middle\" x=\"899.5\" y=\"-283\" font-family=\"arial\" font-size=\"10.00\">ephys.LFP.Electrode</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- probe.ElectrodeConfig.Electrode&#45;&gt;ephys.LFP.Electrode -->\n",
-       "<g id=\"edge8\" class=\"edge\">\n",
-       "<title>probe.ElectrodeConfig.Electrode-&gt;ephys.LFP.Electrode</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M576.62,-417.86C595.56,-397.9 642.57,-349.47 662.5,-339 720.7,-308.42 795.97,-295.61 845.9,-290.28\"/>\n",
-       "</g>\n",
-       "<!-- ephys.WaveformSet.Waveform -->\n",
-       "<g id=\"node28\" class=\"node\">\n",
-       "<title>ephys.WaveformSet.Waveform</title>\n",
-       "<g id=\"a_node28\"><a xlink:title=\"→ ephys.WaveformSet\r→ ephys.CuratedClustering.Unit\r→ probe.ElectrodeConfig.Electrode\r------------------------------\rwaveform_mean        \rwaveforms=null       \r\">\n",
-       "<polygon fill=\"transparent\" stroke=\"transparent\" points=\"681.5,-19 529.5,-19 529.5,0 681.5,0 681.5,-19\"/>\n",
-       "<text text-anchor=\"middle\" x=\"605.5\" y=\"-7\" font-family=\"arial\" font-size=\"10.00\">ephys.WaveformSet.Waveform</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- probe.ElectrodeConfig.Electrode&#45;&gt;ephys.WaveformSet.Waveform -->\n",
-       "<g id=\"edge9\" class=\"edge\">\n",
-       "<title>probe.ElectrodeConfig.Electrode-&gt;ephys.WaveformSet.Waveform</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M572.46,-417.87C582,-396.24 605.5,-337.79 605.5,-286.5 605.5,-286.5 605.5,-286.5 605.5,-142.5 605.5,-95.98 605.5,-40.24 605.5,-19.15\"/>\n",
-       "</g>\n",
-       "<!-- ephys.Curation -->\n",
-       "<g id=\"node8\" class=\"node\">\n",
-       "<title>ephys.Curation</title>\n",
-       "<g id=\"a_node8\"><a xlink:title=\"→ ephys.Clustering\rcuration_id          \r------------------------------\rcuration_time        \rcuration_output_dir  \rquality_control      \rmanual_curation      \rcuration_note=&quot;&quot;     \r\">\n",
-       "<polygon fill=\"#00ff00\" fill-opacity=\"0.188235\" stroke=\"#00ff00\" stroke-opacity=\"0.188235\" points=\"478.5,-232 380.5,-232 380.5,-197 478.5,-197 478.5,-232\"/>\n",
-       "<text text-anchor=\"start\" x=\"388.5\" y=\"-212.4\" font-family=\"arial\" text-decoration=\"underline\" font-size=\"12.00\" fill=\"darkgreen\">ephys.Curation</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.CuratedClustering -->\n",
-       "<g id=\"node21\" class=\"node\">\n",
-       "<title>ephys.CuratedClustering</title>\n",
-       "<g id=\"a_node21\"><a xlink:title=\"→ ephys.Curation\r\">\n",
-       "<ellipse fill=\"#00007f\" fill-opacity=\"0.250980\" stroke=\"#00007f\" stroke-opacity=\"0.250980\" cx=\"330.5\" cy=\"-143.5\" rx=\"93.25\" ry=\"17.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"330.5\" y=\"-140.4\" font-family=\"arial\" font-size=\"12.00\" fill=\"#00007f\" fill-opacity=\"0.627451\">ephys.CuratedClustering</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.Curation&#45;&gt;ephys.CuratedClustering -->\n",
-       "<g id=\"edge10\" class=\"edge\">\n",
-       "<title>ephys.Curation-&gt;ephys.CuratedClustering</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"2\" stroke-opacity=\"0.250980\" d=\"M405.79,-196.97C390,-185.97 369.35,-171.58 353.68,-160.65\"/>\n",
-       "</g>\n",
-       "<!-- ephys.ClusteringTask -->\n",
-       "<g id=\"node19\" class=\"node\">\n",
-       "<title>ephys.ClusteringTask</title>\n",
-       "<g id=\"a_node19\"><a xlink:title=\"→ ephys.EphysRecording\r→ ephys.ClusteringParamSet\r------------------------------\rclustering_output_dir=&quot;&quot; \rtask_mode=&quot;load&quot;     \r\">\n",
-       "<polygon fill=\"#00ff00\" fill-opacity=\"0.188235\" stroke=\"#00ff00\" stroke-opacity=\"0.188235\" points=\"1103,-374 972,-374 972,-339 1103,-339 1103,-374\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1037.5\" y=\"-353.4\" font-family=\"arial\" font-size=\"12.00\" fill=\"darkgreen\">ephys.ClusteringTask</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.ClusteringParamSet&#45;&gt;ephys.ClusteringTask -->\n",
-       "<g id=\"edge11\" class=\"edge\">\n",
-       "<title>ephys.ClusteringParamSet-&gt;ephys.ClusteringTask</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M1076.15,-409.8C1068.14,-398.95 1057.73,-384.87 1049.73,-374.05\"/>\n",
-       "</g>\n",
-       "<!-- ephys.WaveformSet.PeakWaveform -->\n",
-       "<g id=\"node10\" class=\"node\">\n",
-       "<title>ephys.WaveformSet.PeakWaveform</title>\n",
-       "<g id=\"a_node10\"><a xlink:title=\"→ ephys.WaveformSet\r→ ephys.CuratedClustering.Unit\r------------------------------\rpeak_electrode_waveform \r\">\n",
-       "<polygon fill=\"transparent\" stroke=\"transparent\" points=\"511,-19 336,-19 336,0 511,0 511,-19\"/>\n",
-       "<text text-anchor=\"middle\" x=\"423.5\" y=\"-7\" font-family=\"arial\" font-size=\"10.00\">ephys.WaveformSet.PeakWaveform</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.WaveformSet -->\n",
-       "<g id=\"node11\" class=\"node\">\n",
-       "<title>ephys.WaveformSet</title>\n",
-       "<g id=\"a_node11\"><a xlink:title=\"→ ephys.CuratedClustering\r\">\n",
-       "<ellipse fill=\"#00007f\" fill-opacity=\"0.250980\" stroke=\"#00007f\" stroke-opacity=\"0.250980\" cx=\"499.5\" cy=\"-72.5\" rx=\"77.5\" ry=\"17.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"499.5\" y=\"-69.4\" font-family=\"arial\" font-size=\"12.00\" fill=\"#00007f\" fill-opacity=\"0.627451\">ephys.WaveformSet</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.WaveformSet&#45;&gt;ephys.WaveformSet.PeakWaveform -->\n",
-       "<g id=\"edge12\" class=\"edge\">\n",
-       "<title>ephys.WaveformSet-&gt;ephys.WaveformSet.PeakWaveform</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M479.53,-55.47C465.11,-43.89 446.17,-28.69 434.42,-19.26\"/>\n",
-       "</g>\n",
-       "<!-- ephys.WaveformSet&#45;&gt;ephys.WaveformSet.Waveform -->\n",
-       "<g id=\"edge13\" class=\"edge\">\n",
-       "<title>ephys.WaveformSet-&gt;ephys.WaveformSet.Waveform</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M526.52,-55.95C546.89,-44.23 574.05,-28.6 590.63,-19.06\"/>\n",
-       "</g>\n",
-       "<!-- subject.Subject -->\n",
-       "<g id=\"node12\" class=\"node\">\n",
-       "<title>subject.Subject</title>\n",
-       "<g id=\"a_node12\"><a xlink:title=\"subject              \r------------------------------\rsubject_nickname=&quot;&quot;  \rsex                  \rsubject_birth_date   \rsubject_description=&quot;&quot; \r\">\n",
-       "<polygon fill=\"#00ff00\" fill-opacity=\"0.188235\" stroke=\"#00ff00\" stroke-opacity=\"0.188235\" points=\"941.5,-658 843.5,-658 843.5,-623 941.5,-623 941.5,-658\"/>\n",
-       "<text text-anchor=\"start\" x=\"851.5\" y=\"-638.4\" font-family=\"arial\" text-decoration=\"underline\" font-size=\"12.00\" fill=\"darkgreen\">subject.Subject</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- subject.Subject&#45;&gt;session.Session -->\n",
-       "<g id=\"edge14\" class=\"edge\">\n",
-       "<title>subject.Subject-&gt;session.Session</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M892.5,-622.8C892.5,-611.95 892.5,-597.87 892.5,-587.05\"/>\n",
-       "</g>\n",
-       "<!-- ephys.AcquisitionSoftware -->\n",
-       "<g id=\"node13\" class=\"node\">\n",
-       "<title>ephys.AcquisitionSoftware</title>\n",
-       "<g id=\"a_node13\"><a xlink:title=\"acq_software         \r\">\n",
-       "<polygon fill=\"#000000\" fill-opacity=\"0.125490\" stroke=\"transparent\" points=\"809,-516 676,-516 676,-481 809,-481 809,-516\"/>\n",
-       "<text text-anchor=\"start\" x=\"684\" y=\"-497\" font-family=\"arial\" text-decoration=\"underline\" font-size=\"10.00\">ephys.AcquisitionSoftware</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.EphysRecording -->\n",
-       "<g id=\"node27\" class=\"node\">\n",
-       "<title>ephys.EphysRecording</title>\n",
-       "<g id=\"a_node27\"><a xlink:title=\"→ ephys.ProbeInsertion\r------------------------------\r→ probe.ElectrodeConfig\r→ ephys.AcquisitionSoftware\rsampling_rate        \rrecording_datetime   \rrecording_duration   \r\">\n",
-       "<ellipse fill=\"#00007f\" fill-opacity=\"0.250980\" stroke=\"#00007f\" stroke-opacity=\"0.250980\" cx=\"753.5\" cy=\"-427.5\" rx=\"88.25\" ry=\"17.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"753.5\" y=\"-424.4\" font-family=\"arial\" font-size=\"12.00\" fill=\"#00007f\" fill-opacity=\"0.627451\">ephys.EphysRecording</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.AcquisitionSoftware&#45;&gt;ephys.EphysRecording -->\n",
-       "<g id=\"edge15\" class=\"edge\">\n",
-       "<title>ephys.AcquisitionSoftware-&gt;ephys.EphysRecording</title>\n",
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-       "</g>\n",
-       "<!-- ephys.ClusterQualityLabel -->\n",
-       "<g id=\"node14\" class=\"node\">\n",
-       "<title>ephys.ClusterQualityLabel</title>\n",
-       "<g id=\"a_node14\"><a xlink:title=\"cluster_quality_label \r------------------------------\rcluster_quality_description \r\">\n",
-       "<polygon fill=\"#000000\" fill-opacity=\"0.125490\" stroke=\"transparent\" points=\"573,-161 442,-161 442,-126 573,-126 573,-161\"/>\n",
-       "<text text-anchor=\"start\" x=\"450\" y=\"-142\" font-family=\"arial\" text-decoration=\"underline\" font-size=\"10.00\">ephys.ClusterQualityLabel</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.ClusterQualityLabel&#45;&gt;ephys.CuratedClustering.Unit -->\n",
-       "<g id=\"edge16\" class=\"edge\">\n",
-       "<title>ephys.ClusterQualityLabel-&gt;ephys.CuratedClustering.Unit</title>\n",
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-       "<!-- ephys.CuratedClustering.Unit&#45;&gt;ephys.QualityMetrics.Waveform -->\n",
-       "<g id=\"edge17\" class=\"edge\">\n",
-       "<title>ephys.CuratedClustering.Unit-&gt;ephys.QualityMetrics.Waveform</title>\n",
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-       "<g id=\"edge18\" class=\"edge\">\n",
-       "<title>ephys.CuratedClustering.Unit-&gt;ephys.WaveformSet.PeakWaveform</title>\n",
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-       "</g>\n",
-       "<!-- ephys.QualityMetrics.Cluster -->\n",
-       "<g id=\"node20\" class=\"node\">\n",
-       "<title>ephys.QualityMetrics.Cluster</title>\n",
-       "<g id=\"a_node20\"><a xlink:title=\"→ ephys.QualityMetrics\r→ ephys.CuratedClustering.Unit\r------------------------------\rfiring_rate=null     \rsnr=null             \rpresence_ratio=null  \risi_violation=null   \rnumber_violation=null \ramplitude_cutoff=null \risolation_distance=null \rl_ratio=null         \rd_prime=null         \rnn_hit_rate=null     \rnn_miss_rate=null    \rsilhouette_score=null \rmax_drift=null       \rcumulative_drift=null \rcontamination_rate=null \r\">\n",
-       "<polygon fill=\"transparent\" stroke=\"transparent\" points=\"143,-19 0,-19 0,0 143,0 143,-19\"/>\n",
-       "<text text-anchor=\"middle\" x=\"71.5\" y=\"-7\" font-family=\"arial\" font-size=\"10.00\">ephys.QualityMetrics.Cluster</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.CuratedClustering.Unit&#45;&gt;ephys.QualityMetrics.Cluster -->\n",
-       "<g id=\"edge19\" class=\"edge\">\n",
-       "<title>ephys.CuratedClustering.Unit-&gt;ephys.QualityMetrics.Cluster</title>\n",
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-       "</g>\n",
-       "<!-- ephys.CuratedClustering.Unit&#45;&gt;ephys.WaveformSet.Waveform -->\n",
-       "<g id=\"edge20\" class=\"edge\">\n",
-       "<title>ephys.CuratedClustering.Unit-&gt;ephys.WaveformSet.Waveform</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M369.03,-62.95C421.36,-51.35 514.37,-30.71 566.79,-19.09\"/>\n",
-       "</g>\n",
-       "<!-- ephys.ProbeInsertion&#45;&gt;ephys.InsertionLocation -->\n",
-       "<g id=\"edge21\" class=\"edge\">\n",
-       "<title>ephys.ProbeInsertion-&gt;ephys.InsertionLocation</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"2\" stroke-opacity=\"0.250980\" d=\"M901.94,-480.8C908.07,-469.95 916.03,-455.87 922.15,-445.05\"/>\n",
-       "</g>\n",
-       "<!-- ephys.ProbeInsertion&#45;&gt;ephys.EphysRecording -->\n",
-       "<g id=\"edge22\" class=\"edge\">\n",
-       "<title>ephys.ProbeInsertion-&gt;ephys.EphysRecording</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"2\" stroke-opacity=\"0.250980\" d=\"M859.21,-480.97C836.56,-469.73 806.79,-454.95 784.62,-443.95\"/>\n",
-       "</g>\n",
-       "<!-- ephys.QualityMetrics -->\n",
-       "<g id=\"node18\" class=\"node\">\n",
-       "<title>ephys.QualityMetrics</title>\n",
-       "<g id=\"a_node18\"><a xlink:title=\"→ ephys.CuratedClustering\r\">\n",
-       "<ellipse fill=\"#00007f\" fill-opacity=\"0.250980\" stroke=\"#00007f\" stroke-opacity=\"0.250980\" cx=\"159.5\" cy=\"-72.5\" rx=\"80\" ry=\"17.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"159.5\" y=\"-69.4\" font-family=\"arial\" font-size=\"12.00\" fill=\"#00007f\" fill-opacity=\"0.627451\">ephys.QualityMetrics</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.QualityMetrics&#45;&gt;ephys.QualityMetrics.Waveform -->\n",
-       "<g id=\"edge23\" class=\"edge\">\n",
-       "<title>ephys.QualityMetrics-&gt;ephys.QualityMetrics.Waveform</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M180.52,-55.47C195.7,-43.89 215.64,-28.69 228.01,-19.26\"/>\n",
-       "</g>\n",
-       "<!-- ephys.QualityMetrics&#45;&gt;ephys.QualityMetrics.Cluster -->\n",
-       "<g id=\"edge24\" class=\"edge\">\n",
-       "<title>ephys.QualityMetrics-&gt;ephys.QualityMetrics.Cluster</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M136.38,-55.47C119.68,-43.89 97.75,-28.69 84.14,-19.26\"/>\n",
-       "</g>\n",
-       "<!-- ephys.Clustering -->\n",
-       "<g id=\"node22\" class=\"node\">\n",
-       "<title>ephys.Clustering</title>\n",
-       "<g id=\"a_node22\"><a xlink:title=\"→ ephys.ClusteringTask\r------------------------------\rclustering_time      \rpackage_version=&quot;&quot;   \r\">\n",
-       "<ellipse fill=\"#00007f\" fill-opacity=\"0.250980\" stroke=\"#00007f\" stroke-opacity=\"0.250980\" cx=\"1037.5\" cy=\"-285.5\" rx=\"66.75\" ry=\"17.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"1037.5\" y=\"-282.4\" font-family=\"arial\" font-size=\"12.00\" fill=\"#00007f\" fill-opacity=\"0.627451\">ephys.Clustering</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.ClusteringTask&#45;&gt;ephys.Clustering -->\n",
-       "<g id=\"edge25\" class=\"edge\">\n",
-       "<title>ephys.ClusteringTask-&gt;ephys.Clustering</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"2\" stroke-opacity=\"0.250980\" d=\"M1037.5,-338.8C1037.5,-327.95 1037.5,-313.87 1037.5,-303.05\"/>\n",
-       "</g>\n",
-       "<!-- ephys.CuratedClustering&#45;&gt;ephys.WaveformSet -->\n",
-       "<g id=\"edge26\" class=\"edge\">\n",
-       "<title>ephys.CuratedClustering-&gt;ephys.WaveformSet</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"2\" stroke-opacity=\"0.250980\" d=\"M367.59,-127.36C396.15,-115.69 435.41,-99.67 463.66,-88.13\"/>\n",
-       "</g>\n",
-       "<!-- ephys.CuratedClustering&#45;&gt;ephys.CuratedClustering.Unit -->\n",
-       "<g id=\"edge27\" class=\"edge\">\n",
-       "<title>ephys.CuratedClustering-&gt;ephys.CuratedClustering.Unit</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M330.5,-125.8C330.5,-112.08 330.5,-93.19 330.5,-82.27\"/>\n",
-       "</g>\n",
-       "<!-- ephys.CuratedClustering&#45;&gt;ephys.QualityMetrics -->\n",
-       "<g id=\"edge28\" class=\"edge\">\n",
-       "<title>ephys.CuratedClustering-&gt;ephys.QualityMetrics</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"2\" stroke-opacity=\"0.250980\" d=\"M292.97,-127.36C264.07,-115.69 224.35,-99.67 195.77,-88.13\"/>\n",
-       "</g>\n",
-       "<!-- ephys.Clustering&#45;&gt;ephys.Curation -->\n",
-       "<g id=\"edge29\" class=\"edge\">\n",
-       "<title>ephys.Clustering-&gt;ephys.Curation</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M989.65,-273.09C980.66,-271.2 971.32,-269.4 962.5,-268 785.49,-239.91 572.87,-224.36 478.62,-218.39\"/>\n",
-       "</g>\n",
-       "<!-- probe.Probe&#45;&gt;ephys.ProbeInsertion -->\n",
-       "<g id=\"edge30\" class=\"edge\">\n",
-       "<title>probe.Probe-&gt;ephys.ProbeInsertion</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-dasharray=\"5,2\" stroke-opacity=\"0.250980\" d=\"M766.04,-553.7C791.82,-542.65 827.05,-527.55 853.78,-516.09\"/>\n",
-       "</g>\n",
-       "<!-- probe.ElectrodeConfig&#45;&gt;probe.ElectrodeConfig.Electrode -->\n",
-       "<g id=\"edge31\" class=\"edge\">\n",
-       "<title>probe.ElectrodeConfig-&gt;probe.ElectrodeConfig.Electrode</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M576.84,-480.8C574.65,-467.08 571.64,-448.19 569.9,-437.27\"/>\n",
-       "</g>\n",
-       "<!-- probe.ElectrodeConfig&#45;&gt;ephys.EphysRecording -->\n",
-       "<g id=\"edge32\" class=\"edge\">\n",
-       "<title>probe.ElectrodeConfig-&gt;ephys.EphysRecording</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-dasharray=\"5,2\" stroke-opacity=\"0.250980\" d=\"M621.18,-480.97C650.03,-469.53 688.12,-454.43 716.01,-443.36\"/>\n",
-       "</g>\n",
-       "<!-- ephys.EphysRecording.EphysFile -->\n",
-       "<g id=\"node25\" class=\"node\">\n",
-       "<title>ephys.EphysRecording.EphysFile</title>\n",
-       "<g id=\"a_node25\"><a xlink:title=\"→ ephys.EphysRecording\rfile_path            \r\">\n",
-       "<polygon fill=\"transparent\" stroke=\"transparent\" points=\"835.5,-366 671.5,-366 671.5,-347 835.5,-347 835.5,-366\"/>\n",
-       "<text text-anchor=\"start\" x=\"679.5\" y=\"-355\" font-family=\"arial\" text-decoration=\"underline\" font-size=\"10.00\">ephys.EphysRecording.EphysFile</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.LFP -->\n",
-       "<g id=\"node26\" class=\"node\">\n",
-       "<title>ephys.LFP</title>\n",
-       "<g id=\"a_node26\"><a xlink:title=\"→ ephys.EphysRecording\r------------------------------\rlfp_sampling_rate    \rlfp_time_stamps      \rlfp_mean             \r\">\n",
-       "<ellipse fill=\"#00007f\" fill-opacity=\"0.250980\" stroke=\"#00007f\" stroke-opacity=\"0.250980\" cx=\"899.5\" cy=\"-356.5\" rx=\"46.5\" ry=\"17.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"899.5\" y=\"-353.4\" font-family=\"arial\" font-size=\"12.00\" fill=\"#00007f\" fill-opacity=\"0.627451\">ephys.LFP</text>\n",
-       "</a>\n",
-       "</g>\n",
-       "</g>\n",
-       "<!-- ephys.LFP&#45;&gt;ephys.LFP.Electrode -->\n",
-       "<g id=\"edge33\" class=\"edge\">\n",
-       "<title>ephys.LFP-&gt;ephys.LFP.Electrode</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M899.5,-338.8C899.5,-325.08 899.5,-306.19 899.5,-295.27\"/>\n",
-       "</g>\n",
-       "<!-- ephys.EphysRecording&#45;&gt;ephys.ClusteringTask -->\n",
-       "<g id=\"edge34\" class=\"edge\">\n",
-       "<title>ephys.EphysRecording-&gt;ephys.ClusteringTask</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M806.92,-413.52C853.68,-402.16 921.77,-385.62 971.84,-373.45\"/>\n",
-       "</g>\n",
-       "<!-- ephys.EphysRecording&#45;&gt;ephys.EphysRecording.EphysFile -->\n",
-       "<g id=\"edge35\" class=\"edge\">\n",
-       "<title>ephys.EphysRecording-&gt;ephys.EphysRecording.EphysFile</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"0.75\" stroke-opacity=\"0.250980\" d=\"M753.5,-409.8C753.5,-396.08 753.5,-377.19 753.5,-366.27\"/>\n",
-       "</g>\n",
-       "<!-- ephys.EphysRecording&#45;&gt;ephys.LFP -->\n",
-       "<g id=\"edge36\" class=\"edge\">\n",
-       "<title>ephys.EphysRecording-&gt;ephys.LFP</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" stroke-width=\"2\" stroke-opacity=\"0.250980\" d=\"M785.9,-411.19C811.61,-399.04 847.16,-382.23 871.61,-370.68\"/>\n",
-       "</g>\n",
-       "</g>\n",
-       "</svg>"
-      ],
-      "text/plain": [
-       "<datajoint.diagram.Diagram at 0x7fbf65114820>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "(\n",
     "    dj.Diagram(subject.Subject)\n",
@@ -711,48 +165,35 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Understanding Table Types in DataJoint\n",
-    "\n",
-    "In the previous cell, we visualized the relationships between various tables in our pipeline using `dj.Diagram`. As you might have noticed, tables have different colors and shapes. This is because, in DataJoint, tables can be of different types, each serving a unique purpose.\n",
-    "\n",
-    "| Table tier | Color and shape | Description | Practical Example |\n",
-    "| -- | -- | -- | -- |\n",
-    "| **Manual table** | Green box | Data entered manually, either by hand or with external helper scripts. | A table containing data about individual subjects, like their birth date or sex. |\n",
-    "| **Lookup table** | Gray box | Small tables containing general, non-changing information or settings. | A table containing available experimental protocols or animal species. |\n",
-    "| **Imported table** | Blue oval | Data automatically ingested but requiring external data. | A table that pulls data from an external file or dataset. |\n",
-    "| **Computed table** | Red circle | Data computed entirely within the pipeline. | A table calculating metrics or statistics from previously stored data. |\n",
-    "| **Part table** | Plain text | Tables associated with a master table, sharing its tier. | A subtable containing specific measurements for each subject in a master subject table. |\n",
-    "\n",
-    "### Order matters!\n",
-    "\n",
-    "The arrangement of tables in the `dj.Diagram` is not arbitrary. It represents the flow of data and dependencies:\n",
+    "As evident, this data pipeline is fairly comprehensive, encompassing several tables associated with different Array Electrophysiology components like ephys recording, probe, and clustering. A few tables, such as `Subject` or `Session`, while integral to the pipeline, fall outside the scope of `element-array-ephys` tutorial as they are upstream. \n",
     "\n",
-    "- **Higher-up Tables**: These are typically your starting point. For instance, before you can insert data about an experimental session, you need to have data about the subject of that session.\n",
-    "- **Dependencies**: Tables connected by a line have dependencies. For example, before\n",
-    "  you can populate data about an experiment's results, you need to insert data about the\n",
-    "  experiment setup.\n",
-    "\n",
-    "**Quick Check**: Based on the diagram, which tables do you think we would insert data into first?\n",
-    "\n",
-    "---\n",
-    "\n",
-    "## Interacting with DataJoint Pipelines\n",
-    "\n",
-    "DataJoint offers a powerful set of commands that allow us to interact with the pipeline:\n",
-    "\n",
-    "- **Insert**: Manually add data to a table.\n",
-    "- **Populate**: Automatically compute and insert data.\n",
-    "- **Query**: Search and filter data.\n",
-    "- **Fetch**: Retrieve data for further analysis or visualization.\n",
-    "\n",
-    "In the upcoming sections, we'll get hands-on with these commands. Let's start by\n",
-    "understanding how to manually insert data into our pipeline!\n",
-    "\n",
-    "---"
+    "Our focus in this tutorial will be primarily on the two core schemas:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dj.Diagram(probe) + dj.Diagram(ephys)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This diagram represents an example of the `element-array-ephys` pipeline."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### **Step 1 - Insert Example Data into Subject and Session tables**"
    ]
   },
   {
@@ -760,11 +201,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Insert entries into manual tables\n",
-    "\n",
-    "Manual tables serve as the foundation upon which our pipeline builds. By entering data\n",
-    "here, we lay the groundwork for subsequent automated analyses.\n",
-    "\n",
     "Let's start with the first table in the schema diagram (i.e. `subject.Subject` table).\n",
     "\n",
     "To know what data to insert into the table, we can view its dependencies and attributes using the `.describe()` and `.heading` functions."
@@ -772,49 +208,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "subject              : varchar(8)                   \n",
-      "---\n",
-      "subject_nickname=\"\"  : varchar(64)                  \n",
-      "sex                  : enum('M','F','U')            \n",
-      "subject_birth_date   : date                         \n",
-      "subject_description=\"\" : varchar(1024)                \n",
-      "\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "subject.Subject()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "print(subject.Subject.describe())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "# \n",
-       "subject              : varchar(8)                   # \n",
-       "---\n",
-       "subject_nickname=\"\"  : varchar(64)                  # \n",
-       "sex                  : enum('M','F','U')            # \n",
-       "subject_birth_date   : date                         # \n",
-       "subject_description=\"\" : varchar(1024)                # "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "subject.Subject.heading"
    ]
@@ -831,105 +245,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b></b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">subject_nickname</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sex</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">subject_birth_date</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">subject_description</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>subject5</td>\n",
-       "<td></td>\n",
-       "<td>U</td>\n",
-       "<td>2023-01-01</td>\n",
-       "<td></td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject     subject_nickna sex     subject_birth_ subject_descri\n",
-       "+----------+ +------------+ +-----+ +------------+ +------------+\n",
-       "subject5                    U       2023-01-01                   \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "subject.Subject.insert1(\n",
     "    dict(subject=\"subject5\", subject_birth_date=\"2023-01-01\", sex=\"U\")\n",
@@ -947,41 +265,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-> subject.Subject\n",
-      "session_datetime     : datetime                     \n",
-      "\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "print(session.Session.describe())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "# \n",
-       "subject              : varchar(8)                   # \n",
-       "session_datetime     : datetime                     # "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "session.Session.heading"
    ]
@@ -1004,7 +299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1013,210 +308,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b></b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>subject5</td>\n",
-       "<td>2023-01-01 00:00:00</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject     *session_datet\n",
-       "+----------+ +------------+\n",
-       "subject5     2023-01-01 00:\n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "session.Session.insert1(session_key)\n",
     "session.Session()"
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Introducing the `SessionDirectory` Table\n",
-    "\n",
-    "Every experimental session produces a set of data files. The `SessionDirectory` table's\n",
-    "purpose is to locate these files. It references a directory path relative to a root\n",
-    "directory, defined in `dj.config[\"custom\"]`. More\n",
-    "information about `dj.config` is provided in the [User\n",
-    "Guide](https://datajoint.com/docs/elements/user-guide/)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
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-       "    <style type=\"text/css\">\n",
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-       "        .Table th{\n",
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-       "        .Table td{\n",
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-       "        .Table tr:nth-child(odd){\n",
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-       "        .Table tr:nth-child(even){\n",
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-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
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-       "            position: absolute;\n",
-       "            z-index: 1;\n",
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-       "        #primary {\n",
-       "            font-weight: bold;\n",
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-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b></b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">session_dir</p>\n",
-       "                            <span class=\"djtooltiptext\">Path to the data directory for a session</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>subject5</td>\n",
-       "<td>2023-01-01 00:00:00</td>\n",
-       "<td>raw/subject5/session1</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject     *session_datet session_dir   \n",
-       "+----------+ +------------+ +------------+\n",
-       "subject5     2023-01-01 00: raw/subject5/s\n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "session.SessionDirectory.insert1(\n",
-    "    dict(**session_key, session_dir=\"raw/subject5/session1\")\n",
-    ")\n",
-    "session.SessionDirectory()"
+    "### **Step 2: Register the Electrophysiology Recording information for each Probe**\n"
    ]
   },
   {
@@ -1224,7 +328,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "As the workflow diagram indicates, the tables in the `probe` schemas need to\n",
+    "As the Diagram indicates, the tables in the `probe` schemas need to\n",
     "contain data before the tables in the `ephys` schema accept any data. Let's\n",
     "start by inserting into `probe.Probe`, a table containing metadata about a\n",
     "multielectrode probe. "
@@ -1232,97 +336,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b>Represent a physical probe with unique identification</b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">probe</p>\n",
-       "                            <span class=\"djtooltiptext\">unique identifier for this model of probe (e.g. serial number)</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">probe_type</p>\n",
-       "                            <span class=\"djtooltiptext\">e.g. neuropixels_1.0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">probe_comment</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>714000838</td>\n",
-       "<td>neuropixels 1.0 - 3B</td>\n",
-       "<td></td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*probe        probe_type     probe_comment \n",
-       "+-----------+ +------------+ +------------+\n",
-       "714000838     neuropixels 1.               \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "probe.Probe.insert1(\n",
     "    dict(probe=\"714000838\", probe_type=\"neuropixels 1.0 - 3B\")\n",
@@ -1341,148 +357,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "# Probe insertion implanted into an animal for a given session.\n",
-      "-> session.Session\n",
-      "insertion_number     : tinyint unsigned             \n",
-      "---\n",
-      "-> probe.Probe\n",
-      "\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "print(ephys.ProbeInsertion.describe())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "# Probe insertion implanted into an animal for a given session.\n",
-       "subject              : varchar(8)                   # \n",
-       "session_datetime     : datetime                     # \n",
-       "insertion_number     : tinyint unsigned             # \n",
-       "---\n",
-       "probe                : varchar(32)                  # unique identifier for this model of probe (e.g. serial number)"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.ProbeInsertion.heading"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b>Probe insertion implanted into an animal for a given session.</b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">insertion_number</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">probe</p>\n",
-       "                            <span class=\"djtooltiptext\">unique identifier for this model of probe (e.g. serial number)</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>subject5</td>\n",
-       "<td>2023-01-01 00:00:00</td>\n",
-       "<td>1</td>\n",
-       "<td>714000838</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject     *session_datet *insertion_num probe        \n",
-       "+----------+ +------------+ +------------+ +-----------+\n",
-       "subject5     2023-01-01 00: 1              714000838    \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.ProbeInsertion.insert1(\n",
     "    dict(\n",
@@ -1498,244 +393,48 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Populate\n",
-    "\n",
-    "### Automatically populate tables\n",
-    "\n",
-    "In DataJoint, the `populate()` method is a powerful feature designed to fill tables based on the logic defined in the table's `make` method. Here's a breakdown of its functionality:\n",
-    "\n",
-    "- **Automation**: Instead of manually inserting data into each table, which can be error-prone and time-consuming, `populate()` automates the insertion based on the dependencies and relationships already established in the schema.\n",
-    "\n",
-    "- **Dependency Resolution**: Before populating a table, `populate()` ensures all its dependencies are populated. This maintains the integrity and consistency of the data.\n",
-    "\n",
-    "- **Part Tables**: If a table has part tables associated with it, calling `populate()` on the main table will also populate its part tables. This is especially useful in cases like `ephys.EphysRecording` and its part table `ephys.EphysRecording.EphysFile`, as they are closely linked in terms of data lineage.\n",
-    "\n",
-    "- **Restriction**: The `populate()` method can be restricted to specific entries. For instance, by providing a `session_key`, we're ensuring the method only operates on the data relevant to that particular session. This is both efficient and avoids unnecessary operations.\n",
-    "\n",
-    "In the upcoming cells, we'll make use of the `populate()` method to fill the `ephys.EphysRecording` table and its part table. Remember, while this operation is automated, it's essential to understand the underlying logic to ensure accurate and consistent data entry.\n"
+    "Confirm the inserted data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ephys.ProbeInsertion()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In the upcoming cells, populate the `ephys.EphysRecording` table and its part table `ephys.EphysRecording.EphysFile` will extract and store the recording information from a given experimental session.\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b>Ephys recording from a probe insertion for a given session.</b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">insertion_number</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">electrode_config_hash</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">acq_software</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sampling_rate</p>\n",
-       "                            <span class=\"djtooltiptext\">(Hz)</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">recording_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\">datetime of the recording from this probe</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">recording_duration</p>\n",
-       "                            <span class=\"djtooltiptext\">(seconds) duration of the recording from this probe</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr>  </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 0</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject    *session_datet *insertion_num electrode_conf acq_software   sampling_rate  recording_date recording_dura\n",
-       "+---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+\n",
-       "\n",
-       " (Total: 0)"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.EphysRecording()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b>Paths of files of a given EphysRecording round.</b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">insertion_number</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">file_path</p>\n",
-       "                            <span class=\"djtooltiptext\">filepath relative to root data directory</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr>  </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 0</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject    *session_datet *insertion_num *file_path   \n",
-       "+---------+ +------------+ +------------+ +-----------+\n",
-       "\n",
-       " (Total: 0)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.EphysRecording.EphysFile()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "EphysRecording: 100%|██████████| 1/1 [00:01<00:00,  1.22s/it]\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.EphysRecording.populate(session_key, display_progress=True)"
    ]
@@ -1750,222 +449,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b>Ephys recording from a probe insertion for a given session.</b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">insertion_number</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">electrode_config_hash</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">acq_software</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sampling_rate</p>\n",
-       "                            <span class=\"djtooltiptext\">(Hz)</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">recording_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\">datetime of the recording from this probe</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">recording_duration</p>\n",
-       "                            <span class=\"djtooltiptext\">(seconds) duration of the recording from this probe</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>subject5</td>\n",
-       "<td>2023-01-01 00:00:00</td>\n",
-       "<td>1</td>\n",
-       "<td>8d4cc6d8-a02d-42c8-bf27-7459c39ea0ee</td>\n",
-       "<td>SpikeGLX</td>\n",
-       "<td>30000.0</td>\n",
-       "<td>2018-07-03 20:32:28</td>\n",
-       "<td>338.666</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject     *session_datet *insertion_num electrode_conf acq_software   sampling_rate  recording_date recording_dura\n",
-       "+----------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+\n",
-       "subject5     2023-01-01 00: 1              8d4cc6d8-a02d- SpikeGLX       30000.0        2018-07-03 20: 338.666       \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.EphysRecording()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b>Paths of files of a given EphysRecording round.</b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">subject</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session_datetime</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">insertion_number</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">file_path</p>\n",
-       "                            <span class=\"djtooltiptext\">filepath relative to root data directory</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>subject5</td>\n",
-       "<td>2023-01-01 00:00:00</td>\n",
-       "<td>1</td>\n",
-       "<td>raw/subject5/session1/probe_1/npx_g0_t0.imec.ap.meta</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*subject     *session_datet *insertion_num *file_path    \n",
-       "+----------+ +------------+ +------------+ +------------+\n",
-       "subject5     2023-01-01 00: 1              raw/subject5/s\n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.EphysRecording.EphysFile()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### **Step 3: Run the Clustering Task**"
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -1982,131 +488,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "# Parameter set to be used in a clustering procedure\n",
-       "paramset_idx         : smallint                     # \n",
-       "---\n",
-       "clustering_method    : varchar(16)                  # \n",
-       "paramset_desc        : varchar(128)                 # \n",
-       "param_set_hash       : uuid                         # \n",
-       "params               : longblob                     # dictionary of all applicable parameters"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.ClusteringParamSet.heading"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
-       "            border-collapse:collapse;\n",
-       "        }\n",
-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
-       "        }\n",
-       "        .Table td{\n",
-       "            padding:4px; border:#f0e0e0 1px solid; font-size:100%;\n",
-       "        }\n",
-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
-       "        }\n",
-       "        /* Tooltip container */\n",
-       "        .djtooltip {\n",
-       "        }\n",
-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
-       "            background-color: black;\n",
-       "            color: #fff;\n",
-       "            text-align: center;\n",
-       "            padding: 5px 0;\n",
-       "            border-radius: 6px;\n",
-       "            /* Position the tooltip text - see examples below! */\n",
-       "            position: absolute;\n",
-       "            z-index: 1;\n",
-       "        }\n",
-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
-       "        .djtooltip:hover .djtooltiptext {\n",
-       "            visibility: visible;\n",
-       "        }\n",
-       "    </style>\n",
-       "    \n",
-       "    <b>Parameter set to be used in a clustering procedure</b>\n",
-       "        <div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-       "        <table border=\"1\" class=\"Table\">\n",
-       "            <thead> <tr style=\"text-align: right;\"> <th> <div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">clustering_method</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">paramset_desc</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">param_set_hash</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">params</p>\n",
-       "                            <span class=\"djtooltiptext\">dictionary of all applicable parameters</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>0</td>\n",
-       "<td>kilosort2</td>\n",
-       "<td>Spike sorting using Kilosort2</td>\n",
-       "<td>de78cee1-526f-319e-b6d5-8a2ba04963d8</td>\n",
-       "<td>=BLOB=</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*paramset_idx  clustering_met paramset_desc  param_set_hash params    \n",
-       "+------------+ +------------+ +------------+ +------------+ +--------+\n",
-       "0              kilosort2      Spike sorting  de78cee1-526f- =BLOB=    \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# insert clustering task manually\n",
     "params_ks = {\n",
@@ -2157,27 +550,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "# Manual table for defining a clustering task ready to be run\n",
-       "subject              : varchar(8)                   # \n",
-       "session_datetime     : datetime                     # \n",
-       "insertion_number     : tinyint unsigned             # \n",
-       "paramset_idx         : smallint                     # \n",
-       "---\n",
-       "clustering_output_dir=\"\" : varchar(255)                 # clustering output directory relative to the clustering root data directory\n",
-       "task_mode=\"load\"     : enum('load','trigger')       # 'load': load computed analysis results, 'trigger': trigger computation"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.ClusteringTask.heading"
    ]
@@ -2204,7 +579,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2221,17 +596,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Clustering: 100%|██████████| 1/1 [00:00<00:00,  3.46it/s]\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.Clustering.populate(session_key, display_progress=True)"
    ]
@@ -2248,38 +615,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "# Manual curation procedure\n",
-       "subject              : varchar(8)                   # \n",
-       "session_datetime     : datetime                     # \n",
-       "insertion_number     : tinyint unsigned             # \n",
-       "paramset_idx         : smallint                     # \n",
-       "curation_id          : int                          # \n",
-       "---\n",
-       "curation_time        : datetime                     # time of generation of this set of curated clustering results\n",
-       "curation_output_dir  : varchar(255)                 # output directory of the curated results, relative to root data directory\n",
-       "quality_control      : tinyint                      # has this clustering result undergone quality control?\n",
-       "manual_curation      : tinyint                      # has manual curation been performed on this clustering result?\n",
-       "curation_note=\"\"     : varchar(2000)                # "
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.Curation.heading"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2298,21 +643,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "CuratedClustering:   0%|          | 0/1 [00:00<?, ?it/s]/workspaces/element-array-ephys/element_array_ephys/readers/kilosort.py:172: RuntimeWarning: invalid value encountered in divide\n",
-      "  self._data[\"spike_depths\"] = np.sum(\n",
-      "CuratedClustering: 100%|██████████| 1/1 [00:19<00:00, 19.89s/it]\n",
-      "LFP: 100%|██████████| 1/1 [00:32<00:00, 32.67s/it]\n",
-      "WaveformSet: 100%|██████████| 1/1 [00:37<00:00, 37.10s/it]\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "ephys.CuratedClustering.populate(session_key, display_progress=True)\n",
     "ephys.LFP.populate(session_key, display_progress=True)\n",
@@ -2376,7 +709,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2396,20 +729,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plt.plot(lfp_average)\n",
     "plt.title(\"Average LFP Waveform for Insertion 1\")\n",
@@ -2436,7 +758,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2450,20 +772,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "x = np.hstack(unit_spiketimes)\n",
     "y = np.hstack([np.full_like(s, u) for u, s in zip(units, unit_spiketimes)])\n",
@@ -2474,7 +785,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2486,235 +797,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'subject': 'subject5',\n",
-       " 'session_datetime': datetime.datetime(2023, 1, 1, 0, 0),\n",
-       " 'insertion_number': 1,\n",
-       " 'paramset_idx': 0,\n",
-       " 'curation_id': 1,\n",
-       " 'unit': 15,\n",
-       " 'electrode_config_hash': UUID('8d4cc6d8-a02d-42c8-bf27-7459c39ea0ee'),\n",
-       " 'probe_type': 'neuropixels 1.0 - 3A',\n",
-       " 'electrode': 92,\n",
-       " 'cluster_quality_label': 'noise',\n",
-       " 'spike_count': 292,\n",
-       " 'spike_times': array([  1.02606667,   1.19973333,   1.5044    ,   1.52283333,\n",
-       "          1.86786667,   1.8688    ,   1.8806    ,   1.88553333,\n",
-       "          2.0581    ,   2.76826667,   2.89186667,   2.9311    ,\n",
-       "          4.8753    ,   5.2964    ,   7.02266667,   9.65273333,\n",
-       "          9.81373333,  10.22443333,  11.96146667,  15.07173333,\n",
-       "         15.08983333,  15.78326667,  21.30936667,  22.7549    ,\n",
-       "         23.5582    ,  23.6582    ,  23.87043333,  24.16726667,\n",
-       "         24.25456667,  24.2671    ,  25.0249    ,  27.89116667,\n",
-       "         35.3036    ,  36.0171    ,  40.00396667,  40.0873    ,\n",
-       "         41.015     ,  42.70086667,  45.8682    ,  47.9291    ,\n",
-       "         48.90843333,  49.37996667,  49.39596667,  49.4058    ,\n",
-       "         49.65926667,  49.68203333,  49.74273333,  51.52213333,\n",
-       "         52.41486667,  55.27623333,  55.54576667,  55.81213333,\n",
-       "         56.0544    ,  56.29426667,  56.36896667,  56.3743    ,\n",
-       "         56.47403333,  56.7147    ,  56.71683333,  60.764     ,\n",
-       "         61.5317    ,  61.54046667,  61.7721    ,  62.10233333,\n",
-       "         62.10726667,  62.2118    ,  62.81173333,  63.15896667,\n",
-       "         65.11126667,  65.495     ,  67.18373333,  77.59256667,\n",
-       "         79.2709    ,  80.46186667,  82.1178    ,  85.6568    ,\n",
-       "         86.52613333,  89.12126667,  89.46963333,  89.64663333,\n",
-       "         90.19103333,  92.0923    ,  92.99573333,  93.36923333,\n",
-       "         93.68086667,  95.2097    ,  97.96296667,  98.1067    ,\n",
-       "         98.69713333,  99.26963333,  99.28013333, 101.04216667,\n",
-       "        101.2002    , 101.3843    , 101.3975    , 101.40656667,\n",
-       "        102.00996667, 102.07066667, 102.17033333, 103.5861    ,\n",
-       "        104.68523333, 104.71643333, 105.2595    , 105.5166    ,\n",
-       "        105.54723333, 107.0848    , 109.82746667, 110.14853333,\n",
-       "        110.92203333, 111.2481    , 112.26      , 113.09466667,\n",
-       "        113.09846667, 113.1005    , 113.33513333, 118.842     ,\n",
-       "        118.96803333, 119.32606667, 119.64796667, 119.96313333,\n",
-       "        119.97343333, 120.19573333, 120.19693333, 120.21163333,\n",
-       "        121.1879    , 121.233     , 121.9611    , 122.40203333,\n",
-       "        123.1745    , 124.6798    , 124.68196667, 124.97396667,\n",
-       "        125.2205    , 125.87786667, 125.957     , 125.95803333,\n",
-       "        127.7149    , 136.8558    , 136.86413333, 138.49966667,\n",
-       "        139.49553333, 139.93163333, 139.9819    , 142.57013333,\n",
-       "        142.70053333, 143.343     , 143.40796667, 148.46066667,\n",
-       "        148.47023333, 148.89893333, 152.79766667, 153.2198    ,\n",
-       "        153.39096667, 153.62456667, 153.82253333, 153.82693333,\n",
-       "        153.8364    , 153.98863333, 155.4047    , 157.52706667,\n",
-       "        157.53233333, 163.1177    , 163.12516667, 163.46916667,\n",
-       "        163.69406667, 163.7119    , 166.6946    , 166.7006    ,\n",
-       "        170.78053333, 170.7891    , 170.79653333, 180.36596667,\n",
-       "        180.43416667, 182.72556667, 182.73706667, 182.76576667,\n",
-       "        184.24713333, 185.5131    , 185.7329    , 186.4198    ,\n",
-       "        186.48443333, 186.72036667, 186.95926667, 187.1402    ,\n",
-       "        187.16683333, 189.4036    , 193.27583333, 195.40946667,\n",
-       "        200.2427    , 203.03376667, 203.04076667, 205.84043333,\n",
-       "        206.1151    , 207.3402    , 210.95773333, 217.73583333,\n",
-       "        220.35      , 221.1235    , 227.7719    , 227.946     ,\n",
-       "        228.02456667, 231.2108    , 231.80003333, 233.48253333,\n",
-       "        236.8342    , 241.78993333, 243.6285    , 245.61546667,\n",
-       "        245.95573333, 246.04586667, 246.06206667, 247.12933333,\n",
-       "        248.17143333, 249.16873333, 251.13613333, 252.4734    ,\n",
-       "        253.2007    , 254.50943333, 255.22563333, 255.2502    ,\n",
-       "        255.5314    , 255.53423333, 255.7684    , 256.81196667,\n",
-       "        256.99066667, 256.9928    , 257.0588    , 257.06206667,\n",
-       "        257.0801    , 257.15523333, 257.27496667, 257.291     ,\n",
-       "        257.99483333, 259.6955    , 259.7061    , 259.71746667,\n",
-       "        263.59203333, 266.7052    , 266.70576667, 267.0376    ,\n",
-       "        267.35913333, 267.87316667, 268.36156667, 268.94556667,\n",
-       "        269.01516667, 269.63623333, 269.88553333, 270.16176667,\n",
-       "        270.39123333, 273.41633333, 273.43763333, 274.2084    ,\n",
-       "        276.36113333, 278.68053333, 279.50626667, 281.0338    ,\n",
-       "        281.9869    , 283.69233333, 285.0663    , 287.0179    ,\n",
-       "        289.5541    , 291.78113333, 292.16493333, 292.85823333,\n",
-       "        292.8702    , 295.93823333, 295.9514    , 295.9679    ,\n",
-       "        296.00623333, 296.0391    , 296.04393333, 298.9717    ,\n",
-       "        299.01556667, 299.0859    , 299.7463    , 306.65153333,\n",
-       "        307.38243333, 307.7771    , 311.80163333, 311.83026667,\n",
-       "        313.37816667, 314.948     , 317.10726667, 317.98363333,\n",
-       "        319.25856667, 321.01533333, 321.16426667, 330.15466667,\n",
-       "        330.73633333, 330.91536667, 332.83243333, 332.86266667]),\n",
-       " 'spike_sites': array([92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92,\n",
-       "        92, 92, 92]),\n",
-       " 'spike_depths': array([ 917.68931051, 1002.6141662 ,  893.1431346 ,  912.33104931,\n",
-       "         902.87693568,  872.31105976,  875.26191363,  922.47333477,\n",
-       "         949.16252597,  801.99946108,  858.01692677,  921.7837487 ,\n",
-       "         897.25087548,  874.42894267,  914.89717798,  861.55454858,\n",
-       "         904.22082978,  900.71556806,  848.89880207,  871.55857472,\n",
-       "         849.40502424,  887.21898509,  957.57407264,  857.52950094,\n",
-       "         941.13752662,  931.03217518,  898.99527832,  962.92735677,\n",
-       "         915.56550832,  922.14542481,  894.27941318,  874.31413165,\n",
-       "         847.78323382,  960.73651726,  902.09721294,  899.97936727,\n",
-       "         936.76767365,  908.68471877,  931.97562897,  892.8563381 ,\n",
-       "         940.49920044,  925.87119487,  915.55667036,  786.01763842,\n",
-       "         867.61268444, 1007.66794229,  867.43220284,  941.51843395,\n",
-       "         955.66765617,  970.36344663,  894.82624021,  915.00922015,\n",
-       "         889.99169864,  878.28545616,  850.33714087,  928.43421969,\n",
-       "         939.52352775,  962.60336897,  903.36858487,  896.37548128,\n",
-       "         963.73199174,  789.82843798,  920.43722936,  828.40065648,\n",
-       "         943.98810503,  835.85766882,  841.76946105,  937.36801859,\n",
-       "         896.49642885,  967.15672796,  918.39713395,  906.36795986,\n",
-       "         919.40916519,  875.89694182,  908.3418033 ,  972.05674531,\n",
-       "         927.07275902,  940.77150366,  918.04680759,  981.59648505,\n",
-       "         940.32229921,  938.36235287,  849.04038544,  893.3058527 ,\n",
-       "         913.09883832,  912.35625832,  989.78190796,  879.34780591,\n",
-       "         928.81644221,  892.97322993,  898.70158737,  906.91746418,\n",
-       "         946.42526162,  914.08702993,  859.34034454,  907.18338275,\n",
-       "         989.30138781,  926.06769221,  838.08269605,  929.50654863,\n",
-       "         827.39586238,  927.36188021,  910.17661856,  935.41822322,\n",
-       "         885.63661049,  914.48018584,  895.93753147,  911.13864214,\n",
-       "         881.60996972,  938.20931097, 1015.75963624,  938.56188955,\n",
-       "         909.09481672,  867.81417174,  912.15092578,  907.0519042 ,\n",
-       "         913.43873474,  913.23570042,  983.89208176,  899.44708324,\n",
-       "         910.55603061,  950.67199374,  916.27718038,  886.16272254,\n",
-       "         975.57372749,  882.46972449,  908.99151954,  893.41760103,\n",
-       "         938.6441373 ,  885.19738826,  947.44382361,  918.75218854,\n",
-       "         942.78614663,  968.52291541,  915.78656008,  989.00683215,\n",
-       "         855.88223229,  976.62553529,  919.25644927,  958.63970635,\n",
-       "         934.03540249,  926.45247121,  961.36373273,  926.55709697,\n",
-       "         896.6375551 ,  897.47943897,  907.74803191,  954.04187795,\n",
-       "         882.10295293, 1004.09432843,  892.73726557,  846.13198111,\n",
-       "         929.42733278,  894.24531402,  921.97988827,  860.601478  ,\n",
-       "         912.55635483,  997.22339505,  985.88635074,  938.45775184,\n",
-       "         944.63766895,  942.18376197,  984.23087354,  922.40370934,\n",
-       "         965.34813049,  921.32552393,  969.81367405,  917.74503135,\n",
-       "         833.76599428,  894.97963584,  878.49090123,  864.91049261,\n",
-       "         985.04808527,  927.18133162,  844.64492657,  913.88047009,\n",
-       "         928.03561194,  930.79686847,  930.13055052,  839.5761256 ,\n",
-       "         943.37875897,  956.44476838,  931.39781252,  989.20932655,\n",
-       "        1006.29928459,  942.03146682,  901.72518137,  932.53880871,\n",
-       "         935.96943144,  925.53161728,  874.67439465,  951.48997974,\n",
-       "         960.        ,  874.14717137,  921.49562818,  927.26749515,\n",
-       "         926.41158172,  896.61260138,  938.6103718 ,  959.64828575,\n",
-       "         935.22630845,  955.63103852,  950.8495808 ,  888.45366602,\n",
-       "         912.06814044,  862.81354284,  875.05713562,  875.4100677 ,\n",
-       "         923.5426824 ,  839.78562837,  889.74471045,  867.8332007 ,\n",
-       "         933.88736839,  868.07155277,  883.34738777,  913.12741673,\n",
-       "         915.77804797,  962.99775026,  932.9485248 ,  930.37415413,\n",
-       "         944.21567324,  776.98228821,  936.37311401,  941.58975024,\n",
-       "         941.55965056,  864.51860126,  930.38329188,  912.78502395,\n",
-       "         947.32712079, 1011.13494089,  937.99624501,  916.59535343,\n",
-       "         873.82437868,  901.49630725,  846.11674006,  998.64016883,\n",
-       "         978.32805846,  876.27655411,  905.78089027,  827.25234516,\n",
-       "        1002.18813125,  898.65291068,  920.350764  ,  874.17361952,\n",
-       "         938.70381451,  945.81921622,  874.98921047,  915.97985629,\n",
-       "         920.14460695,  965.25282342,  977.01542391,  863.18856888,\n",
-       "         907.62393082,  906.19584978,  851.37149337,  956.85804045,\n",
-       "         969.94521463,  912.02588788,  953.60047228,  819.53086148,\n",
-       "         911.99611929,  845.66361521,  962.24964999,  921.43338903,\n",
-       "         982.04267741,  931.1841306 ,  896.56744607,  926.6958426 ,\n",
-       "         841.56778533,  961.77261899,  943.15601639,  786.18136435,\n",
-       "         864.98026608,  950.29718422,  930.39820918,  983.57154574,\n",
-       "         909.55498598,  925.76591071,  906.07808244,  964.41923255,\n",
-       "         911.17276099,  919.34859876,  906.11721418,  905.96844161,\n",
-       "         911.53683431,  958.97512493,  953.15452691,  889.09240389,\n",
-       "         957.98473324,  993.29170991,  928.99175736,  908.10563408]),\n",
-       " 'peak_electrode_waveform': array([-503.33636558, -502.734375  , -501.32973031, -500.34246575,\n",
-       "        -499.73244863, -498.66491866, -494.41887842, -491.6015625 ,\n",
-       "        -486.59300086, -481.55233305, -474.36055223, -466.79152397,\n",
-       "        -458.98169949, -451.10766267, -442.41491866, -431.03328339,\n",
-       "        -420.81549658, -410.91074486, -402.25010702, -395.59610445,\n",
-       "        -389.25513699, -384.02985873, -381.67005565, -379.81592466,\n",
-       "        -378.79655394, -380.26541096, -384.54355736, -392.41759418,\n",
-       "        -401.11033818, -410.67797517, -420.13324058, -430.6640625 ,\n",
-       "        -442.34267979, -452.71297089, -461.42979452, -469.67305223,\n",
-       "        -478.64672517, -486.40036387, -493.83294092, -498.87360873,\n",
-       "        -504.82127568, -509.58101455, -511.55554366, -514.19627568,\n",
-       "        -515.77750428, -516.41160103, -517.3828125 , -518.16941353,\n",
-       "        -517.26241438, -518.46639555, -517.76808647, -517.3828125 ,\n",
-       "        -516.61226455, -514.32470034, -512.5187286 , -511.66791524,\n",
-       "        -510.65657106, -507.74293664, -504.84535531, -503.02333048,\n",
-       "        -501.93172089, -499.3552012 , -498.77729024, -495.78339041,\n",
-       "        -495.42219606, -495.78339041, -494.30650685, -492.30789812,\n",
-       "        -491.83433219, -492.14736729, -490.16481164, -489.69124572,\n",
-       "        -488.84043236, -488.5354238 , -489.24175942, -487.68461045,\n",
-       "        -486.48062928, -485.50941781, -484.23319777, -484.24925086,\n",
-       "        -484.26530394, -483.3984375 ])}"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "unit_data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "sampling_rate = (ephys.EphysRecording & insert_key).fetch1(\n",
     "    \"sampling_rate\"\n",
@@ -2769,7 +863,12 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "**Additional Resources:**\n",
+    "- [Interactive Tutorials](https://github.com/datajoint/datajoint-tutorials) on `datajoint-python`: Dive deep into DataJoint's fundamentals.\n",
+    "- [*`datajoint-python`* Documentation](https://datajoint.com/docs/core/datajoint-python/): Comprehensive documentation on DataJoint for Python.\n",
+    "- [Element Array Electrophysiology Documentation](https://datajoint.com/docs/elements/element-array-ephys/): Detailed guide on the DataJoint Element for Array Electrophysiology.\n"
+   ]
   }
  ],
  "metadata": {
@@ -2788,7 +887,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.17"
+   "version": "3.9.18"
   },
   "orig_nbformat": 4,
   "vscode": {