diff --git a/build_pipeline.py b/build_pipeline.py
index e193e7f6..41a4dcd5 100755
--- a/build_pipeline.py
+++ b/build_pipeline.py
@@ -7,8 +7,7 @@
 import element_interface
 
 dj.config['database.host'] = 'database.eflab.org:3306'
-dj.config['database.username'] = 'maria'
-dj.config['database.password'] = 'Spike@Thr200'
+
 
 experiment_dir = '/mnt/lab/data01/OpenEphys'
 db_prefix = 'lab_npx_'
diff --git a/element_array_ephys/ephys.py b/element_array_ephys/ephys.py
index f8217a07..699a6621 100644
--- a/element_array_ephys/ephys.py
+++ b/element_array_ephys/ephys.py
@@ -413,10 +413,12 @@ def make(self, key):
                 for channel_idx, channel_info in channel2electrode_map.items()
             ]
         elif acq_software == "Open Ephys":
-            #print(session_dir)
+            print("Hey Im Here!!")
+            print(session_dir)
             dataset = openephys.OpenEphys(session_dir)
-            #print(dataset.probes.items())
+            print(dataset.probes.items())
             for serial_number, probe_data in dataset.probes.items():
+                print(f"Serial Number is {str(serial_number)} while inserted probeserial is: {inserted_probe_serial_number}")
                 if str(serial_number) == inserted_probe_serial_number:
                     break
             else:
diff --git a/populate_ephys.py b/populate_ephys.py
new file mode 100755
index 00000000..e9b27754
--- /dev/null
+++ b/populate_ephys.py
@@ -0,0 +1,103 @@
+## Imports
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+from pathlib import Path
+import os
+# import numcodecs
+import datajoint as dj
+
+## Database specifics
+experiment_dir = '/mnt/lab/data01/OpenEphys'
+db_prefix = 'lab_npx_'
+
+dj.config['database.host'] = 'database.eflab.org:3306'
+dj.config["enable_python_native_blobs"] = True
+dj.config['custom'] = {'database_prefix': db_prefix,'ephys_root_data_dir': experiment_dir}
+
+
+from build_pipeline import Subject, Session, Recording, probe, ephys, ephys_report
+
+def get_key():
+    while True:
+        # Get user inputs
+        animal_id = input("Enter animal_id: ").strip()
+        session = input("Enter session: ").strip()
+        insertion_number = input("Enter insertion number: ").strip()
+    
+        # Print and confirm
+        print("\nYou entered:")
+        print(f"  animal_id     : {animal_id}")
+        print(f"  session       : {session}")
+        print(f"  insertion number       : {insertion_number}")
+        confirm = input("Are these the correct inputs? (yes/no): ").strip().lower()
+
+    
+        # safety check to confirm the inputs 
+        if confirm == "yes":
+            break
+        else:
+            print("Let's try again...\n")
+
+        # Pick Probe
+        print("\nNow let's choose a probe:")
+        print(probe.Probe())
+        probes = probe.Probe.fetch(format="frame")
+        print(probes)
+        probe_idx = input("pick the index of your choice")
+        print(probe.iloc(3))
+
+    key = {'animal_id' : int(animal_id), 'session': int(session), 'insertion_number' : int(insertion_number)}
+    print(f'processing key: {key}')
+    return key , probe_idx
+
+
+def populate_ephys(key,probe_idx):
+    ''' 
+    A function that correctly checks and populates the Ephys schema with all its subsequent tables.
+    '''
+
+    
+# TODO choose a different probe when they exist
+    ephys.ProbeInsertion.insert1(
+    dict(
+        key,
+        probe=(probe.Probe()).fetch('probe')[probe_idx],
+        ), skip_duplicates=True
+    )
+
+    ephys.EphysRecording().populate(key, display_progress=True)
+
+
+
+    key['paramset_idx']=3
+    file_path = (ephys.EphysRecording.EphysFile() & key).fetch('file_path')
+    ks_path = file_path[0]+'/kilosort4/sorter_output'
+    ephys.ClusteringTask.insert1(
+        dict(
+            key,
+            task_mode="load",  # load or trigger
+            clustering_output_dir=ks_path,
+        ), skip_duplicates=True
+    )
+
+    ephys.Clustering.populate(key, display_progress=True)
+    ephys.CuratedClustering.populate(key, display_progress=True)
+    ephys.QualityMetrics.populate(key, display_progress=True)
+    
+
+
+
+def main():
+    key = get_key()
+    print(f"Populating the Ephys schema for key:\n {key} ... ")
+    populate_ephys(key)
+
+
+if __name__ == "__main__":
+    main()
+
+
+
+
+
diff --git a/test_npx_pipe (1).ipynb b/test_npx_pipe (1).ipynb
deleted file mode 100755
index ea6a2741..00000000
--- a/test_npx_pipe (1).ipynb	
+++ /dev/null
@@ -1,6078 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Please enter DataJoint username:  eflab\n",
-      "Please enter DataJoint password:  ········\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2025-09-16 11:31:22,488][INFO]: Connecting eflab@database.eflab.org:3306\n",
-      "[2025-09-16 11:31:22,520][INFO]: Connected eflab@database.eflab.org:3306\n"
-     ]
-    }
-   ],
-   "source": [
-    "import datajoint as dj\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "\n",
-    "dj.config['database.host'] = 'database.eflab.org:3306'\n",
-    "dj.config['database.username'] = 'eflab'\n",
-    "\n",
-    "experiment_dir = '/mnt/lab/data01/OpenEphys'\n",
-    "db_prefix = 'lab_npx_'\n",
-    "dj.config[\"enable_python_native_blobs\"] = True\n",
-    "dj.config['custom'] = {'database_prefix': db_prefix,'ephys_root_data_dir': experiment_dir}\n",
-    "\n",
-    "dj.conn()\n",
-    "\n",
-    "# schemata = {'experiment_db'   : 'lab_experiments',\n",
-    "#             'stimulus_db'     : 'lab_stimuli',\n",
-    "#             'behavior_db'     : 'lab_behavior',\n",
-    "#             'recording_db'    : 'lab_recordings',\n",
-    "#             'mice_db'         : 'lab_mice' }\n",
-    "\n",
-    "# # # create a virtual module for every database schema that you are going to use\n",
-    "# for schema, value in schemata.items():\n",
-    "#     globals()[schema] = dj.create_virtual_module(schema, value, create_tables=True, create_schema=True)\n",
-    "\n",
-    "from build_pipeline import Subject, Session, Recording, probe, ephys, ephys_report\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "rec = dj.create_virtual_module('lab_recordings.py', 'lab_recordings')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ephys.EphysRecording.populate(key, display_progress=True)"
-   ]
-  },
-  {
-   "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>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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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": [
-       "*animal_id    *session    *insertion_num electrode_conf acq_software   sampling_rate  recording_date recording_dura\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+\n",
-       "\n",
-       " (Total: 0)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "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>Session info</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">user_name</p>\n",
-       "                            <span class=\"djtooltiptext\">user performing the experiment</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">setup</p>\n",
-       "                            <span class=\"djtooltiptext\">computer id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">session_tmst</p>\n",
-       "                            <span class=\"djtooltiptext\">session timestamp</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">experiment_type</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">logger_tmst</p>\n",
-       "                            <span class=\"djtooltiptext\">logger precise timestamp</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>maria</td>\n",
-       "<td>ef-rp5</td>\n",
-       "<td>2025-07-30 11:04:01</td>\n",
-       "<td>MatchPort</td>\n",
-       "<td>0.0</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    user_name     setup      session_tmst   experiment_typ logger_tmst   \n",
-       "+-----------+ +---------+ +-----------+ +--------+ +------------+ +------------+ +------------+\n",
-       "244           283         maria         ef-rp5     2025-07-30 11: MatchPort      0.0           \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "key = {'animal_id' : 244,\n",
-    "       'session' : 283,\n",
-    "       'insertion_number' : 1}\n",
-    "\n",
-    "Subject() & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "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>Manual table for defining a clustering task ready to be run</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">clustering_output_dir</p>\n",
-       "                            <span class=\"djtooltiptext\">clustering output directory relative to the clustering root data directory</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">task_mode</p>\n",
-       "                            <span class=\"djtooltiptext\">'load': load computed analysis results, 'trigger': trigger computation</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output</td>\n",
-       "<td>load</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  clustering_out task_mode    \n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +-----------+\n",
-       "244           283         1              3              244_283_1_2025 load         \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ClusteringTask & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.Probe'"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "string = \"244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output\"\n",
-    "i = string.index('A/k')\n",
-    "string[:i]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<re.Match object; span=(0, 104), match='244_225_1_2025-07-03_13-43-54/Record Node 101/exp>\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/'"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import re\n",
-    "string = \"244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output\"\n",
-    "\n",
-    "def keep_until_probe(s):\n",
-    "    match = re.search(r\"(.*?\\.Probe[^/]+/)(?=kilosort)\", s)\n",
-    "    print(match)\n",
-    "    return match.group(1) if match else s\n",
-    "\n",
-    "string = keep_until_probe(string)\n",
-    "string"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "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>Waveform metrics for a particular unit</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">unit</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">amplitude_median</p>\n",
-       "                            <span class=\"djtooltiptext\">(uV) absolute difference between waveform peak and trough</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">peak_to_valley</p>\n",
-       "                            <span class=\"djtooltiptext\">(ms) time between waveform peak and trough</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">half_width</p>\n",
-       "                            <span class=\"djtooltiptext\">(ms) spike width at half max amplitude</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">peak_trough_ratio</p>\n",
-       "                            <span class=\"djtooltiptext\">absolute amplitude of peak divided by absolute amplitude of trough relative to 0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">repolarization_slope</p>\n",
-       "                            <span class=\"djtooltiptext\">the repolarization slope was defined by fitting a regression line to the first 30us from trough to peak</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">recovery_slope</p>\n",
-       "                            <span class=\"djtooltiptext\">the recovery slope was defined by fitting a regression line to the first 30us from peak to tail</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spread</p>\n",
-       "                            <span class=\"djtooltiptext\">(um) the range with amplitude above 12-percent of the maximum amplitude along the probe</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">velocity_above</p>\n",
-       "                            <span class=\"djtooltiptext\">(s/m) inverse velocity of waveform propagation from the soma toward the top of the probe</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">velocity_below</p>\n",
-       "                            <span class=\"djtooltiptext\">(s/m) inverse velocity of waveform propagation from the soma toward the bottom of the probe</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">num_positive_peaks</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">num_negative_peaks</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">exp_decay</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>0</td>\n",
-       "<td>66.885</td>\n",
-       "<td>0.00124333</td>\n",
-       "<td>0.00132</td>\n",
-       "<td>-0.200965</td>\n",
-       "<td>71043.0</td>\n",
-       "<td>-20526.5</td>\n",
-       "<td>90.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.00351934</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>1</td>\n",
-       "<td>17.355</td>\n",
-       "<td>0.00084</td>\n",
-       "<td>0.00031</td>\n",
-       "<td>-0.294477</td>\n",
-       "<td>148725.0</td>\n",
-       "<td>-23378.3</td>\n",
-       "<td>90.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>2.0</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.0279673</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>2</td>\n",
-       "<td>24.18</td>\n",
-       "<td>0.000833333</td>\n",
-       "<td>0.00024</td>\n",
-       "<td>-0.288959</td>\n",
-       "<td>217422.0</td>\n",
-       "<td>-33734.3</td>\n",
-       "<td>60.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.0261229</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>3</td>\n",
-       "<td>46.215</td>\n",
-       "<td>0.000593333</td>\n",
-       "<td>0.00199</td>\n",
-       "<td>-1.52775</td>\n",
-       "<td>39087.7</td>\n",
-       "<td>-89019.6</td>\n",
-       "<td>120.0</td>\n",
-       "<td>37.7815</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.00955719</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>4</td>\n",
-       "<td>139.815</td>\n",
-       "<td>6.66667e-05</td>\n",
-       "<td>0.00185</td>\n",
-       "<td>-0.958033</td>\n",
-       "<td>3970350.0</td>\n",
-       "<td>-6376.61</td>\n",
-       "<td>90.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.00820124</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>5</td>\n",
-       "<td>142.935</td>\n",
-       "<td>6.66667e-05</td>\n",
-       "<td>0.00172333</td>\n",
-       "<td>-0.906766</td>\n",
-       "<td>4436500.0</td>\n",
-       "<td>17671.6</td>\n",
-       "<td>90.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.00851597</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>6</td>\n",
-       "<td>13.65</td>\n",
-       "<td>0.000716667</td>\n",
-       "<td>0.000276667</td>\n",
-       "<td>-0.324688</td>\n",
-       "<td>141258.0</td>\n",
-       "<td>-21274.0</td>\n",
-       "<td>120.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.0343427</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>7</td>\n",
-       "<td>143.617</td>\n",
-       "<td>6.66667e-05</td>\n",
-       "<td>0.00212</td>\n",
-       "<td>-1.08202</td>\n",
-       "<td>3859520.0</td>\n",
-       "<td>-5099.36</td>\n",
-       "<td>180.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.00729127</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>8</td>\n",
-       "<td>19.695</td>\n",
-       "<td>0.000713333</td>\n",
-       "<td>0.000226667</td>\n",
-       "<td>-0.31022</td>\n",
-       "<td>201312.0</td>\n",
-       "<td>-27677.7</td>\n",
-       "<td>120.0</td>\n",
-       "<td>1549.71</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.0243837</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>9</td>\n",
-       "<td>143.52</td>\n",
-       "<td>0.000456667</td>\n",
-       "<td>0.00184333</td>\n",
-       "<td>-1.08056</td>\n",
-       "<td>3744020.0</td>\n",
-       "<td>-20808.7</td>\n",
-       "<td>180.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.00759205</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>10</td>\n",
-       "<td>64.935</td>\n",
-       "<td>0.000716667</td>\n",
-       "<td>0.000273333</td>\n",
-       "<td>-0.357144</td>\n",
-       "<td>444400.0</td>\n",
-       "<td>-84944.4</td>\n",
-       "<td>135.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>425.983</td>\n",
-       "<td>1.0</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.0250961</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>11</td>\n",
-       "<td>39.0</td>\n",
-       "<td>0.000856667</td>\n",
-       "<td>0.000206667</td>\n",
-       "<td>-0.1969</td>\n",
-       "<td>650944.0</td>\n",
-       "<td>-58544.7</td>\n",
-       "<td>105.0</td>\n",
-       "<td>778.502</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.0379851</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        <p>...</p>\n",
-       "        <p>Total: 574</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  *unit    amplitude_medi peak_to_valley half_width     peak_trough_ra repolarization recovery_slope spread     velocity_above velocity_below num_positive_p num_negative_p exp_decay     \n",
-       "+-----------+ +---------+ +------------+ +------------+ +------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +--------+ +------------+ +------------+ +------------+ +------------+ +------------+\n",
-       "244           283         1              3              0        66.885         0.00124333     0.00132        -0.200965      71043.0        -20526.5       90.0       nan            nan            1.0            1.0            0.00351934    \n",
-       "244           283         1              3              1        17.355         0.00084        0.00031        -0.294477      148725.0       -23378.3       90.0       nan            nan            2.0            1.0            0.0279673     \n",
-       "244           283         1              3              2        24.18          0.000833333    0.00024        -0.288959      217422.0       -33734.3       60.0       nan            nan            1.0            1.0            0.0261229     \n",
-       "244           283         1              3              3        46.215         0.000593333    0.00199        -1.52775       39087.7        -89019.6       120.0      37.7815        nan            1.0            1.0            0.00955719    \n",
-       "244           283         1              3              4        139.815        6.66667e-05    0.00185        -0.958033      3970350.0      -6376.61       90.0       nan            nan            0.0            0.0            0.00820124    \n",
-       "244           283         1              3              5        142.935        6.66667e-05    0.00172333     -0.906766      4436500.0      17671.6        90.0       nan            nan            0.0            0.0            0.00851597    \n",
-       "244           283         1              3              6        13.65          0.000716667    0.000276667    -0.324688      141258.0       -21274.0       120.0      nan            nan            1.0            1.0            0.0343427     \n",
-       "244           283         1              3              7        143.617        6.66667e-05    0.00212        -1.08202       3859520.0      -5099.36       180.0      nan            nan            0.0            0.0            0.00729127    \n",
-       "244           283         1              3              8        19.695         0.000713333    0.000226667    -0.31022       201312.0       -27677.7       120.0      1549.71        nan            1.0            1.0            0.0243837     \n",
-       "244           283         1              3              9        143.52         0.000456667    0.00184333     -1.08056       3744020.0      -20808.7       180.0      nan            nan            0.0            0.0            0.00759205    \n",
-       "244           283         1              3              10       64.935         0.000716667    0.000273333    -0.357144      444400.0       -84944.4       135.0      nan            425.983        1.0            1.0            0.0250961     \n",
-       "244           283         1              3              11       39.0           0.000856667    0.000206667    -0.1969        650944.0       -58544.7       105.0      778.502        nan            0.0            1.0            0.0379851     \n",
-       "   ...\n",
-       " (Total: 574)"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.QualityMetrics."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
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-       "        .Table{\n",
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-       "        .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",
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-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
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-       "        #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>Cluster metrics for a particular unit</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">unit</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">num_spikes</p>\n",
-       "                            <span class=\"djtooltiptext\">Number of spikes</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">firing_rate</p>\n",
-       "                            <span class=\"djtooltiptext\">(Hz) firing rate for a unit</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">snr</p>\n",
-       "                            <span class=\"djtooltiptext\">signal-to-noise ratio for a unit</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">presence_ratio</p>\n",
-       "                            <span class=\"djtooltiptext\">fraction of time in which spikes are present</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">isi_violations_ratio</p>\n",
-       "                            <span class=\"djtooltiptext\">rate of ISI violation as a fraction of overall rate</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">isi_violations_count</p>\n",
-       "                            <span class=\"djtooltiptext\">total number of ISI violations</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">amplitude_cutoff</p>\n",
-       "                            <span class=\"djtooltiptext\">estimate of miss rate based on amplitude histogram</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">amplitude_median</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">amplitude_cv_median</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">amplitude_cv_range</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">isolation_distance</p>\n",
-       "                            <span class=\"djtooltiptext\">distance to nearest cluster in Mahalanobis space</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">l_ratio</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">d_prime</p>\n",
-       "                            <span class=\"djtooltiptext\">Classification accuracy based on LDA</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">nn_hit_rate</p>\n",
-       "                            <span class=\"djtooltiptext\">Fraction of neighbors for target cluster that are also in target cluster</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">nn_miss_rate</p>\n",
-       "                            <span class=\"djtooltiptext\">Fraction of neighbors outside target cluster that are in target cluster</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">silhouette</p>\n",
-       "                            <span class=\"djtooltiptext\">Standard metric for cluster overlap</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">drift_ptp</p>\n",
-       "                            <span class=\"djtooltiptext\">Maximum change in spike depth throughout recording</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">drift_mad</p>\n",
-       "                            <span class=\"djtooltiptext\">Cumulative change in spike depth throughout recording</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">drift_std</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">rp_contamination</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">rp_violations</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sliding_rp_violation</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sync_spike_2</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sync_spike_4</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sync_spike_8</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">firing_range</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">sd_ratio</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>0</td>\n",
-       "<td>2475.0</td>\n",
-       "<td>0.709615</td>\n",
-       "<td>2.36306</td>\n",
-       "<td>1.0</td>\n",
-       "<td>57.887</td>\n",
-       "<td>305</td>\n",
-       "<td>0.000239296</td>\n",
-       "<td>66.885</td>\n",
-       "<td>0.376171</td>\n",
-       "<td>0.335637</td>\n",
-       "<td>69.2784</td>\n",
-       "<td>1.47635</td>\n",
-       "<td>2.75364</td>\n",
-       "<td>0.560811</td>\n",
-       "<td>0.0191329</td>\n",
-       "<td>0.107392</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>176.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.342222</td>\n",
-       "<td>0.0218182</td>\n",
-       "<td>0.0</td>\n",
-       "<td>4.8</td>\n",
-       "<td>1.10102</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>1</td>\n",
-       "<td>4327.0</td>\n",
-       "<td>1.24061</td>\n",
-       "<td>2.60117</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.310476</td>\n",
-       "<td>5</td>\n",
-       "<td>6.15437e-05</td>\n",
-       "<td>17.355</td>\n",
-       "<td>1.57438</td>\n",
-       "<td>0.959756</td>\n",
-       "<td>81.059</td>\n",
-       "<td>0.584779</td>\n",
-       "<td>3.40289</td>\n",
-       "<td>0.439865</td>\n",
-       "<td>0.0186137</td>\n",
-       "<td>0.0471289</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0979387</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.29</td>\n",
-       "<td>0.145135</td>\n",
-       "<td>0.00716432</td>\n",
-       "<td>0.000693321</td>\n",
-       "<td>3.24</td>\n",
-       "<td>1.01791</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>2</td>\n",
-       "<td>15959.0</td>\n",
-       "<td>4.57565</td>\n",
-       "<td>3.89289</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.136943</td>\n",
-       "<td>30</td>\n",
-       "<td>1.62154e-05</td>\n",
-       "<td>24.18</td>\n",
-       "<td>1.14163</td>\n",
-       "<td>0.862701</td>\n",
-       "<td>81.4794</td>\n",
-       "<td>0.539705</td>\n",
-       "<td>3.97962</td>\n",
-       "<td>0.634459</td>\n",
-       "<td>0.00931983</td>\n",
-       "<td>0.10593</td>\n",
-       "<td>1.04115</td>\n",
-       "<td>0.169072</td>\n",
-       "<td>0.249679</td>\n",
-       "<td>0.108605</td>\n",
-       "<td>15.0</td>\n",
-       "<td>0.125</td>\n",
-       "<td>0.0994423</td>\n",
-       "<td>0.00137853</td>\n",
-       "<td>0.000187982</td>\n",
-       "<td>12.0</td>\n",
-       "<td>1.01223</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>3</td>\n",
-       "<td>862.0</td>\n",
-       "<td>0.247147</td>\n",
-       "<td>1.49701</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0</td>\n",
-       "<td>0.00293723</td>\n",
-       "<td>46.215</td>\n",
-       "<td>0.595457</td>\n",
-       "<td>0.379135</td>\n",
-       "<td>134.86</td>\n",
-       "<td>0.0476171</td>\n",
-       "<td>4.4107</td>\n",
-       "<td>0.896259</td>\n",
-       "<td>0.00141665</td>\n",
-       "<td>0.183495</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.136891</td>\n",
-       "<td>0.00116009</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.8</td>\n",
-       "<td>1.18848</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>4</td>\n",
-       "<td>4056.0</td>\n",
-       "<td>1.16291</td>\n",
-       "<td>5.60779</td>\n",
-       "<td>0.982759</td>\n",
-       "<td>16.2541</td>\n",
-       "<td>230</td>\n",
-       "<td>0.00243291</td>\n",
-       "<td>139.815</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>81.4075</td>\n",
-       "<td>0.545734</td>\n",
-       "<td>3.69457</td>\n",
-       "<td>0.682432</td>\n",
-       "<td>0.0124091</td>\n",
-       "<td>0.101762</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>139.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0756903</td>\n",
-       "<td>0.000246548</td>\n",
-       "<td>0.0</td>\n",
-       "<td>5.0</td>\n",
-       "<td>1.69756</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>5</td>\n",
-       "<td>1381.0</td>\n",
-       "<td>0.395951</td>\n",
-       "<td>6.10787</td>\n",
-       "<td>0.965517</td>\n",
-       "<td>15.24</td>\n",
-       "<td>25</td>\n",
-       "<td>0.00751238</td>\n",
-       "<td>142.935</td>\n",
-       "<td>0.36919</td>\n",
-       "<td>0.214937</td>\n",
-       "<td>82.3151</td>\n",
-       "<td>0.489003</td>\n",
-       "<td>3.72967</td>\n",
-       "<td>0.564189</td>\n",
-       "<td>0.017731</td>\n",
-       "<td>0.0991084</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>7.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0796524</td>\n",
-       "<td>0.000724113</td>\n",
-       "<td>0.0</td>\n",
-       "<td>1.8</td>\n",
-       "<td>1.77574</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>6</td>\n",
-       "<td>2783.0</td>\n",
-       "<td>0.797922</td>\n",
-       "<td>2.30377</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.300217</td>\n",
-       "<td>2</td>\n",
-       "<td>0.000672</td>\n",
-       "<td>13.65</td>\n",
-       "<td>2.05677</td>\n",
-       "<td>1.39111</td>\n",
-       "<td>102.842</td>\n",
-       "<td>0.581225</td>\n",
-       "<td>3.36796</td>\n",
-       "<td>0.386905</td>\n",
-       "<td>0.00965897</td>\n",
-       "<td>0.0383607</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.115343</td>\n",
-       "<td>0.00395257</td>\n",
-       "<td>0.0</td>\n",
-       "<td>1.6</td>\n",
-       "<td>1.20404</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>7</td>\n",
-       "<td>2142.0</td>\n",
-       "<td>0.614139</td>\n",
-       "<td>5.09826</td>\n",
-       "<td>0.965517</td>\n",
-       "<td>19.2578</td>\n",
-       "<td>76</td>\n",
-       "<td>0.017865</td>\n",
-       "<td>143.617</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>137.652</td>\n",
-       "<td>0.887399</td>\n",
-       "<td>5.2173</td>\n",
-       "<td>0.877329</td>\n",
-       "<td>0.00246468</td>\n",
-       "<td>0.23809</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>27.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0728291</td>\n",
-       "<td>0.000933707</td>\n",
-       "<td>0.000466853</td>\n",
-       "<td>2.64</td>\n",
-       "<td>1.29442</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>8</td>\n",
-       "<td>13089.0</td>\n",
-       "<td>3.75279</td>\n",
-       "<td>3.39593</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.15608</td>\n",
-       "<td>23</td>\n",
-       "<td>3.20644e-05</td>\n",
-       "<td>19.695</td>\n",
-       "<td>1.19809</td>\n",
-       "<td>0.802193</td>\n",
-       "<td>114.087</td>\n",
-       "<td>0.286421</td>\n",
-       "<td>3.70446</td>\n",
-       "<td>0.392857</td>\n",
-       "<td>0.012518</td>\n",
-       "<td>0.0435045</td>\n",
-       "<td>1.76076</td>\n",
-       "<td>0.300438</td>\n",
-       "<td>0.406777</td>\n",
-       "<td>0.0962433</td>\n",
-       "<td>9.0</td>\n",
-       "<td>0.12</td>\n",
-       "<td>0.0961876</td>\n",
-       "<td>0.0006112</td>\n",
-       "<td>0.0001528</td>\n",
-       "<td>5.0</td>\n",
-       "<td>1.04354</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>9</td>\n",
-       "<td>2687.0</td>\n",
-       "<td>0.770398</td>\n",
-       "<td>5.84771</td>\n",
-       "<td>0.965517</td>\n",
-       "<td>11.7549</td>\n",
-       "<td>73</td>\n",
-       "<td>0.0099644</td>\n",
-       "<td>143.52</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>122.363</td>\n",
-       "<td>2.10133</td>\n",
-       "<td>4.78617</td>\n",
-       "<td>0.81677</td>\n",
-       "<td>0.00221059</td>\n",
-       "<td>0.17551</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>1.0</td>\n",
-       "<td>33.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0934127</td>\n",
-       "<td>0.00111649</td>\n",
-       "<td>0.000372162</td>\n",
-       "<td>3.2</td>\n",
-       "<td>1.33561</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>10</td>\n",
-       "<td>7066.0</td>\n",
-       "<td>2.02591</td>\n",
-       "<td>7.58189</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.465708</td>\n",
-       "<td>20</td>\n",
-       "<td>0.000264674</td>\n",
-       "<td>64.935</td>\n",
-       "<td>0.6794</td>\n",
-       "<td>0.274888</td>\n",
-       "<td>108.66</td>\n",
-       "<td>3.94478</td>\n",
-       "<td>2.25575</td>\n",
-       "<td>0.330745</td>\n",
-       "<td>0.00874073</td>\n",
-       "<td>0.0196217</td>\n",
-       "<td>2.13789</td>\n",
-       "<td>0.268315</td>\n",
-       "<td>0.263723</td>\n",
-       "<td>0.696901</td>\n",
-       "<td>13.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.184404</td>\n",
-       "<td>0.00792528</td>\n",
-       "<td>0.000566091</td>\n",
-       "<td>3.4</td>\n",
-       "<td>1.27954</td></tr><tr><td>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>11</td>\n",
-       "<td>1182.0</td>\n",
-       "<td>0.338895</td>\n",
-       "<td>9.73923</td>\n",
-       "<td>1.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0</td>\n",
-       "<td>0.00306104</td>\n",
-       "<td>39.0</td>\n",
-       "<td>0.535395</td>\n",
-       "<td>0.245662</td>\n",
-       "<td>298.064</td>\n",
-       "<td>1.79671e-07</td>\n",
-       "<td>10.6291</td>\n",
-       "<td>0.91226</td>\n",
-       "<td>0.000714869</td>\n",
-       "<td>0.205392</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>nan</td>\n",
-       "<td>0.112521</td>\n",
-       "<td>0.0</td>\n",
-       "<td>0.0</td>\n",
-       "<td>1.4</td>\n",
-       "<td>0.968612</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        <p>...</p>\n",
-       "        <p>Total: 574</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  *unit    num_spikes     firing_rate    snr         presence_ratio isi_violations isi_violations amplitude_cuto amplitude_medi amplitude_cv_m amplitude_cv_r isolation_dist l_ratio        d_prime     nn_hit_rate    nn_miss_rate   silhouette     drift_ptp     drift_mad     drift_std     rp_contaminati rp_violations  sliding_rp_vio sync_spike_2   sync_spike_4   sync_spike_8   firing_range   sd_ratio    \n",
-       "+-----------+ +---------+ +------------+ +------------+ +------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +-----------+ +-----------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +----------+\n",
-       "244           283         1              3              0        2475.0         0.709615       2.36306     1.0            57.887         305            0.000239296    66.885         0.376171       0.335637       69.2784        1.47635        2.75364     0.560811       0.0191329      0.107392       nan           nan           nan           1.0            176.0          nan            0.342222       0.0218182      0.0            4.8            1.10102     \n",
-       "244           283         1              3              1        4327.0         1.24061        2.60117     1.0            0.310476       5              6.15437e-05    17.355         1.57438        0.959756       81.059         0.584779       3.40289     0.439865       0.0186137      0.0471289      nan           nan           nan           0.0979387      1.0            0.29           0.145135       0.00716432     0.000693321    3.24           1.01791     \n",
-       "244           283         1              3              2        15959.0        4.57565        3.89289     1.0            0.136943       30             1.62154e-05    24.18          1.14163        0.862701       81.4794        0.539705       3.97962     0.634459       0.00931983     0.10593        1.04115       0.169072      0.249679      0.108605       15.0           0.125          0.0994423      0.00137853     0.000187982    12.0           1.01223     \n",
-       "244           283         1              3              3        862.0          0.247147       1.49701     1.0            0.0            0              0.00293723     46.215         0.595457       0.379135       134.86         0.0476171      4.4107      0.896259       0.00141665     0.183495       nan           nan           nan           0.0            0.0            nan            0.136891       0.00116009     0.0            0.8            1.18848     \n",
-       "244           283         1              3              4        4056.0         1.16291        5.60779     0.982759       16.2541        230            0.00243291     139.815        nan            nan            81.4075        0.545734       3.69457     0.682432       0.0124091      0.101762       nan           nan           nan           1.0            139.0          nan            0.0756903      0.000246548    0.0            5.0            1.69756     \n",
-       "244           283         1              3              5        1381.0         0.395951       6.10787     0.965517       15.24          25             0.00751238     142.935        0.36919        0.214937       82.3151        0.489003       3.72967     0.564189       0.017731       0.0991084      nan           nan           nan           1.0            7.0            nan            0.0796524      0.000724113    0.0            1.8            1.77574     \n",
-       "244           283         1              3              6        2783.0         0.797922       2.30377     1.0            0.300217       2              0.000672       13.65          2.05677        1.39111        102.842        0.581225       3.36796     0.386905       0.00965897     0.0383607      nan           nan           nan           0.0            0.0            nan            0.115343       0.00395257     0.0            1.6            1.20404     \n",
-       "244           283         1              3              7        2142.0         0.614139       5.09826     0.965517       19.2578        76             0.017865       143.617        nan            nan            137.652        0.887399       5.2173      0.877329       0.00246468     0.23809        nan           nan           nan           1.0            27.0           nan            0.0728291      0.000933707    0.000466853    2.64           1.29442     \n",
-       "244           283         1              3              8        13089.0        3.75279        3.39593     1.0            0.15608        23             3.20644e-05    19.695         1.19809        0.802193       114.087        0.286421       3.70446     0.392857       0.012518       0.0435045      1.76076       0.300438      0.406777      0.0962433      9.0            0.12           0.0961876      0.0006112      0.0001528      5.0            1.04354     \n",
-       "244           283         1              3              9        2687.0         0.770398       5.84771     0.965517       11.7549        73             0.0099644      143.52         nan            nan            122.363        2.10133        4.78617     0.81677        0.00221059     0.17551        nan           nan           nan           1.0            33.0           nan            0.0934127      0.00111649     0.000372162    3.2            1.33561     \n",
-       "244           283         1              3              10       7066.0         2.02591        7.58189     1.0            0.465708       20             0.000264674    64.935         0.6794         0.274888       108.66         3.94478        2.25575     0.330745       0.00874073     0.0196217      2.13789       0.268315      0.263723      0.696901       13.0           nan            0.184404       0.00792528     0.000566091    3.4            1.27954     \n",
-       "244           283         1              3              11       1182.0         0.338895       9.73923     1.0            0.0            0              0.00306104     39.0           0.535395       0.245662       298.064        1.79671e-07    10.6291     0.91226        0.000714869    0.205392       nan           nan           nan           0.0            0.0            nan            0.112521       0.0            0.0            1.4            0.968612    \n",
-       "   ...\n",
-       " (Total: 574)"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.QualityMetrics.Cluster()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "QualityMetrics:   0%|          | 0/1 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<re.Match object; span=(0, 104), match='244_283_1_2025-07-30_11-04-01/Record Node 101/exp>\n",
-      "Checking /mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/sorting_analyzer/extensions/quality_metrics/metrics.csv\n",
-      "Loaded quality_metrics metrics: (574, 28)\n",
-      "Collumns ['Unnamed: 0', 'num_spikes', 'firing_rate', 'presence_ratio', 'snr', 'isi_violations_ratio', 'isi_violations_count', 'rp_contamination', 'rp_violations', 'sliding_rp_violation', 'amplitude_cutoff', 'amplitude_median', 'amplitude_cv_median', 'amplitude_cv_range', 'sync_spike_2', 'sync_spike_4', 'sync_spike_8', 'firing_range', 'drift_ptp', 'drift_std', 'drift_mad', 'sd_ratio', 'isolation_distance', 'l_ratio', 'd_prime', 'silhouette', 'nn_hit_rate', 'nn_miss_rate']\n",
-      "Checking /mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/sorting_analyzer/extensions/template_metrics/metrics.csv\n",
-      "Loaded template_metrics metrics: (574, 12)\n",
-      "Collumns ['Unnamed: 0', 'peak_to_valley', 'peak_trough_ratio', 'half_width', 'repolarization_slope', 'recovery_slope', 'num_positive_peaks', 'num_negative_peaks', 'velocity_above', 'velocity_below', 'exp_decay', 'spread']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "QualityMetrics: 100%|██████████| 1/1 [00:00<00:00,  2.26it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Final metrics list length: 574\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "ephys.QualityMetrics().populate(key, display_progress=True)\n",
-    "# ephys.QualityMetrics().drop()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# keys = [{'animal_id' : 244,\n",
-    "#        'session' : 228,\n",
-    "#        'insertion_number' : 1,},\n",
-    "#         {'animal_id' : 244,\n",
-    "#        'session' : 229,\n",
-    "#        'insertion_number' : 1,},\n",
-    "#         {'animal_id' : 244,\n",
-    "#        'session' : 230,\n",
-    "#        'insertion_number' : 1,},\n",
-    "#         {'animal_id' : 244,\n",
-    "#        'session' : 231,\n",
-    "#        'insertion_number' : 1,},\n",
-    "#         {'animal_id' : 244,\n",
-    "#        'session' : 233,\n",
-    "#        'insertion_number' : 1,},\n",
-    "#        ]\n",
-    "\n",
-    "keys = [key]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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": [
-       "*animal_id    *session    *insertion_num electrode_conf acq_software   sampling_rate  recording_date recording_dura\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+\n",
-       "\n",
-       " (Total: 0)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.EphysRecording() & key\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "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>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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">clustering_time</p>\n",
-       "                            <span class=\"djtooltiptext\">time of generation of this set of clustering results</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">package_version</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": [
-       "*animal_id    *session    *insertion_num *paramset_idx  clustering_tim package_versio\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +------------+\n",
-       "\n",
-       " (Total: 0)"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.Clustering() & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
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-       "        .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>Properties of a given unit from a round of clustering (and curation)</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">unit</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\">probe_type</p>\n",
-       "                            <span class=\"djtooltiptext\">e.g. neuropixels_1.0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">electrode</p>\n",
-       "                            <span class=\"djtooltiptext\">electrode index, starts at 0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">cluster_quality_label</p>\n",
-       "                            <span class=\"djtooltiptext\">cluster quality type - e.g. 'good', 'MUA', 'noise', etc.</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_count</p>\n",
-       "                            <span class=\"djtooltiptext\">how many spikes in this recording for this unit</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_times</p>\n",
-       "                            <span class=\"djtooltiptext\">(s) spike times of this unit, relative to the start of the EphysRecording</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_sites</p>\n",
-       "                            <span class=\"djtooltiptext\">array of electrode associated with each spike</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_depths</p>\n",
-       "                            <span class=\"djtooltiptext\">(um) array of depths associated with each spike, relative to the (0, 0) of the probe</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr>  </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 0</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  *unit    electrode_conf probe_type     electrode     cluster_qualit spike_count    spike_time spike_site spike_dept\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------+ +------------+ +------------+ +-----------+ +------------+ +------------+ +--------+ +--------+ +--------+\n",
-       "\n",
-       " (Total: 0)"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.CuratedClustering.Unit()& key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2025-09-15 11:52:05,478][INFO]: `lab_npx_ephys`.`_quality_metrics` (1 tuples)\n",
-      "[2025-09-15 11:52:05,484][INFO]: `lab_npx_ephys`.`_quality_metrics__waveform` (124 tuples)\n",
-      "[2025-09-15 11:52:05,492][INFO]: `lab_npx_ephys`.`_quality_metrics__cluster` (124 tuples)\n",
-      "[2025-09-15 11:52:05,497][INFO]: `lab_npx_ephys_report`.`quality_metric_set` (0 tuples)\n",
-      "[2025-09-15 11:52:05,503][INFO]: `lab_npx_ephys_report`.`__quality_metric_report` (0 tuples)\n"
-     ]
-    },
-    {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Proceed? [yes, No]:  yes\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2025-09-15 11:52:07,888][INFO]: Dropped table `lab_npx_ephys_report`.`__quality_metric_report`\n",
-      "[2025-09-15 11:52:07,922][INFO]: Dropped table `lab_npx_ephys_report`.`quality_metric_set`\n",
-      "[2025-09-15 11:52:07,953][INFO]: Dropped table `lab_npx_ephys`.`_quality_metrics__cluster`\n",
-      "[2025-09-15 11:52:07,985][INFO]: Dropped table `lab_npx_ephys`.`_quality_metrics__waveform`\n",
-      "[2025-09-15 11:52:08,015][INFO]: Dropped table `lab_npx_ephys`.`_quality_metrics`\n",
-      "[2025-09-15 11:52:08,022][INFO]: Tables dropped. Restart kernel.\n"
-     ]
-    }
-   ],
-   "source": [
-    "ephys.QualityMetrics.drop()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "EphysRecording:   0%|          | 0/1 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01\n",
-      "/mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01\n",
-      "inside openephys class\n",
-      "/mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1\n",
-      "recording1\n",
-      "/mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01/Record Node 101\n",
-      "if\n",
-      "/mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01/Record Node 101\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': None}\n",
-      "line 118\n",
-      "['ProbeA']\n",
-      "23107806184\n",
-      "line145\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1', '@high_cut': '6000.0', '@low_cut': '300.0', '@Channels': ''}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1', '@Channels': ''}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "EphysRecording: 100%|██████████| 1/1 [01:16<00:00, 76.76s/it]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "line 169\n",
-      "ProbeA\n",
-      "ProbeA\n",
-      "line 184, ap only\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Clustering: 100%|██████████| 1/1 [00:00<00:00, 133.79it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['/mnt/lab/data01/OpenEphys']\n",
-      "244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output\n",
-      "/mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "CuratedClustering:   0%|          | 0/1 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "line 1037: /mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output\n",
-      "kilosort4\n",
-      "/mnt/lab/data01/OpenEphys/244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output/sorting_analyzer\n",
-      "<element_array_ephys.readers.kilosort.Kilosort object at 0x7a91462d4a60>\n",
-      "574\n",
-      "9236529\n",
-      "HERE\n",
-      "574 574\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/mnt/lab/users/stamatis/My_Code/Python/Pipeline/element_array_ephys/element_array_ephys/readers/kilosort.py:182: RuntimeWarning: invalid value encountered in divide\n",
-      "  self._data[\"spike_depths\"] = np.sum(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "line 1167\n",
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-      "  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\n",
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-      "  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89\n",
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-      " 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573]\n",
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-      " 'mua' 'mua' 'good' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'good'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "CuratedClustering: 100%|██████████| 1/1 [04:10<00:00, 250.06s/it]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Checked and works\n",
-    "for key in keys:\n",
-    "    ephys.ProbeInsertion.insert1(\n",
-    "    dict(\n",
-    "        key,\n",
-    "        probe=(probe.Probe() & 'probe_type=\"Neuropixels 2.0 - Multishank\"').fetch('probe')[0],\n",
-    "        ), skip_duplicates=True\n",
-    "    )  # probe, subject, session_datetime needs to follow the restrictions of foreign keys.\n",
-    "    #ephys.ProbeInsertion()\n",
-    "    ephys.EphysRecording().populate(key, display_progress=True)\n",
-    "\n",
-    "    key['paramset_idx']=3\n",
-    "    file_path = (ephys.EphysRecording.EphysFile() & key).fetch('file_path')\n",
-    "    ks_path = file_path[0]+'/kilosort4/sorter_output'\n",
-    "    ephys.ClusteringTask.insert1(\n",
-    "        dict(\n",
-    "            key,\n",
-    "            task_mode=\"load\",  # load or trigger\n",
-    "            clustering_output_dir=ks_path,\n",
-    "        )\n",
-    "    )\n",
-    "\n",
-    "    ephys.Clustering.populate(key, display_progress=True)\n",
-    "    (ephys.CuratedClustering).populate(key, display_progress=True)\n",
-    "        "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
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-       "        }\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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>23107806184</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num probe         \n",
-       "+-----------+ +---------+ +------------+ +------------+\n",
-       "244           283         1              23107806184   \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ProbeInsertion() & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
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-       "        .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",
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-       "        #primary {\n",
-       "            font-weight: bold;\n",
-       "            color: black;\n",
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-       "        #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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>23107806184</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num probe         \n",
-       "+-----------+ +---------+ +------------+ +------------+\n",
-       "244           225         1              23107806184   \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ProbeInsertion() & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'23107806184'"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "probe1=(probe.Probe() & 'probe_type=\"Neuropixels 2.0 - Multishank\"').fetch('probe')[0]\n",
-    "probe1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "KeyError",
-     "evalue": "'`paramset_idx` is not in the table heading'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[27], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mephys\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mProbeInsertion\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minsert1\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m        \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprobe\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mprobe\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mProbe\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m&\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mprobe_type=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mNeuropixels 2.0 - Multishank\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mprobe\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m)\u001b[49m  \u001b[38;5;66;03m# probe, subject, session_datetime needs to follow the restrictions of foreign keys.\u001b[39;00m\n\u001b[1;32m      7\u001b[0m ephys\u001b[38;5;241m.\u001b[39mProbeInsertion()\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:337\u001b[0m, in \u001b[0;36mTable.insert1\u001b[0;34m(self, row, **kwargs)\u001b[0m\n\u001b[1;32m    330\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minsert1\u001b[39m(\u001b[38;5;28mself\u001b[39m, row, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    331\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    332\u001b[0m \u001b[38;5;124;03m    Insert one data record into the table. For ``kwargs``, see ``insert()``.\u001b[39;00m\n\u001b[1;32m    333\u001b[0m \n\u001b[1;32m    334\u001b[0m \u001b[38;5;124;03m    :param row: a numpy record, a dict-like object, or an ordered sequence to be inserted\u001b[39;00m\n\u001b[1;32m    335\u001b[0m \u001b[38;5;124;03m        as one row.\u001b[39;00m\n\u001b[1;32m    336\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 337\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minsert\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:419\u001b[0m, in \u001b[0;36mTable.insert\u001b[0;34m(self, rows, replace, skip_duplicates, ignore_extra_fields, allow_direct_insert)\u001b[0m\n\u001b[1;32m    416\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m    418\u001b[0m field_list \u001b[38;5;241m=\u001b[39m []  \u001b[38;5;66;03m# collects the field list from first row (passed by reference)\u001b[39;00m\n\u001b[0;32m--> 419\u001b[0m rows \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m    420\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__make_row_to_insert\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfield_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_extra_fields\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    421\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mrow\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mrows\u001b[49m\n\u001b[1;32m    422\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    423\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rows:\n\u001b[1;32m    424\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:420\u001b[0m, in \u001b[0;36m<genexpr>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    416\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m    418\u001b[0m field_list \u001b[38;5;241m=\u001b[39m []  \u001b[38;5;66;03m# collects the field list from first row (passed by reference)\u001b[39;00m\n\u001b[1;32m    419\u001b[0m rows \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(\n\u001b[0;32m--> 420\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__make_row_to_insert\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfield_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_extra_fields\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    421\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m row \u001b[38;5;129;01min\u001b[39;00m rows\n\u001b[1;32m    422\u001b[0m )\n\u001b[1;32m    423\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rows:\n\u001b[1;32m    424\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:871\u001b[0m, in \u001b[0;36mTable.__make_row_to_insert\u001b[0;34m(self, row, field_list, ignore_extra_fields)\u001b[0m\n\u001b[1;32m    865\u001b[0m     attributes \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m    866\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__make_placeholder(name, row[name], ignore_extra_fields)\n\u001b[1;32m    867\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mheading\n\u001b[1;32m    868\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m row\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m.\u001b[39mfields\n\u001b[1;32m    869\u001b[0m     ]\n\u001b[1;32m    870\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(row, collections\u001b[38;5;241m.\u001b[39mabc\u001b[38;5;241m.\u001b[39mMapping):  \u001b[38;5;66;03m# dict-based\u001b[39;00m\n\u001b[0;32m--> 871\u001b[0m     \u001b[43mcheck_fields\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    872\u001b[0m     attributes \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m    873\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__make_placeholder(name, row[name], ignore_extra_fields)\n\u001b[1;32m    874\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mheading\n\u001b[1;32m    875\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m row\n\u001b[1;32m    876\u001b[0m     ]\n\u001b[1;32m    877\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:  \u001b[38;5;66;03m# positional\u001b[39;00m\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:857\u001b[0m, in \u001b[0;36mTable.__make_row_to_insert.<locals>.check_fields\u001b[0;34m(fields)\u001b[0m\n\u001b[1;32m    855\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m field \u001b[38;5;129;01min\u001b[39;00m fields:\n\u001b[1;32m    856\u001b[0m             \u001b[38;5;28;01mif\u001b[39;00m field \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mheading:\n\u001b[0;32m--> 857\u001b[0m                 \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\n\u001b[1;32m    858\u001b[0m                     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m`\u001b[39m\u001b[38;5;132;01m{0:s}\u001b[39;00m\u001b[38;5;124m` is not in the table heading\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(field)\n\u001b[1;32m    859\u001b[0m                 )\n\u001b[1;32m    860\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mset\u001b[39m(field_list) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mset\u001b[39m(fields)\u001b[38;5;241m.\u001b[39mintersection(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mheading\u001b[38;5;241m.\u001b[39mnames):\n\u001b[1;32m    861\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m DataJointError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAttempt to insert rows with different fields.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "\u001b[0;31mKeyError\u001b[0m: '`paramset_idx` is not in the table heading'"
-     ]
-    }
-   ],
-   "source": [
-    "ephys.ProbeInsertion.insert1(\n",
-    "    dict(\n",
-    "        key,\n",
-    "        probe=(probe.Probe() & 'probe_type=\"Neuropixels 2.0 - Multishank\"').fetch('probe')[0],\n",
-    "    )\n",
-    ")  # probe, subject, session_datetime needs to follow the restrictions of foreign keys.\n",
-    "ephys.ProbeInsertion()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "        .Table tr:nth-child(even){\n",
-       "            background: #f3f1ff;\n",
-       "            color: #000000;\n",
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-       "        /* 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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Open Ephys</td>\n",
-       "<td>30000.0</td>\n",
-       "<td>2025-07-03 14:09:16</td>\n",
-       "<td>48.9805</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num electrode_conf acq_software   sampling_rate  recording_date recording_dura\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+\n",
-       "244           225         1              7c36bff0-7661- Open Ephys     30000.0        2025-07-03 14: 48.9805       \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ephys.EphysRecording().populate(key, display_progress=True)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
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-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
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-       "        .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",
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-       "            color: #000000;\n",
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-       "        .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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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>244</td>\n",
-       "<td>283</td>\n",
-       "<td>1</td>\n",
-       "<td>244_283_1_2025-07-30_11-04-01/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *file_path    \n",
-       "+-----------+ +---------+ +------------+ +------------+\n",
-       "244           283         1              244_283_1_2025\n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.EphysRecording.EphysFile() & key\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2025-09-10 14:25:12,601][INFO]: `lab_npx_ephys`.`_quality_metrics` (1 tuples)\n",
-      "[2025-09-10 14:25:12,608][INFO]: `lab_npx_ephys`.`_quality_metrics__waveform` (124 tuples)\n",
-      "[2025-09-10 14:25:12,615][INFO]: `lab_npx_ephys`.`_quality_metrics__cluster` (124 tuples)\n",
-      "[2025-09-10 14:25:12,629][INFO]: `lab_npx_ephys_report`.`quality_metric_set` (0 tuples)\n",
-      "[2025-09-10 14:25:12,635][INFO]: `lab_npx_ephys_report`.`__quality_metric_report` (0 tuples)\n"
-     ]
-    },
-    {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Proceed? [yes, No]:  yes\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2025-09-10 14:25:23,863][INFO]: Dropped table `lab_npx_ephys_report`.`__quality_metric_report`\n",
-      "[2025-09-10 14:25:23,900][INFO]: Dropped table `lab_npx_ephys_report`.`quality_metric_set`\n",
-      "[2025-09-10 14:25:23,929][INFO]: Dropped table `lab_npx_ephys`.`_quality_metrics__cluster`\n",
-      "[2025-09-10 14:25:23,963][INFO]: Dropped table `lab_npx_ephys`.`_quality_metrics__waveform`\n",
-      "[2025-09-10 14:25:23,997][INFO]: Dropped table `lab_npx_ephys`.`_quality_metrics`\n",
-      "[2025-09-10 14:25:24,003][INFO]: Tables dropped. Restart kernel.\n"
-     ]
-    }
-   ],
-   "source": [
-    "ephys.QualityMetrics().drop()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2025-09-10 14:24:42,906][WARNING]: MySQL server has gone away. Reconnecting to the server.\n"
-     ]
-    },
-    {
-     "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",
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-       "        .Table tr:nth-child(even){\n",
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-       "            width: 120px;\n",
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-       "            /* 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>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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">clustering_time</p>\n",
-       "                            <span class=\"djtooltiptext\">time of generation of this set of clustering results</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">package_version</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>2025-08-29 10:35:37</td>\n",
-       "<td></td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  clustering_tim package_versio\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +------------+\n",
-       "244           225         1              3              2025-08-29 10:               \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "(ephys.Clustering() & key)#.delete()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
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-       "            color: #000000;\n",
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-       "        .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",
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-       "            position: absolute;\n",
-       "            z-index: 1;\n",
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-       "        #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>Method for clustering</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\">clustering_method</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">clustering_method_desc</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>kilosort2</td>\n",
-       "<td>kilosort2 clustering method</td></tr><tr><td>kilosort2.5</td>\n",
-       "<td>kilosort2.5 clustering method</td></tr><tr><td>kilosort3</td>\n",
-       "<td>kilosort3 clustering method</td></tr><tr><td>kilosort4</td>\n",
-       "<td>kilosort4 clustering method</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 4</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*clustering_me clustering_met\n",
-       "+------------+ +------------+\n",
-       "kilosort2      kilosort2 clus\n",
-       "kilosort2.5    kilosort2.5 cl\n",
-       "kilosort3      kilosort3 clus\n",
-       "kilosort4      kilosort4 clus\n",
-       " (Total: 4)"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ClusteringMethod()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "            font-weight: bold;\n",
-       "            color: black;\n",
-       "        }\n",
-       "        #nonprimary {\n",
-       "            font-weight: normal;\n",
-       "            color: white;\n",
-       "        }\n",
-       "\n",
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-       "            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>kilosort4</td>\n",
-       "<td>Default params kilosort4</td>\n",
-       "<td>b611e082-bdaa-6ef6-1c13-acba4904a1f5</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>1</td>\n",
-       "<td>kilosort4</td>\n",
-       "<td>kilosort4 params acg:0.1, ccg:0.15, xcenters:4</td>\n",
-       "<td>d59a35a8-6ec7-e2bf-81b4-c1f80402a8b9</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>2</td>\n",
-       "<td>kilosort4</td>\n",
-       "<td>kilosort4 params acg:0.1, ccg:0.15, xcenters:None</td>\n",
-       "<td>0ad61454-47dc-2fde-90f5-ff1f574cee61</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>3</td>\n",
-       "<td>kilosort4</td>\n",
-       "<td>si kilosort4 params acg:0.1, ccg:0.15, xcenters:None</td>\n",
-       "<td>6d0118fc-8f39-8b16-130b-39ae79013ef3</td>\n",
-       "<td>=BLOB=</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 4</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*paramset_idx  clustering_met paramset_desc  param_set_hash params    \n",
-       "+------------+ +------------+ +------------+ +------------+ +--------+\n",
-       "0              kilosort4      Default params b611e082-bdaa- =BLOB=    \n",
-       "1              kilosort4      kilosort4 para d59a35a8-6ec7- =BLOB=    \n",
-       "2              kilosort4      kilosort4 para 0ad61454-47dc- =BLOB=    \n",
-       "3              kilosort4      si kilosort4 p 6d0118fc-8f39- =BLOB=    \n",
-       " (Total: 4)"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ClusteringParamSet()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "\n",
-       "    \n",
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-       "        .Table{\n",
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-       "        .Table th{\n",
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-       "        .Table td{\n",
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-       "        .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>Manual table for defining a clustering task ready to be run</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">clustering_output_dir</p>\n",
-       "                            <span class=\"djtooltiptext\">clustering output directory relative to the clustering root data directory</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">task_mode</p>\n",
-       "                            <span class=\"djtooltiptext\">'load': load computed analysis results, 'trigger': trigger computation</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output</td>\n",
-       "<td>load</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  clustering_out task_mode    \n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +-----------+\n",
-       "244           225         1              3              244_225_1_2025 load         \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ClusteringTask() & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# # insert clustering task manually\n",
-    "# import numpy as np\n",
-    "# params_ks = {\n",
-    "#     'data_dtype': 'int16',\n",
-    "#     'n_chan_bin': 384,\n",
-    "#     'fs': 30000.0,\n",
-    "#     'batch_size': 100000,\n",
-    "#     'nblocks': 1,\n",
-    "#     'Th_universal': 9.0,\n",
-    "#     'Th_learned': 8.0,\n",
-    "#     'tmin': 0.0,\n",
-    "#     'tmax': np.inf,\n",
-    "#     'nt': 61,\n",
-    "#     'shift': None,\n",
-    "#     'scale': None,\n",
-    "#     'artifact_threshold': np.inf,\n",
-    "#     'nskip': 25,\n",
-    "#     'whitening_range': 32,\n",
-    "#     'highpass_cutoff': 300.0,\n",
-    "#     'binning_depth': 5.0,\n",
-    "#     'sig_interp': 20.0,\n",
-    "#     'drift_smoothing': [0.5, 0.5, 0.5],\n",
-    "#     'nt0min': 20,\n",
-    "#     'dmin': None,\n",
-    "#     'dminx': 32.0,\n",
-    "#     'min_template_size': 10.0,\n",
-    "#     'template_sizes': 5,\n",
-    "#     'nearest_chans': 10,\n",
-    "#     'nearest_templates': 100,\n",
-    "#     'max_channel_distance': 32.0,\n",
-    "#     'max_peels': 100,\n",
-    "#     'templates_from_data': True,\n",
-    "#     'n_templates': 6,\n",
-    "#     'n_pcs': 6,\n",
-    "#     'Th_single_ch': 6.0,\n",
-    "#     'acg_threshold': 0.1,\n",
-    "#     'ccg_threshold': 0.15,\n",
-    "#     'cluster_downsampling': 20,\n",
-    "#     'x_centers': None,\n",
-    "#     'duplicate_spike_ms': 0.15,\n",
-    "#     'position_limit': 100.0,\n",
-    "#     'save_preprocessed_copy': False,\n",
-    "#     'clear_cache': False,\n",
-    "#     'do_CAR': True,\n",
-    "#     'invert_sign': False,\n",
-    "#     'verbose_log': False,\n",
-    "#     'NTbuff': 100122,\n",
-    "#     'Nchan': 384,\n",
-    "#     'duplicate_spike_bins': 4,\n",
-    "#     'torch_device': 'cuda'\n",
-    "# }"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
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-       "        .Table tr:nth-child(even){\n",
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-       "        /* 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",
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-       "        #primary {\n",
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-       "            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",
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-       "            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>kilosort4</td>\n",
-       "<td>Default params kilosort4</td>\n",
-       "<td>b611e082-bdaa-6ef6-1c13-acba4904a1f5</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>1</td>\n",
-       "<td>kilosort4</td>\n",
-       "<td>kilosort4 params acg:0.1, ccg:0.15, xcenters:4</td>\n",
-       "<td>d59a35a8-6ec7-e2bf-81b4-c1f80402a8b9</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>2</td>\n",
-       "<td>kilosort4</td>\n",
-       "<td>kilosort4 params acg:0.1, ccg:0.15, xcenters:None</td>\n",
-       "<td>0ad61454-47dc-2fde-90f5-ff1f574cee61</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>3</td>\n",
-       "<td>kilosort4</td>\n",
-       "<td>si kilosort4 params acg:0.1, ccg:0.15, xcenters:None</td>\n",
-       "<td>6d0118fc-8f39-8b16-130b-39ae79013ef3</td>\n",
-       "<td>=BLOB=</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 4</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*paramset_idx  clustering_met paramset_desc  param_set_hash params    \n",
-       "+------------+ +------------+ +------------+ +------------+ +--------+\n",
-       "0              kilosort4      Default params b611e082-bdaa- =BLOB=    \n",
-       "1              kilosort4      kilosort4 para d59a35a8-6ec7- =BLOB=    \n",
-       "2              kilosort4      kilosort4 para 0ad61454-47dc- =BLOB=    \n",
-       "3              kilosort4      si kilosort4 p 6d0118fc-8f39- =BLOB=    \n",
-       " (Total: 4)"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# insert clustering task manually\n",
-    "# params_ks = {\n",
-    "#     \"fs\": 30000,\n",
-    "#     \"fshigh\": 150,\n",
-    "#     \"minfr_goodchannels\": 0.1,\n",
-    "#     \"Th\": [10, 4],\n",
-    "#     \"lam\": 10,\n",
-    "#     \"AUCsplit\": 0.9,\n",
-    "#     \"minFR\": 0.02,\n",
-    "#     \"momentum\": [20, 400],\n",
-    "#     \"sigmaMask\": 30,\n",
-    "#     \"ThPr\": 8,\n",
-    "#     \"spkTh\": -6,\n",
-    "#     \"reorder\": 1,\n",
-    "#     \"nskip\": 25,\n",
-    "#     \"GPU\": 1,\n",
-    "#     \"Nfilt\": 1024,\n",
-    "#     \"nfilt_factor\": 4,\n",
-    "#     \"ntbuff\": 64,\n",
-    "#     \"whiteningRange\": 32,\n",
-    "#     \"nSkipCov\": 25,\n",
-    "#     \"scaleproc\": 200,\n",
-    "#     \"nPCs\": 3,\n",
-    "#     \"useRAM\": 0,\n",
-    "# }\n",
-    "ephys.ClusteringParamSet.insert_new_params(\n",
-    "    clustering_method=\"kilosort4\",\n",
-    "    paramset_idx=3,\n",
-    "    params=params_ks,\n",
-    "    paramset_desc=\"si kilosort4 params acg:0.1, ccg:0.15, xcenters:None\",\n",
-    ")\n",
-    "ephys.ClusteringParamSet()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_oputput'"
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "file_path = (ephys.EphysRecording.EphysFile() & key).fetch('file_path')\n",
-    "ks_path = file_path[0]+'/kilosort4/sorter_oputput'\n",
-    "ks_path"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "file_path = (ephys.EphysRecording.EphysFile() & key).fetch('file_path')\n",
-    "ks_path = file_path[0]+'/kilosort4/sorter_output'\n",
-    "\n",
-    "ephys.ClusteringTask.insert1(\n",
-    "    dict(\n",
-    "        key,\n",
-    "        paramset_idx=3,\n",
-    "        task_mode=\"load\",  # load or trigger\n",
-    "        clustering_output_dir=ks_path,\n",
-    "    )\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "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",
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-       "        .Table td{\n",
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-       "        .Table tr:nth-child(odd){\n",
-       "            background: #ffffff;\n",
-       "            color: #000000;\n",
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-       "        .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>Manual table for defining a clustering task ready to be run</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">clustering_output_dir</p>\n",
-       "                            <span class=\"djtooltiptext\">clustering output directory relative to the clustering root data directory</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">task_mode</p>\n",
-       "                            <span class=\"djtooltiptext\">'load': load computed analysis results, 'trigger': trigger computation</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output</td>\n",
-       "<td>load</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  clustering_out task_mode    \n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +-----------+\n",
-       "244           225         1              3              244_225_1_2025 load         \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "(ephys.ClusteringTask() & key)#.delete()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ephys.Clustering.populate(key, display_progress=True)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "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>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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">clustering_time</p>\n",
-       "                            <span class=\"djtooltiptext\">time of generation of this set of clustering results</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">package_version</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>2025-08-29 10:35:37</td>\n",
-       "<td></td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  clustering_tim package_versio\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------------+ +------------+\n",
-       "244           225         1              3              2025-08-29 10:               \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.Clustering() & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "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>Clustering results of the spike sorting step.</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx \n",
-       "+-----------+ +---------+ +------------+ +------------+\n",
-       "244           225         1              3             \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.CuratedClustering() & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 77,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'animal_id': 244, 'session': 186, 'insertion_number': 1, 'paramset_idx': 3}"
-      ]
-     },
-     "execution_count": 77,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "key['paramset_idx']=3\n",
-    "key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 78,
-   "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    }
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "CuratedClustering:   0%|          | 0/1 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "line 1037: /mnt/lab/data01/OpenEphys/244_186_1_2025-05-16_10-15-07/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output\n",
-      "kilosort4\n",
-      "/mnt/lab/data01/OpenEphys/244_186_1_2025-05-16_10-15-07/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output/sorting_analyzer\n",
-      "<element_array_ephys.readers.kilosort.Kilosort object at 0x70dd1c064d60>\n",
-      "685\n",
-      "12691145\n",
-      "HERE\n",
-      "685 685\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/mnt/lab/users/maria/github/element-array-ephys/element_array_ephys/readers/kilosort.py:182: RuntimeWarning: invalid value encountered in divide\n",
-      "  self._data[\"spike_depths\"] = np.sum(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "line 1167\n",
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-      " 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395\n",
-      " 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413\n",
-      " 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431\n",
-      " 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449\n",
-      " 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467\n",
-      " 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485\n",
-      " 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503\n",
-      " 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521\n",
-      " 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539\n",
-      " 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557\n",
-      " 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575\n",
-      " 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593\n",
-      " 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611\n",
-      " 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629\n",
-      " 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647\n",
-      " 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665\n",
-      " 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683\n",
-      " 684]\n",
-      "['mua' 'good' 'mua' 'mua' 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'good' 'good' 'mua'\n",
-      " 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'good' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'good' 'mua'\n",
-      " 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'good' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua'\n",
-      " 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'good' 'good' 'good' 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'mua'\n",
-      " 'good' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'good' 'mua'\n",
-      " 'good' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'good' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'good' 'good' 'mua' 'good' 'good' 'mua' 'good' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'good' 'mua'\n",
-      " 'mua' 'mua' 'good' 'good' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'mua' 'mua' 'good' 'good'\n",
-      " 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'mua'\n",
-      " 'good' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'good' 'good' 'mua' 'good' 'mua'\n",
-      " 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'good' 'mua'\n",
-      " 'good' 'good' 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'good' 'good' 'mua'\n",
-      " 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'good' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua'\n",
-      " 'good' 'mua' 'mua' 'good' 'good' 'good' 'mua' 'good' 'mua' 'mua' 'mua'\n",
-      " 'good' 'good' 'mua' 'mua' 'good' 'mua' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'good' 'mua'\n",
-      " 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'good' 'mua' 'good' 'mua' 'good'\n",
-      " 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'mua' 'good'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'mua' 'good' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'good' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'good'\n",
-      " 'mua' 'good' 'good' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'mua'\n",
-      " 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'good'\n",
-      " 'mua' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'mua'\n",
-      " 'good' 'mua' 'mua' 'good' 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'mua'\n",
-      " 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'good' 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'good' 'mua' 'good' 'good' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'good' 'mua' 'mua' 'mua' 'mua' 'good' 'good' 'good' 'mua' 'good' 'mua'\n",
-      " 'mua' 'good' 'mua' 'good' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'good' 'mua' 'mua' 'good' 'good' 'good' 'good' 'mua' 'mua' 'good'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua'\n",
-      " 'mua' 'good' 'mua' 'mua' 'mua' 'good' 'mua' 'good' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua'\n",
-      " 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua'\n",
-      " 'good' 'good' 'mua' 'mua' 'mua' 'good' 'mua' 'good' 'mua' 'good' 'mua'\n",
-      " 'good' 'mua' 'mua' 'mua' 'mua' 'mua' 'good' 'mua' 'mua' 'mua' 'mua' 'mua'\n",
-      " 'mua' 'good' 'good']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "CuratedClustering: 100%|██████████| 1/1 [01:26<00:00, 86.12s/it]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'success_count': 1, 'error_list': []}"
-      ]
-     },
-     "execution_count": 78,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "(ephys.CuratedClustering).populate(key, display_progress=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "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>Properties of a given unit from a round of clustering (and curation)</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">unit</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\">probe_type</p>\n",
-       "                            <span class=\"djtooltiptext\">e.g. neuropixels_1.0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">electrode</p>\n",
-       "                            <span class=\"djtooltiptext\">electrode index, starts at 0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">cluster_quality_label</p>\n",
-       "                            <span class=\"djtooltiptext\">cluster quality type - e.g. 'good', 'MUA', 'noise', etc.</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_count</p>\n",
-       "                            <span class=\"djtooltiptext\">how many spikes in this recording for this unit</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_times</p>\n",
-       "                            <span class=\"djtooltiptext\">(s) spike times of this unit, relative to the start of the EphysRecording</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_sites</p>\n",
-       "                            <span class=\"djtooltiptext\">array of electrode associated with each spike</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_depths</p>\n",
-       "                            <span class=\"djtooltiptext\">(um) array of depths associated with each spike, relative to the (0, 0) of the probe</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>0</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>0</td>\n",
-       "<td>mua</td>\n",
-       "<td>470</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>1</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>4</td>\n",
-       "<td>mua</td>\n",
-       "<td>302</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>2</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>10</td>\n",
-       "<td>mua</td>\n",
-       "<td>396</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>3</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>16</td>\n",
-       "<td>mua</td>\n",
-       "<td>779</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>4</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>16</td>\n",
-       "<td>mua</td>\n",
-       "<td>274</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>5</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>22</td>\n",
-       "<td>mua</td>\n",
-       "<td>747</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>6</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>20</td>\n",
-       "<td>good</td>\n",
-       "<td>716</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>7</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>20</td>\n",
-       "<td>good</td>\n",
-       "<td>475</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>8</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>24</td>\n",
-       "<td>good</td>\n",
-       "<td>277</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>9</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>26</td>\n",
-       "<td>mua</td>\n",
-       "<td>772</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>10</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>26</td>\n",
-       "<td>good</td>\n",
-       "<td>563</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>225</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>11</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>32</td>\n",
-       "<td>mua</td>\n",
-       "<td>563</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        <p>...</p>\n",
-       "        <p>Total: 124</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  *unit    electrode_conf probe_type     electrode     cluster_qualit spike_count    spike_time spike_site spike_dept\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------+ +------------+ +------------+ +-----------+ +------------+ +------------+ +--------+ +--------+ +--------+\n",
-       "244           225         1              3              0        7c36bff0-7661- Neuropixels 2. 0             mua            470            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              1        7c36bff0-7661- Neuropixels 2. 4             mua            302            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              2        7c36bff0-7661- Neuropixels 2. 10            mua            396            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              3        7c36bff0-7661- Neuropixels 2. 16            mua            779            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              4        7c36bff0-7661- Neuropixels 2. 16            mua            274            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              5        7c36bff0-7661- Neuropixels 2. 22            mua            747            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              6        7c36bff0-7661- Neuropixels 2. 20            good           716            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              7        7c36bff0-7661- Neuropixels 2. 20            good           475            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              8        7c36bff0-7661- Neuropixels 2. 24            good           277            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              9        7c36bff0-7661- Neuropixels 2. 26            mua            772            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              10       7c36bff0-7661- Neuropixels 2. 26            good           563            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           225         1              3              11       7c36bff0-7661- Neuropixels 2. 32            mua            563            =BLOB=     =BLOB=     =BLOB=    \n",
-       "   ...\n",
-       " (Total: 124)"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.CuratedClustering.Unit & key  #& 'cluster_quality_label = \"good\"'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    \n",
-       "    <style type=\"text/css\">\n",
-       "        .Table{\n",
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-       "        .Table th{\n",
-       "            background: #A0A0A0; color: #ffffff; padding:4px; border:#f0e0e0 1px solid;\n",
-       "            font-weight: normal; font-family: monospace; font-size: 100%;\n",
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-       "        .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>Properties of a given unit from a round of clustering (and curation)</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">unit</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\">probe_type</p>\n",
-       "                            <span class=\"djtooltiptext\">e.g. neuropixels_1.0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">electrode</p>\n",
-       "                            <span class=\"djtooltiptext\">electrode index, starts at 0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">cluster_quality_label</p>\n",
-       "                            <span class=\"djtooltiptext\">cluster quality type - e.g. 'good', 'MUA', 'noise', etc.</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_count</p>\n",
-       "                            <span class=\"djtooltiptext\">how many spikes in this recording for this unit</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_times</p>\n",
-       "                            <span class=\"djtooltiptext\">(s) spike times of this unit, relative to the start of the EphysRecording</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_sites</p>\n",
-       "                            <span class=\"djtooltiptext\">array of electrode associated with each spike</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">spike_depths</p>\n",
-       "                            <span class=\"djtooltiptext\">(um) array of depths associated with each spike, relative to the (0, 0) of the probe</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>2</td>\n",
-       "<td>mua</td>\n",
-       "<td>23</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>1</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>6</td>\n",
-       "<td>good</td>\n",
-       "<td>1101</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>2</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>10</td>\n",
-       "<td>good</td>\n",
-       "<td>2531</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>3</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>14</td>\n",
-       "<td>good</td>\n",
-       "<td>5420</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>4</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>12</td>\n",
-       "<td>mua</td>\n",
-       "<td>1296</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>5</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>14</td>\n",
-       "<td>good</td>\n",
-       "<td>2980</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>6</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>16</td>\n",
-       "<td>mua</td>\n",
-       "<td>1866</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>7</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>20</td>\n",
-       "<td>good</td>\n",
-       "<td>4098</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>8</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>27</td>\n",
-       "<td>mua</td>\n",
-       "<td>1666</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>9</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>26</td>\n",
-       "<td>good</td>\n",
-       "<td>270</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>10</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>26</td>\n",
-       "<td>good</td>\n",
-       "<td>654</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>11</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>26</td>\n",
-       "<td>mua</td>\n",
-       "<td>3618</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        <p>...</p>\n",
-       "        <p>Total: 265</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  *unit    electrode_conf probe_type     electrode     cluster_qualit spike_count    spike_time spike_site spike_dept\n",
-       "+-----------+ +---------+ +------------+ +------------+ +------+ +------------+ +------------+ +-----------+ +------------+ +------------+ +--------+ +--------+ +--------+\n",
-       "244           163         1              0              0        7c36bff0-7661- Neuropixels 2. 2             mua            23             =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              1        7c36bff0-7661- Neuropixels 2. 6             good           1101           =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              2        7c36bff0-7661- Neuropixels 2. 10            good           2531           =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              3        7c36bff0-7661- Neuropixels 2. 14            good           5420           =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              4        7c36bff0-7661- Neuropixels 2. 12            mua            1296           =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              5        7c36bff0-7661- Neuropixels 2. 14            good           2980           =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              6        7c36bff0-7661- Neuropixels 2. 16            mua            1866           =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              7        7c36bff0-7661- Neuropixels 2. 20            good           4098           =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              8        7c36bff0-7661- Neuropixels 2. 27            mua            1666           =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              9        7c36bff0-7661- Neuropixels 2. 26            good           270            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              10       7c36bff0-7661- Neuropixels 2. 26            good           654            =BLOB=     =BLOB=     =BLOB=    \n",
-       "244           163         1              0              11       7c36bff0-7661- Neuropixels 2. 26            mua            3618           =BLOB=     =BLOB=     =BLOB=    \n",
-       "   ...\n",
-       " (Total: 265)"
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.CuratedClustering.Unit & \"animal_id=244\" & \"session=163\" #& \"unit>263\"  #& 'cluster_quality_label = \"good\"'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    }
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2025-05-30 14:24:11,075][INFO]: Deleting 621 rows from `lab_npx_ephys`.`_curated_clustering__unit`\n",
-      "[2025-05-30 14:24:11,081][INFO]: Deleting 1 rows from `lab_npx_ephys`.`_curated_clustering`\n"
-     ]
-    },
-    {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Commit deletes? [yes, No]:  yes\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[2025-05-30 14:24:14,695][INFO]: Deletes committed.\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "1"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# (ephys.CuratedClustering & key).delete()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "        .Table tr:nth-child(even){\n",
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-       "        .djtooltip {\n",
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-       "        /* Tooltip text */\n",
-       "        .djtooltip .djtooltiptext {\n",
-       "            visibility: hidden;\n",
-       "            width: 120px;\n",
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-       "            color: #fff;\n",
-       "            text-align: center;\n",
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-       "            border-radius: 6px;\n",
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-       "        #nonprimary {\n",
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-       "\n",
-       "        /* Show the tooltip text when you mouse over the tooltip container */\n",
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-       "            visibility: visible;\n",
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-       "    </style>\n",
-       "    \n",
-       "    <b>Spike waveforms and their mean across spikes for the given unit</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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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\">paramset_idx</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">unit</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">electrode_config_hash</p>\n",
-       "                            <span class=\"djtooltiptext\"></span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">probe_type</p>\n",
-       "                            <span class=\"djtooltiptext\">e.g. neuropixels_1.0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">electrode</p>\n",
-       "                            <span class=\"djtooltiptext\">electrode index, starts at 0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">waveform_mean</p>\n",
-       "                            <span class=\"djtooltiptext\">(uV) mean waveform across spikes of the given unit</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">waveforms</p>\n",
-       "                            <span class=\"djtooltiptext\">(uV) (spike x sample) waveforms of a sampling of spikes at the given electrode for the given unit</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>0</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>1</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>2</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>3</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>4</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>5</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>6</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>7</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>8</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>9</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>10</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>264</td>\n",
-       "<td>7c36bff0-7661-5320-7844-9cb708b5b41c</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>11</td>\n",
-       "<td>=BLOB=</td>\n",
-       "<td>=BLOB=</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        <p>...</p>\n",
-       "        <p>Total: 384</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num *paramset_idx  *unit    *electrode_con *probe_type    *electrode    waveform_m waveforms \n",
-       "+-----------+ +---------+ +------------+ +------------+ +------+ +------------+ +------------+ +-----------+ +--------+ +--------+\n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 0             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 1             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 2             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 3             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 4             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 5             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 6             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 7             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 8             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 9             =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 10            =BLOB=     =BLOB=    \n",
-       "244           163         1              0              264      7c36bff0-7661- Neuropixels 2. 11            =BLOB=     =BLOB=    \n",
-       "   ...\n",
-       " (Total: 384)"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.WaveformSet.Waveform() & \"session=163\" & \"unit>263\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WaveformSet:   0%|          | 0/1 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/mnt/lab/data01/OpenEphys/244_225_1_2025-07-03_13-43-54\n",
-      "/mnt/lab/data01/OpenEphys/244_225_1_2025-07-03_13-43-54\n",
-      "inside openephys class\n",
-      "/mnt/lab/data01/OpenEphys/244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1\n",
-      "recording1\n",
-      "/mnt/lab/data01/OpenEphys/244_225_1_2025-07-03_13-43-54/Record Node 101\n",
-      "if\n",
-      "/mnt/lab/data01/OpenEphys/244_225_1_2025-07-03_13-43-54/Record Node 101\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': None}\n",
-      "line 118\n",
-      "['ProbeA']\n",
-      "23107806184\n",
-      "line145\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1', '@high_cut': '6000.0', '@low_cut': '300.0', '@Channels': ''}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1', '@Channels': ''}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "line 169\n",
-      "ProbeA\n",
-      "ProbeA\n",
-      "line 184, ap only\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n",
-      "line1420\n",
-      "384\n",
-      "384\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WaveformSet:   0%|          | 0/1 [01:22<?, ?it/s]\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[47], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m## this doesn't populate because of size \u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mephys\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mWaveformSet\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpopulate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdisplay_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/autopopulate.py:241\u001b[0m, in \u001b[0;36mAutoPopulate.populate\u001b[0;34m(self, suppress_errors, return_exception_objects, reserve_jobs, order, limit, max_calls, display_progress, processes, make_kwargs, *restrictions)\u001b[0m\n\u001b[1;32m    237\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m processes \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m    238\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m (\n\u001b[1;32m    239\u001b[0m         tqdm(keys, desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m) \u001b[38;5;28;01mif\u001b[39;00m display_progress \u001b[38;5;28;01melse\u001b[39;00m keys\n\u001b[1;32m    240\u001b[0m     ):\n\u001b[0;32m--> 241\u001b[0m         error \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_populate1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjobs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mpopulate_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    242\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m error \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    243\u001b[0m             error_list\u001b[38;5;241m.\u001b[39mappend(error)\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/autopopulate.py:292\u001b[0m, in \u001b[0;36mAutoPopulate._populate1\u001b[0;34m(self, key, jobs, suppress_errors, return_exception_objects, make_kwargs)\u001b[0m\n\u001b[1;32m    290\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m_allow_insert \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m    291\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 292\u001b[0m     \u001b[43mmake\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmake_kwargs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    293\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mKeyboardInterrupt\u001b[39;00m, \u001b[38;5;167;01mSystemExit\u001b[39;00m, \u001b[38;5;167;01mException\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m error:\n\u001b[1;32m    294\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m/mnt/lab/users/stamatis/My_Code/Python/Pipeline/element_array_ephys/element_array_ephys/ephys.py:1464\u001b[0m, in \u001b[0;36mWaveformSet.make\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1462\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mPeakWaveform\u001b[38;5;241m.\u001b[39minsert1(unit_peak_waveform, ignore_extra_fields\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m   1463\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m unit_electrode_waveforms:\n\u001b[0;32m-> 1464\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mWaveform\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minsert\u001b[49m\u001b[43m(\u001b[49m\u001b[43munit_electrode_waveforms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_extra_fields\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:419\u001b[0m, in \u001b[0;36mTable.insert\u001b[0;34m(self, rows, replace, skip_duplicates, ignore_extra_fields, allow_direct_insert)\u001b[0m\n\u001b[1;32m    416\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m    418\u001b[0m field_list \u001b[38;5;241m=\u001b[39m []  \u001b[38;5;66;03m# collects the field list from first row (passed by reference)\u001b[39;00m\n\u001b[0;32m--> 419\u001b[0m rows \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m    420\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__make_row_to_insert\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfield_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_extra_fields\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    421\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mrow\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mrows\u001b[49m\n\u001b[1;32m    422\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    423\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rows:\n\u001b[1;32m    424\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:420\u001b[0m, in \u001b[0;36m<genexpr>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    416\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m    418\u001b[0m field_list \u001b[38;5;241m=\u001b[39m []  \u001b[38;5;66;03m# collects the field list from first row (passed by reference)\u001b[39;00m\n\u001b[1;32m    419\u001b[0m rows \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(\n\u001b[0;32m--> 420\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__make_row_to_insert\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfield_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_extra_fields\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    421\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m row \u001b[38;5;129;01min\u001b[39;00m rows\n\u001b[1;32m    422\u001b[0m )\n\u001b[1;32m    423\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rows:\n\u001b[1;32m    424\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:872\u001b[0m, in \u001b[0;36mTable.__make_row_to_insert\u001b[0;34m(self, row, field_list, ignore_extra_fields)\u001b[0m\n\u001b[1;32m    870\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(row, collections\u001b[38;5;241m.\u001b[39mabc\u001b[38;5;241m.\u001b[39mMapping):  \u001b[38;5;66;03m# dict-based\u001b[39;00m\n\u001b[1;32m    871\u001b[0m     check_fields(row)\n\u001b[0;32m--> 872\u001b[0m     attributes \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m    873\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__make_placeholder(name, row[name], ignore_extra_fields)\n\u001b[1;32m    874\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mheading\n\u001b[1;32m    875\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m row\n\u001b[1;32m    876\u001b[0m     ]\n\u001b[1;32m    877\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:  \u001b[38;5;66;03m# positional\u001b[39;00m\n\u001b[1;32m    878\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:873\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    870\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(row, collections\u001b[38;5;241m.\u001b[39mabc\u001b[38;5;241m.\u001b[39mMapping):  \u001b[38;5;66;03m# dict-based\u001b[39;00m\n\u001b[1;32m    871\u001b[0m     check_fields(row)\n\u001b[1;32m    872\u001b[0m     attributes \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m--> 873\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__make_placeholder\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrow\u001b[49m\u001b[43m[\u001b[49m\u001b[43mname\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_extra_fields\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    874\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mheading\n\u001b[1;32m    875\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m row\n\u001b[1;32m    876\u001b[0m     ]\n\u001b[1;32m    877\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:  \u001b[38;5;66;03m# positional\u001b[39;00m\n\u001b[1;32m    878\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/table.py:809\u001b[0m, in \u001b[0;36mTable.__make_placeholder\u001b[0;34m(self, name, value, ignore_extra_fields)\u001b[0m\n\u001b[1;32m    807\u001b[0m     value \u001b[38;5;241m=\u001b[39m value\u001b[38;5;241m.\u001b[39mbytes\n\u001b[1;32m    808\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m attr\u001b[38;5;241m.\u001b[39mis_blob:\n\u001b[0;32m--> 809\u001b[0m     value \u001b[38;5;241m=\u001b[39m \u001b[43mblob\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpack\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    810\u001b[0m     value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    811\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexternal[attr\u001b[38;5;241m.\u001b[39mstore]\u001b[38;5;241m.\u001b[39mput(value)\u001b[38;5;241m.\u001b[39mbytes\n\u001b[1;32m    812\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m attr\u001b[38;5;241m.\u001b[39mis_external\n\u001b[1;32m    813\u001b[0m         \u001b[38;5;28;01melse\u001b[39;00m value\n\u001b[1;32m    814\u001b[0m     )\n\u001b[1;32m    815\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m attr\u001b[38;5;241m.\u001b[39mis_attachment:\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/blob.py:594\u001b[0m, in \u001b[0;36mpack\u001b[0;34m(obj, compress)\u001b[0m\n\u001b[1;32m    590\u001b[0m     \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj, \u001b[38;5;28mbytes\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m obj\u001b[38;5;241m.\u001b[39mstartswith(\n\u001b[1;32m    591\u001b[0m         (\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mZL123\u001b[39m\u001b[38;5;130;01m\\0\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmYm\u001b[39m\u001b[38;5;130;01m\\0\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdj0\u001b[39m\u001b[38;5;130;01m\\0\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    592\u001b[0m     )\n\u001b[1;32m    593\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m obj\n\u001b[0;32m--> 594\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mBlob\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpack\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcompress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcompress\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/blob.py:581\u001b[0m, in \u001b[0;36mBlob.pack\u001b[0;34m(self, obj, compress)\u001b[0m\n\u001b[1;32m    579\u001b[0m blob \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprotocol \u001b[38;5;241m+\u001b[39m blob\n\u001b[1;32m    580\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m compress \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(blob) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1000\u001b[39m:\n\u001b[0;32m--> 581\u001b[0m     compressed \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mZL123\u001b[39m\u001b[38;5;130;01m\\0\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m len_u64(blob) \u001b[38;5;241m+\u001b[39m \u001b[43mzlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompress\u001b[49m\u001b[43m(\u001b[49m\u001b[43mblob\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    582\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(compressed) \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(blob):\n\u001b[1;32m    583\u001b[0m         blob \u001b[38;5;241m=\u001b[39m compressed\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "## this doesn't populate because of size \n",
-    "ephys.WaveformSet.populate(key, display_progress=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    }
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "LFP:   0%|          | 0/1 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/mnt/lab/data01/OpenEphys/244_163_1_2025-04-16_11-32-00\n",
-      "inside openephys class\n",
-      "/mnt/lab/data01/OpenEphys/244_163_1_2025-04-16_11-32-00/Record Node 101/experiment1/recording1\n",
-      "recording1\n",
-      "/mnt/lab/data01/OpenEphys/244_163_1_2025-04-16_11-32-00/Record Node 101\n",
-      "if\n",
-      "/mnt/lab/data01/OpenEphys/244_163_1_2025-04-16_11-32-00/Record Node 101\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': None}\n",
-      "line 118\n",
-      "['ProbeA']\n",
-      "23107806184\n",
-      "line145\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1', '@high_cut': '6000.0', '@low_cut': '300.0', '@Channels': ''}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1', '@Channels': ''}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n",
-      "{'@name': 'ProbeA', '@description': 'description', '@sample_rate': '30000.0', '@channel_count': '384', '@device_name': 'Neuropixels 2.0 - Multishank', 'PARAMETERS': {'@enable_stream': '1'}}\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "LFP:   0%|          | 0/1 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "line 169\n",
-      "ProbeA\n",
-      "ProbeA\n",
-      "line 184, ap only\n",
-      "<element_array_ephys.readers.openephys.Probe object at 0x726dab1821d0>\n",
-      "{}\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    },
-    {
-     "ename": "KeyError",
-     "evalue": "'channels_indices'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mephys\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mLFP\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpopulate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdisplay_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/datajoint/autopopulate.py:257\u001b[0m, in \u001b[0;36mAutoPopulate.populate\u001b[0;34m(self, keys, suppress_errors, return_exception_objects, reserve_jobs, order, limit, max_calls, display_progress, processes, make_kwargs, *restrictions)\u001b[0m\n\u001b[1;32m    251\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m processes \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m    252\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m (\n\u001b[1;32m    253\u001b[0m         tqdm(keys, desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m)\n\u001b[1;32m    254\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m display_progress\n\u001b[1;32m    255\u001b[0m         \u001b[38;5;28;01melse\u001b[39;00m keys\n\u001b[1;32m    256\u001b[0m     ):\n\u001b[0;32m--> 257\u001b[0m         status \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_populate1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjobs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mpopulate_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    258\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m status \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m    259\u001b[0m             success_list\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;241m1\u001b[39m)\n",
-      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/datajoint/autopopulate.py:335\u001b[0m, in \u001b[0;36mAutoPopulate._populate1\u001b[0;34m(self, key, jobs, suppress_errors, return_exception_objects, make_kwargs)\u001b[0m\n\u001b[1;32m    333\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    334\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_generator:\n\u001b[0;32m--> 335\u001b[0m         \u001b[43mmake\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmake_kwargs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    336\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    337\u001b[0m         \u001b[38;5;66;03m# tripartite make - transaction is delayed until the final stage\u001b[39;00m\n\u001b[1;32m    338\u001b[0m         gen \u001b[38;5;241m=\u001b[39m make(\u001b[38;5;28mdict\u001b[39m(key), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m(make_kwargs \u001b[38;5;129;01mor\u001b[39;00m {}))\n",
-      "File \u001b[0;32m/mnt/lab/users/maria/github/element-array-ephys/element_array_ephys/ephys.py:611\u001b[0m, in \u001b[0;36mLFP.make\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    608\u001b[0m \u001b[38;5;28mprint\u001b[39m(oe_probe)\n\u001b[1;32m    609\u001b[0m \u001b[38;5;28mprint\u001b[39m(oe_probe\u001b[38;5;241m.\u001b[39mlfp_meta)\n\u001b[1;32m    610\u001b[0m lfp_channel_ind \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mr_[\n\u001b[0;32m--> 611\u001b[0m     \u001b[38;5;28mlen\u001b[39m(\u001b[43moe_probe\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlfp_meta\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mchannels_indices\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m)\n\u001b[1;32m    612\u001b[0m     \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m : \u001b[38;5;241m0\u001b[39m : \u001b[38;5;241m-\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_skip_channel_counts\n\u001b[1;32m    613\u001b[0m ]\n\u001b[1;32m    615\u001b[0m lfp \u001b[38;5;241m=\u001b[39m oe_probe\u001b[38;5;241m.\u001b[39mlfp_timeseries[:, lfp_channel_ind]  \u001b[38;5;66;03m# (sample x channel)\u001b[39;00m\n\u001b[1;32m    616\u001b[0m lfp \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    617\u001b[0m     lfp \u001b[38;5;241m*\u001b[39m np\u001b[38;5;241m.\u001b[39marray(oe_probe\u001b[38;5;241m.\u001b[39mlfp_meta[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mchannels_gains\u001b[39m\u001b[38;5;124m\"\u001b[39m])[lfp_channel_ind]\n\u001b[1;32m    618\u001b[0m )\u001b[38;5;241m.\u001b[39mT  \u001b[38;5;66;03m# (channel x sample)\u001b[39;00m\n",
-      "\u001b[0;31mKeyError\u001b[0m: 'channels_indices'"
-     ]
-    }
-   ],
-   "source": [
-    "## ephys.LFP.populate(key, display_progress=True) ## not supported for the new OpenEphys as LFP data is not saved separately.."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "units, unit_spiketimes = (\n",
-    "    ephys.CuratedClustering.Unit\n",
-    "    & key\n",
-    "    & 'unit IN (\"6\",\"7\",\"9\",\"14\",\"15\",\"17\",\"19\")'\n",
-    ").fetch(\"unit\", \"spike_times\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "x = np.hstack(unit_spiketimes)\n",
-    "y = np.hstack([np.full_like(s, u) for u, s in zip(units, unit_spiketimes)])\n",
-    "plt.plot(x, y, \"|\")\n",
-    "plt.xlabel(\"Time (s)\")\n",
-    "plt.ylabel(\"Unit\");"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "unit_key = (ephys.CuratedClustering.Unit & key & \"unit = '6'\").fetch1(\"KEY\")\n",
-    "unit_data = (\n",
-    "    ephys.CuratedClustering.Unit * ephys.WaveformSet.PeakWaveform & unit_key\n",
-    ").fetch1()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sampling_rate = (ephys.EphysRecording & key).fetch1(\n",
-    "    \"sampling_rate\"\n",
-    ") / 1000  # in kHz\n",
-    "plt.plot(\n",
-    "    np.r_[: unit_data[\"peak_electrode_waveform\"].size] * 1 / sampling_rate,\n",
-    "    unit_data[\"peak_electrode_waveform\"],\n",
-    ")\n",
-    "plt.xlabel(\"Time (ms)\")\n",
-    "plt.ylabel(r\"Voltage ($\\mu$V)\");"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'key' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mkey\u001b[49m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'key' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "QualityMetrics:   0%|          | 0/1 [00:00<?, ?it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Should I reload everytime??\n"
-     ]
-    },
-    {
-     "ename": "FileNotFoundError",
-     "evalue": "QC metrics file not found in: /mnt/lab/data01/OpenEphys/244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mephys\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mQualityMetrics\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpopulate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdisplay_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/autopopulate.py:241\u001b[0m, in \u001b[0;36mAutoPopulate.populate\u001b[0;34m(self, suppress_errors, return_exception_objects, reserve_jobs, order, limit, max_calls, display_progress, processes, make_kwargs, *restrictions)\u001b[0m\n\u001b[1;32m    237\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m processes \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m    238\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m (\n\u001b[1;32m    239\u001b[0m         tqdm(keys, desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m) \u001b[38;5;28;01mif\u001b[39;00m display_progress \u001b[38;5;28;01melse\u001b[39;00m keys\n\u001b[1;32m    240\u001b[0m     ):\n\u001b[0;32m--> 241\u001b[0m         error \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_populate1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjobs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mpopulate_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    242\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m error \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    243\u001b[0m             error_list\u001b[38;5;241m.\u001b[39mappend(error)\n",
-      "File \u001b[0;32m/opt/tljh/user/lib/python3.10/site-packages/datajoint/autopopulate.py:292\u001b[0m, in \u001b[0;36mAutoPopulate._populate1\u001b[0;34m(self, key, jobs, suppress_errors, return_exception_objects, make_kwargs)\u001b[0m\n\u001b[1;32m    290\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m_allow_insert \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m    291\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 292\u001b[0m     \u001b[43mmake\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmake_kwargs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    293\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mKeyboardInterrupt\u001b[39;00m, \u001b[38;5;167;01mSystemExit\u001b[39;00m, \u001b[38;5;167;01mException\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m error:\n\u001b[1;32m    294\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m/mnt/lab/users/stamatis/My_Code/Python/Pipeline/element_array_ephys/element_array_ephys/ephys.py:1608\u001b[0m, in \u001b[0;36mQualityMetrics.make\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1606\u001b[0m         \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[1;32m   1607\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1608\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mQC metrics file not found in: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00moutput_dir\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1610\u001b[0m metrics_df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(metric_fp)\n\u001b[1;32m   1612\u001b[0m \u001b[38;5;66;03m# Conform the dataframe to match the table definition\u001b[39;00m\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m: QC metrics file not found in: /mnt/lab/data01/OpenEphys/244_225_1_2025-07-03_13-43-54/Record Node 101/experiment1/recording1/continuous/Neuropix-PXI-100.ProbeA/kilosort4/sorter_output"
-     ]
-    }
-   ],
-   "source": [
-    "ephys.QualityMetrics().populate(key, display_progress=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    }
-   },
-   "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>Type of probe, with specific electrodes geometry defined</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_type</p>\n",
-       "                            <span class=\"djtooltiptext\">e.g. neuropixels_1.0</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>neuropixels 1.0 - 3A</td></tr><tr><td>neuropixels 1.0 - 3B</td></tr><tr><td>neuropixels 2.0 - MS</td></tr><tr><td>Neuropixels 2.0 - Multishank</td></tr><tr><td>neuropixels 2.0 - SS</td></tr><tr><td>neuropixels UHD</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 6</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*probe_type   \n",
-       "+------------+\n",
-       "neuropixels 1.\n",
-       "neuropixels 1.\n",
-       "neuropixels 2.\n",
-       "Neuropixels 2.\n",
-       "neuropixels 2.\n",
-       "neuropixels UH\n",
-       " (Total: 6)"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# probe.ProbeType.insert1(\n",
-    "#     dict(probe_type=\"Neuropixels 2.0 - Multishank\")\n",
-    "# )  # this info could be achieve from neuropixels meta file.\n",
-    "probe.ProbeType()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "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>Type of probe, with specific electrodes geometry defined</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_type</p>\n",
-       "                            <span class=\"djtooltiptext\">e.g. neuropixels_1.0</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>neuropixels 1.0 - 3A</td></tr><tr><td>neuropixels 1.0 - 3B</td></tr><tr><td>neuropixels 2.0 - MS</td></tr><tr><td>Neuropixels 2.0 - Multishank</td></tr><tr><td>neuropixels 2.0 - SS</td></tr><tr><td>neuropixels UHD</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 6</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*probe_type   \n",
-       "+------------+\n",
-       "neuropixels 1.\n",
-       "neuropixels 1.\n",
-       "neuropixels 2.\n",
-       "Neuropixels 2.\n",
-       "neuropixels 2.\n",
-       "neuropixels UH\n",
-       " (Total: 6)"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "probe.ProbeType()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "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>19108323581</td>\n",
-       "<td>neuropixels 1.0 - 3B</td>\n",
-       "<td>fake probe</td></tr><tr><td>19108323583</td>\n",
-       "<td>neuropixels 2.0 - MS</td>\n",
-       "<td>fake probe</td></tr><tr><td>19108323584</td>\n",
-       "<td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>fake probe</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 3</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*probe         probe_type     probe_comment \n",
-       "+------------+ +------------+ +------------+\n",
-       "19108323581    neuropixels 1. fake probe    \n",
-       "19108323583    neuropixels 2. fake probe    \n",
-       "19108323584    Neuropixels 2. fake probe    \n",
-       " (Total: 3)"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "probe.Probe.insert1(\n",
-    "    dict(probe=\"19108323584\", probe_type=\"Neuropixels 2.0 - Multishank\", probe_comment=\"fake probe\")\n",
-    ")  # this info could be achieve from neuropixels meta file.\n",
-    "probe.Probe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "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\">probe_type</p>\n",
-       "                            <span class=\"djtooltiptext\">e.g. neuropixels_1.0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">electrode</p>\n",
-       "                            <span class=\"djtooltiptext\">electrode index, starts at 0</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">shank</p>\n",
-       "                            <span class=\"djtooltiptext\">shank index, starts at 0, advance left to right</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">shank_col</p>\n",
-       "                            <span class=\"djtooltiptext\">column index, starts at 0, advance left to right</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">shank_row</p>\n",
-       "                            <span class=\"djtooltiptext\">row index, starts at 0.</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">x_coord</p>\n",
-       "                            <span class=\"djtooltiptext\">(um) x coordinate of the electrode within the probe.</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"nonprimary\">y_coord</p>\n",
-       "                            <span class=\"djtooltiptext\">(um) y coordinate of the electrode within the probe.</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr> <td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>27.0</td>\n",
-       "<td>0.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>59.0</td>\n",
-       "<td>0.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>2</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>1</td>\n",
-       "<td>27.0</td>\n",
-       "<td>15.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>3</td>\n",
-       "<td>0</td>\n",
-       "<td>1</td>\n",
-       "<td>1</td>\n",
-       "<td>59.0</td>\n",
-       "<td>15.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>4</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>2</td>\n",
-       "<td>27.0</td>\n",
-       "<td>30.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>5</td>\n",
-       "<td>0</td>\n",
-       "<td>1</td>\n",
-       "<td>2</td>\n",
-       "<td>59.0</td>\n",
-       "<td>30.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>6</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>3</td>\n",
-       "<td>27.0</td>\n",
-       "<td>45.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>7</td>\n",
-       "<td>0</td>\n",
-       "<td>1</td>\n",
-       "<td>3</td>\n",
-       "<td>59.0</td>\n",
-       "<td>45.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>8</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>4</td>\n",
-       "<td>27.0</td>\n",
-       "<td>60.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>9</td>\n",
-       "<td>0</td>\n",
-       "<td>1</td>\n",
-       "<td>4</td>\n",
-       "<td>59.0</td>\n",
-       "<td>60.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>10</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "<td>5</td>\n",
-       "<td>27.0</td>\n",
-       "<td>75.0</td></tr><tr><td>Neuropixels 2.0 - Multishank</td>\n",
-       "<td>11</td>\n",
-       "<td>0</td>\n",
-       "<td>1</td>\n",
-       "<td>5</td>\n",
-       "<td>59.0</td>\n",
-       "<td>75.0</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        <p>...</p>\n",
-       "        <p>Total: 5120</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*probe_type    *electrode    shank     shank_col     shank_row     x_coord     y_coord    \n",
-       "+------------+ +-----------+ +-------+ +-----------+ +-----------+ +---------+ +---------+\n",
-       "Neuropixels 2. 0             0         0             0             27.0        0.0        \n",
-       "Neuropixels 2. 1             0         1             0             59.0        0.0        \n",
-       "Neuropixels 2. 2             0         0             1             27.0        15.0       \n",
-       "Neuropixels 2. 3             0         1             1             59.0        15.0       \n",
-       "Neuropixels 2. 4             0         0             2             27.0        30.0       \n",
-       "Neuropixels 2. 5             0         1             2             59.0        30.0       \n",
-       "Neuropixels 2. 6             0         0             3             27.0        45.0       \n",
-       "Neuropixels 2. 7             0         1             3             59.0        45.0       \n",
-       "Neuropixels 2. 8             0         0             4             27.0        60.0       \n",
-       "Neuropixels 2. 9             0         1             4             59.0        60.0       \n",
-       "Neuropixels 2. 10            0         0             5             27.0        75.0       \n",
-       "Neuropixels 2. 11            0         1             5             59.0        75.0       \n",
-       "   ...\n",
-       " (Total: 5120)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "probe.ProbeType.Electrode() & 'probe_type = \"Neuropixels 2.0 - Multishank\"'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "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>The electrode configuration setting on a given probe</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\">electrode_config_hash</p>\n",
-       "                            <span class=\"djtooltiptext\"></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\">electrode_config_name</p>\n",
-       "                            <span class=\"djtooltiptext\">user friendly name</span>\n",
-       "                        </div> </th> </tr> </thead>\n",
-       "            <tbody> <tr>  </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 0</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*electrode_con probe_type     electrode_conf\n",
-       "+------------+ +------------+ +------------+\n",
-       "\n",
-       " (Total: 0)"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "probe.ElectrodeConfig()"
-   ]
-  },
-  {
-   "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>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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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>101</td>\n",
-       "<td>22</td>\n",
-       "<td>2</td>\n",
-       "<td>19108323581</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num probe         \n",
-       "+-----------+ +---------+ +------------+ +------------+\n",
-       "101           22          2              19108323581   \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ProbeInsertion()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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>101</td>\n",
-       "<td>22</td>\n",
-       "<td>2</td>\n",
-       "<td>19108323581</td></tr><tr><td>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>19108323584</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 2</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num probe         \n",
-       "+-----------+ +---------+ +------------+ +------------+\n",
-       "101           22          2              19108323581   \n",
-       "244           163         1              19108323584   \n",
-       " (Total: 2)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ProbeInsertion.insert1(\n",
-    "    dict(\n",
-    "        key,\n",
-    "        probe='19108323584',\n",
-    "    )\n",
-    ")  # probe, subject, session_datetime needs to follow the restrictions of foreign keys.\n",
-    "ephys.ProbeInsertion()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "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\">animal_id</p>\n",
-       "                            <span class=\"djtooltiptext\">animal id</span>\n",
-       "                        </div></th><th><div class=\"djtooltip\">\n",
-       "                            <p id=\"primary\">session</p>\n",
-       "                            <span class=\"djtooltiptext\">session number</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>244</td>\n",
-       "<td>163</td>\n",
-       "<td>1</td>\n",
-       "<td>19108323583</td> </tr> </tbody>\n",
-       "        </table>\n",
-       "        \n",
-       "        <p>Total: 1</p></div>\n",
-       "        "
-      ],
-      "text/plain": [
-       "*animal_id    *session    *insertion_num probe         \n",
-       "+-----------+ +---------+ +------------+ +------------+\n",
-       "244           163         1              19108323583   \n",
-       " (Total: 1)"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ephys.ProbeInsertion() & key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
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-       "\n",
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-       "    \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": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# # insert clustering task manually\n",
-    "# params_ks = {\n",
-    "#     \"fs\": 30000,\n",
-    "#     \"fshigh\": 150,\n",
-    "#     \"minfr_goodchannels\": 0.1,\n",
-    "#     \"Th\": [10, 4],\n",
-    "#     \"lam\": 10,\n",
-    "#     \"AUCsplit\": 0.9,\n",
-    "#     \"minFR\": 0.02,\n",
-    "#     \"momentum\": [20, 400],\n",
-    "#     \"sigmaMask\": 30,\n",
-    "#     \"ThPr\": 8,\n",
-    "#     \"spkTh\": -6,\n",
-    "#     \"reorder\": 1,\n",
-    "#     \"nskip\": 25,\n",
-    "#     \"GPU\": 1,\n",
-    "#     \"Nfilt\": 1024,\n",
-    "#     \"nfilt_factor\": 4,\n",
-    "#     \"ntbuff\": 64,\n",
-    "#     \"whiteningRange\": 32,\n",
-    "#     \"nSkipCov\": 25,\n",
-    "#     \"scaleproc\": 200,\n",
-    "#     \"nPCs\": 3,\n",
-    "#     \"useRAM\": 0,\n",
-    "# }\n",
-    "# ephys.ClusteringParamSet.insert_new_params(\n",
-    "#     clustering_method=\"kilosort2\",\n",
-    "#     paramset_idx=0,\n",
-    "#     params=params_ks,\n",
-    "#     paramset_desc=\"Spike sorting using Kilosort2\",\n",
-    "# )\n",
-    "Ephys.ClusteringParamSet()"
-   ]
-  }
- ],
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