diff --git a/allensdk/__init__.py b/allensdk/__init__.py
index 3603223300..c1019877a5 100644
--- a/allensdk/__init__.py
+++ b/allensdk/__init__.py
@@ -35,7 +35,7 @@
 #
 import logging
 
-__version__ = '2.15.1'
+__version__ = '2.15.2'
 
 
 try:
diff --git a/doc_template/examples_root/examples/nb/aligning_behavioral_data_to_task_events_with_the_stimulus_and_trials_tables.ipynb b/doc_template/examples_root/examples/nb/aligning_behavioral_data_to_task_events_with_the_stimulus_and_trials_tables.ipynb
index 5bc9b83cd7..fc393aa499 100644
--- a/doc_template/examples_root/examples/nb/aligning_behavioral_data_to_task_events_with_the_stimulus_and_trials_tables.ipynb
+++ b/doc_template/examples_root/examples/nb/aligning_behavioral_data_to_task_events_with_the_stimulus_and_trials_tables.ipynb
@@ -5,10 +5,10 @@
    "id": "da2b6c9c",
    "metadata": {
     "papermill": {
-     "duration": 0.014363,
-     "end_time": "2023-07-19T21:35:43.977378",
+     "duration": 0.012183,
+     "end_time": "2023-07-31T19:07:48.412398",
      "exception": false,
-     "start_time": "2023-07-19T21:35:43.963015",
+     "start_time": "2023-07-31T19:07:48.400215",
      "status": "completed"
     },
     "tags": []
@@ -30,10 +30,10 @@
    "id": "95acc7b6",
    "metadata": {
     "papermill": {
-     "duration": 0.008913,
-     "end_time": "2023-07-19T21:35:43.995372",
+     "duration": 0.008513,
+     "end_time": "2023-07-31T19:07:48.429742",
      "exception": false,
-     "start_time": "2023-07-19T21:35:43.986459",
+     "start_time": "2023-07-31T19:07:48.421229",
      "status": "completed"
     },
     "tags": []
@@ -48,16 +48,16 @@
    "id": "057695ee",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:35:44.014211Z",
-     "iopub.status.busy": "2023-07-19T21:35:44.013680Z",
-     "iopub.status.idle": "2023-07-19T21:35:51.422680Z",
-     "shell.execute_reply": "2023-07-19T21:35:51.421342Z"
+     "iopub.execute_input": "2023-07-31T19:07:48.448400Z",
+     "iopub.status.busy": "2023-07-31T19:07:48.447742Z",
+     "iopub.status.idle": "2023-07-31T19:07:55.800414Z",
+     "shell.execute_reply": "2023-07-31T19:07:55.799358Z"
     },
     "papermill": {
-     "duration": 7.422578,
-     "end_time": "2023-07-19T21:35:51.426224",
+     "duration": 7.365198,
+     "end_time": "2023-07-31T19:07:55.803011",
      "exception": false,
-     "start_time": "2023-07-19T21:35:44.003646",
+     "start_time": "2023-07-31T19:07:48.437813",
      "status": "completed"
     },
     "tags": []
@@ -89,10 +89,10 @@
    "id": "fae528e5",
    "metadata": {
     "papermill": {
-     "duration": 0.009229,
-     "end_time": "2023-07-19T21:35:51.446487",
+     "duration": 0.009142,
+     "end_time": "2023-07-31T19:07:55.823263",
      "exception": false,
-     "start_time": "2023-07-19T21:35:51.437258",
+     "start_time": "2023-07-31T19:07:55.814121",
      "status": "completed"
     },
     "tags": []
@@ -107,16 +107,16 @@
    "id": "e9951ca8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:35:51.467580Z",
-     "iopub.status.busy": "2023-07-19T21:35:51.466104Z",
-     "iopub.status.idle": "2023-07-19T21:35:51.471562Z",
-     "shell.execute_reply": "2023-07-19T21:35:51.470675Z"
+     "iopub.execute_input": "2023-07-31T19:07:55.844754Z",
+     "iopub.status.busy": "2023-07-31T19:07:55.842456Z",
+     "iopub.status.idle": "2023-07-31T19:07:55.849907Z",
+     "shell.execute_reply": "2023-07-31T19:07:55.848970Z"
     },
     "papermill": {
-     "duration": 0.017993,
-     "end_time": "2023-07-19T21:35:51.473351",
+     "duration": 0.01976,
+     "end_time": "2023-07-31T19:07:55.851994",
      "exception": false,
-     "start_time": "2023-07-19T21:35:51.455358",
+     "start_time": "2023-07-31T19:07:55.832234",
      "status": "completed"
     },
     "tags": [
@@ -135,16 +135,16 @@
    "id": "5cdb0de7",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:35:51.517517Z",
-     "iopub.status.busy": "2023-07-19T21:35:51.516799Z",
-     "iopub.status.idle": "2023-07-19T21:36:00.432042Z",
-     "shell.execute_reply": "2023-07-19T21:36:00.430981Z"
+     "iopub.execute_input": "2023-07-31T19:07:55.896311Z",
+     "iopub.status.busy": "2023-07-31T19:07:55.895629Z",
+     "iopub.status.idle": "2023-07-31T19:08:06.104661Z",
+     "shell.execute_reply": "2023-07-31T19:08:06.102954Z"
     },
     "papermill": {
-     "duration": 8.928012,
-     "end_time": "2023-07-19T21:36:00.434856",
+     "duration": 10.221606,
+     "end_time": "2023-07-31T19:08:06.107282",
      "exception": false,
-     "start_time": "2023-07-19T21:35:51.506844",
+     "start_time": "2023-07-31T19:07:55.885676",
      "status": "completed"
     },
     "tags": []
@@ -162,15 +162,15 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmpag0u5yet/_downloaded_data.json\n",
+      "/tmp/tmpb6ce91la/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 1.02MMB/s]\n",
-      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 4.74MMB/s] \n",
-      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 30.9MMB/s]\n",
-      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 1.05MMB/s] \n",
-      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 23.4MMB/s]\n"
+      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 778kMB/s]\n",
+      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 3.00MMB/s] \n",
+      "units.csv: 100%|██████████| 132M/132M [00:05<00:00, 25.4MMB/s]\n",
+      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 980kMB/s]  \n",
+      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 20.4MMB/s]\n"
      ]
     }
    ],
@@ -186,10 +186,10 @@
    "id": "10965f32",
    "metadata": {
     "papermill": {
-     "duration": 0.012427,
-     "end_time": "2023-07-19T21:36:00.459937",
+     "duration": 0.013792,
+     "end_time": "2023-07-31T19:08:06.134904",
      "exception": false,
-     "start_time": "2023-07-19T21:36:00.447510",
+     "start_time": "2023-07-31T19:08:06.121112",
      "status": "completed"
     },
     "tags": []
@@ -203,10 +203,10 @@
    "id": "c9fe4ad5",
    "metadata": {
     "papermill": {
-     "duration": 0.012167,
-     "end_time": "2023-07-19T21:36:00.484144",
+     "duration": 0.013494,
+     "end_time": "2023-07-31T19:08:06.162494",
      "exception": false,
-     "start_time": "2023-07-19T21:36:00.471977",
+     "start_time": "2023-07-31T19:08:06.149000",
      "status": "completed"
     },
     "tags": []
@@ -223,10 +223,10 @@
    "id": "a29b8b7d",
    "metadata": {
     "papermill": {
-     "duration": 0.011803,
-     "end_time": "2023-07-19T21:36:00.507885",
+     "duration": 0.013057,
+     "end_time": "2023-07-31T19:08:06.188323",
      "exception": false,
-     "start_time": "2023-07-19T21:36:00.496082",
+     "start_time": "2023-07-31T19:08:06.175266",
      "status": "completed"
     },
     "tags": []
@@ -242,10 +242,10 @@
    "id": "e64aeae0",
    "metadata": {
     "papermill": {
-     "duration": 0.011908,
-     "end_time": "2023-07-19T21:36:00.531742",
+     "duration": 0.01395,
+     "end_time": "2023-07-31T19:08:06.215547",
      "exception": false,
-     "start_time": "2023-07-19T21:36:00.519834",
+     "start_time": "2023-07-31T19:08:06.201597",
      "status": "completed"
     },
     "tags": []
@@ -260,16 +260,16 @@
    "id": "fb97ecd1",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:36:00.558109Z",
-     "iopub.status.busy": "2023-07-19T21:36:00.557183Z",
-     "iopub.status.idle": "2023-07-19T21:39:13.167334Z",
-     "shell.execute_reply": "2023-07-19T21:39:13.159586Z"
+     "iopub.execute_input": "2023-07-31T19:08:06.243924Z",
+     "iopub.status.busy": "2023-07-31T19:08:06.243111Z",
+     "iopub.status.idle": "2023-07-31T19:11:33.566330Z",
+     "shell.execute_reply": "2023-07-31T19:11:33.552242Z"
     },
     "papermill": {
-     "duration": 192.768548,
-     "end_time": "2023-07-19T21:39:13.312160",
+     "duration": 207.528588,
+     "end_time": "2023-07-31T19:11:33.757265",
      "exception": false,
-     "start_time": "2023-07-19T21:36:00.543612",
+     "start_time": "2023-07-31T19:08:06.228677",
      "status": "completed"
     },
     "tags": []
@@ -279,7 +279,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "ecephys_session_1065437523.nwb: 100%|██████████| 3.20G/3.20G [01:55<00:00, 27.7MMB/s]\n"
+      "ecephys_session_1065437523.nwb: 100%|██████████| 3.20G/3.20G [02:08<00:00, 24.9MMB/s]\n"
      ]
     }
    ],
@@ -294,16 +294,16 @@
    "id": "dfcf3916",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:39:13.644109Z",
-     "iopub.status.busy": "2023-07-19T21:39:13.642606Z",
-     "iopub.status.idle": "2023-07-19T21:39:14.811318Z",
-     "shell.execute_reply": "2023-07-19T21:39:14.809904Z"
+     "iopub.execute_input": "2023-07-31T19:11:34.186103Z",
+     "iopub.status.busy": "2023-07-31T19:11:34.185684Z",
+     "iopub.status.idle": "2023-07-31T19:11:35.450664Z",
+     "shell.execute_reply": "2023-07-31T19:11:35.449790Z"
     },
     "papermill": {
-     "duration": 1.336248,
-     "end_time": "2023-07-19T21:39:14.898575",
+     "duration": 1.449163,
+     "end_time": "2023-07-31T19:11:35.527650",
      "exception": false,
-     "start_time": "2023-07-19T21:39:13.562327",
+     "start_time": "2023-07-31T19:11:34.078487",
      "status": "completed"
     },
     "tags": []
@@ -336,10 +336,10 @@
    "id": "dd26d114",
    "metadata": {
     "papermill": {
-     "duration": 0.055268,
-     "end_time": "2023-07-19T21:39:15.017262",
+     "duration": 0.069222,
+     "end_time": "2023-07-31T19:11:35.667032",
      "exception": false,
-     "start_time": "2023-07-19T21:39:14.961994",
+     "start_time": "2023-07-31T19:11:35.597810",
      "status": "completed"
     },
     "tags": []
@@ -354,16 +354,16 @@
    "id": "19e431cf",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:39:15.133439Z",
-     "iopub.status.busy": "2023-07-19T21:39:15.133022Z",
-     "iopub.status.idle": "2023-07-19T21:39:15.223424Z",
-     "shell.execute_reply": "2023-07-19T21:39:15.222006Z"
+     "iopub.execute_input": "2023-07-31T19:11:35.804037Z",
+     "iopub.status.busy": "2023-07-31T19:11:35.803348Z",
+     "iopub.status.idle": "2023-07-31T19:11:35.907999Z",
+     "shell.execute_reply": "2023-07-31T19:11:35.906885Z"
     },
     "papermill": {
-     "duration": 0.151872,
-     "end_time": "2023-07-19T21:39:15.225514",
+     "duration": 0.175196,
+     "end_time": "2023-07-31T19:11:35.910741",
      "exception": false,
-     "start_time": "2023-07-19T21:39:15.073642",
+     "start_time": "2023-07-31T19:11:35.735545",
      "status": "completed"
     },
     "tags": []
@@ -505,10 +505,10 @@
    "id": "76ecf8be",
    "metadata": {
     "papermill": {
-     "duration": 0.057281,
-     "end_time": "2023-07-19T21:39:15.339468",
+     "duration": 0.061353,
+     "end_time": "2023-07-31T19:11:37.906505",
      "exception": false,
-     "start_time": "2023-07-19T21:39:15.282187",
+     "start_time": "2023-07-31T19:11:37.845152",
      "status": "completed"
     },
     "tags": []
@@ -534,10 +534,10 @@
    "id": "7f20e83a",
    "metadata": {
     "papermill": {
-     "duration": 0.055293,
-     "end_time": "2023-07-19T21:39:17.236529",
+     "duration": 0.061897,
+     "end_time": "2023-07-31T19:11:38.030485",
      "exception": false,
-     "start_time": "2023-07-19T21:39:17.181236",
+     "start_time": "2023-07-31T19:11:37.968588",
      "status": "completed"
     },
     "tags": []
@@ -599,10 +599,10 @@
    "id": "5303614b",
    "metadata": {
     "papermill": {
-     "duration": 0.05385,
-     "end_time": "2023-07-19T21:39:17.345368",
+     "duration": 0.064934,
+     "end_time": "2023-07-31T19:11:38.160773",
      "exception": false,
-     "start_time": "2023-07-19T21:39:17.291518",
+     "start_time": "2023-07-31T19:11:38.095839",
      "status": "completed"
     },
     "tags": []
@@ -617,16 +617,16 @@
    "id": "ba1f6324",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:39:17.458475Z",
-     "iopub.status.busy": "2023-07-19T21:39:17.457165Z",
-     "iopub.status.idle": "2023-07-19T21:39:17.473730Z",
-     "shell.execute_reply": "2023-07-19T21:39:17.472815Z"
+     "iopub.execute_input": "2023-07-31T19:11:38.293399Z",
+     "iopub.status.busy": "2023-07-31T19:11:38.292607Z",
+     "iopub.status.idle": "2023-07-31T19:11:38.310596Z",
+     "shell.execute_reply": "2023-07-31T19:11:38.309206Z"
     },
     "papermill": {
-     "duration": 0.077045,
-     "end_time": "2023-07-19T21:39:17.477383",
+     "duration": 0.08434,
+     "end_time": "2023-07-31T19:11:38.312659",
      "exception": false,
-     "start_time": "2023-07-19T21:39:17.400338",
+     "start_time": "2023-07-31T19:11:38.228319",
      "status": "completed"
     },
     "tags": []
@@ -654,10 +654,10 @@
    "id": "e126c01a",
    "metadata": {
     "papermill": {
-     "duration": 0.056856,
-     "end_time": "2023-07-19T21:39:17.592827",
+     "duration": 0.066418,
+     "end_time": "2023-07-31T19:11:38.453241",
      "exception": false,
-     "start_time": "2023-07-19T21:39:17.535971",
+     "start_time": "2023-07-31T19:11:38.386823",
      "status": "completed"
     },
     "tags": []
@@ -671,10 +671,10 @@
    "id": "30ee3779",
    "metadata": {
     "papermill": {
-     "duration": 0.057768,
-     "end_time": "2023-07-19T21:39:17.709024",
+     "duration": 0.070506,
+     "end_time": "2023-07-31T19:11:38.586479",
      "exception": false,
-     "start_time": "2023-07-19T21:39:17.651256",
+     "start_time": "2023-07-31T19:11:38.515973",
      "status": "completed"
     },
     "tags": []
@@ -690,10 +690,10 @@
    "id": "f3a9fc1d",
    "metadata": {
     "papermill": {
-     "duration": 0.061478,
-     "end_time": "2023-07-19T21:39:17.828597",
+     "duration": 0.064606,
+     "end_time": "2023-07-31T19:11:38.713488",
      "exception": false,
-     "start_time": "2023-07-19T21:39:17.767119",
+     "start_time": "2023-07-31T19:11:38.648882",
      "status": "completed"
     },
     "tags": []
@@ -708,16 +708,16 @@
    "id": "2378118c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:39:17.948788Z",
-     "iopub.status.busy": "2023-07-19T21:39:17.948248Z",
-     "iopub.status.idle": "2023-07-19T21:39:18.352804Z",
-     "shell.execute_reply": "2023-07-19T21:39:18.350288Z"
+     "iopub.execute_input": "2023-07-31T19:11:38.836217Z",
+     "iopub.status.busy": "2023-07-31T19:11:38.835545Z",
+     "iopub.status.idle": "2023-07-31T19:11:39.275528Z",
+     "shell.execute_reply": "2023-07-31T19:11:39.274582Z"
     },
     "papermill": {
-     "duration": 0.468078,
-     "end_time": "2023-07-19T21:39:18.354750",
+     "duration": 0.502083,
+     "end_time": "2023-07-31T19:11:39.277375",
      "exception": false,
-     "start_time": "2023-07-19T21:39:17.886672",
+     "start_time": "2023-07-31T19:11:38.775292",
      "status": "completed"
     },
     "tags": []
@@ -726,10 +726,10 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.axis.XTick at 0x7fdb96c096a0>,\n",
-       " <matplotlib.axis.XTick at 0x7fdb96c09340>,\n",
-       " <matplotlib.axis.XTick at 0x7fdb97c32550>,\n",
-       " <matplotlib.axis.XTick at 0x7fdb96b6c310>]"
+       "[<matplotlib.axis.XTick at 0x7f0bd72d0f70>,\n",
+       " <matplotlib.axis.XTick at 0x7f0bd72d05b0>,\n",
+       " <matplotlib.axis.XTick at 0x7f0bd734c910>,\n",
+       " <matplotlib.axis.XTick at 0x7f0bd81a57f0>]"
       ]
      },
      "execution_count": 9,
@@ -772,10 +772,10 @@
    "id": "d2f86f48",
    "metadata": {
     "papermill": {
-     "duration": 0.055823,
-     "end_time": "2023-07-19T21:39:18.468889",
+     "duration": 0.067558,
+     "end_time": "2023-07-31T19:11:39.413387",
      "exception": false,
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+     "start_time": "2023-07-31T19:11:39.345829",
      "status": "completed"
     },
     "tags": []
@@ -795,16 +795,16 @@
    "id": "79343d3a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:39:18.584493Z",
-     "iopub.status.busy": "2023-07-19T21:39:18.583465Z",
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diff --git a/doc_template/examples_root/examples/nb/brain_observatory.ipynb b/doc_template/examples_root/examples/nb/brain_observatory.ipynb
index 435d362077..f8d78e1cb7 100644
--- a/doc_template/examples_root/examples/nb/brain_observatory.ipynb
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@@ -815,10 +815,10 @@
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@@ -837,16 +837,16 @@
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@@ -896,10 +896,10 @@
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@@ -918,16 +918,16 @@
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@@ -940,7 +940,7 @@
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+      "2023-07-31 20:14:53,551 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/516362573\n"
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@@ -992,10 +992,10 @@
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@@ -1014,16 +1014,16 @@
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@@ -1047,16 +1047,16 @@
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@@ -1139,10 +1139,10 @@
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@@ -1161,16 +1161,16 @@
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@@ -1183,7 +1183,7 @@
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-      "2023-07-19 22:32:43,000 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/516381662\n"
+      "2023-07-31 20:15:22,434 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/516381662\n"
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@@ -1236,10 +1236,10 @@
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@@ -1258,16 +1258,16 @@
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@@ -1280,7 +1280,7 @@
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-      "2023-07-19 22:32:48,546 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/517023824\n"
+      "2023-07-31 20:15:32,941 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/517023824\n"
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@@ -1307,16 +1307,16 @@
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@@ -1396,10 +1396,10 @@
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@@ -1418,16 +1418,16 @@
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@@ -1440,7 +1440,7 @@
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-      "2023-07-19 22:34:53,057 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/569955226\n"
+      "2023-07-31 20:18:18,671 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/569955226\n"
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@@ -1472,10 +1472,10 @@
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@@ -1493,16 +1493,16 @@
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@@ -1536,10 +1536,10 @@
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@@ -1558,16 +1558,16 @@
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@@ -1602,10 +1602,10 @@
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@@ -1624,16 +1624,16 @@
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@@ -1647,7 +1647,7 @@
      "output_type": "stream",
      "text": [
       "WARNING:allensdk.api.queries.brain_observatory_api:Downloading ophys_experiment 501940850 NWB. This can take some time.\n",
-      "2023-07-19 22:35:01,678 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/514340576\n",
+      "2023-07-31 20:18:36,875 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/514340576\n",
       "INFO:allensdk.api.api.retrieve_file_over_http:Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/514340576\n"
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@@ -1679,10 +1679,10 @@
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diff --git a/doc_template/examples_root/examples/nb/brain_observatory_analysis.ipynb b/doc_template/examples_root/examples/nb/brain_observatory_analysis.ipynb
index 588d2b3011..97764b2c6b 100644
--- a/doc_template/examples_root/examples/nb/brain_observatory_analysis.ipynb
+++ b/doc_template/examples_root/examples/nb/brain_observatory_analysis.ipynb
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@@ -29,16 +29,16 @@
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@@ -917,7 +917,7 @@
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-      "2023-07-19 22:01:36,726 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/516802541\n"
+      "2023-07-31 19:38:21,787 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/516802541\n"
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@@ -936,16 +936,16 @@
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@@ -1134,16 +1134,16 @@
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@@ -1320,10 +1320,10 @@
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@@ -1342,16 +1342,16 @@
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@@ -1364,7 +1364,7 @@
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-      "2023-07-19 22:18:19,037 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/514409433\n"
+      "2023-07-31 19:58:19,473 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/514409433\n"
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@@ -1387,16 +1387,16 @@
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@@ -1475,18 +1475,18 @@
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-    "output_dir": "/tmp/tmppntk3n26",
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     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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-   "start_time": "2023-07-19T22:00:31.649798",
+   "start_time": "2023-07-31T19:36:52.225269",
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diff --git a/doc_template/examples_root/examples/nb/brain_observatory_monitor.ipynb b/doc_template/examples_root/examples/nb/brain_observatory_monitor.ipynb
index c188d50910..ac12d6da3d 100644
--- a/doc_template/examples_root/examples/nb/brain_observatory_monitor.ipynb
+++ b/doc_template/examples_root/examples/nb/brain_observatory_monitor.ipynb
@@ -5,10 +5,10 @@
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@@ -24,16 +24,16 @@
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@@ -49,16 +49,16 @@
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@@ -77,16 +77,16 @@
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@@ -109,10 +109,10 @@
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@@ -127,16 +127,16 @@
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@@ -146,7 +146,7 @@
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-      "2023-07-19 21:39:34,184 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/528017428\n"
+      "2023-07-31 19:11:56,213 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/528017428\n"
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@@ -248,10 +248,10 @@
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@@ -266,16 +266,16 @@
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@@ -378,16 +378,16 @@
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@@ -433,16 +433,16 @@
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@@ -470,10 +470,10 @@
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@@ -488,16 +488,16 @@
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@@ -570,10 +570,10 @@
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@@ -587,10 +587,10 @@
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@@ -605,16 +605,16 @@
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@@ -680,17 +680,17 @@
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-   "output_path": "/tmp/tmpge88kap4/scratch_nb.ipynb",
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-    "output_dir": "/tmp/tmpge88kap4",
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     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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-   "start_time": "2023-07-19T21:39:28.056358",
+   "start_time": "2023-07-31T19:11:50.128928",
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diff --git a/doc_template/examples_root/examples/nb/brain_observatory_stimuli.ipynb b/doc_template/examples_root/examples/nb/brain_observatory_stimuli.ipynb
index dd246cfd77..68cc91f123 100644
--- a/doc_template/examples_root/examples/nb/brain_observatory_stimuli.ipynb
+++ b/doc_template/examples_root/examples/nb/brain_observatory_stimuli.ipynb
@@ -5,10 +5,10 @@
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@@ -26,16 +26,16 @@
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@@ -51,16 +51,16 @@
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@@ -78,16 +78,16 @@
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@@ -120,10 +120,10 @@
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@@ -139,16 +139,16 @@
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@@ -158,7 +158,7 @@
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      "output_type": "stream",
      "text": [
-      "2023-07-19 23:49:53,687 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/514340576\n"
+      "2023-07-31 21:52:37,376 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/514340576\n"
      ]
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@@ -193,10 +193,10 @@
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@@ -212,16 +212,16 @@
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@@ -231,7 +231,7 @@
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+      "2023-07-31 21:52:59,543 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/514422179\n"
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@@ -285,16 +285,16 @@
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+      "2023-07-31 21:53:22,419 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/516238128\n"
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diff --git a/doc_template/examples_root/examples/nb/cell_specimen_mapping.ipynb b/doc_template/examples_root/examples/nb/cell_specimen_mapping.ipynb
index bf35a70858..74828d8ef4 100644
--- a/doc_template/examples_root/examples/nb/cell_specimen_mapping.ipynb
+++ b/doc_template/examples_root/examples/nb/cell_specimen_mapping.ipynb
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@@ -44,16 +44,16 @@
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@@ -69,16 +69,16 @@
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@@ -96,16 +96,16 @@
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+      "2023-07-31 19:58:52,031 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/590985414\n"
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+    "output_dir": "/tmp/tmp_w_agyz_",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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-   "start_time": "2023-07-19T22:18:28.848385",
+   "start_time": "2023-07-31T19:58:48.520709",
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diff --git a/doc_template/examples_root/examples/nb/cell_types.ipynb b/doc_template/examples_root/examples/nb/cell_types.ipynb
index 2d2e418bee..7a7da3b95b 100644
--- a/doc_template/examples_root/examples/nb/cell_types.ipynb
+++ b/doc_template/examples_root/examples/nb/cell_types.ipynb
@@ -5,10 +5,10 @@
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@@ -32,16 +32,16 @@
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@@ -60,16 +60,16 @@
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@@ -90,16 +90,16 @@
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@@ -112,7 +112,7 @@
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+      "2023-07-31 21:04:47,358 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/491202878\n"
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@@ -141,16 +141,16 @@
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@@ -179,16 +179,16 @@
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diff --git a/doc_template/examples_root/examples/nb/download_data_via_api.ipynb b/doc_template/examples_root/examples/nb/download_data_via_api.ipynb
index 64f1601d32..b0cfd5438b 100644
--- a/doc_template/examples_root/examples/nb/download_data_via_api.ipynb
+++ b/doc_template/examples_root/examples/nb/download_data_via_api.ipynb
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@@ -267,16 +267,16 @@
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+     "iopub.status.busy": "2023-07-31T21:54:01.032408Z",
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      "status": "completed"
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@@ -314,10 +314,10 @@
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      "exception": false,
-     "start_time": "2023-07-19T23:50:43.809963",
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      "status": "completed"
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@@ -332,16 +332,16 @@
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-     "iopub.status.idle": "2023-07-19T23:50:43.833647Z",
-     "shell.execute_reply": "2023-07-19T23:50:43.832609Z"
+     "iopub.execute_input": "2023-07-31T21:54:01.183625Z",
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@@ -356,10 +356,10 @@
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      "status": "completed"
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@@ -386,16 +386,16 @@
    "id": "88d5b178",
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-     "iopub.execute_input": "2023-07-19T23:50:43.860515Z",
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-     "shell.execute_reply": "2023-07-19T23:50:44.417772Z"
+     "iopub.execute_input": "2023-07-31T21:54:01.216555Z",
+     "iopub.status.busy": "2023-07-31T21:54:01.215479Z",
+     "iopub.status.idle": "2023-07-31T21:54:03.164325Z",
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-     "start_time": "2023-07-19T23:50:43.852487",
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@@ -405,11 +405,11 @@
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      "text": [
-      "2023-07-19 23:50:43,863 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=projection_density&resolution=100\n",
-      "2023-07-19 23:50:44,045 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=projection_energy&resolution=100\n",
-      "2023-07-19 23:50:44,180 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=injection_fraction&resolution=100\n",
-      "2023-07-19 23:50:44,250 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=injection_density&resolution=100\n",
-      "2023-07-19 23:50:44,332 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=injection_energy&resolution=100\n"
+      "2023-07-31 21:54:01,219 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=projection_density&resolution=100\n",
+      "2023-07-31 21:54:01,496 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=projection_energy&resolution=100\n",
+      "2023-07-31 21:54:02,819 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=injection_fraction&resolution=100\n",
+      "2023-07-31 21:54:02,938 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=injection_density&resolution=100\n",
+      "2023-07-31 21:54:03,049 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/183282970?image=injection_energy&resolution=100\n"
      ]
     }
    ],
@@ -444,10 +444,10 @@
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@@ -462,16 +462,16 @@
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    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:50:44.450485Z",
-     "iopub.status.busy": "2023-07-19T23:50:44.449518Z",
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-     "shell.execute_reply": "2023-07-19T23:50:44.823984Z"
+     "iopub.execute_input": "2023-07-31T21:54:03.195338Z",
+     "iopub.status.busy": "2023-07-31T21:54:03.194639Z",
+     "iopub.status.idle": "2023-07-31T21:54:03.675174Z",
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@@ -481,9 +481,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_4440/1972217619.py:1: VisibleDeprecationWarning: Function download_expression_grid_data is deprecated. Use download_gene_expression_grid_data instead\n",
+      "/tmp/ipykernel_4600/1972217619.py:1: VisibleDeprecationWarning: Function download_expression_grid_data is deprecated. Use download_gene_expression_grid_data instead\n",
       "  gda.download_expression_grid_data(\n",
-      "2023-07-19 23:50:44,452 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download/183282970?include=projection_density,projection_energy,injection_fraction,injection_density,injection_energy\n"
+      "2023-07-31 21:54:03,196 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download/183282970?include=projection_density,projection_energy,injection_fraction,injection_density,injection_energy\n"
      ]
     }
    ],
@@ -500,10 +500,10 @@
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@@ -517,10 +517,10 @@
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@@ -536,16 +536,16 @@
    "id": "3ffe3c15",
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-     "iopub.status.busy": "2023-07-19T23:50:44.867878Z",
-     "iopub.status.idle": "2023-07-19T23:50:44.879036Z",
-     "shell.execute_reply": "2023-07-19T23:50:44.878226Z"
+     "iopub.execute_input": "2023-07-31T21:54:03.723474Z",
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+     "iopub.status.idle": "2023-07-31T21:54:03.733171Z",
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@@ -620,10 +620,10 @@
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@@ -638,10 +638,10 @@
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-     "end_time": "2023-07-19T23:50:44.905372",
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      "status": "completed"
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@@ -655,10 +655,10 @@
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    "metadata": {
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-     "end_time": "2023-07-19T23:50:44.917446",
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      "status": "completed"
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@@ -672,10 +672,10 @@
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    "metadata": {
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-     "end_time": "2023-07-19T23:50:44.930260",
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      "exception": false,
-     "start_time": "2023-07-19T23:50:44.923525",
+     "start_time": "2023-07-31T21:54:03.790812",
      "status": "completed"
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@@ -689,10 +689,10 @@
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    "metadata": {
     "papermill": {
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-     "end_time": "2023-07-19T23:50:44.942581",
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      "exception": false,
-     "start_time": "2023-07-19T23:50:44.936441",
+     "start_time": "2023-07-31T21:54:03.805449",
      "status": "completed"
     },
     "tags": []
@@ -706,10 +706,10 @@
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    "metadata": {
     "papermill": {
-     "duration": 0.005965,
-     "end_time": "2023-07-19T23:50:44.954734",
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      "exception": false,
-     "start_time": "2023-07-19T23:50:44.948769",
+     "start_time": "2023-07-31T21:54:03.820049",
      "status": "completed"
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@@ -723,10 +723,10 @@
    "id": "fb406063",
    "metadata": {
     "papermill": {
-     "duration": 0.007395,
-     "end_time": "2023-07-19T23:50:44.968050",
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      "exception": false,
-     "start_time": "2023-07-19T23:50:44.960655",
+     "start_time": "2023-07-31T21:54:03.834366",
      "status": "completed"
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@@ -740,10 +740,10 @@
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    "metadata": {
     "papermill": {
-     "duration": 0.006457,
-     "end_time": "2023-07-19T23:50:44.982024",
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      "exception": false,
-     "start_time": "2023-07-19T23:50:44.975567",
+     "start_time": "2023-07-31T21:54:03.848407",
      "status": "completed"
     },
     "tags": []
@@ -759,16 +759,16 @@
    "id": "0ad6597c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:50:44.996329Z",
-     "iopub.status.busy": "2023-07-19T23:50:44.995909Z",
-     "iopub.status.idle": "2023-07-19T23:50:45.550469Z",
-     "shell.execute_reply": "2023-07-19T23:50:45.549642Z"
+     "iopub.execute_input": "2023-07-31T21:54:03.871905Z",
+     "iopub.status.busy": "2023-07-31T21:54:03.871322Z",
+     "iopub.status.idle": "2023-07-31T21:54:05.412339Z",
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     },
     "papermill": {
-     "duration": 0.564515,
-     "end_time": "2023-07-19T23:50:45.552746",
+     "duration": 1.552012,
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      "exception": false,
-     "start_time": "2023-07-19T23:50:44.988231",
+     "start_time": "2023-07-31T21:54:03.863269",
      "status": "completed"
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     "tags": []
@@ -778,7 +778,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2023-07-19 23:50:44,997 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://download.alleninstitute.org/informatics-archive/current-release/mouse_ccf/annotation/ccf_2015/annotation_25.nrrd\n"
+      "2023-07-31 21:54:03,873 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://download.alleninstitute.org/informatics-archive/current-release/mouse_ccf/annotation/ccf_2015/annotation_25.nrrd\n"
      ]
     }
    ],
@@ -798,10 +798,10 @@
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     "papermill": {
-     "duration": 0.006976,
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+     "start_time": "2023-07-31T21:54:05.423078",
      "status": "completed"
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     "tags": []
@@ -831,17 +831,17 @@
   },
   "papermill": {
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-   "duration": 5.636834,
-   "end_time": "2023-07-19T23:50:45.891465",
+   "duration": 8.691291,
+   "end_time": "2023-07-31T21:54:05.859137",
    "environment_variables": {},
    "exception": null,
    "input_path": "doc_template/examples_root/examples/nb/download_data_via_api.ipynb",
-   "output_path": "/tmp/tmpkt73myxm/scratch_nb.ipynb",
+   "output_path": "/tmp/tmpp86jm5wl/scratch_nb.ipynb",
    "parameters": {
-    "output_dir": "/tmp/tmpkt73myxm",
+    "output_dir": "/tmp/tmpp86jm5wl",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
    },
-   "start_time": "2023-07-19T23:50:40.254631",
+   "start_time": "2023-07-31T21:53:57.167846",
    "version": "2.4.0"
   }
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diff --git a/doc_template/examples_root/examples/nb/ecephys_data_access.ipynb b/doc_template/examples_root/examples/nb/ecephys_data_access.ipynb
index 8879745f20..91a6205bc9 100644
--- a/doc_template/examples_root/examples/nb/ecephys_data_access.ipynb
+++ b/doc_template/examples_root/examples/nb/ecephys_data_access.ipynb
@@ -5,10 +5,10 @@
    "id": "4af47151",
    "metadata": {
     "papermill": {
-     "duration": 0.013521,
-     "end_time": "2023-07-19T23:28:11.444263",
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      "exception": false,
-     "start_time": "2023-07-19T23:28:11.430742",
+     "start_time": "2023-07-31T21:24:50.226435",
      "status": "completed"
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@@ -41,10 +41,10 @@
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      "exception": false,
-     "start_time": "2023-07-19T23:28:11.455276",
+     "start_time": "2023-07-31T21:24:50.250131",
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diff --git a/doc_template/examples_root/examples/nb/ecephys_lfp_analysis.ipynb b/doc_template/examples_root/examples/nb/ecephys_lfp_analysis.ipynb
index 2c855f9ce0..e7265aabc0 100644
--- a/doc_template/examples_root/examples/nb/ecephys_lfp_analysis.ipynb
+++ b/doc_template/examples_root/examples/nb/ecephys_lfp_analysis.ipynb
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@@ -143,16 +143,16 @@
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@@ -169,10 +169,10 @@
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@@ -187,16 +187,16 @@
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@@ -239,10 +239,10 @@
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@@ -257,16 +257,16 @@
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@@ -413,16 +413,16 @@
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@@ -451,10 +451,10 @@
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@@ -473,16 +473,16 @@
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@@ -513,10 +513,10 @@
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@@ -531,16 +531,16 @@
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@@ -599,16 +599,16 @@
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@@ -634,10 +634,10 @@
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@@ -654,16 +654,16 @@
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@@ -713,10 +713,10 @@
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@@ -730,10 +730,10 @@
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@@ -748,16 +748,16 @@
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@@ -768,7 +768,7 @@
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-      "Downloading: 100%|██████████| 2.46G/2.46G [00:53<00:00, 45.6MB/s]\n"
+      "Downloading: 100%|██████████| 2.46G/2.46G [01:51<00:00, 22.0MB/s]\n"
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@@ -783,10 +783,10 @@
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@@ -803,16 +803,16 @@
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@@ -1200,7 +1200,7 @@
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        "Coordinates:\n",
        "  * time     (time) float64 13.58 13.58 13.58 ... 9.637e+03 9.637e+03 9.637e+03\n",
-       "  * channel  (channel) int64 850258492 850258500 ... 850259236 850259244</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12028993</li><li><span class='xr-has-index'>channel</span>: 95</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0fef934d-5e88-4c9b-b26a-e0def3377438' class='xr-array-in' type='checkbox' checked><label for='section-0fef934d-5e88-4c9b-b26a-e0def3377438' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-2.438e-05 -3.081e-05 -3.198e-05 ... 3.042e-05 -1.95e-06 -1.95e-07</span></div><div class='xr-array-data'><pre>array([[-2.43750e-05, -3.08100e-05, -3.19800e-05, ..., -1.95000e-07,\n",
+       "  * channel  (channel) int64 850258492 850258500 ... 850259236 850259244</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12028993</li><li><span class='xr-has-index'>channel</span>: 95</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-867b7243-5ef3-4600-a170-ad3202bac52c' class='xr-array-in' type='checkbox' checked><label for='section-867b7243-5ef3-4600-a170-ad3202bac52c' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-2.438e-05 -3.081e-05 -3.198e-05 ... 3.042e-05 -1.95e-06 -1.95e-07</span></div><div class='xr-array-data'><pre>array([[-2.43750e-05, -3.08100e-05, -3.19800e-05, ..., -1.95000e-07,\n",
        "        -1.34550e-05, -1.15050e-05],\n",
        "       [-4.44600e-05, -3.31500e-05, -1.42350e-05, ...,  1.95000e-06,\n",
        "        -2.49600e-05, -1.34550e-05],\n",
@@ -1212,8 +1212,8 @@
        "       [-1.93050e-05, -7.17600e-05, -4.25100e-05, ...,  6.10350e-05,\n",
        "        -9.75000e-07,  1.15050e-05],\n",
        "       [-2.73000e-05, -7.21500e-05, -6.24000e-05, ...,  3.04200e-05,\n",
-       "        -1.95000e-06, -1.95000e-07]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-9c079d76-17e7-4d7b-930b-0c62db6f8c94' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9c079d76-17e7-4d7b-930b-0c62db6f8c94' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>13.58 13.58 ... 9.637e+03 9.637e+03</div><input id='attrs-98cb0573-0ef3-47c1-8fd0-1376fa1733e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-98cb0573-0ef3-47c1-8fd0-1376fa1733e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68899f67-5aec-4412-bf73-240980289262' class='xr-var-data-in' type='checkbox'><label for='data-68899f67-5aec-4412-bf73-240980289262' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  13.581063,   13.581863,   13.582663, ..., 9636.777657, 9636.778457,\n",
-       "       9636.779257])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>850258492 850258500 ... 850259244</div><input id='attrs-f5c12451-a14e-4d2b-8461-3b5a61086f2d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f5c12451-a14e-4d2b-8461-3b5a61086f2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d30286a-a439-4a9c-aca8-802a348659e7' class='xr-var-data-in' type='checkbox'><label for='data-6d30286a-a439-4a9c-aca8-802a348659e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
+       "        -1.95000e-06, -1.95000e-07]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-57a8cdeb-b0f4-41b5-8cd0-6ef49b55c038' class='xr-section-summary-in' type='checkbox'  checked><label for='section-57a8cdeb-b0f4-41b5-8cd0-6ef49b55c038' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>13.58 13.58 ... 9.637e+03 9.637e+03</div><input id='attrs-3e178ccd-ce41-4a27-83d7-1d39ef2eb471' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3e178ccd-ce41-4a27-83d7-1d39ef2eb471' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef33826d-a001-4b07-9351-60a2d3516e28' class='xr-var-data-in' type='checkbox'><label for='data-ef33826d-a001-4b07-9351-60a2d3516e28' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  13.581063,   13.581863,   13.582663, ..., 9636.777657, 9636.778457,\n",
+       "       9636.779257])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>850258492 850258500 ... 850259244</div><input id='attrs-646d28e9-b403-4f09-86e0-793acb141433' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-646d28e9-b403-4f09-86e0-793acb141433' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad18a22e-a543-4df0-9b22-aa2950b8a1bc' class='xr-var-data-in' type='checkbox'><label for='data-ad18a22e-a543-4df0-9b22-aa2950b8a1bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
        "       850258540, 850258548, 850258556, 850258564, 850258572, 850258580,\n",
        "       850258588, 850258596, 850258604, 850258612, 850258620, 850258628,\n",
        "       850258636, 850258644, 850258652, 850258660, 850258668, 850258676,\n",
@@ -1228,7 +1228,7 @@
        "       850259068, 850259076, 850259084, 850259092, 850259100, 850259108,\n",
        "       850259116, 850259124, 850259132, 850259140, 850259148, 850259156,\n",
        "       850259164, 850259172, 850259180, 850259188, 850259196, 850259204,\n",
-       "       850259212, 850259220, 850259228, 850259236, 850259244])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5e8af69b-f8e4-4c93-b15e-1cf7877e53bd' class='xr-section-summary-in' type='checkbox'  ><label for='section-5e8af69b-f8e4-4c93-b15e-1cf7877e53bd' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e1a7b097-b0fe-4e1b-989e-e78aad38c0c1' class='xr-index-data-in' type='checkbox'/><label for='index-e1a7b097-b0fe-4e1b-989e-e78aad38c0c1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([13.581062887668317, 13.581862888050203, 13.582662888432088,\n",
+       "       850259212, 850259220, 850259228, 850259236, 850259244])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab9bfbba-b3a3-4745-a3ed-a5023024e191' class='xr-section-summary-in' type='checkbox'  ><label for='section-ab9bfbba-b3a3-4745-a3ed-a5023024e191' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-60784cf9-bd96-467b-a58b-e4f2abe25f17' class='xr-index-data-in' type='checkbox'/><label for='index-60784cf9-bd96-467b-a58b-e4f2abe25f17' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([13.581062887668317, 13.581862888050203, 13.582662888432088,\n",
        "              13.583462888813974,  13.58426288919586, 13.585062889577745,\n",
        "              13.585862889959632, 13.586662890341518, 13.587462890723403,\n",
        "               13.58826289110529,\n",
@@ -1237,7 +1237,7 @@
        "               9636.774456587355,  9636.775256587736,  9636.776056588118,\n",
        "                 9636.7768565885,  9636.777656588882,  9636.778456589263,\n",
        "               9636.779256589645],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=12028993))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-aa34dce1-4800-4bdc-ad04-93960855e951' class='xr-index-data-in' type='checkbox'/><label for='index-aa34dce1-4800-4bdc-ad04-93960855e951' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=12028993))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-799dcb3e-ee13-495a-87bb-c25d30cb9ba4' class='xr-index-data-in' type='checkbox'/><label for='index-799dcb3e-ee13-495a-87bb-c25d30cb9ba4' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
        "            850258540, 850258548, 850258556, 850258564, 850258572, 850258580,\n",
        "            850258588, 850258596, 850258604, 850258612, 850258620, 850258628,\n",
        "            850258636, 850258644, 850258652, 850258660, 850258668, 850258676,\n",
@@ -1253,7 +1253,7 @@
        "            850259116, 850259124, 850259132, 850259140, 850259148, 850259156,\n",
        "            850259164, 850259172, 850259180, 850259188, 850259196, 850259204,\n",
        "            850259212, 850259220, 850259228, 850259236, 850259244],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b74f294f-299f-48f5-8acf-a6b096e79516' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b74f294f-299f-48f5-8acf-a6b096e79516' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "           dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8b4717b0-f56e-4a65-9f36-e2fd3efc48f4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8b4717b0-f56e-4a65-9f36-e2fd3efc48f4' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'LFP' (time: 12028993, channel: 95)>\n",
@@ -1289,10 +1289,10 @@
    "id": "2124cd0c",
    "metadata": {
     "papermill": {
-     "duration": 0.080347,
-     "end_time": "2023-07-19T23:24:29.706797",
+     "duration": 0.169409,
+     "end_time": "2023-07-31T21:21:05.171456",
      "exception": false,
-     "start_time": "2023-07-19T23:24:29.626450",
+     "start_time": "2023-07-31T21:21:05.002047",
      "status": "completed"
     },
     "tags": []
@@ -1311,16 +1311,16 @@
    "id": "78adcd35",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:24:29.863810Z",
-     "iopub.status.busy": "2023-07-19T23:24:29.863436Z",
-     "iopub.status.idle": "2023-07-19T23:24:30.944798Z",
-     "shell.execute_reply": "2023-07-19T23:24:30.942377Z"
+     "iopub.execute_input": "2023-07-31T21:21:05.604373Z",
+     "iopub.status.busy": "2023-07-31T21:21:05.603817Z",
+     "iopub.status.idle": "2023-07-31T21:21:06.622205Z",
+     "shell.execute_reply": "2023-07-31T21:21:06.621271Z"
     },
     "papermill": {
-     "duration": 1.161809,
-     "end_time": "2023-07-19T23:24:30.947464",
+     "duration": 1.283378,
+     "end_time": "2023-07-31T21:21:06.625065",
      "exception": false,
-     "start_time": "2023-07-19T23:24:29.785655",
+     "start_time": "2023-07-31T21:21:05.341687",
      "status": "completed"
     },
     "tags": []
@@ -1708,7 +1708,7 @@
        "         2.14500005e-06, -1.67700000e-05, -2.73000001e-06]], dtype=float32)\n",
        "Coordinates:\n",
        "  * time     (time) float64 100.0 100.0 100.0 100.0 ... 101.0 101.0 101.0 101.0\n",
-       "  * channel  (channel) int64 850258492 850258500 ... 850259236 850259244</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1250</li><li><span class='xr-has-index'>channel</span>: 95</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b8c5dc6f-5f95-4566-85f8-6c98a10a6b21' class='xr-array-in' type='checkbox' checked><label for='section-b8c5dc6f-5f95-4566-85f8-6c98a10a6b21' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0001501 0.00015 0.0001657 ... 2.145e-06 -1.677e-05 -2.73e-06</span></div><div class='xr-array-data'><pre>array([[ 1.50149994e-04,  1.49954998e-04,  1.65749996e-04, ...,\n",
+       "  * channel  (channel) int64 850258492 850258500 ... 850259236 850259244</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1250</li><li><span class='xr-has-index'>channel</span>: 95</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a499f6f4-af11-4ff3-ad7c-586d8f4e9737' class='xr-array-in' type='checkbox' checked><label for='section-a499f6f4-af11-4ff3-ad7c-586d8f4e9737' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0001501 0.00015 0.0001657 ... 2.145e-06 -1.677e-05 -2.73e-06</span></div><div class='xr-array-data'><pre>array([[ 1.50149994e-04,  1.49954998e-04,  1.65749996e-04, ...,\n",
        "         4.68000007e-06,  2.30099995e-05, -1.13099995e-05],\n",
        "       [ 1.64190002e-04,  1.41569995e-04,  1.50734995e-04, ...,\n",
        "         6.62999992e-06,  1.18950002e-05, -1.30649996e-05],\n",
@@ -1720,8 +1720,8 @@
        "       [-1.87200003e-05, -5.75249978e-05, -4.93349980e-05, ...,\n",
        "         8.38500000e-06, -2.00849991e-05, -5.26499980e-06],\n",
        "       [-3.17849990e-05, -5.53799982e-05, -4.17299998e-05, ...,\n",
-       "         2.14500005e-06, -1.67700000e-05, -2.73000001e-06]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-418a9260-ad49-4c36-85f5-7e9293c6e792' class='xr-section-summary-in' type='checkbox'  checked><label for='section-418a9260-ad49-4c36-85f5-7e9293c6e792' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>100.0 100.0 100.0 ... 101.0 101.0</div><input id='attrs-2d3a4632-eaf0-4061-8809-3703d8d22867' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d3a4632-eaf0-4061-8809-3703d8d22867' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-422fab56-b0fe-4814-aeb4-f44722cd0d0f' class='xr-var-data-in' type='checkbox'><label for='data-422fab56-b0fe-4814-aeb4-f44722cd0d0f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([100.000304, 100.001104, 100.001904, ..., 100.997905, 100.998705,\n",
-       "       100.999505])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>850258492 850258500 ... 850259244</div><input id='attrs-7a358b41-e1fd-4b50-95e6-fc1e25f122f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a358b41-e1fd-4b50-95e6-fc1e25f122f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c64f90c-097a-4f08-bc8f-5c02386090d2' class='xr-var-data-in' type='checkbox'><label for='data-9c64f90c-097a-4f08-bc8f-5c02386090d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
+       "         2.14500005e-06, -1.67700000e-05, -2.73000001e-06]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-44fe1ca4-13f7-42ed-a0b2-aac58946c0a1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-44fe1ca4-13f7-42ed-a0b2-aac58946c0a1' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>100.0 100.0 100.0 ... 101.0 101.0</div><input id='attrs-e9cdd0e9-7d40-4379-882a-08aa4868b923' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9cdd0e9-7d40-4379-882a-08aa4868b923' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2614b9bf-c6b6-4180-8948-0dbf3b2ac1b5' class='xr-var-data-in' type='checkbox'><label for='data-2614b9bf-c6b6-4180-8948-0dbf3b2ac1b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([100.000304, 100.001104, 100.001904, ..., 100.997905, 100.998705,\n",
+       "       100.999505])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>850258492 850258500 ... 850259244</div><input id='attrs-54c73eb6-9431-4d4c-ab94-11f6948f25bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54c73eb6-9431-4d4c-ab94-11f6948f25bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d4d833e-40b1-4cfc-8977-04ad737067d3' class='xr-var-data-in' type='checkbox'><label for='data-9d4d833e-40b1-4cfc-8977-04ad737067d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
        "       850258540, 850258548, 850258556, 850258564, 850258572, 850258580,\n",
        "       850258588, 850258596, 850258604, 850258612, 850258620, 850258628,\n",
        "       850258636, 850258644, 850258652, 850258660, 850258668, 850258676,\n",
@@ -1736,7 +1736,7 @@
        "       850259068, 850259076, 850259084, 850259092, 850259100, 850259108,\n",
        "       850259116, 850259124, 850259132, 850259140, 850259148, 850259156,\n",
        "       850259164, 850259172, 850259180, 850259188, 850259196, 850259204,\n",
-       "       850259212, 850259220, 850259228, 850259236, 850259244])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dee44766-304c-4295-b617-a1457415acad' class='xr-section-summary-in' type='checkbox'  ><label for='section-dee44766-304c-4295-b617-a1457415acad' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2f339e69-01cc-4e5c-b5f5-dbe9ca2f3785' class='xr-index-data-in' type='checkbox'/><label for='index-2f339e69-01cc-4e5c-b5f5-dbe9ca2f3785' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([100.00030414050667, 100.00110414088854, 100.00190414127044,\n",
+       "       850259212, 850259220, 850259228, 850259236, 850259244])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fa75fe68-5d81-4846-a7d2-7c5dfde14751' class='xr-section-summary-in' type='checkbox'  ><label for='section-fa75fe68-5d81-4846-a7d2-7c5dfde14751' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1f5e226c-7e1e-48de-9b69-f09634c85458' class='xr-index-data-in' type='checkbox'/><label for='index-1f5e226c-7e1e-48de-9b69-f09634c85458' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([100.00030414050667, 100.00110414088854, 100.00190414127044,\n",
        "              100.00270414165232, 100.00350414203422, 100.00430414241609,\n",
        "              100.00510414279796, 100.00590414317986, 100.00670414356173,\n",
        "              100.00750414394363,\n",
@@ -1745,7 +1745,7 @@
        "              100.99470461519078, 100.99550461557268, 100.99630461595456,\n",
        "              100.99710461633643, 100.99790461671833,  100.9987046171002,\n",
        "               100.9995046174821],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=1250))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-809c214f-ce46-40fd-b22b-bdb8feff2e4e' class='xr-index-data-in' type='checkbox'/><label for='index-809c214f-ce46-40fd-b22b-bdb8feff2e4e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=1250))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c03cb6dc-7796-400c-abaf-f50498365171' class='xr-index-data-in' type='checkbox'/><label for='index-c03cb6dc-7796-400c-abaf-f50498365171' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
        "            850258540, 850258548, 850258556, 850258564, 850258572, 850258580,\n",
        "            850258588, 850258596, 850258604, 850258612, 850258620, 850258628,\n",
        "            850258636, 850258644, 850258652, 850258660, 850258668, 850258676,\n",
@@ -1761,7 +1761,7 @@
        "            850259116, 850259124, 850259132, 850259140, 850259148, 850259156,\n",
        "            850259164, 850259172, 850259180, 850259188, 850259196, 850259204,\n",
        "            850259212, 850259220, 850259228, 850259236, 850259244],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c8e0e69e-cdaf-4ba4-800c-2979d1f3a94f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c8e0e69e-cdaf-4ba4-800c-2979d1f3a94f' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "           dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7cdbafae-f1c5-44c0-a5b7-ba61f92fadf5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7cdbafae-f1c5-44c0-a5b7-ba61f92fadf5' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'LFP' (time: 1250, channel: 95)>\n",
@@ -1799,10 +1799,10 @@
    "id": "e659b5c2",
    "metadata": {
     "papermill": {
-     "duration": 0.084862,
-     "end_time": "2023-07-19T23:24:31.115504",
+     "duration": 0.173303,
+     "end_time": "2023-07-31T21:21:07.005964",
      "exception": false,
-     "start_time": "2023-07-19T23:24:31.030642",
+     "start_time": "2023-07-31T21:21:06.832661",
      "status": "completed"
     },
     "tags": []
@@ -1819,16 +1819,16 @@
    "id": "4b201aed",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:24:31.277764Z",
-     "iopub.status.busy": "2023-07-19T23:24:31.277040Z",
-     "iopub.status.idle": "2023-07-19T23:24:32.352800Z",
-     "shell.execute_reply": "2023-07-19T23:24:32.351861Z"
+     "iopub.execute_input": "2023-07-31T21:21:07.345698Z",
+     "iopub.status.busy": "2023-07-31T21:21:07.345145Z",
+     "iopub.status.idle": "2023-07-31T21:21:08.648789Z",
+     "shell.execute_reply": "2023-07-31T21:21:08.646871Z"
     },
     "papermill": {
-     "duration": 1.163413,
-     "end_time": "2023-07-19T23:24:32.358577",
+     "duration": 1.476223,
+     "end_time": "2023-07-31T21:21:08.651622",
      "exception": false,
-     "start_time": "2023-07-19T23:24:31.195164",
+     "start_time": "2023-07-31T21:21:07.175399",
      "status": "completed"
     },
     "tags": []
@@ -1867,10 +1867,10 @@
    "id": "2c78a1ab",
    "metadata": {
     "papermill": {
-     "duration": 0.080979,
-     "end_time": "2023-07-19T23:24:32.526794",
+     "duration": 0.179981,
+     "end_time": "2023-07-31T21:21:09.006516",
      "exception": false,
-     "start_time": "2023-07-19T23:24:32.445815",
+     "start_time": "2023-07-31T21:21:08.826535",
      "status": "completed"
     },
     "tags": []
@@ -1885,16 +1885,16 @@
    "id": "4406d13d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:24:32.689523Z",
-     "iopub.status.busy": "2023-07-19T23:24:32.688896Z",
-     "iopub.status.idle": "2023-07-19T23:24:34.021737Z",
-     "shell.execute_reply": "2023-07-19T23:24:34.019931Z"
+     "iopub.execute_input": "2023-07-31T21:21:09.358598Z",
+     "iopub.status.busy": "2023-07-31T21:21:09.358032Z",
+     "iopub.status.idle": "2023-07-31T21:21:10.777188Z",
+     "shell.execute_reply": "2023-07-31T21:21:10.774363Z"
     },
     "papermill": {
-     "duration": 1.422314,
-     "end_time": "2023-07-19T23:24:34.029270",
+     "duration": 1.604329,
+     "end_time": "2023-07-31T21:21:10.788238",
      "exception": false,
-     "start_time": "2023-07-19T23:24:32.606956",
+     "start_time": "2023-07-31T21:21:09.183909",
      "status": "completed"
     },
     "tags": []
@@ -1924,10 +1924,10 @@
    "id": "2aee4be5",
    "metadata": {
     "papermill": {
-     "duration": 0.088768,
-     "end_time": "2023-07-19T23:24:34.248853",
+     "duration": 0.182411,
+     "end_time": "2023-07-31T21:21:11.153063",
      "exception": false,
-     "start_time": "2023-07-19T23:24:34.160085",
+     "start_time": "2023-07-31T21:21:10.970652",
      "status": "completed"
     },
     "tags": []
@@ -1951,16 +1951,16 @@
    "id": "e96de66d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:24:34.425808Z",
-     "iopub.status.busy": "2023-07-19T23:24:34.425401Z",
-     "iopub.status.idle": "2023-07-19T23:24:35.409743Z",
-     "shell.execute_reply": "2023-07-19T23:24:35.408741Z"
+     "iopub.execute_input": "2023-07-31T21:21:11.530201Z",
+     "iopub.status.busy": "2023-07-31T21:21:11.529657Z",
+     "iopub.status.idle": "2023-07-31T21:21:12.599428Z",
+     "shell.execute_reply": "2023-07-31T21:21:12.598551Z"
     },
     "papermill": {
-     "duration": 1.076162,
-     "end_time": "2023-07-19T23:24:35.412319",
+     "duration": 1.24182,
+     "end_time": "2023-07-31T21:21:12.601545",
      "exception": false,
-     "start_time": "2023-07-19T23:24:34.336157",
+     "start_time": "2023-07-31T21:21:11.359725",
      "status": "completed"
     },
     "tags": []
@@ -1995,10 +1995,10 @@
    "id": "ca16a93f",
    "metadata": {
     "papermill": {
-     "duration": 0.095525,
-     "end_time": "2023-07-19T23:24:35.609042",
+     "duration": 0.192082,
+     "end_time": "2023-07-31T21:21:13.000924",
      "exception": false,
-     "start_time": "2023-07-19T23:24:35.513517",
+     "start_time": "2023-07-31T21:21:12.808842",
      "status": "completed"
     },
     "tags": []
@@ -2018,10 +2018,10 @@
    "id": "37ef8440",
    "metadata": {
     "papermill": {
-     "duration": 0.092296,
-     "end_time": "2023-07-19T23:24:35.794153",
+     "duration": 0.181397,
+     "end_time": "2023-07-31T21:21:13.373548",
      "exception": false,
-     "start_time": "2023-07-19T23:24:35.701857",
+     "start_time": "2023-07-31T21:21:13.192151",
      "status": "completed"
     },
     "tags": []
@@ -2035,10 +2035,10 @@
    "id": "dd96a7b8",
    "metadata": {
     "papermill": {
-     "duration": 0.094569,
-     "end_time": "2023-07-19T23:24:35.982014",
+     "duration": 0.179718,
+     "end_time": "2023-07-31T21:21:13.735475",
      "exception": false,
-     "start_time": "2023-07-19T23:24:35.887445",
+     "start_time": "2023-07-31T21:21:13.555757",
      "status": "completed"
     },
     "tags": []
@@ -2057,16 +2057,16 @@
    "id": "60226c5f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:24:36.177405Z",
-     "iopub.status.busy": "2023-07-19T23:24:36.177030Z",
-     "iopub.status.idle": "2023-07-19T23:24:53.433981Z",
-     "shell.execute_reply": "2023-07-19T23:24:53.432473Z"
+     "iopub.execute_input": "2023-07-31T21:21:14.100893Z",
+     "iopub.status.busy": "2023-07-31T21:21:14.100327Z",
+     "iopub.status.idle": "2023-07-31T21:21:30.827802Z",
+     "shell.execute_reply": "2023-07-31T21:21:30.826822Z"
     },
     "papermill": {
-     "duration": 17.360727,
-     "end_time": "2023-07-19T23:24:53.437447",
+     "duration": 16.914956,
+     "end_time": "2023-07-31T21:21:30.830076",
      "exception": false,
-     "start_time": "2023-07-19T23:24:36.076720",
+     "start_time": "2023-07-31T21:21:13.915120",
      "status": "completed"
     },
     "scrolled": true,
@@ -2085,10 +2085,10 @@
    "id": "b63f9c4c",
    "metadata": {
     "papermill": {
-     "duration": 0.085833,
-     "end_time": "2023-07-19T23:24:53.610735",
+     "duration": 0.184859,
+     "end_time": "2023-07-31T21:21:31.193532",
      "exception": false,
-     "start_time": "2023-07-19T23:24:53.524902",
+     "start_time": "2023-07-31T21:21:31.008673",
      "status": "completed"
     },
     "tags": []
@@ -2103,16 +2103,16 @@
    "id": "c6c4550c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:24:53.788728Z",
-     "iopub.status.busy": "2023-07-19T23:24:53.788171Z",
-     "iopub.status.idle": "2023-07-19T23:24:54.698559Z",
-     "shell.execute_reply": "2023-07-19T23:24:54.697403Z"
+     "iopub.execute_input": "2023-07-31T21:21:31.582278Z",
+     "iopub.status.busy": "2023-07-31T21:21:31.581424Z",
+     "iopub.status.idle": "2023-07-31T21:21:32.879163Z",
+     "shell.execute_reply": "2023-07-31T21:21:32.878103Z"
     },
     "papermill": {
-     "duration": 1.002878,
-     "end_time": "2023-07-19T23:24:54.701533",
+     "duration": 1.464414,
+     "end_time": "2023-07-31T21:21:32.882189",
      "exception": false,
-     "start_time": "2023-07-19T23:24:53.698655",
+     "start_time": "2023-07-31T21:21:31.417775",
      "status": "completed"
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@@ -2136,10 +2136,10 @@
    "id": "28517a08",
    "metadata": {
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-     "duration": 0.090324,
-     "end_time": "2023-07-19T23:24:55.332603",
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      "exception": false,
-     "start_time": "2023-07-19T23:24:55.242279",
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      "status": "completed"
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     "tags": []
@@ -2158,16 +2158,16 @@
    "id": "93fc28c9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:24:55.506962Z",
-     "iopub.status.busy": "2023-07-19T23:24:55.505578Z",
-     "iopub.status.idle": "2023-07-19T23:24:55.887606Z",
-     "shell.execute_reply": "2023-07-19T23:24:55.886462Z"
+     "iopub.execute_input": "2023-07-31T21:21:33.607329Z",
+     "iopub.status.busy": "2023-07-31T21:21:33.606872Z",
+     "iopub.status.idle": "2023-07-31T21:21:34.026689Z",
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-     "start_time": "2023-07-19T23:24:55.418285",
+     "start_time": "2023-07-31T21:21:33.426061",
      "status": "completed"
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@@ -2197,10 +2197,10 @@
    "id": "48596883",
    "metadata": {
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-     "duration": 0.090234,
-     "end_time": "2023-07-19T23:24:56.092843",
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      "exception": false,
-     "start_time": "2023-07-19T23:24:56.002609",
+     "start_time": "2023-07-31T21:21:34.250324",
      "status": "completed"
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     "tags": []
@@ -2218,10 +2218,10 @@
    "id": "f1c46f24",
    "metadata": {
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-     "duration": 0.090664,
-     "end_time": "2023-07-19T23:24:56.274293",
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      "exception": false,
-     "start_time": "2023-07-19T23:24:56.183629",
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      "status": "completed"
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@@ -2243,10 +2243,10 @@
    "id": "84b9a411",
    "metadata": {
     "papermill": {
-     "duration": 0.088432,
-     "end_time": "2023-07-19T23:24:56.451819",
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      "exception": false,
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      "status": "completed"
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@@ -2260,10 +2260,10 @@
    "id": "0ddba938",
    "metadata": {
     "papermill": {
-     "duration": 0.089071,
-     "end_time": "2023-07-19T23:24:56.631809",
+     "duration": 0.187368,
+     "end_time": "2023-07-31T21:21:35.557571",
      "exception": false,
-     "start_time": "2023-07-19T23:24:56.542738",
+     "start_time": "2023-07-31T21:21:35.370203",
      "status": "completed"
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     "tags": []
@@ -2282,16 +2282,16 @@
    "id": "3d8317ef",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:24:56.813059Z",
-     "iopub.status.busy": "2023-07-19T23:24:56.812226Z",
-     "iopub.status.idle": "2023-07-19T23:26:33.355827Z",
-     "shell.execute_reply": "2023-07-19T23:26:33.354432Z"
+     "iopub.execute_input": "2023-07-31T21:21:35.920257Z",
+     "iopub.status.busy": "2023-07-31T21:21:35.919476Z",
+     "iopub.status.idle": "2023-07-31T21:23:17.201882Z",
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-     "end_time": "2023-07-19T23:26:33.475799",
+     "duration": 101.723575,
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      "exception": false,
-     "start_time": "2023-07-19T23:24:56.720615",
+     "start_time": "2023-07-31T21:21:35.737786",
      "status": "completed"
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@@ -2322,10 +2322,10 @@
    "id": "925a36f4",
    "metadata": {
     "papermill": {
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-     "end_time": "2023-07-19T23:26:33.672239",
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      "exception": false,
-     "start_time": "2023-07-19T23:26:33.574537",
+     "start_time": "2023-07-31T21:23:17.646071",
      "status": "completed"
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     "tags": []
@@ -2340,16 +2340,16 @@
    "id": "841c2a8a",
    "metadata": {
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-     "shell.execute_reply": "2023-07-19T23:26:33.873231Z"
+     "iopub.execute_input": "2023-07-31T21:23:18.224352Z",
+     "iopub.status.busy": "2023-07-31T21:23:18.223063Z",
+     "iopub.status.idle": "2023-07-31T21:23:18.237199Z",
+     "shell.execute_reply": "2023-07-31T21:23:18.236136Z"
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-     "end_time": "2023-07-19T23:26:33.876812",
+     "duration": 0.207099,
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      "exception": false,
-     "start_time": "2023-07-19T23:26:33.767684",
+     "start_time": "2023-07-31T21:23:18.032193",
      "status": "completed"
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@@ -2379,10 +2379,10 @@
    "id": "ceb4ab45",
    "metadata": {
     "papermill": {
-     "duration": 0.095367,
-     "end_time": "2023-07-19T23:26:34.068996",
+     "duration": 0.211425,
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      "exception": false,
-     "start_time": "2023-07-19T23:26:33.973629",
+     "start_time": "2023-07-31T21:23:18.447475",
      "status": "completed"
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     "tags": []
@@ -2399,16 +2399,16 @@
    "id": "c5e46617",
    "metadata": {
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-     "shell.execute_reply": "2023-07-19T23:26:34.274036Z"
+     "iopub.execute_input": "2023-07-31T21:23:19.046609Z",
+     "iopub.status.busy": "2023-07-31T21:23:19.045806Z",
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-     "end_time": "2023-07-19T23:26:34.276819",
+     "duration": 0.195808,
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      "exception": false,
-     "start_time": "2023-07-19T23:26:34.164832",
+     "start_time": "2023-07-31T21:23:18.863612",
      "status": "completed"
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     "tags": []
@@ -2437,10 +2437,10 @@
    "id": "65aaae41",
    "metadata": {
     "papermill": {
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-     "end_time": "2023-07-19T23:26:34.469070",
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+     "end_time": "2023-07-31T21:23:19.481315",
      "exception": false,
-     "start_time": "2023-07-19T23:26:34.373429",
+     "start_time": "2023-07-31T21:23:19.249236",
      "status": "completed"
     },
     "tags": []
@@ -2455,16 +2455,16 @@
    "id": "9e414a5b",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:26:34.661388Z",
-     "iopub.status.busy": "2023-07-19T23:26:34.660533Z",
-     "iopub.status.idle": "2023-07-19T23:27:57.858111Z",
-     "shell.execute_reply": "2023-07-19T23:27:57.854357Z"
+     "iopub.execute_input": "2023-07-31T21:23:19.859957Z",
+     "iopub.status.busy": "2023-07-31T21:23:19.859406Z",
+     "iopub.status.idle": "2023-07-31T21:24:34.788911Z",
+     "shell.execute_reply": "2023-07-31T21:24:34.786180Z"
     },
     "papermill": {
-     "duration": 83.299185,
-     "end_time": "2023-07-19T23:27:57.863086",
+     "duration": 75.122962,
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      "exception": false,
-     "start_time": "2023-07-19T23:26:34.563901",
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      "status": "completed"
     },
     "tags": []
@@ -2487,10 +2487,10 @@
    "id": "f1649d08",
    "metadata": {
     "papermill": {
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-     "end_time": "2023-07-19T23:27:58.073986",
+     "duration": 0.209841,
+     "end_time": "2023-07-31T21:24:35.194054",
      "exception": false,
-     "start_time": "2023-07-19T23:27:57.969857",
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      "status": "completed"
     },
     "tags": []
@@ -2505,16 +2505,16 @@
    "id": "d4e2f340",
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     "execution": {
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-     "iopub.status.idle": "2023-07-19T23:27:58.556617Z",
-     "shell.execute_reply": "2023-07-19T23:27:58.554666Z"
+     "iopub.execute_input": "2023-07-31T21:24:35.558824Z",
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      "exception": false,
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@@ -2543,10 +2543,10 @@
    "id": "b0d44d21",
    "metadata": {
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      "exception": false,
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+     "start_time": "2023-07-31T21:24:36.031240",
      "status": "completed"
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     "tags": []
@@ -2568,10 +2568,10 @@
    "id": "5d21ccc7",
    "metadata": {
     "papermill": {
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-     "end_time": "2023-07-19T23:27:58.985478",
+     "duration": 0.172976,
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      "exception": false,
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      "status": "completed"
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@@ -2585,10 +2585,10 @@
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    "metadata": {
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-     "end_time": "2023-07-19T23:27:59.201162",
+     "duration": 0.207298,
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      "exception": false,
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      "status": "completed"
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@@ -2605,16 +2605,16 @@
    "id": "cda6bb92",
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-     "iopub.status.idle": "2023-07-19T23:27:59.556268Z",
-     "shell.execute_reply": "2023-07-19T23:27:59.555179Z"
+     "iopub.execute_input": "2023-07-31T21:24:37.297908Z",
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+     "iopub.status.idle": "2023-07-31T21:24:37.444312Z",
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     },
     "papermill": {
-     "duration": 0.25059,
-     "end_time": "2023-07-19T23:27:59.561302",
+     "duration": 0.338198,
+     "end_time": "2023-07-31T21:24:37.447121",
      "exception": false,
-     "start_time": "2023-07-19T23:27:59.310712",
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      "status": "completed"
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     "tags": []
@@ -3004,7 +3004,7 @@
        "  * virtual_channel_index  (virtual_channel_index) int64 0 1 2 3 ... 381 382 383\n",
        "  * time                   (time) float64 -0.1 -0.0996 -0.0992 ... 0.2492 0.2496\n",
        "    vertical_position      (virtual_channel_index) float64 0.0 10.0 ... 3.83e+03\n",
-       "    horizontal_position    (virtual_channel_index) float64 24.0 24.0 ... 24.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'CSD'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>virtual_channel_index</span>: 384</li><li><span class='xr-has-index'>time</span>: 875</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c93932c8-42a2-47bf-9a78-d2b5d3f60196' class='xr-array-in' type='checkbox' checked><label for='section-c93932c8-42a2-47bf-9a78-d2b5d3f60196' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>5.833e+04 2.012e+04 -1.462e+04 ... 9.458e+04 8.922e+04 8.374e+04</span></div><div class='xr-array-data'><pre>array([[  58327.03371574,   20117.6298887 ,  -14617.79294315, ...,\n",
+       "    horizontal_position    (virtual_channel_index) float64 24.0 24.0 ... 24.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'CSD'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>virtual_channel_index</span>: 384</li><li><span class='xr-has-index'>time</span>: 875</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c493edb1-335c-426f-967b-7d41a86c5023' class='xr-array-in' type='checkbox' checked><label for='section-c493edb1-335c-426f-967b-7d41a86c5023' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>5.833e+04 2.012e+04 -1.462e+04 ... 9.458e+04 8.922e+04 8.374e+04</span></div><div class='xr-array-data'><pre>array([[  58327.03371574,   20117.6298887 ,  -14617.79294315, ...,\n",
        "        -179410.38257756, -140541.81597896,  -99855.52022176],\n",
        "       [ -65434.3204571 ,  -32932.62888488,   -3367.24904473, ...,\n",
        "         161433.08930627,  136244.74051173,  109671.1407354 ],\n",
@@ -3016,7 +3016,7 @@
        "       [ -32827.35201643,  -16409.56190898,   -1052.05581321, ...,\n",
        "        -106129.85783238,  -94380.54770586,  -82251.01882374],\n",
        "       [  34153.87655675,   16950.77633742,     815.89811501, ...,\n",
-       "          94579.10700446,   89217.81476538,   83741.3728981 ]])</pre></div></div></li><li class='xr-section-item'><input id='section-2b3953dd-e2e8-4d33-8b54-ce4ba70582a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2b3953dd-e2e8-4d33-8b54-ce4ba70582a8' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>virtual_channel_index</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 379 380 381 382 383</div><input id='attrs-42f66f01-b08e-4ae2-b7d4-518792d0476e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42f66f01-b08e-4ae2-b7d4-518792d0476e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c087734d-ec44-498a-9fce-970d31d42f6b' class='xr-var-data-in' type='checkbox'><label for='data-c087734d-ec44-498a-9fce-970d31d42f6b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 381, 382, 383])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1 -0.0996 ... 0.2492 0.2496</div><input id='attrs-f6cc5e01-7870-4d64-b2ec-073ac87864f1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f6cc5e01-7870-4d64-b2ec-073ac87864f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd58046e-e824-4162-b8e0-b9d30c2a4dc7' class='xr-var-data-in' type='checkbox'><label for='data-fd58046e-e824-4162-b8e0-b9d30c2a4dc7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.1   , -0.0996, -0.0992, ...,  0.2488,  0.2492,  0.2496])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertical_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 10.0 20.0 ... 3.82e+03 3.83e+03</div><input id='attrs-853f98ca-dbf8-4a61-a2b9-a0d751547224' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-853f98ca-dbf8-4a61-a2b9-a0d751547224' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88a24af9-d234-4ffb-822b-207c6b9b60df' class='xr-var-data-in' type='checkbox'><label for='data-88a24af9-d234-4ffb-822b-207c6b9b60df' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0.,   10.,   20.,   30.,   40.,   50.,   60.,   70.,   80.,\n",
+       "          94579.10700446,   89217.81476538,   83741.3728981 ]])</pre></div></div></li><li class='xr-section-item'><input id='section-fe826acf-86f7-4d75-b906-e8c1f5e47bb6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fe826acf-86f7-4d75-b906-e8c1f5e47bb6' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>virtual_channel_index</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 379 380 381 382 383</div><input id='attrs-e36743e0-0be8-4cea-90ba-000628f119fb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e36743e0-0be8-4cea-90ba-000628f119fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-527e44bf-0175-44db-b992-ec041f1dd9b0' class='xr-var-data-in' type='checkbox'><label for='data-527e44bf-0175-44db-b992-ec041f1dd9b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 381, 382, 383])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1 -0.0996 ... 0.2492 0.2496</div><input id='attrs-1d0411d4-1d04-4615-969b-a169f74e049b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1d0411d4-1d04-4615-969b-a169f74e049b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e618403-e8b3-4f87-9044-086ebcfd866b' class='xr-var-data-in' type='checkbox'><label for='data-8e618403-e8b3-4f87-9044-086ebcfd866b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.1   , -0.0996, -0.0992, ...,  0.2488,  0.2492,  0.2496])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertical_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 10.0 20.0 ... 3.82e+03 3.83e+03</div><input id='attrs-6dd3c0bb-173e-4808-a1da-1d3ffc828669' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6dd3c0bb-173e-4808-a1da-1d3ffc828669' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89b3da4a-8ea8-4fb7-93bb-9f127be2cea3' class='xr-var-data-in' type='checkbox'><label for='data-89b3da4a-8ea8-4fb7-93bb-9f127be2cea3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0.,   10.,   20.,   30.,   40.,   50.,   60.,   70.,   80.,\n",
        "         90.,  100.,  110.,  120.,  130.,  140.,  150.,  160.,  170.,\n",
        "        180.,  190.,  200.,  210.,  220.,  230.,  240.,  250.,  260.,\n",
        "        270.,  280.,  290.,  300.,  310.,  320.,  330.,  340.,  350.,\n",
@@ -3056,7 +3056,7 @@
        "       3510., 3520., 3530., 3540., 3550., 3560., 3570., 3580., 3590.,\n",
        "       3600., 3610., 3620., 3630., 3640., 3650., 3660., 3670., 3680.,\n",
        "       3690., 3700., 3710., 3720., 3730., 3740., 3750., 3760., 3770.,\n",
-       "       3780., 3790., 3800., 3810., 3820., 3830.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>horizontal_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>24.0 24.0 24.0 ... 24.0 24.0 24.0</div><input id='attrs-400f39d3-53dc-4870-a8d8-63f0168d2c41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-400f39d3-53dc-4870-a8d8-63f0168d2c41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb192971-9969-4283-9ce0-fb70f0846027' class='xr-var-data-in' type='checkbox'><label for='data-bb192971-9969-4283-9ce0-fb70f0846027' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
+       "       3780., 3790., 3800., 3810., 3820., 3830.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>horizontal_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>24.0 24.0 24.0 ... 24.0 24.0 24.0</div><input id='attrs-a22a6c05-86f7-47f5-b132-225395c3cee3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a22a6c05-86f7-47f5-b132-225395c3cee3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1057485d-3db2-4396-b045-e1dfdd79a3ec' class='xr-var-data-in' type='checkbox'><label for='data-1057485d-3db2-4396-b045-e1dfdd79a3ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
        "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
        "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
        "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
@@ -3085,10 +3085,10 @@
        "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
        "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
        "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
-       "       24., 24., 24., 24., 24., 24., 24.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-abda3f8e-6f82-4781-86e1-85a4310103e8' class='xr-section-summary-in' type='checkbox'  ><label for='section-abda3f8e-6f82-4781-86e1-85a4310103e8' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>virtual_channel_index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-527579c5-7098-4921-93fd-96be129440f8' class='xr-index-data-in' type='checkbox'/><label for='index-527579c5-7098-4921-93fd-96be129440f8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
+       "       24., 24., 24., 24., 24., 24., 24.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a8624103-5237-4b80-b06d-aaa3b7933813' class='xr-section-summary-in' type='checkbox'  ><label for='section-a8624103-5237-4b80-b06d-aaa3b7933813' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>virtual_channel_index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cfdb0559-ed27-48af-b2c0-2d93def568a1' class='xr-index-data-in' type='checkbox'/><label for='index-cfdb0559-ed27-48af-b2c0-2d93def568a1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
        "            ...\n",
        "            374, 375, 376, 377, 378, 379, 380, 381, 382, 383],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;virtual_channel_index&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3f8880c9-45ee-4c76-9e40-4d63983bbc53' class='xr-index-data-in' type='checkbox'/><label for='index-3f8880c9-45ee-4c76-9e40-4d63983bbc53' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([                -0.1, -0.09959999980905708, -0.09919999961811415,\n",
+       "           dtype=&#x27;int64&#x27;, name=&#x27;virtual_channel_index&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-76b2aa6d-a6b9-4bd0-b8d0-70b104cfbea0' class='xr-index-data-in' type='checkbox'/><label for='index-76b2aa6d-a6b9-4bd0-b8d0-70b104cfbea0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([                -0.1, -0.09959999980905708, -0.09919999961811415,\n",
        "              -0.09879999942717123,  -0.0983999992362283, -0.09799999904528538,\n",
        "              -0.09759999885434245, -0.09719999866339953,  -0.0967999984724566,\n",
        "              -0.09639999828151367,\n",
@@ -3097,7 +3097,7 @@
        "               0.24720016573845952,  0.24760016592940245,  0.24800016612034534,\n",
        "               0.24840016631128828,  0.24880016650223122,  0.24920016669317416,\n",
        "                0.2496001668841171],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=875))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b39f37af-2970-4072-8453-8839af18255b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b39f37af-2970-4072-8453-8839af18255b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=875))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4562d2d2-bed3-440f-9978-c0ab7a959bd7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4562d2d2-bed3-440f-9978-c0ab7a959bd7' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'CSD' (virtual_channel_index: 384, time: 875)>\n",
@@ -3136,10 +3136,10 @@
    "id": "1a2f58ea",
    "metadata": {
     "papermill": {
-     "duration": 0.100821,
-     "end_time": "2023-07-19T23:27:59.773208",
+     "duration": 0.20265,
+     "end_time": "2023-07-31T21:24:37.829455",
      "exception": false,
-     "start_time": "2023-07-19T23:27:59.672387",
+     "start_time": "2023-07-31T21:24:37.626805",
      "status": "completed"
     },
     "tags": []
@@ -3154,16 +3154,16 @@
    "id": "1efaa3bb",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:27:59.978213Z",
-     "iopub.status.busy": "2023-07-19T23:27:59.977045Z",
-     "iopub.status.idle": "2023-07-19T23:28:03.776249Z",
-     "shell.execute_reply": "2023-07-19T23:28:03.775305Z"
+     "iopub.execute_input": "2023-07-31T21:24:38.202440Z",
+     "iopub.status.busy": "2023-07-31T21:24:38.201854Z",
+     "iopub.status.idle": "2023-07-31T21:24:41.775840Z",
+     "shell.execute_reply": "2023-07-31T21:24:41.774563Z"
     },
     "papermill": {
-     "duration": 3.905569,
-     "end_time": "2023-07-19T23:28:03.780284",
+     "duration": 3.764569,
+     "end_time": "2023-07-31T21:24:41.778590",
      "exception": false,
-     "start_time": "2023-07-19T23:27:59.874715",
+     "start_time": "2023-07-31T21:24:38.014021",
      "status": "completed"
     },
     "tags": []
@@ -3173,7 +3173,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_3958/3702729921.py:1: DeprecationWarning: Please use `gaussian_filter` from the `scipy.ndimage` namespace, the `scipy.ndimage.filters` namespace is deprecated.\n",
+      "/tmp/ipykernel_4050/3702729921.py:1: DeprecationWarning: Please use `gaussian_filter` from the `scipy.ndimage` namespace, the `scipy.ndimage.filters` namespace is deprecated.\n",
       "  from scipy.ndimage.filters import gaussian_filter\n"
      ]
     },
@@ -3217,10 +3217,10 @@
    "id": "a6c523bd",
    "metadata": {
     "papermill": {
-     "duration": 0.1044,
-     "end_time": "2023-07-19T23:28:04.007076",
+     "duration": 0.185473,
+     "end_time": "2023-07-31T21:24:42.160723",
      "exception": false,
-     "start_time": "2023-07-19T23:28:03.902676",
+     "start_time": "2023-07-31T21:24:41.975250",
      "status": "completed"
     },
     "tags": []
@@ -3237,16 +3237,16 @@
    "id": "ae3e5e4f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:28:04.296584Z",
-     "iopub.status.busy": "2023-07-19T23:28:04.295644Z",
-     "iopub.status.idle": "2023-07-19T23:28:04.308089Z",
-     "shell.execute_reply": "2023-07-19T23:28:04.307192Z"
+     "iopub.execute_input": "2023-07-31T21:24:42.536789Z",
+     "iopub.status.busy": "2023-07-31T21:24:42.536398Z",
+     "iopub.status.idle": "2023-07-31T21:24:42.546641Z",
+     "shell.execute_reply": "2023-07-31T21:24:42.545674Z"
     },
     "papermill": {
-     "duration": 0.19763,
-     "end_time": "2023-07-19T23:28:04.310207",
+     "duration": 0.204651,
+     "end_time": "2023-07-31T21:24:42.550175",
      "exception": false,
-     "start_time": "2023-07-19T23:28:04.112577",
+     "start_time": "2023-07-31T21:24:42.345524",
      "status": "completed"
     },
     "tags": []
@@ -3274,10 +3274,10 @@
    "id": "fedc308e",
    "metadata": {
     "papermill": {
-     "duration": 0.105819,
-     "end_time": "2023-07-19T23:28:04.522331",
+     "duration": 0.229644,
+     "end_time": "2023-07-31T21:24:42.972767",
      "exception": false,
-     "start_time": "2023-07-19T23:28:04.416512",
+     "start_time": "2023-07-31T21:24:42.743123",
      "status": "completed"
     },
     "tags": []
@@ -3291,10 +3291,10 @@
    "id": "610efa53",
    "metadata": {
     "papermill": {
-     "duration": 0.106534,
-     "end_time": "2023-07-19T23:28:04.736246",
+     "duration": 0.17851,
+     "end_time": "2023-07-31T21:24:43.341677",
      "exception": false,
-     "start_time": "2023-07-19T23:28:04.629712",
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diff --git a/doc_template/examples_root/examples/nb/ecephys_optotagging.ipynb b/doc_template/examples_root/examples/nb/ecephys_optotagging.ipynb
index a2fbc5db3f..3e37163af1 100644
--- a/doc_template/examples_root/examples/nb/ecephys_optotagging.ipynb
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@@ -1976,16 +1976,16 @@
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     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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diff --git a/doc_template/examples_root/examples/nb/ecephys_quality_metrics.ipynb b/doc_template/examples_root/examples/nb/ecephys_quality_metrics.ipynb
index 62715fd7f2..8ad5e266d9 100644
--- a/doc_template/examples_root/examples/nb/ecephys_quality_metrics.ipynb
+++ b/doc_template/examples_root/examples/nb/ecephys_quality_metrics.ipynb
@@ -5,10 +5,10 @@
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@@ -32,10 +32,10 @@
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@@ -75,10 +75,10 @@
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@@ -98,10 +98,10 @@
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@@ -120,16 +120,16 @@
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@@ -161,16 +161,16 @@
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@@ -189,16 +189,16 @@
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@@ -218,16 +218,16 @@
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@@ -253,10 +253,10 @@
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@@ -279,16 +279,16 @@
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@@ -318,10 +318,10 @@
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@@ -338,16 +338,16 @@
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@@ -357,7 +357,7 @@
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-      "/tmp/ipykernel_2267/2366193608.py:1: DeprecationWarning: Please use `gaussian_filter1d` from the `scipy.ndimage` namespace, the `scipy.ndimage.filters` namespace is deprecated.\n",
+      "/tmp/ipykernel_2212/2366193608.py:1: DeprecationWarning: Please use `gaussian_filter1d` from the `scipy.ndimage` namespace, the `scipy.ndimage.filters` namespace is deprecated.\n",
       "  from scipy.ndimage.filters import gaussian_filter1d\n"
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@@ -424,16 +424,16 @@
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@@ -462,10 +462,10 @@
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@@ -713,16 +713,16 @@
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@@ -731,7 +731,7 @@
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@@ -769,10 +769,10 @@
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@@ -789,16 +789,16 @@
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@@ -887,16 +887,16 @@
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@@ -1024,10 +1024,10 @@
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@@ -1063,16 +1063,16 @@
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@@ -1081,7 +1081,7 @@
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@@ -1119,10 +1119,10 @@
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@@ -1137,16 +1137,16 @@
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@@ -1155,7 +1155,7 @@
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diff --git a/doc_template/examples_root/examples/nb/ecephys_quickstart.ipynb b/doc_template/examples_root/examples/nb/ecephys_quickstart.ipynb
index 4c9ff5cb44..fcfd689207 100644
--- a/doc_template/examples_root/examples/nb/ecephys_quickstart.ipynb
+++ b/doc_template/examples_root/examples/nb/ecephys_quickstart.ipynb
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@@ -369,10 +369,10 @@
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@@ -387,16 +387,16 @@
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@@ -407,7 +407,7 @@
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@@ -741,16 +741,16 @@
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@@ -1452,16 +1452,16 @@
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@@ -1493,16 +1493,16 @@
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@@ -1521,16 +1521,16 @@
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@@ -1573,16 +1573,16 @@
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diff --git a/doc_template/examples_root/examples/nb/ecephys_receptive_fields.ipynb b/doc_template/examples_root/examples/nb/ecephys_receptive_fields.ipynb
index 5b6cc0d0df..81601ec50e 100644
--- a/doc_template/examples_root/examples/nb/ecephys_receptive_fields.ipynb
+++ b/doc_template/examples_root/examples/nb/ecephys_receptive_fields.ipynb
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@@ -695,16 +695,16 @@
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@@ -1063,16 +1063,16 @@
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@@ -1105,16 +1105,16 @@
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@@ -1129,10 +1129,10 @@
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@@ -1149,16 +1149,16 @@
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@@ -1186,10 +1186,10 @@
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@@ -1206,16 +1206,16 @@
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@@ -1265,17 +1265,17 @@
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     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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+   "start_time": "2023-07-31T19:31:07.944926",
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diff --git a/doc_template/examples_root/examples/nb/ecephys_session.ipynb b/doc_template/examples_root/examples/nb/ecephys_session.ipynb
index dfeb9a0dcb..c605d7c82a 100644
--- a/doc_template/examples_root/examples/nb/ecephys_session.ipynb
+++ b/doc_template/examples_root/examples/nb/ecephys_session.ipynb
@@ -5,10 +5,10 @@
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@@ -59,16 +59,16 @@
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@@ -78,7 +78,7 @@
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-      "/tmp/ipykernel_3390/2951177459.py:8: DeprecationWarning: Please use `gaussian_filter` from the `scipy.ndimage` namespace, the `scipy.ndimage.filters` namespace is deprecated.\n",
+      "/tmp/ipykernel_3371/2951177459.py:8: DeprecationWarning: Please use `gaussian_filter` from the `scipy.ndimage` namespace, the `scipy.ndimage.filters` namespace is deprecated.\n",
       "  from scipy.ndimage.filters import gaussian_filter\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
       "  from .autonotebook import tqdm as notebook_tqdm\n"
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@@ -139,16 +139,16 @@
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@@ -168,16 +168,16 @@
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+     "iopub.status.busy": "2023-07-31T20:32:02.674856Z",
+     "iopub.status.idle": "2023-07-31T20:32:02.810817Z",
+     "shell.execute_reply": "2023-07-31T20:32:02.809757Z"
     },
     "papermill": {
-     "duration": 0.199693,
-     "end_time": "2023-07-19T22:45:48.627759",
+     "duration": 0.234459,
+     "end_time": "2023-07-31T20:32:02.813197",
      "exception": false,
-     "start_time": "2023-07-19T22:45:48.428066",
+     "start_time": "2023-07-31T20:32:02.578738",
      "status": "completed"
     },
     "tags": []
@@ -2836,10 +2836,10 @@
    "id": "4ee655ea",
    "metadata": {
     "papermill": {
-     "duration": 0.050903,
-     "end_time": "2023-07-19T22:45:48.730568",
+     "duration": 0.089441,
+     "end_time": "2023-07-31T20:32:02.995446",
      "exception": false,
-     "start_time": "2023-07-19T22:45:48.679665",
+     "start_time": "2023-07-31T20:32:02.906005",
      "status": "completed"
     },
     "tags": []
@@ -2854,16 +2854,16 @@
    "id": "934c1866",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:45:48.835606Z",
-     "iopub.status.busy": "2023-07-19T22:45:48.834719Z",
-     "iopub.status.idle": "2023-07-19T22:45:48.874910Z",
-     "shell.execute_reply": "2023-07-19T22:45:48.874171Z"
+     "iopub.execute_input": "2023-07-31T20:32:03.183967Z",
+     "iopub.status.busy": "2023-07-31T20:32:03.183415Z",
+     "iopub.status.idle": "2023-07-31T20:32:03.224439Z",
+     "shell.execute_reply": "2023-07-31T20:32:03.223377Z"
     },
     "papermill": {
-     "duration": 0.095503,
-     "end_time": "2023-07-19T22:45:48.876992",
+     "duration": 0.136878,
+     "end_time": "2023-07-31T20:32:03.226284",
      "exception": false,
-     "start_time": "2023-07-19T22:45:48.781489",
+     "start_time": "2023-07-31T20:32:03.089406",
      "status": "completed"
     },
     "tags": []
@@ -3055,10 +3055,10 @@
    "id": "7b8b1c10",
    "metadata": {
     "papermill": {
-     "duration": 0.052004,
-     "end_time": "2023-07-19T22:45:48.981757",
+     "duration": 0.084867,
+     "end_time": "2023-07-31T20:32:03.403357",
      "exception": false,
-     "start_time": "2023-07-19T22:45:48.929753",
+     "start_time": "2023-07-31T20:32:03.318490",
      "status": "completed"
     },
     "tags": []
@@ -3073,16 +3073,16 @@
    "id": "8b65ac34",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:45:49.086640Z",
-     "iopub.status.busy": "2023-07-19T22:45:49.085886Z",
-     "iopub.status.idle": "2023-07-19T22:45:49.449757Z",
-     "shell.execute_reply": "2023-07-19T22:45:49.448515Z"
+     "iopub.execute_input": "2023-07-31T20:32:03.591530Z",
+     "iopub.status.busy": "2023-07-31T20:32:03.590489Z",
+     "iopub.status.idle": "2023-07-31T20:32:03.939071Z",
+     "shell.execute_reply": "2023-07-31T20:32:03.938094Z"
     },
     "papermill": {
-     "duration": 0.418926,
-     "end_time": "2023-07-19T22:45:49.452135",
+     "duration": 0.449351,
+     "end_time": "2023-07-31T20:32:03.942082",
      "exception": false,
-     "start_time": "2023-07-19T22:45:49.033209",
+     "start_time": "2023-07-31T20:32:03.492731",
      "status": "completed"
     },
     "scrolled": false,
@@ -3117,10 +3117,10 @@
    "id": "c323f7b2",
    "metadata": {
     "papermill": {
-     "duration": 0.052914,
-     "end_time": "2023-07-19T22:45:49.558890",
+     "duration": 0.099279,
+     "end_time": "2023-07-31T20:32:04.134998",
      "exception": false,
-     "start_time": "2023-07-19T22:45:49.505976",
+     "start_time": "2023-07-31T20:32:04.035719",
      "status": "completed"
     },
     "tags": []
@@ -3137,16 +3137,16 @@
    "id": "642879b9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:45:49.673455Z",
-     "iopub.status.busy": "2023-07-19T22:45:49.672402Z",
-     "iopub.status.idle": "2023-07-19T22:45:49.736138Z",
-     "shell.execute_reply": "2023-07-19T22:45:49.735404Z"
+     "iopub.execute_input": "2023-07-31T20:32:04.335702Z",
+     "iopub.status.busy": "2023-07-31T20:32:04.335136Z",
+     "iopub.status.idle": "2023-07-31T20:32:04.417178Z",
+     "shell.execute_reply": "2023-07-31T20:32:04.416217Z"
     },
     "papermill": {
-     "duration": 0.122636,
-     "end_time": "2023-07-19T22:45:49.739017",
+     "duration": 0.188326,
+     "end_time": "2023-07-31T20:32:04.419345",
      "exception": false,
-     "start_time": "2023-07-19T22:45:49.616381",
+     "start_time": "2023-07-31T20:32:04.231019",
      "status": "completed"
     },
     "tags": []
@@ -3351,10 +3351,10 @@
    "id": "3cd4d15f",
    "metadata": {
     "papermill": {
-     "duration": 0.053518,
-     "end_time": "2023-07-19T22:45:49.847960",
+     "duration": 0.096046,
+     "end_time": "2023-07-31T20:32:04.612185",
      "exception": false,
-     "start_time": "2023-07-19T22:45:49.794442",
+     "start_time": "2023-07-31T20:32:04.516139",
      "status": "completed"
     },
     "tags": []
@@ -3371,16 +3371,16 @@
    "id": "aaf29257",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:45:49.958642Z",
-     "iopub.status.busy": "2023-07-19T22:45:49.957383Z",
-     "iopub.status.idle": "2023-07-19T22:46:11.064976Z",
-     "shell.execute_reply": "2023-07-19T22:46:11.064204Z"
+     "iopub.execute_input": "2023-07-31T20:32:04.794619Z",
+     "iopub.status.busy": "2023-07-31T20:32:04.793496Z",
+     "iopub.status.idle": "2023-07-31T20:32:44.835202Z",
+     "shell.execute_reply": "2023-07-31T20:32:44.833441Z"
     },
     "papermill": {
-     "duration": 21.166085,
-     "end_time": "2023-07-19T22:46:11.067471",
+     "duration": 40.242136,
+     "end_time": "2023-07-31T20:32:44.945066",
      "exception": false,
-     "start_time": "2023-07-19T22:45:49.901386",
+     "start_time": "2023-07-31T20:32:04.702930",
      "status": "completed"
     },
     "scrolled": true,
@@ -3420,10 +3420,10 @@
    "id": "c403963b",
    "metadata": {
     "papermill": {
-     "duration": 0.053069,
-     "end_time": "2023-07-19T22:46:11.175442",
+     "duration": 0.111501,
+     "end_time": "2023-07-31T20:32:45.157402",
      "exception": false,
-     "start_time": "2023-07-19T22:46:11.122373",
+     "start_time": "2023-07-31T20:32:45.045901",
      "status": "completed"
     },
     "tags": []
@@ -3438,16 +3438,16 @@
    "id": "f6364f19",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:11.283529Z",
-     "iopub.status.busy": "2023-07-19T22:46:11.282746Z",
-     "iopub.status.idle": "2023-07-19T22:46:12.557730Z",
-     "shell.execute_reply": "2023-07-19T22:46:12.556857Z"
+     "iopub.execute_input": "2023-07-31T20:32:45.361187Z",
+     "iopub.status.busy": "2023-07-31T20:32:45.360809Z",
+     "iopub.status.idle": "2023-07-31T20:32:47.749271Z",
+     "shell.execute_reply": "2023-07-31T20:32:47.748361Z"
     },
     "papermill": {
-     "duration": 1.331408,
-     "end_time": "2023-07-19T22:46:12.559714",
+     "duration": 2.488246,
+     "end_time": "2023-07-31T20:32:47.751202",
      "exception": false,
-     "start_time": "2023-07-19T22:46:11.228306",
+     "start_time": "2023-07-31T20:32:45.262956",
      "status": "completed"
     },
     "tags": []
@@ -3562,10 +3562,10 @@
    "id": "4b82ecaa",
    "metadata": {
     "papermill": {
-     "duration": 0.056862,
-     "end_time": "2023-07-19T22:46:12.673217",
+     "duration": 0.093795,
+     "end_time": "2023-07-31T20:32:47.943656",
      "exception": false,
-     "start_time": "2023-07-19T22:46:12.616355",
+     "start_time": "2023-07-31T20:32:47.849861",
      "status": "completed"
     },
     "tags": []
@@ -3580,16 +3580,16 @@
    "id": "ecf229a4",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:12.796822Z",
-     "iopub.status.busy": "2023-07-19T22:46:12.795822Z",
-     "iopub.status.idle": "2023-07-19T22:46:13.188730Z",
-     "shell.execute_reply": "2023-07-19T22:46:13.187703Z"
+     "iopub.execute_input": "2023-07-31T20:32:48.140880Z",
+     "iopub.status.busy": "2023-07-31T20:32:48.140065Z",
+     "iopub.status.idle": "2023-07-31T20:32:48.659671Z",
+     "shell.execute_reply": "2023-07-31T20:32:48.658737Z"
     },
     "papermill": {
-     "duration": 0.453822,
-     "end_time": "2023-07-19T22:46:13.191235",
+     "duration": 0.621855,
+     "end_time": "2023-07-31T20:32:48.661661",
      "exception": false,
-     "start_time": "2023-07-19T22:46:12.737413",
+     "start_time": "2023-07-31T20:32:48.039806",
      "status": "completed"
     },
     "scrolled": false,
@@ -3598,7 +3598,7 @@
    "outputs": [
     {
      "data": {
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",
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",
       "text/plain": [
        "<Figure size 800x800 with 1 Axes>"
       ]
@@ -3649,10 +3649,10 @@
    "id": "b1bfb6b1",
    "metadata": {
     "papermill": {
-     "duration": 0.053288,
-     "end_time": "2023-07-19T22:46:13.300730",
+     "duration": 0.089502,
+     "end_time": "2023-07-31T20:32:48.847226",
      "exception": false,
-     "start_time": "2023-07-19T22:46:13.247442",
+     "start_time": "2023-07-31T20:32:48.757724",
      "status": "completed"
     },
     "tags": []
@@ -3667,16 +3667,16 @@
    "id": "5b1096d1",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:13.409626Z",
-     "iopub.status.busy": "2023-07-19T22:46:13.408919Z",
-     "iopub.status.idle": "2023-07-19T22:46:15.423386Z",
-     "shell.execute_reply": "2023-07-19T22:46:15.422254Z"
+     "iopub.execute_input": "2023-07-31T20:32:49.039117Z",
+     "iopub.status.busy": "2023-07-31T20:32:49.038125Z",
+     "iopub.status.idle": "2023-07-31T20:32:51.573887Z",
+     "shell.execute_reply": "2023-07-31T20:32:51.572879Z"
     },
     "papermill": {
-     "duration": 2.071505,
-     "end_time": "2023-07-19T22:46:15.425454",
+     "duration": 2.637208,
+     "end_time": "2023-07-31T20:32:51.576511",
      "exception": false,
-     "start_time": "2023-07-19T22:46:13.353949",
+     "start_time": "2023-07-31T20:32:48.939303",
      "status": "completed"
     },
     "tags": []
@@ -3955,10 +3955,10 @@
    "id": "b86845dd",
    "metadata": {
     "papermill": {
-     "duration": 0.053838,
-     "end_time": "2023-07-19T22:46:15.533859",
+     "duration": 0.097899,
+     "end_time": "2023-07-31T20:32:51.771059",
      "exception": false,
-     "start_time": "2023-07-19T22:46:15.480021",
+     "start_time": "2023-07-31T20:32:51.673160",
      "status": "completed"
     },
     "tags": []
@@ -3973,16 +3973,16 @@
    "id": "3d6b45d3",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:15.644063Z",
-     "iopub.status.busy": "2023-07-19T22:46:15.643350Z",
-     "iopub.status.idle": "2023-07-19T22:46:15.713711Z",
-     "shell.execute_reply": "2023-07-19T22:46:15.712781Z"
+     "iopub.execute_input": "2023-07-31T20:32:51.968721Z",
+     "iopub.status.busy": "2023-07-31T20:32:51.967945Z",
+     "iopub.status.idle": "2023-07-31T20:32:52.055419Z",
+     "shell.execute_reply": "2023-07-31T20:32:52.052024Z"
     },
     "papermill": {
-     "duration": 0.128319,
-     "end_time": "2023-07-19T22:46:15.716059",
+     "duration": 0.187581,
+     "end_time": "2023-07-31T20:32:52.057797",
      "exception": false,
-     "start_time": "2023-07-19T22:46:15.587740",
+     "start_time": "2023-07-31T20:32:51.870216",
      "status": "completed"
     },
     "tags": []
@@ -4234,10 +4234,10 @@
    "id": "7effe272",
    "metadata": {
     "papermill": {
-     "duration": 0.063362,
-     "end_time": "2023-07-19T22:46:15.840535",
+     "duration": 0.10212,
+     "end_time": "2023-07-31T20:32:52.257684",
      "exception": false,
-     "start_time": "2023-07-19T22:46:15.777173",
+     "start_time": "2023-07-31T20:32:52.155564",
      "status": "completed"
     },
     "tags": []
@@ -4254,16 +4254,16 @@
    "id": "6791a12f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:15.958353Z",
-     "iopub.status.busy": "2023-07-19T22:46:15.957047Z",
-     "iopub.status.idle": "2023-07-19T22:46:17.691583Z",
-     "shell.execute_reply": "2023-07-19T22:46:17.690426Z"
+     "iopub.execute_input": "2023-07-31T20:32:52.451741Z",
+     "iopub.status.busy": "2023-07-31T20:32:52.451372Z",
+     "iopub.status.idle": "2023-07-31T20:32:55.303748Z",
+     "shell.execute_reply": "2023-07-31T20:32:55.302722Z"
     },
     "papermill": {
-     "duration": 1.793534,
-     "end_time": "2023-07-19T22:46:17.693864",
+     "duration": 2.953516,
+     "end_time": "2023-07-31T20:32:55.306113",
      "exception": false,
-     "start_time": "2023-07-19T22:46:15.900330",
+     "start_time": "2023-07-31T20:32:52.352597",
      "status": "completed"
     },
     "tags": []
@@ -4682,7 +4682,7 @@
        "Coordinates:\n",
        "  * stimulus_presentation_id         (stimulus_presentation_id) int64 3647 .....\n",
        "  * time_relative_to_stimulus_onset  (time_relative_to_stimulus_onset) float64 ...\n",
-       "  * unit_id                          (unit_id) int64 951814884 ... 951814312</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'spike_counts'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>stimulus_presentation_id</span>: 150</li><li><span class='xr-has-index'>time_relative_to_stimulus_onset</span>: 199</li><li><span class='xr-has-index'>unit_id</span>: 631</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b3243b7c-52a6-4d3c-af9c-6331e72a1189' class='xr-array-in' type='checkbox' checked><label for='section-b3243b7c-52a6-4d3c-af9c-6331e72a1189' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0</span></div><div class='xr-array-data'><pre>array([[[0, 1, 0, ..., 0, 0, 0],\n",
+       "  * unit_id                          (unit_id) int64 951814884 ... 951814312</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'spike_counts'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>stimulus_presentation_id</span>: 150</li><li><span class='xr-has-index'>time_relative_to_stimulus_onset</span>: 199</li><li><span class='xr-has-index'>unit_id</span>: 631</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0d9ad705-cfee-46be-91c6-3accce7dbb76' class='xr-array-in' type='checkbox' checked><label for='section-0d9ad705-cfee-46be-91c6-3accce7dbb76' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0</span></div><div class='xr-array-data'><pre>array([[[0, 1, 0, ..., 0, 0, 0],\n",
        "        [0, 0, 0, ..., 0, 0, 0],\n",
        "        [0, 0, 0, ..., 0, 0, 0],\n",
        "        ...,\n",
@@ -4722,7 +4722,7 @@
        "        ...,\n",
        "        [0, 0, 0, ..., 0, 0, 0],\n",
        "        [0, 0, 0, ..., 0, 0, 0],\n",
-       "        [0, 0, 0, ..., 0, 0, 0]]], dtype=uint16)</pre></div></div></li><li class='xr-section-item'><input id='section-d344a6c2-1a45-4b27-96d9-7d2af37b2488' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d344a6c2-1a45-4b27-96d9-7d2af37b2488' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stimulus_presentation_id</span></div><div class='xr-var-dims'>(stimulus_presentation_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3647 3648 3649 ... 3794 3795 3796</div><input id='attrs-9276740c-f305-4f15-87fb-b427a2675ab4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9276740c-f305-4f15-87fb-b427a2675ab4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c95d2c0-fe1a-48ff-8847-c64e3b7a61e0' class='xr-var-data-in' type='checkbox'><label for='data-8c95d2c0-fe1a-48ff-8847-c64e3b7a61e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3647, 3648, 3649, 3650, 3651, 3652, 3653, 3654, 3655, 3656, 3657, 3658,\n",
+       "        [0, 0, 0, ..., 0, 0, 0]]], dtype=uint16)</pre></div></div></li><li class='xr-section-item'><input id='section-f688aef7-6778-424e-aa69-18292c44c0fa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f688aef7-6778-424e-aa69-18292c44c0fa' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stimulus_presentation_id</span></div><div class='xr-var-dims'>(stimulus_presentation_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3647 3648 3649 ... 3794 3795 3796</div><input id='attrs-5e16f04a-efef-437e-9252-50533e8d7553' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5e16f04a-efef-437e-9252-50533e8d7553' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a77c3fc-1d07-4d38-99ec-885da36bdb1e' class='xr-var-data-in' type='checkbox'><label for='data-5a77c3fc-1d07-4d38-99ec-885da36bdb1e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3647, 3648, 3649, 3650, 3651, 3652, 3653, 3654, 3655, 3656, 3657, 3658,\n",
        "       3659, 3660, 3661, 3662, 3663, 3664, 3665, 3666, 3667, 3668, 3669, 3670,\n",
        "       3671, 3672, 3673, 3674, 3675, 3676, 3677, 3678, 3679, 3680, 3681, 3682,\n",
        "       3683, 3684, 3685, 3686, 3687, 3688, 3689, 3690, 3691, 3692, 3693, 3694,\n",
@@ -4734,7 +4734,7 @@
        "       3755, 3756, 3757, 3758, 3759, 3760, 3761, 3762, 3763, 3764, 3765, 3766,\n",
        "       3767, 3768, 3769, 3770, 3771, 3772, 3773, 3774, 3775, 3776, 3777, 3778,\n",
        "       3779, 3780, 3781, 3782, 3783, 3784, 3785, 3786, 3787, 3788, 3789, 3790,\n",
-       "       3791, 3792, 3793, 3794, 3795, 3796])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time_relative_to_stimulus_onset</span></div><div class='xr-var-dims'>(time_relative_to_stimulus_onset)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.00897 -0.00691 ... 0.3969 0.399</div><input id='attrs-efc2bacc-089a-47cc-b38e-d83556d6351b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-efc2bacc-089a-47cc-b38e-d83556d6351b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee47c5a8-cc42-4e1d-919d-c24dfe3b298e' class='xr-var-data-in' type='checkbox'><label for='data-ee47c5a8-cc42-4e1d-919d-c24dfe3b298e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.00897 , -0.00691 , -0.004849, -0.002789, -0.000729,  0.001332,\n",
+       "       3791, 3792, 3793, 3794, 3795, 3796])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time_relative_to_stimulus_onset</span></div><div class='xr-var-dims'>(time_relative_to_stimulus_onset)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.00897 -0.00691 ... 0.3969 0.399</div><input id='attrs-9421d666-4fed-4628-a924-f6c39358ae83' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9421d666-4fed-4628-a924-f6c39358ae83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9827e191-bfc9-44f0-9dad-7746057984b6' class='xr-var-data-in' type='checkbox'><label for='data-9827e191-bfc9-44f0-9dad-7746057984b6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.00897 , -0.00691 , -0.004849, -0.002789, -0.000729,  0.001332,\n",
        "        0.003392,  0.005452,  0.007513,  0.009573,  0.011633,  0.013693,\n",
        "        0.015754,  0.017814,  0.019874,  0.021935,  0.023995,  0.026055,\n",
        "        0.028116,  0.030176,  0.032236,  0.034296,  0.036357,  0.038417,\n",
@@ -4767,10 +4767,10 @@
        "        0.361884,  0.363945,  0.366005,  0.368065,  0.370126,  0.372186,\n",
        "        0.374246,  0.376307,  0.378367,  0.380427,  0.382487,  0.384548,\n",
        "        0.386608,  0.388668,  0.390729,  0.392789,  0.394849,  0.39691 ,\n",
-       "        0.39897 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>unit_id</span></div><div class='xr-var-dims'>(unit_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>951814884 951814876 ... 951814312</div><input id='attrs-85626ae2-97ed-4476-aa17-56e4ad3d241e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85626ae2-97ed-4476-aa17-56e4ad3d241e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e3b0f91-4eab-49bb-ada1-acb88408538f' class='xr-var-data-in' type='checkbox'><label for='data-1e3b0f91-4eab-49bb-ada1-acb88408538f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([951814884, 951814876, 951815032, ..., 951814089, 951814199, 951814312])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1cb3a706-5f57-4774-ba83-fcbbe0d5795a' class='xr-section-summary-in' type='checkbox'  ><label for='section-1cb3a706-5f57-4774-ba83-fcbbe0d5795a' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>stimulus_presentation_id</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ddaea223-2cd2-4535-8ce4-065f143313e9' class='xr-index-data-in' type='checkbox'/><label for='index-ddaea223-2cd2-4535-8ce4-065f143313e9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([3647, 3648, 3649, 3650, 3651, 3652, 3653, 3654, 3655, 3656,\n",
+       "        0.39897 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>unit_id</span></div><div class='xr-var-dims'>(unit_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>951814884 951814876 ... 951814312</div><input id='attrs-f98d3d1e-a67c-4e81-864e-f120e1f4faed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f98d3d1e-a67c-4e81-864e-f120e1f4faed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2fba1b5-b89c-43d4-9eaf-39e921c88adf' class='xr-var-data-in' type='checkbox'><label for='data-d2fba1b5-b89c-43d4-9eaf-39e921c88adf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([951814884, 951814876, 951815032, ..., 951814089, 951814199, 951814312])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f08f2bd7-65de-44f7-a3e5-e1c6f8cce424' class='xr-section-summary-in' type='checkbox'  ><label for='section-f08f2bd7-65de-44f7-a3e5-e1c6f8cce424' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>stimulus_presentation_id</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3c2036ed-ff0b-4669-84f9-c7728a2a194e' class='xr-index-data-in' type='checkbox'/><label for='index-3c2036ed-ff0b-4669-84f9-c7728a2a194e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([3647, 3648, 3649, 3650, 3651, 3652, 3653, 3654, 3655, 3656,\n",
        "            ...\n",
        "            3787, 3788, 3789, 3790, 3791, 3792, 3793, 3794, 3795, 3796],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;stimulus_presentation_id&#x27;, length=150))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time_relative_to_stimulus_onset</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-54c57152-c2e6-48b9-8e10-239e117f30b3' class='xr-index-data-in' type='checkbox'/><label for='index-54c57152-c2e6-48b9-8e10-239e117f30b3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([ -0.008969849246231155,  -0.006909547738693468,\n",
+       "           dtype=&#x27;int64&#x27;, name=&#x27;stimulus_presentation_id&#x27;, length=150))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time_relative_to_stimulus_onset</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3b865989-b909-43f6-a540-73a89cb5ef14' class='xr-index-data-in' type='checkbox'/><label for='index-3b865989-b909-43f6-a540-73a89cb5ef14' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([ -0.008969849246231155,  -0.006909547738693468,\n",
        "               -0.004849246231155778,   -0.00278894472361809,\n",
        "              -0.0007286432160804011,  0.0013316582914572874,\n",
        "                0.003391959798994975,   0.005452261306532664,\n",
@@ -4781,12 +4781,12 @@
        "                  0.3886683417085427,     0.3907286432160804,\n",
        "                 0.39278894472361814,     0.3948492462311558,\n",
        "                 0.39690954773869347,     0.3989698492462312],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;time_relative_to_stimulus_onset&#x27;, length=199))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>unit_id</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8b475c1b-a3af-4556-a130-1872b9552e35' class='xr-index-data-in' type='checkbox'/><label for='index-8b475c1b-a3af-4556-a130-1872b9552e35' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([951814884, 951814876, 951815032, 951815275, 951815314, 951815335,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;time_relative_to_stimulus_onset&#x27;, length=199))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>unit_id</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1978b7f8-6c29-4ef8-9398-79b8480dd809' class='xr-index-data-in' type='checkbox'/><label for='index-1978b7f8-6c29-4ef8-9398-79b8480dd809' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([951814884, 951814876, 951815032, 951815275, 951815314, 951815335,\n",
        "            951815517, 951815642, 951815938, 951815929,\n",
        "            ...\n",
        "            951814002, 951813991, 951813982, 951813971, 951814060, 951814108,\n",
        "            951814096, 951814089, 951814199, 951814312],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;unit_id&#x27;, length=631))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c19c7a7a-d8f9-41da-ba2b-789a61aa5225' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c19c7a7a-d8f9-41da-ba2b-789a61aa5225' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "           dtype=&#x27;int64&#x27;, name=&#x27;unit_id&#x27;, length=631))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7c5395ab-5834-4b2e-8a96-879b4f35edfa' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7c5395ab-5834-4b2e-8a96-879b4f35edfa' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'spike_counts' (stimulus_presentation_id: 150,\n",
@@ -4872,10 +4872,10 @@
    "id": "853b6a2b",
    "metadata": {
     "papermill": {
-     "duration": 0.055285,
-     "end_time": "2023-07-19T22:46:17.806166",
+     "duration": 0.09841,
+     "end_time": "2023-07-31T20:32:55.505268",
      "exception": false,
-     "start_time": "2023-07-19T22:46:17.750881",
+     "start_time": "2023-07-31T20:32:55.406858",
      "status": "completed"
     },
     "tags": []
@@ -4899,16 +4899,16 @@
    "id": "df66d54e",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:17.920545Z",
-     "iopub.status.busy": "2023-07-19T22:46:17.919488Z",
-     "iopub.status.idle": "2023-07-19T22:46:18.204690Z",
-     "shell.execute_reply": "2023-07-19T22:46:18.202428Z"
+     "iopub.execute_input": "2023-07-31T20:32:55.702331Z",
+     "iopub.status.busy": "2023-07-31T20:32:55.701755Z",
+     "iopub.status.idle": "2023-07-31T20:32:56.026567Z",
+     "shell.execute_reply": "2023-07-31T20:32:56.025684Z"
     },
     "papermill": {
-     "duration": 0.345343,
-     "end_time": "2023-07-19T22:46:18.207085",
+     "duration": 0.425413,
+     "end_time": "2023-07-31T20:32:56.028938",
      "exception": false,
-     "start_time": "2023-07-19T22:46:17.861742",
+     "start_time": "2023-07-31T20:32:55.603525",
      "status": "completed"
     },
     "tags": []
@@ -4941,10 +4941,10 @@
    "id": "4ec14dbe",
    "metadata": {
     "papermill": {
-     "duration": 0.062844,
-     "end_time": "2023-07-19T22:46:18.338117",
+     "duration": 0.101075,
+     "end_time": "2023-07-31T20:32:56.276883",
      "exception": false,
-     "start_time": "2023-07-19T22:46:18.275273",
+     "start_time": "2023-07-31T20:32:56.175808",
      "status": "completed"
     },
     "tags": []
@@ -4959,16 +4959,16 @@
    "id": "4995d593",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:18.456750Z",
-     "iopub.status.busy": "2023-07-19T22:46:18.455986Z",
-     "iopub.status.idle": "2023-07-19T22:46:18.489477Z",
-     "shell.execute_reply": "2023-07-19T22:46:18.488724Z"
+     "iopub.execute_input": "2023-07-31T20:32:56.481745Z",
+     "iopub.status.busy": "2023-07-31T20:32:56.481072Z",
+     "iopub.status.idle": "2023-07-31T20:32:56.527675Z",
+     "shell.execute_reply": "2023-07-31T20:32:56.526711Z"
     },
     "papermill": {
-     "duration": 0.095027,
-     "end_time": "2023-07-19T22:46:18.491525",
+     "duration": 0.152341,
+     "end_time": "2023-07-31T20:32:56.529564",
      "exception": false,
-     "start_time": "2023-07-19T22:46:18.396498",
+     "start_time": "2023-07-31T20:32:56.377223",
      "status": "completed"
     },
     "tags": []
@@ -5357,7 +5357,7 @@
        "        0.        ]])\n",
        "Coordinates:\n",
        "  * time_relative_to_stimulus_onset  (time_relative_to_stimulus_onset) float64 ...\n",
-       "  * unit_id                          (unit_id) int64 951814884 ... 951814312</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'spike_counts'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time_relative_to_stimulus_onset</span>: 199</li><li><span class='xr-has-index'>unit_id</span>: 631</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5fe484c8-d979-40ef-b43e-8dfb2e4cd125' class='xr-array-in' type='checkbox' checked><label for='section-5fe484c8-d979-40ef-b43e-8dfb2e4cd125' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.02667 0.1 0.08 0.02667 0.04667 ... 0.006667 0.006667 0.0 0.0 0.0</span></div><div class='xr-array-data'><pre>array([[0.02666667, 0.1       , 0.08      , ..., 0.00666667, 0.        ,\n",
+       "  * unit_id                          (unit_id) int64 951814884 ... 951814312</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'spike_counts'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time_relative_to_stimulus_onset</span>: 199</li><li><span class='xr-has-index'>unit_id</span>: 631</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b234ef80-7b5b-4d69-b1c3-27d367a32354' class='xr-array-in' type='checkbox' checked><label for='section-b234ef80-7b5b-4d69-b1c3-27d367a32354' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.02667 0.1 0.08 0.02667 0.04667 ... 0.006667 0.006667 0.0 0.0 0.0</span></div><div class='xr-array-data'><pre>array([[0.02666667, 0.1       , 0.08      , ..., 0.00666667, 0.        ,\n",
        "        0.00666667],\n",
        "       [0.02666667, 0.06666667, 0.04666667, ..., 0.02      , 0.        ,\n",
        "        0.        ],\n",
@@ -5369,7 +5369,7 @@
        "       [0.02666667, 0.06666667, 0.02666667, ..., 0.00666667, 0.02      ,\n",
        "        0.        ],\n",
        "       [0.02666667, 0.12      , 0.02      , ..., 0.        , 0.        ,\n",
-       "        0.        ]])</pre></div></div></li><li class='xr-section-item'><input id='section-2c010127-96ab-4b81-bb9a-e38b5a7b7dfe' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2c010127-96ab-4b81-bb9a-e38b5a7b7dfe' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time_relative_to_stimulus_onset</span></div><div class='xr-var-dims'>(time_relative_to_stimulus_onset)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.00897 -0.00691 ... 0.3969 0.399</div><input id='attrs-fe12748a-3573-4b5e-8496-ef0cf6c748d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fe12748a-3573-4b5e-8496-ef0cf6c748d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9ee5294-269b-4d8e-8b9c-de1dc3dbe632' class='xr-var-data-in' type='checkbox'><label for='data-f9ee5294-269b-4d8e-8b9c-de1dc3dbe632' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.00897 , -0.00691 , -0.004849, -0.002789, -0.000729,  0.001332,\n",
+       "        0.        ]])</pre></div></div></li><li class='xr-section-item'><input id='section-74028666-2e1d-445e-8124-36c0c9f7509f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74028666-2e1d-445e-8124-36c0c9f7509f' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time_relative_to_stimulus_onset</span></div><div class='xr-var-dims'>(time_relative_to_stimulus_onset)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.00897 -0.00691 ... 0.3969 0.399</div><input id='attrs-2f0e5558-66e1-4521-9114-5deed5442b65' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2f0e5558-66e1-4521-9114-5deed5442b65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc78d11a-cca8-4918-a792-1f1dae3600ca' class='xr-var-data-in' type='checkbox'><label for='data-dc78d11a-cca8-4918-a792-1f1dae3600ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.00897 , -0.00691 , -0.004849, -0.002789, -0.000729,  0.001332,\n",
        "        0.003392,  0.005452,  0.007513,  0.009573,  0.011633,  0.013693,\n",
        "        0.015754,  0.017814,  0.019874,  0.021935,  0.023995,  0.026055,\n",
        "        0.028116,  0.030176,  0.032236,  0.034296,  0.036357,  0.038417,\n",
@@ -5402,7 +5402,7 @@
        "        0.361884,  0.363945,  0.366005,  0.368065,  0.370126,  0.372186,\n",
        "        0.374246,  0.376307,  0.378367,  0.380427,  0.382487,  0.384548,\n",
        "        0.386608,  0.388668,  0.390729,  0.392789,  0.394849,  0.39691 ,\n",
-       "        0.39897 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>unit_id</span></div><div class='xr-var-dims'>(unit_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>951814884 951814876 ... 951814312</div><input id='attrs-84c3ddcb-e11e-45a6-8c9c-5099fde07c23' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-84c3ddcb-e11e-45a6-8c9c-5099fde07c23' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-794299bf-313e-4674-934b-65cae7082d4a' class='xr-var-data-in' type='checkbox'><label for='data-794299bf-313e-4674-934b-65cae7082d4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([951814884, 951814876, 951815032, ..., 951814089, 951814199, 951814312])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bf2b01ee-b740-460f-be08-e3c0b707e2e0' class='xr-section-summary-in' type='checkbox'  ><label for='section-bf2b01ee-b740-460f-be08-e3c0b707e2e0' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time_relative_to_stimulus_onset</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-70a00afb-0f74-414f-815e-f354eafcc968' class='xr-index-data-in' type='checkbox'/><label for='index-70a00afb-0f74-414f-815e-f354eafcc968' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([ -0.008969849246231155,  -0.006909547738693468,\n",
+       "        0.39897 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>unit_id</span></div><div class='xr-var-dims'>(unit_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>951814884 951814876 ... 951814312</div><input id='attrs-f8f3f202-89ae-48ad-99a3-5ae13efa066c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f8f3f202-89ae-48ad-99a3-5ae13efa066c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c01ee235-d067-4529-a1cf-a74855255c18' class='xr-var-data-in' type='checkbox'><label for='data-c01ee235-d067-4529-a1cf-a74855255c18' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([951814884, 951814876, 951815032, ..., 951814089, 951814199, 951814312])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bde91800-b793-4b86-9352-47777da146b3' class='xr-section-summary-in' type='checkbox'  ><label for='section-bde91800-b793-4b86-9352-47777da146b3' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time_relative_to_stimulus_onset</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d2959831-b7cf-460b-9f24-3e4d250d7d86' class='xr-index-data-in' type='checkbox'/><label for='index-d2959831-b7cf-460b-9f24-3e4d250d7d86' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([ -0.008969849246231155,  -0.006909547738693468,\n",
        "               -0.004849246231155778,   -0.00278894472361809,\n",
        "              -0.0007286432160804011,  0.0013316582914572874,\n",
        "                0.003391959798994975,   0.005452261306532664,\n",
@@ -5413,12 +5413,12 @@
        "                  0.3886683417085427,     0.3907286432160804,\n",
        "                 0.39278894472361814,     0.3948492462311558,\n",
        "                 0.39690954773869347,     0.3989698492462312],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;time_relative_to_stimulus_onset&#x27;, length=199))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>unit_id</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-359dcecc-fe73-4c9b-92ef-6ad767e7ef9c' class='xr-index-data-in' type='checkbox'/><label for='index-359dcecc-fe73-4c9b-92ef-6ad767e7ef9c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([951814884, 951814876, 951815032, 951815275, 951815314, 951815335,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;time_relative_to_stimulus_onset&#x27;, length=199))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>unit_id</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0d7aec5b-08b4-4bb4-a7e9-d22c142dd3dc' class='xr-index-data-in' type='checkbox'/><label for='index-0d7aec5b-08b4-4bb4-a7e9-d22c142dd3dc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([951814884, 951814876, 951815032, 951815275, 951815314, 951815335,\n",
        "            951815517, 951815642, 951815938, 951815929,\n",
        "            ...\n",
        "            951814002, 951813991, 951813982, 951813971, 951814060, 951814108,\n",
        "            951814096, 951814089, 951814199, 951814312],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;unit_id&#x27;, length=631))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-675d7fa1-0fb7-4d7c-80b9-0b3d2a46bd6b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-675d7fa1-0fb7-4d7c-80b9-0b3d2a46bd6b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "           dtype=&#x27;int64&#x27;, name=&#x27;unit_id&#x27;, length=631))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2cd2a0cb-21d6-4a4b-b898-b8015e0aba74' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2cd2a0cb-21d6-4a4b-b898-b8015e0aba74' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'spike_counts' (time_relative_to_stimulus_onset: 199,\n",
@@ -5456,10 +5456,10 @@
    "id": "0ac956fa",
    "metadata": {
     "papermill": {
-     "duration": 0.059892,
-     "end_time": "2023-07-19T22:46:18.613194",
+     "duration": 0.10834,
+     "end_time": "2023-07-31T20:32:56.738115",
      "exception": false,
-     "start_time": "2023-07-19T22:46:18.553302",
+     "start_time": "2023-07-31T20:32:56.629775",
      "status": "completed"
     },
     "tags": []
@@ -5474,16 +5474,16 @@
    "id": "bc4356a3",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:18.734932Z",
-     "iopub.status.busy": "2023-07-19T22:46:18.733776Z",
-     "iopub.status.idle": "2023-07-19T22:46:19.040299Z",
-     "shell.execute_reply": "2023-07-19T22:46:19.039266Z"
+     "iopub.execute_input": "2023-07-31T20:32:56.941380Z",
+     "iopub.status.busy": "2023-07-31T20:32:56.940541Z",
+     "iopub.status.idle": "2023-07-31T20:32:57.313678Z",
+     "shell.execute_reply": "2023-07-31T20:32:57.312505Z"
     },
     "papermill": {
-     "duration": 0.379555,
-     "end_time": "2023-07-19T22:46:19.052287",
+     "duration": 0.481076,
+     "end_time": "2023-07-31T20:32:57.319912",
      "exception": false,
-     "start_time": "2023-07-19T22:46:18.672732",
+     "start_time": "2023-07-31T20:32:56.838836",
      "status": "completed"
     },
     "scrolled": false,
@@ -5516,10 +5516,10 @@
    "id": "3c4db27d",
    "metadata": {
     "papermill": {
-     "duration": 0.061128,
-     "end_time": "2023-07-19T22:46:19.177256",
+     "duration": 0.102826,
+     "end_time": "2023-07-31T20:32:57.524620",
      "exception": false,
-     "start_time": "2023-07-19T22:46:19.116128",
+     "start_time": "2023-07-31T20:32:57.421794",
      "status": "completed"
     },
     "tags": []
@@ -5536,16 +5536,16 @@
    "id": "9edb1fa2",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:19.303992Z",
-     "iopub.status.busy": "2023-07-19T22:46:19.302996Z",
-     "iopub.status.idle": "2023-07-19T22:46:53.247195Z",
-     "shell.execute_reply": "2023-07-19T22:46:53.245428Z"
+     "iopub.execute_input": "2023-07-31T20:32:57.738007Z",
+     "iopub.status.busy": "2023-07-31T20:32:57.737460Z",
+     "iopub.status.idle": "2023-07-31T20:33:37.583805Z",
+     "shell.execute_reply": "2023-07-31T20:33:37.575715Z"
     },
     "papermill": {
-     "duration": 34.424268,
-     "end_time": "2023-07-19T22:46:53.662834",
+     "duration": 40.150179,
+     "end_time": "2023-07-31T20:33:37.776793",
      "exception": false,
-     "start_time": "2023-07-19T22:46:19.238566",
+     "start_time": "2023-07-31T20:32:57.626614",
      "status": "completed"
     },
     "tags": []
@@ -5578,10 +5578,10 @@
    "id": "9dcad188",
    "metadata": {
     "papermill": {
-     "duration": 0.070221,
-     "end_time": "2023-07-19T22:46:53.812634",
+     "duration": 0.104656,
+     "end_time": "2023-07-31T20:33:37.996857",
      "exception": false,
-     "start_time": "2023-07-19T22:46:53.742413",
+     "start_time": "2023-07-31T20:33:37.892201",
      "status": "completed"
     },
     "tags": []
@@ -5596,16 +5596,16 @@
    "id": "616819bd",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:53.958251Z",
-     "iopub.status.busy": "2023-07-19T22:46:53.957794Z",
-     "iopub.status.idle": "2023-07-19T22:46:54.066266Z",
-     "shell.execute_reply": "2023-07-19T22:46:54.065265Z"
+     "iopub.execute_input": "2023-07-31T20:33:38.235459Z",
+     "iopub.status.busy": "2023-07-31T20:33:38.235059Z",
+     "iopub.status.idle": "2023-07-31T20:33:38.356999Z",
+     "shell.execute_reply": "2023-07-31T20:33:38.356156Z"
     },
     "papermill": {
-     "duration": 0.19316,
-     "end_time": "2023-07-19T22:46:54.072367",
+     "duration": 0.252342,
+     "end_time": "2023-07-31T20:33:38.358902",
      "exception": false,
-     "start_time": "2023-07-19T22:46:53.879207",
+     "start_time": "2023-07-31T20:33:38.106560",
      "status": "completed"
     },
     "tags": []
@@ -5650,10 +5650,10 @@
    "id": "38154703",
    "metadata": {
     "papermill": {
-     "duration": 0.068221,
-     "end_time": "2023-07-19T22:46:54.210432",
+     "duration": 0.113894,
+     "end_time": "2023-07-31T20:33:38.583605",
      "exception": false,
-     "start_time": "2023-07-19T22:46:54.142211",
+     "start_time": "2023-07-31T20:33:38.469711",
      "status": "completed"
     },
     "tags": []
@@ -5672,16 +5672,16 @@
    "id": "d03f68b5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:54.348026Z",
-     "iopub.status.busy": "2023-07-19T22:46:54.347130Z",
-     "iopub.status.idle": "2023-07-19T22:46:55.191244Z",
-     "shell.execute_reply": "2023-07-19T22:46:55.190156Z"
+     "iopub.execute_input": "2023-07-31T20:33:38.798232Z",
+     "iopub.status.busy": "2023-07-31T20:33:38.796733Z",
+     "iopub.status.idle": "2023-07-31T20:33:39.711804Z",
+     "shell.execute_reply": "2023-07-31T20:33:39.710752Z"
     },
     "papermill": {
-     "duration": 0.916366,
-     "end_time": "2023-07-19T22:46:55.194250",
+     "duration": 1.02495,
+     "end_time": "2023-07-31T20:33:39.714971",
      "exception": false,
-     "start_time": "2023-07-19T22:46:54.277884",
+     "start_time": "2023-07-31T20:33:38.690021",
      "status": "completed"
     },
     "tags": []
@@ -5715,10 +5715,10 @@
    "id": "ab450a60",
    "metadata": {
     "papermill": {
-     "duration": 0.070577,
-     "end_time": "2023-07-19T22:46:55.342710",
+     "duration": 0.107678,
+     "end_time": "2023-07-31T20:33:39.931775",
      "exception": false,
-     "start_time": "2023-07-19T22:46:55.272133",
+     "start_time": "2023-07-31T20:33:39.824097",
      "status": "completed"
     },
     "tags": []
@@ -5733,16 +5733,16 @@
    "id": "340500d0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:55.490676Z",
-     "iopub.status.busy": "2023-07-19T22:46:55.489754Z",
-     "iopub.status.idle": "2023-07-19T22:46:56.112221Z",
-     "shell.execute_reply": "2023-07-19T22:46:56.110864Z"
+     "iopub.execute_input": "2023-07-31T20:33:40.154257Z",
+     "iopub.status.busy": "2023-07-31T20:33:40.153648Z",
+     "iopub.status.idle": "2023-07-31T20:33:40.882221Z",
+     "shell.execute_reply": "2023-07-31T20:33:40.881232Z"
     },
     "papermill": {
-     "duration": 0.701324,
-     "end_time": "2023-07-19T22:46:56.115470",
+     "duration": 0.846801,
+     "end_time": "2023-07-31T20:33:40.884704",
      "exception": false,
-     "start_time": "2023-07-19T22:46:55.414146",
+     "start_time": "2023-07-31T20:33:40.037903",
      "status": "completed"
     },
     "tags": []
@@ -5937,10 +5937,10 @@
    "id": "c5f45a73",
    "metadata": {
     "papermill": {
-     "duration": 0.068647,
-     "end_time": "2023-07-19T22:46:56.254741",
+     "duration": 0.110581,
+     "end_time": "2023-07-31T20:33:41.102385",
      "exception": false,
-     "start_time": "2023-07-19T22:46:56.186094",
+     "start_time": "2023-07-31T20:33:40.991804",
      "status": "completed"
     },
     "tags": []
@@ -5954,10 +5954,10 @@
    "id": "ef04039f",
    "metadata": {
     "papermill": {
-     "duration": 0.06965,
-     "end_time": "2023-07-19T22:46:56.393143",
+     "duration": 0.110607,
+     "end_time": "2023-07-31T20:33:41.321825",
      "exception": false,
-     "start_time": "2023-07-19T22:46:56.323493",
+     "start_time": "2023-07-31T20:33:41.211218",
      "status": "completed"
     },
     "tags": []
@@ -5972,16 +5972,16 @@
    "id": "0229ac56",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:56.533098Z",
-     "iopub.status.busy": "2023-07-19T22:46:56.531994Z",
-     "iopub.status.idle": "2023-07-19T22:46:57.905125Z",
-     "shell.execute_reply": "2023-07-19T22:46:57.903909Z"
+     "iopub.execute_input": "2023-07-31T20:33:41.544813Z",
+     "iopub.status.busy": "2023-07-31T20:33:41.544253Z",
+     "iopub.status.idle": "2023-07-31T20:33:42.926944Z",
+     "shell.execute_reply": "2023-07-31T20:33:42.925973Z"
     },
     "papermill": {
-     "duration": 1.445715,
-     "end_time": "2023-07-19T22:46:57.907470",
+     "duration": 1.497442,
+     "end_time": "2023-07-31T20:33:42.929360",
      "exception": false,
-     "start_time": "2023-07-19T22:46:56.461755",
+     "start_time": "2023-07-31T20:33:41.431918",
      "status": "completed"
     },
     "tags": []
@@ -6336,10 +6336,10 @@
    "id": "e8888028",
    "metadata": {
     "papermill": {
-     "duration": 0.071133,
-     "end_time": "2023-07-19T22:46:58.054645",
+     "duration": 0.126823,
+     "end_time": "2023-07-31T20:33:43.171398",
      "exception": false,
-     "start_time": "2023-07-19T22:46:57.983512",
+     "start_time": "2023-07-31T20:33:43.044575",
      "status": "completed"
     },
     "tags": []
@@ -6354,16 +6354,16 @@
    "id": "e9b8660f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:58.202294Z",
-     "iopub.status.busy": "2023-07-19T22:46:58.201742Z",
-     "iopub.status.idle": "2023-07-19T22:46:58.354649Z",
-     "shell.execute_reply": "2023-07-19T22:46:58.353281Z"
+     "iopub.execute_input": "2023-07-31T20:33:43.403500Z",
+     "iopub.status.busy": "2023-07-31T20:33:43.402939Z",
+     "iopub.status.idle": "2023-07-31T20:33:43.616296Z",
+     "shell.execute_reply": "2023-07-31T20:33:43.615222Z"
     },
     "papermill": {
-     "duration": 0.228717,
-     "end_time": "2023-07-19T22:46:58.357094",
+     "duration": 0.334812,
+     "end_time": "2023-07-31T20:33:43.618826",
      "exception": false,
-     "start_time": "2023-07-19T22:46:58.128377",
+     "start_time": "2023-07-31T20:33:43.284014",
      "status": "completed"
     },
     "tags": []
@@ -6422,16 +6422,16 @@
    "id": "71e27d20",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:46:58.499454Z",
-     "iopub.status.busy": "2023-07-19T22:46:58.498421Z",
-     "iopub.status.idle": "2023-07-19T22:47:22.905647Z",
-     "shell.execute_reply": "2023-07-19T22:47:22.904740Z"
+     "iopub.execute_input": "2023-07-31T20:33:43.861818Z",
+     "iopub.status.busy": "2023-07-31T20:33:43.860969Z",
+     "iopub.status.idle": "2023-07-31T20:34:11.406668Z",
+     "shell.execute_reply": "2023-07-31T20:34:11.397948Z"
     },
     "papermill": {
-     "duration": 24.808002,
-     "end_time": "2023-07-19T22:47:23.235242",
+     "duration": 27.859874,
+     "end_time": "2023-07-31T20:34:11.604738",
      "exception": false,
-     "start_time": "2023-07-19T22:46:58.427240",
+     "start_time": "2023-07-31T20:33:43.744864",
      "status": "completed"
     },
     "tags": []
@@ -6625,42 +6625,42 @@
        "</style>\n",
        "\n",
        "<div class=\"animation\">\n",
-       "  <img id=\"_anim_img8cd54a11216040aba2d3f46091d77c27\">\n",
+       "  <img id=\"_anim_imgb9798ab7924d425e85017bbddf2f9ed1\">\n",
        "  <div class=\"anim-controls\">\n",
-       "    <input id=\"_anim_slider8cd54a11216040aba2d3f46091d77c27\" type=\"range\" class=\"anim-slider\"\n",
+       "    <input id=\"_anim_sliderb9798ab7924d425e85017bbddf2f9ed1\" type=\"range\" class=\"anim-slider\"\n",
        "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
-       "           oninput=\"anim8cd54a11216040aba2d3f46091d77c27.set_frame(parseInt(this.value));\"></input>\n",
+       "           oninput=\"animb9798ab7924d425e85017bbddf2f9ed1.set_frame(parseInt(this.value));\"></input>\n",
        "    <div class=\"anim-buttons\">\n",
-       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.slower()\">\n",
+       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.slower()\">\n",
        "          <i class=\"fa fa-minus\"></i></button>\n",
-       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.first_frame()\">\n",
+       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.first_frame()\">\n",
        "        <i class=\"fa fa-fast-backward\"></i></button>\n",
-       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.previous_frame()\">\n",
+       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.previous_frame()\">\n",
        "          <i class=\"fa fa-step-backward\"></i></button>\n",
-       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.reverse_animation()\">\n",
+       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.reverse_animation()\">\n",
        "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
-       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.pause_animation()\">\n",
+       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.pause_animation()\">\n",
        "          <i class=\"fa fa-pause\"></i></button>\n",
-       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.play_animation()\">\n",
+       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.play_animation()\">\n",
        "          <i class=\"fa fa-play\"></i></button>\n",
-       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.next_frame()\">\n",
+       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.next_frame()\">\n",
        "          <i class=\"fa fa-step-forward\"></i></button>\n",
-       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.last_frame()\">\n",
+       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.last_frame()\">\n",
        "          <i class=\"fa fa-fast-forward\"></i></button>\n",
-       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"anim8cd54a11216040aba2d3f46091d77c27.faster()\">\n",
+       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"animb9798ab7924d425e85017bbddf2f9ed1.faster()\">\n",
        "          <i class=\"fa fa-plus\"></i></button>\n",
        "    </div>\n",
-       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select8cd54a11216040aba2d3f46091d77c27\"\n",
+       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_selectb9798ab7924d425e85017bbddf2f9ed1\"\n",
        "          class=\"anim-state\">\n",
-       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_8cd54a11216040aba2d3f46091d77c27\"\n",
+       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_b9798ab7924d425e85017bbddf2f9ed1\"\n",
        "             >\n",
-       "      <label for=\"_anim_radio1_8cd54a11216040aba2d3f46091d77c27\">Once</label>\n",
-       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_8cd54a11216040aba2d3f46091d77c27\"\n",
+       "      <label for=\"_anim_radio1_b9798ab7924d425e85017bbddf2f9ed1\">Once</label>\n",
+       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_b9798ab7924d425e85017bbddf2f9ed1\"\n",
        "             checked>\n",
-       "      <label for=\"_anim_radio2_8cd54a11216040aba2d3f46091d77c27\">Loop</label>\n",
-       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_8cd54a11216040aba2d3f46091d77c27\"\n",
+       "      <label for=\"_anim_radio2_b9798ab7924d425e85017bbddf2f9ed1\">Loop</label>\n",
+       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_b9798ab7924d425e85017bbddf2f9ed1\"\n",
        "             >\n",
-       "      <label for=\"_anim_radio3_8cd54a11216040aba2d3f46091d77c27\">Reflect</label>\n",
+       "      <label for=\"_anim_radio3_b9798ab7924d425e85017bbddf2f9ed1\">Reflect</label>\n",
        "    </form>\n",
        "  </div>\n",
        "</div>\n",
@@ -6670,9 +6670,9 @@
        "  /* Instantiate the Animation class. */\n",
        "  /* The IDs given should match those used in the template above. */\n",
        "  (function() {\n",
-       "    var img_id = \"_anim_img8cd54a11216040aba2d3f46091d77c27\";\n",
-       "    var slider_id = \"_anim_slider8cd54a11216040aba2d3f46091d77c27\";\n",
-       "    var loop_select_id = \"_anim_loop_select8cd54a11216040aba2d3f46091d77c27\";\n",
+       "    var img_id = \"_anim_imgb9798ab7924d425e85017bbddf2f9ed1\";\n",
+       "    var slider_id = \"_anim_sliderb9798ab7924d425e85017bbddf2f9ed1\";\n",
+       "    var loop_select_id = \"_anim_loop_selectb9798ab7924d425e85017bbddf2f9ed1\";\n",
        "    var frames = new Array(500);\n",
        "    \n",
        "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
@@ -150069,7 +150069,7 @@
        "    /* set a timeout to make sure all the above elements are created before\n",
        "       the object is initialized. */\n",
        "    setTimeout(function() {\n",
-       "        anim8cd54a11216040aba2d3f46091d77c27 = new Animation(frames, img_id, slider_id, 33.0,\n",
+       "        animb9798ab7924d425e85017bbddf2f9ed1 = new Animation(frames, img_id, slider_id, 33.0,\n",
        "                                 loop_select_id);\n",
        "    }, 0);\n",
        "  })()\n",
@@ -150095,10 +150095,10 @@
    "id": "4955d182",
    "metadata": {
     "papermill": {
-     "duration": 1.218572,
-     "end_time": "2023-07-19T22:47:24.828776",
+     "duration": 0.37588,
+     "end_time": "2023-07-31T20:34:12.359014",
      "exception": false,
-     "start_time": "2023-07-19T22:47:23.610204",
+     "start_time": "2023-07-31T20:34:11.983134",
      "status": "completed"
     },
     "tags": []
@@ -150113,16 +150113,16 @@
    "id": "a2f8ad04",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:47:25.600161Z",
-     "iopub.status.busy": "2023-07-19T22:47:25.599163Z",
-     "iopub.status.idle": "2023-07-19T22:47:26.667922Z",
-     "shell.execute_reply": "2023-07-19T22:47:26.667200Z"
+     "iopub.execute_input": "2023-07-31T20:34:13.121814Z",
+     "iopub.status.busy": "2023-07-31T20:34:13.121455Z",
+     "iopub.status.idle": "2023-07-31T20:34:14.353761Z",
+     "shell.execute_reply": "2023-07-31T20:34:14.352774Z"
     },
     "papermill": {
-     "duration": 1.45586,
-     "end_time": "2023-07-19T22:47:26.670103",
+     "duration": 1.616059,
+     "end_time": "2023-07-31T20:34:14.358389",
      "exception": false,
-     "start_time": "2023-07-19T22:47:25.214243",
+     "start_time": "2023-07-31T20:34:12.742330",
      "status": "completed"
     },
     "tags": []
@@ -150347,16 +150347,16 @@
    "id": "7ba5a498",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:47:27.412482Z",
-     "iopub.status.busy": "2023-07-19T22:47:27.411090Z",
-     "iopub.status.idle": "2023-07-19T22:47:27.980818Z",
-     "shell.execute_reply": "2023-07-19T22:47:27.979854Z"
+     "iopub.execute_input": "2023-07-31T20:34:15.119903Z",
+     "iopub.status.busy": "2023-07-31T20:34:15.119079Z",
+     "iopub.status.idle": "2023-07-31T20:34:15.639563Z",
+     "shell.execute_reply": "2023-07-31T20:34:15.638593Z"
     },
     "papermill": {
-     "duration": 0.947115,
-     "end_time": "2023-07-19T22:47:27.984573",
+     "duration": 0.901255,
+     "end_time": "2023-07-31T20:34:15.642028",
      "exception": false,
-     "start_time": "2023-07-19T22:47:27.037458",
+     "start_time": "2023-07-31T20:34:14.740773",
      "status": "completed"
     },
     "tags": []
@@ -150383,10 +150383,10 @@
    "id": "dd0d0f5d",
    "metadata": {
     "papermill": {
-     "duration": 0.365065,
-     "end_time": "2023-07-19T22:47:28.721340",
+     "duration": 0.374782,
+     "end_time": "2023-07-31T20:34:16.457591",
      "exception": false,
-     "start_time": "2023-07-19T22:47:28.356275",
+     "start_time": "2023-07-31T20:34:16.082809",
      "status": "completed"
     },
     "tags": []
@@ -150403,16 +150403,16 @@
    "id": "e972efc6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:47:29.462748Z",
-     "iopub.status.busy": "2023-07-19T22:47:29.461640Z",
-     "iopub.status.idle": "2023-07-19T22:47:29.477366Z",
-     "shell.execute_reply": "2023-07-19T22:47:29.476385Z"
+     "iopub.execute_input": "2023-07-31T20:34:17.203948Z",
+     "iopub.status.busy": "2023-07-31T20:34:17.203231Z",
+     "iopub.status.idle": "2023-07-31T20:34:17.216644Z",
+     "shell.execute_reply": "2023-07-31T20:34:17.215144Z"
     },
     "papermill": {
-     "duration": 0.389072,
-     "end_time": "2023-07-19T22:47:29.479340",
+     "duration": 0.395868,
+     "end_time": "2023-07-31T20:34:17.218957",
      "exception": false,
-     "start_time": "2023-07-19T22:47:29.090268",
+     "start_time": "2023-07-31T20:34:16.823089",
      "status": "completed"
     },
     "tags": []
@@ -150533,16 +150533,16 @@
    "id": "6a9af9c4",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:47:30.223050Z",
-     "iopub.status.busy": "2023-07-19T22:47:30.222347Z",
-     "iopub.status.idle": "2023-07-19T22:47:30.227738Z",
-     "shell.execute_reply": "2023-07-19T22:47:30.226966Z"
+     "iopub.execute_input": "2023-07-31T20:34:17.952428Z",
+     "iopub.status.busy": "2023-07-31T20:34:17.951236Z",
+     "iopub.status.idle": "2023-07-31T20:34:17.957186Z",
+     "shell.execute_reply": "2023-07-31T20:34:17.956232Z"
     },
     "papermill": {
-     "duration": 0.379255,
-     "end_time": "2023-07-19T22:47:30.229771",
+     "duration": 0.374112,
+     "end_time": "2023-07-31T20:34:17.959152",
      "exception": false,
-     "start_time": "2023-07-19T22:47:29.850516",
+     "start_time": "2023-07-31T20:34:17.585040",
      "status": "completed"
     },
     "scrolled": false,
@@ -150564,10 +150564,10 @@
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    "metadata": {
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-    "output_dir": "/tmp/tmpdogkvbv3",
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     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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diff --git a/doc_template/examples_root/examples/nb/image_download.ipynb b/doc_template/examples_root/examples/nb/image_download.ipynb
index 0a159c4a0e..6efa47c7be 100644
--- a/doc_template/examples_root/examples/nb/image_download.ipynb
+++ b/doc_template/examples_root/examples/nb/image_download.ipynb
@@ -5,10 +5,10 @@
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@@ -22,10 +22,10 @@
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@@ -55,16 +55,16 @@
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@@ -93,10 +93,10 @@
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@@ -111,16 +111,16 @@
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@@ -152,10 +152,10 @@
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@@ -170,16 +170,16 @@
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@@ -195,10 +195,10 @@
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@@ -217,16 +217,16 @@
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@@ -244,16 +244,16 @@
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@@ -269,10 +269,10 @@
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@@ -287,16 +287,16 @@
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@@ -311,10 +311,10 @@
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@@ -329,16 +329,16 @@
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@@ -348,7 +348,7 @@
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-      "2023-07-19 23:47:22,671 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/section_image_download/70945123?downsample=3\n"
+      "2023-07-31 21:48:49,098 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/section_image_download/70945123?downsample=3\n"
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@@ -373,10 +373,10 @@
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@@ -393,16 +393,16 @@
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@@ -419,10 +419,10 @@
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@@ -437,16 +437,16 @@
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@@ -461,10 +461,10 @@
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@@ -479,16 +479,16 @@
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@@ -498,7 +498,7 @@
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      "output_type": "stream",
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-      "2023-07-19 23:47:24,582 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/projection_image_download/297225716?downsample=3&range=0,825,0,943,0,4095\n"
+      "2023-07-31 21:48:51,107 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/projection_image_download/297225716?downsample=3&range=0,825,0,943,0,4095\n"
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@@ -523,10 +523,10 @@
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@@ -541,16 +541,16 @@
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@@ -560,7 +560,7 @@
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-      "2023-07-19 23:47:29,167 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/projection_image_download/297225716?downsample=3&projection=true\n"
+      "2023-07-31 21:48:56,014 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/projection_image_download/297225716?downsample=3&projection=true\n"
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@@ -591,10 +591,10 @@
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@@ -611,16 +611,16 @@
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@@ -637,10 +637,10 @@
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@@ -657,16 +657,16 @@
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@@ -682,16 +682,16 @@
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@@ -701,7 +701,7 @@
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-      "2023-07-19 23:47:32,639 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/atlas_image_download/112282603?downsample=6&annotation=false\n"
+      "2023-07-31 21:48:59,609 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/atlas_image_download/112282603?downsample=6&annotation=false\n"
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@@ -726,10 +726,10 @@
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@@ -744,16 +744,16 @@
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@@ -763,7 +763,7 @@
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-      "2023-07-19 23:47:34,908 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/atlas_image_download/112282603?downsample=6&annotation=true\n"
+      "2023-07-31 21:49:01,711 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/atlas_image_download/112282603?downsample=6&annotation=true\n"
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@@ -792,10 +792,10 @@
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@@ -812,16 +812,16 @@
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@@ -831,7 +831,7 @@
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-      "2023-07-19 23:47:36,829 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/svg_download/112282603\n"
+      "2023-07-31 21:49:03,794 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/svg_download/112282603\n"
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@@ -848,16 +848,16 @@
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@@ -886,10 +886,10 @@
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@@ -906,16 +906,16 @@
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@@ -1153,10 +1153,10 @@
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@@ -1171,16 +1171,16 @@
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diff --git a/doc_template/examples_root/examples/nb/mouse_connectivity.ipynb b/doc_template/examples_root/examples/nb/mouse_connectivity.ipynb
index 1524353004..e4b0f82074 100644
--- a/doc_template/examples_root/examples/nb/mouse_connectivity.ipynb
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@@ -1177,16 +1177,16 @@
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@@ -1226,16 +1226,16 @@
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@@ -1473,16 +1473,16 @@
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@@ -2126,16 +2126,16 @@
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@@ -2223,16 +2223,16 @@
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@@ -2252,16 +2252,16 @@
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@@ -2274,13 +2274,13 @@
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-      "2023-07-19 22:40:18,680 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/grid_data/download_file/181599674?image=injection_density&resolution=25\n",
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+      "2023-07-31 20:24:43,618 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://download.alleninstitute.org/informatics-archive/current-release/mouse_ccf/annotation/ccf_2017/structure_masks/structure_masks_25/structure_315.nrrd\n"
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diff --git a/doc_template/examples_root/examples/nb/receptive_fields.ipynb b/doc_template/examples_root/examples/nb/receptive_fields.ipynb
index 0230be1703..2216d22877 100644
--- a/doc_template/examples_root/examples/nb/receptive_fields.ipynb
+++ b/doc_template/examples_root/examples/nb/receptive_fields.ipynb
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@@ -640,7 +640,7 @@
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+      "2023-07-31 20:42:38,856 allensdk.api.api.retrieve_file_over_http INFO     Downloading URL: http://api.brain-map.org/api/v2/well_known_file_download/650500441\n"
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diff --git a/doc_template/examples_root/examples/nb/reference_space.ipynb b/doc_template/examples_root/examples/nb/reference_space.ipynb
index a3e94debef..b81824532e 100644
--- a/doc_template/examples_root/examples/nb/reference_space.ipynb
+++ b/doc_template/examples_root/examples/nb/reference_space.ipynb
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@@ -33,10 +33,10 @@
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@@ -83,16 +83,16 @@
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@@ -276,16 +276,16 @@
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@@ -315,16 +315,16 @@
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@@ -354,16 +354,16 @@
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@@ -630,7 +630,7 @@
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@@ -683,16 +683,16 @@
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@@ -780,16 +780,16 @@
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@@ -848,16 +848,16 @@
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@@ -866,7 +866,7 @@
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@@ -916,16 +916,16 @@
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@@ -981,16 +981,16 @@
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@@ -999,7 +999,7 @@
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@@ -1027,10 +1027,10 @@
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@@ -1128,17 +1128,17 @@
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_compare_across_trial_types.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_compare_across_trial_types.ipynb
index 2d646f8acf..9db901cd9f 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_compare_across_trial_types.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_compare_across_trial_types.ipynb
@@ -5,10 +5,10 @@
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@@ -26,10 +26,10 @@
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    "metadata": {
     "papermill": {
-     "duration": 0.012003,
-     "end_time": "2023-07-19T23:13:00.853954",
+     "duration": 0.012264,
+     "end_time": "2023-07-31T21:05:59.798051",
      "exception": false,
-     "start_time": "2023-07-19T23:13:00.841951",
+     "start_time": "2023-07-31T21:05:59.785787",
      "status": "completed"
     },
     "pycharm": {
@@ -46,10 +46,10 @@
    "id": "7856ffdc",
    "metadata": {
     "papermill": {
-     "duration": 0.012639,
-     "end_time": "2023-07-19T23:13:00.879105",
+     "duration": 0.011636,
+     "end_time": "2023-07-31T21:05:59.821315",
      "exception": false,
-     "start_time": "2023-07-19T23:13:00.866466",
+     "start_time": "2023-07-31T21:05:59.809679",
      "status": "completed"
     },
     "pycharm": {
@@ -66,10 +66,10 @@
    "id": "d8f75232",
    "metadata": {
     "papermill": {
-     "duration": 0.013554,
-     "end_time": "2023-07-19T23:13:00.905086",
+     "duration": 0.012546,
+     "end_time": "2023-07-31T21:05:59.845960",
      "exception": false,
-     "start_time": "2023-07-19T23:13:00.891532",
+     "start_time": "2023-07-31T21:05:59.833414",
      "status": "completed"
     },
     "pycharm": {
@@ -87,16 +87,16 @@
    "id": "59984c1f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:13:00.934023Z",
-     "iopub.status.busy": "2023-07-19T23:13:00.932839Z",
-     "iopub.status.idle": "2023-07-19T23:13:03.963933Z",
-     "shell.execute_reply": "2023-07-19T23:13:03.962150Z"
+     "iopub.execute_input": "2023-07-31T21:05:59.872012Z",
+     "iopub.status.busy": "2023-07-31T21:05:59.871656Z",
+     "iopub.status.idle": "2023-07-31T21:06:02.991359Z",
+     "shell.execute_reply": "2023-07-31T21:06:02.990189Z"
     },
     "papermill": {
-     "duration": 3.048576,
-     "end_time": "2023-07-19T23:13:03.966610",
+     "duration": 3.136413,
+     "end_time": "2023-07-31T21:06:02.994054",
      "exception": false,
-     "start_time": "2023-07-19T23:13:00.918034",
+     "start_time": "2023-07-31T21:05:59.857641",
      "status": "completed"
     },
     "pycharm": {
@@ -109,7 +109,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -135,7 +135,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -153,7 +153,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -161,16 +161,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -202,10 +202,10 @@
    "id": "53c1b26a",
    "metadata": {
     "papermill": {
-     "duration": 0.013011,
-     "end_time": "2023-07-19T23:13:03.992949",
+     "duration": 0.013163,
+     "end_time": "2023-07-31T21:06:03.022075",
      "exception": false,
-     "start_time": "2023-07-19T23:13:03.979938",
+     "start_time": "2023-07-31T21:06:03.008912",
      "status": "completed"
     },
     "pycharm": {
@@ -222,10 +222,10 @@
    "id": "822342b5",
    "metadata": {
     "papermill": {
-     "duration": 0.012673,
-     "end_time": "2023-07-19T23:13:04.018532",
+     "duration": 0.013913,
+     "end_time": "2023-07-31T21:06:03.049059",
      "exception": false,
-     "start_time": "2023-07-19T23:13:04.005859",
+     "start_time": "2023-07-31T21:06:03.035146",
      "status": "completed"
     },
     "pycharm": {
@@ -246,16 +246,16 @@
    "id": "3ed2ca97",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:13:04.046839Z",
-     "iopub.status.busy": "2023-07-19T23:13:04.046125Z",
-     "iopub.status.idle": "2023-07-19T23:13:09.363235Z",
-     "shell.execute_reply": "2023-07-19T23:13:09.361312Z"
+     "iopub.execute_input": "2023-07-31T21:06:03.079208Z",
+     "iopub.status.busy": "2023-07-31T21:06:03.078840Z",
+     "iopub.status.idle": "2023-07-31T21:06:08.835363Z",
+     "shell.execute_reply": "2023-07-31T21:06:08.833985Z"
     },
     "papermill": {
-     "duration": 5.335525,
-     "end_time": "2023-07-19T23:13:09.366836",
+     "duration": 5.774871,
+     "end_time": "2023-07-31T21:06:08.838442",
      "exception": false,
-     "start_time": "2023-07-19T23:13:04.031311",
+     "start_time": "2023-07-31T21:06:03.063571",
      "status": "completed"
     },
     "pycharm": {
@@ -268,8 +268,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2)\r\n",
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -295,7 +295,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -313,7 +313,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -321,16 +321,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -363,10 +363,10 @@
    "id": "aa242edf",
    "metadata": {
     "papermill": {
-     "duration": 0.014305,
-     "end_time": "2023-07-19T23:13:09.395741",
+     "duration": 0.013679,
+     "end_time": "2023-07-31T21:06:08.866916",
      "exception": false,
-     "start_time": "2023-07-19T23:13:09.381436",
+     "start_time": "2023-07-31T21:06:08.853237",
      "status": "completed"
     },
     "pycharm": {
@@ -384,16 +384,16 @@
    "id": "d9dcf57c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:13:09.427443Z",
-     "iopub.status.busy": "2023-07-19T23:13:09.426396Z",
-     "iopub.status.idle": "2023-07-19T23:13:16.134668Z",
-     "shell.execute_reply": "2023-07-19T23:13:16.133547Z"
+     "iopub.execute_input": "2023-07-31T21:06:08.905281Z",
+     "iopub.status.busy": "2023-07-31T21:06:08.904897Z",
+     "iopub.status.idle": "2023-07-31T21:06:15.945747Z",
+     "shell.execute_reply": "2023-07-31T21:06:15.944729Z"
     },
     "papermill": {
-     "duration": 6.727369,
-     "end_time": "2023-07-19T23:13:16.137153",
+     "duration": 7.059405,
+     "end_time": "2023-07-31T21:06:15.947833",
      "exception": false,
-     "start_time": "2023-07-19T23:13:09.409784",
+     "start_time": "2023-07-31T21:06:08.888428",
      "status": "completed"
     },
     "pycharm": {
@@ -414,7 +414,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "allensdk version 2.10.2 or higher is required, you have 2.15.1 installed\n"
+      "allensdk version 2.10.2 or higher is required, you have 2.15.2 installed\n"
      ]
     }
    ],
@@ -438,16 +438,16 @@
    "id": "96901062",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:13:16.168191Z",
-     "iopub.status.busy": "2023-07-19T23:13:16.167301Z",
-     "iopub.status.idle": "2023-07-19T23:13:16.176776Z",
-     "shell.execute_reply": "2023-07-19T23:13:16.175929Z"
+     "iopub.execute_input": "2023-07-31T21:06:15.979354Z",
+     "iopub.status.busy": "2023-07-31T21:06:15.978745Z",
+     "iopub.status.idle": "2023-07-31T21:06:15.992036Z",
+     "shell.execute_reply": "2023-07-31T21:06:15.991025Z"
     },
     "papermill": {
-     "duration": 0.027078,
-     "end_time": "2023-07-19T23:13:16.178868",
+     "duration": 0.031553,
+     "end_time": "2023-07-31T21:06:15.994350",
      "exception": false,
-     "start_time": "2023-07-19T23:13:16.151790",
+     "start_time": "2023-07-31T21:06:15.962797",
      "status": "completed"
     },
     "pycharm": {
@@ -465,10 +465,10 @@
    "id": "069f6fd6",
    "metadata": {
     "papermill": {
-     "duration": 0.015146,
-     "end_time": "2023-07-19T23:13:16.209643",
+     "duration": 0.014243,
+     "end_time": "2023-07-31T21:06:16.023000",
      "exception": false,
-     "start_time": "2023-07-19T23:13:16.194497",
+     "start_time": "2023-07-31T21:06:16.008757",
      "status": "completed"
     },
     "pycharm": {
@@ -486,16 +486,16 @@
    "id": "f373c7d4",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:13:16.241754Z",
-     "iopub.status.busy": "2023-07-19T23:13:16.240793Z",
-     "iopub.status.idle": "2023-07-19T23:13:16.251252Z",
-     "shell.execute_reply": "2023-07-19T23:13:16.250536Z"
+     "iopub.execute_input": "2023-07-31T21:06:16.054890Z",
+     "iopub.status.busy": "2023-07-31T21:06:16.054326Z",
+     "iopub.status.idle": "2023-07-31T21:06:16.062577Z",
+     "shell.execute_reply": "2023-07-31T21:06:16.061561Z"
     },
     "papermill": {
-     "duration": 0.030364,
-     "end_time": "2023-07-19T23:13:16.254584",
+     "duration": 0.0268,
+     "end_time": "2023-07-31T21:06:16.064562",
      "exception": false,
-     "start_time": "2023-07-19T23:13:16.224220",
+     "start_time": "2023-07-31T21:06:16.037762",
      "status": "completed"
     },
     "pycharm": {
@@ -508,7 +508,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_3872/3777615979.py:1: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
+      "/tmp/ipykernel_3905/3777615979.py:1: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
       "  from IPython.core.display import display, HTML\n"
      ]
     },
@@ -536,16 +536,16 @@
    "id": "669d43ec",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:13:16.288339Z",
-     "iopub.status.busy": "2023-07-19T23:13:16.287575Z",
-     "iopub.status.idle": "2023-07-19T23:13:16.291838Z",
-     "shell.execute_reply": "2023-07-19T23:13:16.291128Z"
+     "iopub.execute_input": "2023-07-31T21:06:16.096322Z",
+     "iopub.status.busy": "2023-07-31T21:06:16.095770Z",
+     "iopub.status.idle": "2023-07-31T21:06:16.103526Z",
+     "shell.execute_reply": "2023-07-31T21:06:16.102694Z"
     },
     "papermill": {
-     "duration": 0.022467,
-     "end_time": "2023-07-19T23:13:16.293786",
+     "duration": 0.025611,
+     "end_time": "2023-07-31T21:06:16.105417",
      "exception": false,
-     "start_time": "2023-07-19T23:13:16.271319",
+     "start_time": "2023-07-31T21:06:16.079806",
      "status": "completed"
     },
     "pycharm": {
@@ -566,16 +566,16 @@
    "id": "f9fb73be",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:13:16.365642Z",
-     "iopub.status.busy": "2023-07-19T23:13:16.364469Z",
-     "iopub.status.idle": "2023-07-19T23:13:18.293716Z",
-     "shell.execute_reply": "2023-07-19T23:13:18.292728Z"
+     "iopub.execute_input": "2023-07-31T21:06:16.178470Z",
+     "iopub.status.busy": "2023-07-31T21:06:16.177542Z",
+     "iopub.status.idle": "2023-07-31T21:06:18.700459Z",
+     "shell.execute_reply": "2023-07-31T21:06:18.699359Z"
     },
     "papermill": {
-     "duration": 1.949291,
-     "end_time": "2023-07-19T23:13:18.296810",
+     "duration": 2.541285,
+     "end_time": "2023-07-31T21:06:18.703093",
      "exception": false,
-     "start_time": "2023-07-19T23:13:16.347519",
+     "start_time": "2023-07-31T21:06:16.161808",
      "status": "completed"
     },
     "pycharm": {
@@ -596,14 +596,14 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmps4kskvg4/_downloaded_data.json\n",
+      "/tmp/tmp0zrjbrd7/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.55MMB/s] \n",
-      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 8.97MMB/s]\n",
-      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 6.12MMB/s]\n",
-      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 14.5MMB/s]\n"
+      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.92MMB/s] \n",
+      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 7.61MMB/s]\n",
+      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 3.43MMB/s] \n",
+      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 13.1MMB/s]\n"
      ]
     }
    ],
@@ -618,10 +618,10 @@
    "id": "455d84bf",
    "metadata": {
     "papermill": {
-     "duration": 0.016414,
-     "end_time": "2023-07-19T23:13:18.329714",
+     "duration": 0.017392,
+     "end_time": "2023-07-31T21:06:18.737757",
      "exception": false,
-     "start_time": "2023-07-19T23:13:18.313300",
+     "start_time": "2023-07-31T21:06:18.720365",
      "status": "completed"
     },
     "pycharm": {
@@ -639,16 +639,16 @@
    "id": "0488c899",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:13:18.365004Z",
-     "iopub.status.busy": "2023-07-19T23:13:18.364271Z",
-     "iopub.status.idle": "2023-07-19T23:13:18.395512Z",
-     "shell.execute_reply": "2023-07-19T23:13:18.394532Z"
+     "iopub.execute_input": "2023-07-31T21:06:18.774322Z",
+     "iopub.status.busy": "2023-07-31T21:06:18.773259Z",
+     "iopub.status.idle": "2023-07-31T21:06:18.810236Z",
+     "shell.execute_reply": "2023-07-31T21:06:18.809197Z"
     },
     "papermill": {
-     "duration": 0.051205,
-     "end_time": "2023-07-19T23:13:18.397626",
+     "duration": 0.057639,
+     "end_time": "2023-07-31T21:06:18.812615",
      "exception": false,
-     "start_time": "2023-07-19T23:13:18.346421",
+     "start_time": "2023-07-31T21:06:18.754976",
      "status": "completed"
     },
     "pycharm": {
@@ -735,144 +735,144 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>939471290</th>\n",
-       "      <td>MESO.1</td>\n",
-       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
-       "      <td>453988</td>\n",
-       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
-       "      <td>[Vip-IRES-Cre]</td>\n",
-       "      <td>M</td>\n",
-       "      <td>208.0</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
+       "      <th>967877560</th>\n",
+       "      <td>CAM2P.3</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>476631</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>138.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
-       "      <td>2.0</td>\n",
+       "      <td>5.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>938140092</td>\n",
-       "      <td>938377224</td>\n",
-       "      <td>1026722876</td>\n",
-       "      <td>VisualBehaviorMultiscope</td>\n",
-       "      <td>282</td>\n",
-       "      <td>VISl</td>\n",
-       "      <td>2019-09-04 08:16:32.270992</td>\n",
-       "      <td>OPHYS_2_images_A_passive</td>\n",
-       "      <td>Familiar</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>967202836</td>\n",
+       "      <td>967460086</td>\n",
+       "      <td>957366099</td>\n",
+       "      <td>VisualBehaviorTask1B</td>\n",
+       "      <td>375</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2019-10-15 16:40:48.000000</td>\n",
+       "      <td>OPHYS_5_images_A_passive</td>\n",
+       "      <td>Novel &gt;1</td>\n",
        "      <td>True</td>\n",
        "      <td>A</td>\n",
-       "      <td>1086012744</td>\n",
+       "      <td>967924751</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1089407835</th>\n",
+       "      <th>974433390</th>\n",
        "      <td>MESO.1</td>\n",
-       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
-       "      <td>550603</td>\n",
-       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
-       "      <td>[Vip-IRES-Cre]</td>\n",
-       "      <td>F</td>\n",
-       "      <td>194.0</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>484627</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>M</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>1089278389</td>\n",
-       "      <td>1089315229</td>\n",
-       "      <td>1086191447</td>\n",
-       "      <td>VisualBehaviorMultiscope4areasx2d</td>\n",
-       "      <td>235</td>\n",
-       "      <td>VISl</td>\n",
-       "      <td>2021-03-10 11:53:16.071382</td>\n",
-       "      <td>OPHYS_5_images_H_passive</td>\n",
-       "      <td>Novel &gt;1</td>\n",
-       "      <td>True</td>\n",
-       "      <td>H</td>\n",
-       "      <td>1120144315</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>973384292</td>\n",
+       "      <td>973440813</td>\n",
+       "      <td>1018027825</td>\n",
+       "      <td>VisualBehaviorMultiscope</td>\n",
+       "      <td>183</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2019-10-28 11:25:52.964945</td>\n",
+       "      <td>OPHYS_3_images_A</td>\n",
+       "      <td>Familiar</td>\n",
+       "      <td>False</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1085399862</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>911149119</th>\n",
+       "      <th>1037804399</th>\n",
        "      <td>CAM2P.3</td>\n",
        "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>462544</td>\n",
+       "      <td>512458</td>\n",
        "      <td>Ai93(TITL-GCaMP6f)</td>\n",
        "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
-       "      <td>M</td>\n",
-       "      <td>123.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>204.0</td>\n",
        "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>910971181</td>\n",
-       "      <td>911025799</td>\n",
-       "      <td>906963896</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1037717307</td>\n",
+       "      <td>1037743363</td>\n",
+       "      <td>1036303886</td>\n",
        "      <td>VisualBehaviorTask1B</td>\n",
-       "      <td>375</td>\n",
+       "      <td>175</td>\n",
        "      <td>VISp</td>\n",
-       "      <td>2019-07-23 20:06:37.000000</td>\n",
+       "      <td>2020-07-21 18:21:37.000000</td>\n",
        "      <td>OPHYS_1_images_B</td>\n",
        "      <td>Familiar</td>\n",
        "      <td>False</td>\n",
        "      <td>B</td>\n",
-       "      <td>911229719</td>\n",
+       "      <td>1037981563</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1108231899</th>\n",
+       "      <th>974362767</th>\n",
        "      <td>MESO.1</td>\n",
-       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
-       "      <td>563231</td>\n",
-       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
-       "      <td>[Vip-IRES-Cre]</td>\n",
-       "      <td>F</td>\n",
-       "      <td>189.0</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>484627</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>M</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>1108127135</td>\n",
-       "      <td>1108144239</td>\n",
-       "      <td>1103538546</td>\n",
-       "      <td>VisualBehaviorMultiscope4areasx2d</td>\n",
-       "      <td>175</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>974167263</td>\n",
+       "      <td>974282914</td>\n",
+       "      <td>1018027841</td>\n",
+       "      <td>VisualBehaviorMultiscope</td>\n",
+       "      <td>291</td>\n",
        "      <td>VISl</td>\n",
-       "      <td>2021-06-08 12:35:03.996356</td>\n",
-       "      <td>OPHYS_6_images_H</td>\n",
+       "      <td>2019-10-30 10:54:40.181523</td>\n",
+       "      <td>OPHYS_5_images_B_passive</td>\n",
        "      <td>Novel &gt;1</td>\n",
        "      <td>False</td>\n",
-       "      <td>H</td>\n",
-       "      <td>1120145096</td>\n",
+       "      <td>B</td>\n",
+       "      <td>1085399692</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>825120601</th>\n",
-       "      <td>CAM2P.3</td>\n",
-       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai94(TITL-G...</td>\n",
-       "      <td>423606</td>\n",
-       "      <td>Ai94(TITL-GCaMP6s)</td>\n",
-       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <th>1099240324</th>\n",
+       "      <td>MESO.1</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>554115</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
        "      <td>M</td>\n",
-       "      <td>156.0</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>GCaMP6s</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>824433631</td>\n",
-       "      <td>824625446</td>\n",
-       "      <td>803516615</td>\n",
-       "      <td>VisualBehavior</td>\n",
-       "      <td>175</td>\n",
-       "      <td>VISp</td>\n",
-       "      <td>2019-02-18 15:56:53.000000</td>\n",
-       "      <td>OPHYS_4_images_B</td>\n",
+       "      <td>217.0</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>GCaMP6f</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1099116901</td>\n",
+       "      <td>1099158771</td>\n",
+       "      <td>1095625243</td>\n",
+       "      <td>VisualBehaviorMultiscope4areasx2d</td>\n",
+       "      <td>205</td>\n",
+       "      <td>VISal</td>\n",
+       "      <td>2021-04-26 11:33:44.936335</td>\n",
+       "      <td>OPHYS_6_images_H</td>\n",
        "      <td>Novel &gt;1</td>\n",
        "      <td>False</td>\n",
-       "      <td>B</td>\n",
-       "      <td>911496503</td>\n",
+       "      <td>H</td>\n",
+       "      <td>1120144354</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -881,107 +881,107 @@
       "text/plain": [
        "                    equipment_name  \\\n",
        "ophys_experiment_id                  \n",
-       "939471290                   MESO.1   \n",
-       "1089407835                  MESO.1   \n",
-       "911149119                  CAM2P.3   \n",
-       "1108231899                  MESO.1   \n",
-       "825120601                  CAM2P.3   \n",
+       "967877560                  CAM2P.3   \n",
+       "974433390                   MESO.1   \n",
+       "1037804399                 CAM2P.3   \n",
+       "974362767                   MESO.1   \n",
+       "1099240324                  MESO.1   \n",
        "\n",
        "                                                         full_genotype  \\\n",
        "ophys_experiment_id                                                      \n",
-       "939471290                Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
-       "1089407835               Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
-       "911149119            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "1108231899               Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
-       "825120601            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai94(TITL-G...   \n",
+       "967877560            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "974433390            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "1037804399           Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "974362767            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "1099240324               Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
        "\n",
        "                    mouse_id               reporter_line  \\\n",
        "ophys_experiment_id                                        \n",
-       "939471290             453988  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
-       "1089407835            550603  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
-       "911149119             462544          Ai93(TITL-GCaMP6f)   \n",
-       "1108231899            563231  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
-       "825120601             423606          Ai94(TITL-GCaMP6s)   \n",
+       "967877560             476631          Ai93(TITL-GCaMP6f)   \n",
+       "974433390             484627          Ai93(TITL-GCaMP6f)   \n",
+       "1037804399            512458          Ai93(TITL-GCaMP6f)   \n",
+       "974362767             484627          Ai93(TITL-GCaMP6f)   \n",
+       "1099240324            554115  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
        "\n",
        "                                         driver_line sex  age_in_days  \\\n",
        "ophys_experiment_id                                                     \n",
-       "939471290                             [Vip-IRES-Cre]   M        208.0   \n",
-       "1089407835                            [Vip-IRES-Cre]   F        194.0   \n",
-       "911149119            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        123.0   \n",
-       "1108231899                            [Vip-IRES-Cre]   F        189.0   \n",
-       "825120601            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        156.0   \n",
+       "967877560            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        138.0   \n",
+       "974433390            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        112.0   \n",
+       "1037804399           [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        204.0   \n",
+       "974362767            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        114.0   \n",
+       "1099240324                            [Vip-IRES-Cre]   M        217.0   \n",
        "\n",
        "                              cre_line indicator  session_number  \\\n",
        "ophys_experiment_id                                                \n",
-       "939471290                 Vip-IRES-Cre   GCaMP6f             2.0   \n",
-       "1089407835                Vip-IRES-Cre   GCaMP6f             5.0   \n",
-       "911149119            Slc17a7-IRES2-Cre   GCaMP6f             1.0   \n",
-       "1108231899                Vip-IRES-Cre   GCaMP6f             6.0   \n",
-       "825120601            Slc17a7-IRES2-Cre   GCaMP6s             4.0   \n",
+       "967877560            Slc17a7-IRES2-Cre   GCaMP6f             5.0   \n",
+       "974433390            Slc17a7-IRES2-Cre   GCaMP6f             3.0   \n",
+       "1037804399           Slc17a7-IRES2-Cre   GCaMP6f             1.0   \n",
+       "974362767            Slc17a7-IRES2-Cre   GCaMP6f             6.0   \n",
+       "1099240324                Vip-IRES-Cre   GCaMP6f             6.0   \n",
        "\n",
        "                     prior_exposures_to_session_type  \\\n",
        "ophys_experiment_id                                    \n",
-       "939471290                                        0.0   \n",
-       "1089407835                                       0.0   \n",
-       "911149119                                        0.0   \n",
-       "1108231899                                       1.0   \n",
-       "825120601                                        1.0   \n",
+       "967877560                                        0.0   \n",
+       "974433390                                        0.0   \n",
+       "1037804399                                       1.0   \n",
+       "974362767                                        0.0   \n",
+       "1099240324                                       0.0   \n",
        "\n",
        "                     prior_exposures_to_image_set  \\\n",
        "ophys_experiment_id                                 \n",
-       "939471290                                    56.0   \n",
-       "1089407835                                    1.0   \n",
-       "911149119                                    12.0   \n",
-       "1108231899                                    5.0   \n",
-       "825120601                                     5.0   \n",
+       "967877560                                     1.0   \n",
+       "974433390                                    13.0   \n",
+       "1037804399                                   26.0   \n",
+       "974362767                                     1.0   \n",
+       "1099240324                                    2.0   \n",
        "\n",
        "                     prior_exposures_to_omissions  ophys_session_id  \\\n",
        "ophys_experiment_id                                                   \n",
-       "939471290                                     8.0         938140092   \n",
-       "1089407835                                    7.0        1089278389   \n",
-       "911149119                                     0.0         910971181   \n",
-       "1108231899                                    8.0        1108127135   \n",
-       "825120601                                    15.0         824433631   \n",
+       "967877560                                     5.0         967202836   \n",
+       "974433390                                     2.0         973384292   \n",
+       "1037804399                                    1.0        1037717307   \n",
+       "974362767                                     4.0         974167263   \n",
+       "1099240324                                    6.0        1099116901   \n",
        "\n",
        "                     behavior_session_id  ophys_container_id  \\\n",
        "ophys_experiment_id                                            \n",
-       "939471290                      938377224          1026722876   \n",
-       "1089407835                    1089315229          1086191447   \n",
-       "911149119                      911025799           906963896   \n",
-       "1108231899                    1108144239          1103538546   \n",
-       "825120601                      824625446           803516615   \n",
+       "967877560                      967460086           957366099   \n",
+       "974433390                      973440813          1018027825   \n",
+       "1037804399                    1037743363          1036303886   \n",
+       "974362767                      974282914          1018027841   \n",
+       "1099240324                    1099158771          1095625243   \n",
        "\n",
        "                                          project_code  imaging_depth  \\\n",
        "ophys_experiment_id                                                     \n",
-       "939471290                     VisualBehaviorMultiscope            282   \n",
-       "1089407835           VisualBehaviorMultiscope4areasx2d            235   \n",
-       "911149119                         VisualBehaviorTask1B            375   \n",
-       "1108231899           VisualBehaviorMultiscope4areasx2d            175   \n",
-       "825120601                               VisualBehavior            175   \n",
+       "967877560                         VisualBehaviorTask1B            375   \n",
+       "974433390                     VisualBehaviorMultiscope            183   \n",
+       "1037804399                        VisualBehaviorTask1B            175   \n",
+       "974362767                     VisualBehaviorMultiscope            291   \n",
+       "1099240324           VisualBehaviorMultiscope4areasx2d            205   \n",
        "\n",
        "                    targeted_structure        date_of_acquisition  \\\n",
        "ophys_experiment_id                                                 \n",
-       "939471290                         VISl 2019-09-04 08:16:32.270992   \n",
-       "1089407835                        VISl 2021-03-10 11:53:16.071382   \n",
-       "911149119                         VISp 2019-07-23 20:06:37.000000   \n",
-       "1108231899                        VISl 2021-06-08 12:35:03.996356   \n",
-       "825120601                         VISp 2019-02-18 15:56:53.000000   \n",
+       "967877560                         VISp 2019-10-15 16:40:48.000000   \n",
+       "974433390                         VISp 2019-10-28 11:25:52.964945   \n",
+       "1037804399                        VISp 2020-07-21 18:21:37.000000   \n",
+       "974362767                         VISl 2019-10-30 10:54:40.181523   \n",
+       "1099240324                       VISal 2021-04-26 11:33:44.936335   \n",
        "\n",
        "                                 session_type experience_level  passive  \\\n",
        "ophys_experiment_id                                                       \n",
-       "939471290            OPHYS_2_images_A_passive         Familiar     True   \n",
-       "1089407835           OPHYS_5_images_H_passive         Novel >1     True   \n",
-       "911149119                    OPHYS_1_images_B         Familiar    False   \n",
-       "1108231899                   OPHYS_6_images_H         Novel >1    False   \n",
-       "825120601                    OPHYS_4_images_B         Novel >1    False   \n",
+       "967877560            OPHYS_5_images_A_passive         Novel >1     True   \n",
+       "974433390                    OPHYS_3_images_A         Familiar    False   \n",
+       "1037804399                   OPHYS_1_images_B         Familiar    False   \n",
+       "974362767            OPHYS_5_images_B_passive         Novel >1    False   \n",
+       "1099240324                   OPHYS_6_images_H         Novel >1    False   \n",
        "\n",
        "                    image_set     file_id  \n",
        "ophys_experiment_id                        \n",
-       "939471290                   A  1086012744  \n",
-       "1089407835                  H  1120144315  \n",
-       "911149119                   B   911229719  \n",
-       "1108231899                  H  1120145096  \n",
-       "825120601                   B   911496503  "
+       "967877560                   A   967924751  \n",
+       "974433390                   A  1085399862  \n",
+       "1037804399                  B  1037981563  \n",
+       "974362767                   B  1085399692  \n",
+       "1099240324                  H  1120144354  "
       ]
      },
      "execution_count": 9,
@@ -998,10 +998,10 @@
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    "metadata": {
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      "status": "completed"
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@@ -1019,16 +1019,16 @@
    "id": "eb1fc19f",
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-     "shell.execute_reply": "2023-07-19T23:13:18.473224Z"
+     "iopub.execute_input": "2023-07-31T21:06:18.879592Z",
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@@ -1064,10 +1064,10 @@
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@@ -1085,16 +1085,16 @@
    "id": "6dd7bf29",
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-     "shell.execute_reply": "2023-07-19T23:14:33.716707Z"
+     "iopub.execute_input": "2023-07-31T21:06:18.953117Z",
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      "exception": false,
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      "status": "completed"
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@@ -1115,7 +1115,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "behavior_ophys_experiment_946476556.nwb: 100%|██████████| 1.80G/1.80G [01:04<00:00, 28.1MMB/s]\n",
+      "behavior_ophys_experiment_946476556.nwb: 100%|██████████| 1.80G/1.80G [01:11<00:00, 25.1MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
@@ -1134,10 +1134,10 @@
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@@ -1157,16 +1157,16 @@
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@@ -1217,10 +1217,10 @@
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@@ -1238,16 +1238,16 @@
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@@ -1270,16 +1270,16 @@
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@@ -2625,7 +2625,7 @@
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@@ -2691,16 +2691,16 @@
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@@ -3201,16 +3201,16 @@
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@@ -3319,16 +3319,16 @@
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@@ -3437,16 +3437,16 @@
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@@ -3741,16 +3741,16 @@
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@@ -3872,16 +3872,16 @@
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@@ -3919,39 +3919,39 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>21285114</th>\n",
-       "      <td>4244.00785</td>\n",
-       "      <td>1080788463</td>\n",
-       "      <td>1086679127</td>\n",
-       "      <td>0.098452</td>\n",
+       "      <th>52611849</th>\n",
+       "      <td>2502.86206</td>\n",
+       "      <td>1080796621</td>\n",
+       "      <td>1086681175</td>\n",
+       "      <td>-0.020587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10670387</th>\n",
-       "      <td>759.21883</td>\n",
-       "      <td>1080784682</td>\n",
-       "      <td>1086678410</td>\n",
-       "      <td>0.012124</td>\n",
+       "      <th>18709605</th>\n",
+       "      <td>2503.50843</td>\n",
+       "      <td>1080787406</td>\n",
+       "      <td>1086678983</td>\n",
+       "      <td>-0.037735</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41726627</th>\n",
-       "      <td>3858.78597</td>\n",
-       "      <td>1080794993</td>\n",
-       "      <td>1086680414</td>\n",
-       "      <td>0.071433</td>\n",
+       "      <th>31434543</th>\n",
+       "      <td>1746.16671</td>\n",
+       "      <td>1080792098</td>\n",
+       "      <td>1086679802</td>\n",
+       "      <td>-0.019050</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19595344</th>\n",
-       "      <td>3963.92259</td>\n",
-       "      <td>1080787661</td>\n",
-       "      <td>1086679013</td>\n",
-       "      <td>-0.029988</td>\n",
+       "      <th>6981768</th>\n",
+       "      <td>3792.75654</td>\n",
+       "      <td>1080784088</td>\n",
+       "      <td>1086671655</td>\n",
+       "      <td>-0.016133</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12020176</th>\n",
-       "      <td>3634.26044</td>\n",
-       "      <td>1080785123</td>\n",
-       "      <td>1086678512</td>\n",
-       "      <td>-0.010185</td>\n",
+       "      <th>34149656</th>\n",
+       "      <td>3470.85233</td>\n",
+       "      <td>1080792995</td>\n",
+       "      <td>1086679947</td>\n",
+       "      <td>-0.024083</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -3959,11 +3959,11 @@
       ],
       "text/plain": [
        "          timestamps  cell_roi_id  cell_specimen_id       dff\n",
-       "21285114  4244.00785   1080788463        1086679127  0.098452\n",
-       "10670387   759.21883   1080784682        1086678410  0.012124\n",
-       "41726627  3858.78597   1080794993        1086680414  0.071433\n",
-       "19595344  3963.92259   1080787661        1086679013 -0.029988\n",
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@@ -4032,16 +4032,16 @@
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@@ -4186,16 +4186,16 @@
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@@ -4225,16 +4225,16 @@
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@@ -5230,7 +5230,7 @@
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@@ -5250,10 +5250,10 @@
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@@ -5277,16 +5277,16 @@
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@@ -6281,7 +6281,7 @@
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@@ -6301,10 +6301,10 @@
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@@ -6328,16 +6328,16 @@
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@@ -7332,7 +7332,7 @@
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@@ -7352,10 +7352,10 @@
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@@ -7377,16 +7377,16 @@
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@@ -8381,7 +8381,7 @@
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@@ -8421,17 +8421,17 @@
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+   "start_time": "2023-07-31T21:05:58.739966",
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_load_ophys_data.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_load_ophys_data.ipynb
index d91791bf17..4f5041386a 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_load_ophys_data.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_load_ophys_data.ipynb
@@ -5,10 +5,10 @@
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@@ -22,10 +22,10 @@
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@@ -39,10 +39,10 @@
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@@ -56,10 +56,10 @@
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@@ -73,10 +73,10 @@
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@@ -91,16 +91,16 @@
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@@ -110,7 +110,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -136,7 +136,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -154,7 +154,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -162,16 +162,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -190,10 +190,7 @@
       "Requirement already satisfied: referencing>=0.28.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (0.30.0)\r\n",
       "Requirement already satisfied: rpds-py>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (0.9.2)\r\n",
       "Requirement already satisfied: ruamel.yaml.clib>=0.2.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from ruamel.yaml<1,>=0.16->hdmf<=3.4.7->allensdk) (0.2.7)\r\n",
-      "Requirement already satisfied: zipp>=3.1.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from importlib-resources>=1.4.0->jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (3.16.2)\r\n",
-      "\r\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.1.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2\u001b[0m\r\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\r\n"
+      "Requirement already satisfied: zipp>=3.1.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from importlib-resources>=1.4.0->jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (3.16.2)\r\n"
      ]
     }
    ],
@@ -206,10 +203,10 @@
    "id": "481c2023",
    "metadata": {
     "papermill": {
-     "duration": 0.015899,
-     "end_time": "2023-07-19T21:44:07.580261",
+     "duration": 0.015941,
+     "end_time": "2023-07-31T19:17:24.457062",
      "exception": false,
-     "start_time": "2023-07-19T21:44:07.564362",
+     "start_time": "2023-07-31T19:17:24.441121",
      "status": "completed"
     },
     "tags": []
@@ -223,10 +220,10 @@
    "id": "8732d954",
    "metadata": {
     "papermill": {
-     "duration": 0.015819,
-     "end_time": "2023-07-19T21:44:07.611944",
+     "duration": 0.01535,
+     "end_time": "2023-07-31T19:17:24.488604",
      "exception": false,
-     "start_time": "2023-07-19T21:44:07.596125",
+     "start_time": "2023-07-31T19:17:24.473254",
      "status": "completed"
     },
     "tags": []
@@ -244,16 +241,16 @@
    "id": "414fb6d0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:07.646143Z",
-     "iopub.status.busy": "2023-07-19T21:44:07.645252Z",
-     "iopub.status.idle": "2023-07-19T21:44:14.670425Z",
-     "shell.execute_reply": "2023-07-19T21:44:14.668960Z"
+     "iopub.execute_input": "2023-07-31T19:17:24.523455Z",
+     "iopub.status.busy": "2023-07-31T19:17:24.522785Z",
+     "iopub.status.idle": "2023-07-31T19:17:30.252883Z",
+     "shell.execute_reply": "2023-07-31T19:17:30.251697Z"
     },
     "papermill": {
-     "duration": 7.046108,
-     "end_time": "2023-07-19T21:44:14.673817",
+     "duration": 5.750687,
+     "end_time": "2023-07-31T19:17:30.255247",
      "exception": false,
-     "start_time": "2023-07-19T21:44:07.627709",
+     "start_time": "2023-07-31T19:17:24.504560",
      "status": "completed"
     },
     "tags": []
@@ -263,18 +260,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.1.2)\r\n",
-      "Collecting pip\r\n",
-      "  Obtaining dependency information for pip from https://files.pythonhosted.org/packages/02/65/f15431ddee78562355ccb39097bf9160a1689f2db40dc418754be98806a1/pip-23.2-py3-none-any.whl.metadata\r\n",
-      "  Downloading pip-23.2-py3-none-any.whl.metadata (4.2 kB)\r\n",
-      "Using cached pip-23.2-py3-none-any.whl (2.1 MB)\r\n",
-      "Installing collected packages: pip\r\n",
-      "  Attempting uninstall: pip\r\n",
-      "    Found existing installation: pip 23.1.2\r\n",
-      "    Uninstalling pip-23.1.2:\r\n",
-      "      Successfully uninstalled pip-23.1.2\r\n",
-      "Successfully installed pip-23.2\r\n",
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -300,7 +287,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -318,7 +305,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -326,16 +313,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -368,10 +355,10 @@
    "id": "56d4cc10",
    "metadata": {
     "papermill": {
-     "duration": 0.016927,
-     "end_time": "2023-07-19T21:44:14.710072",
+     "duration": 0.020825,
+     "end_time": "2023-07-31T19:17:30.294008",
      "exception": false,
-     "start_time": "2023-07-19T21:44:14.693145",
+     "start_time": "2023-07-31T19:17:30.273183",
      "status": "completed"
     },
     "tags": []
@@ -385,10 +372,10 @@
    "id": "ba93566e",
    "metadata": {
     "papermill": {
-     "duration": 0.016801,
-     "end_time": "2023-07-19T21:44:14.743468",
+     "duration": 0.017178,
+     "end_time": "2023-07-31T19:17:30.329177",
      "exception": false,
-     "start_time": "2023-07-19T21:44:14.726667",
+     "start_time": "2023-07-31T19:17:30.311999",
      "status": "completed"
     },
     "tags": []
@@ -403,16 +390,16 @@
    "id": "d30d8304",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:14.781233Z",
-     "iopub.status.busy": "2023-07-19T21:44:14.780501Z",
-     "iopub.status.idle": "2023-07-19T21:44:15.847254Z",
-     "shell.execute_reply": "2023-07-19T21:44:15.845862Z"
+     "iopub.execute_input": "2023-07-31T19:17:30.366441Z",
+     "iopub.status.busy": "2023-07-31T19:17:30.365958Z",
+     "iopub.status.idle": "2023-07-31T19:17:31.429832Z",
+     "shell.execute_reply": "2023-07-31T19:17:31.428795Z"
     },
     "papermill": {
-     "duration": 1.089397,
-     "end_time": "2023-07-19T21:44:15.849531",
+     "duration": 1.08652,
+     "end_time": "2023-07-31T19:17:31.432677",
      "exception": false,
-     "start_time": "2023-07-19T21:44:14.760134",
+     "start_time": "2023-07-31T19:17:30.346157",
      "status": "completed"
     },
     "tags": []
@@ -432,16 +419,16 @@
    "id": "1cb3d49a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:15.888033Z",
-     "iopub.status.busy": "2023-07-19T21:44:15.887182Z",
-     "iopub.status.idle": "2023-07-19T21:44:15.917731Z",
-     "shell.execute_reply": "2023-07-19T21:44:15.916858Z"
+     "iopub.execute_input": "2023-07-31T19:17:31.469161Z",
+     "iopub.status.busy": "2023-07-31T19:17:31.468497Z",
+     "iopub.status.idle": "2023-07-31T19:17:31.498041Z",
+     "shell.execute_reply": "2023-07-31T19:17:31.497021Z"
     },
     "papermill": {
-     "duration": 0.052733,
-     "end_time": "2023-07-19T21:44:15.920342",
+     "duration": 0.050976,
+     "end_time": "2023-07-31T19:17:31.500892",
      "exception": false,
-     "start_time": "2023-07-19T21:44:15.867609",
+     "start_time": "2023-07-31T19:17:31.449916",
      "status": "completed"
     },
     "tags": []
@@ -460,16 +447,16 @@
    "id": "97faa4e8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:15.956729Z",
-     "iopub.status.busy": "2023-07-19T21:44:15.955830Z",
-     "iopub.status.idle": "2023-07-19T21:44:15.980825Z",
-     "shell.execute_reply": "2023-07-19T21:44:15.979975Z"
+     "iopub.execute_input": "2023-07-31T19:17:31.537564Z",
+     "iopub.status.busy": "2023-07-31T19:17:31.537208Z",
+     "iopub.status.idle": "2023-07-31T19:17:31.561273Z",
+     "shell.execute_reply": "2023-07-31T19:17:31.560402Z"
     },
     "papermill": {
-     "duration": 0.045859,
-     "end_time": "2023-07-19T21:44:15.983346",
+     "duration": 0.044697,
+     "end_time": "2023-07-31T19:17:31.563323",
      "exception": false,
-     "start_time": "2023-07-19T21:44:15.937487",
+     "start_time": "2023-07-31T19:17:31.518626",
      "status": "completed"
     },
     "tags": []
@@ -478,7 +465,7 @@
     {
      "data": {
       "text/plain": [
-       "'2.15.1'"
+       "'2.15.2'"
       ]
      },
      "execution_count": 5,
@@ -498,16 +485,16 @@
    "id": "405a1273",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:16.020717Z",
-     "iopub.status.busy": "2023-07-19T21:44:16.019892Z",
-     "iopub.status.idle": "2023-07-19T21:44:21.612747Z",
-     "shell.execute_reply": "2023-07-19T21:44:21.611478Z"
+     "iopub.execute_input": "2023-07-31T19:17:31.600576Z",
+     "iopub.status.busy": "2023-07-31T19:17:31.600026Z",
+     "iopub.status.idle": "2023-07-31T19:17:37.356134Z",
+     "shell.execute_reply": "2023-07-31T19:17:37.355143Z"
     },
     "papermill": {
-     "duration": 5.61359,
-     "end_time": "2023-07-19T21:44:21.614992",
+     "duration": 5.781553,
+     "end_time": "2023-07-31T19:17:37.362925",
      "exception": false,
-     "start_time": "2023-07-19T21:44:16.001402",
+     "start_time": "2023-07-31T19:17:31.581372",
      "status": "completed"
     },
     "tags": []
@@ -532,10 +519,10 @@
    "id": "7cc23267",
    "metadata": {
     "papermill": {
-     "duration": 0.016767,
-     "end_time": "2023-07-19T21:44:21.648455",
+     "duration": 0.019271,
+     "end_time": "2023-07-31T19:17:37.400707",
      "exception": false,
-     "start_time": "2023-07-19T21:44:21.631688",
+     "start_time": "2023-07-31T19:17:37.381436",
      "status": "completed"
     },
     "tags": []
@@ -549,10 +536,10 @@
    "id": "78ca57d2",
    "metadata": {
     "papermill": {
-     "duration": 0.016705,
-     "end_time": "2023-07-19T21:44:21.681631",
+     "duration": 0.017273,
+     "end_time": "2023-07-31T19:17:37.435519",
      "exception": false,
-     "start_time": "2023-07-19T21:44:21.664926",
+     "start_time": "2023-07-31T19:17:37.418246",
      "status": "completed"
     },
     "tags": []
@@ -567,16 +554,16 @@
    "id": "03ece77c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:21.716564Z",
-     "iopub.status.busy": "2023-07-19T21:44:21.715646Z",
-     "iopub.status.idle": "2023-07-19T21:44:21.745589Z",
-     "shell.execute_reply": "2023-07-19T21:44:21.744529Z"
+     "iopub.execute_input": "2023-07-31T19:17:37.471588Z",
+     "iopub.status.busy": "2023-07-31T19:17:37.470961Z",
+     "iopub.status.idle": "2023-07-31T19:17:37.502300Z",
+     "shell.execute_reply": "2023-07-31T19:17:37.501229Z"
     },
     "papermill": {
-     "duration": 0.049833,
-     "end_time": "2023-07-19T21:44:21.747682",
+     "duration": 0.052759,
+     "end_time": "2023-07-31T19:17:37.505024",
      "exception": false,
-     "start_time": "2023-07-19T21:44:21.697849",
+     "start_time": "2023-07-31T19:17:37.452265",
      "status": "completed"
     },
     "tags": [
@@ -594,16 +581,16 @@
    "id": "2bf58cc5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:21.859680Z",
-     "iopub.status.busy": "2023-07-19T21:44:21.858754Z",
-     "iopub.status.idle": "2023-07-19T21:44:23.528108Z",
-     "shell.execute_reply": "2023-07-19T21:44:23.527310Z"
+     "iopub.execute_input": "2023-07-31T19:17:37.612378Z",
+     "iopub.status.busy": "2023-07-31T19:17:37.612018Z",
+     "iopub.status.idle": "2023-07-31T19:17:40.020870Z",
+     "shell.execute_reply": "2023-07-31T19:17:40.019872Z"
     },
     "papermill": {
-     "duration": 1.69017,
-     "end_time": "2023-07-19T21:44:23.530004",
+     "duration": 2.430735,
+     "end_time": "2023-07-31T19:17:40.023206",
      "exception": false,
-     "start_time": "2023-07-19T21:44:21.839834",
+     "start_time": "2023-07-31T19:17:37.592471",
      "status": "completed"
     },
     "scrolled": false,
@@ -622,14 +609,14 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmpfhka5y_v/_downloaded_data.json\n",
+      "/tmp/tmpcq7t4kmr/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 3.41MMB/s]\n",
-      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 12.6MMB/s]\n",
-      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 9.03MMB/s]\n",
-      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 29.9MMB/s]\n"
+      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.90MMB/s]\n",
+      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 8.92MMB/s]\n",
+      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 4.94MMB/s] \n",
+      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 17.9MMB/s]\n"
      ]
     },
     {
@@ -670,10 +657,10 @@
    "id": "aa6aace5",
    "metadata": {
     "papermill": {
-     "duration": 0.018381,
-     "end_time": "2023-07-19T21:44:23.567971",
+     "duration": 0.019037,
+     "end_time": "2023-07-31T19:17:40.064045",
      "exception": false,
-     "start_time": "2023-07-19T21:44:23.549590",
+     "start_time": "2023-07-31T19:17:40.045008",
      "status": "completed"
     },
     "tags": []
@@ -689,10 +676,10 @@
    "id": "9fcac26c",
    "metadata": {
     "papermill": {
-     "duration": 0.018072,
-     "end_time": "2023-07-19T21:44:23.604709",
+     "duration": 0.018553,
+     "end_time": "2023-07-31T19:17:40.105101",
      "exception": false,
-     "start_time": "2023-07-19T21:44:23.586637",
+     "start_time": "2023-07-31T19:17:40.086548",
      "status": "completed"
     },
     "tags": []
@@ -707,16 +694,16 @@
    "id": "df00e2db",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:23.643484Z",
-     "iopub.status.busy": "2023-07-19T21:44:23.642446Z",
-     "iopub.status.idle": "2023-07-19T21:44:23.697415Z",
-     "shell.execute_reply": "2023-07-19T21:44:23.696221Z"
+     "iopub.execute_input": "2023-07-31T19:17:40.148808Z",
+     "iopub.status.busy": "2023-07-31T19:17:40.148431Z",
+     "iopub.status.idle": "2023-07-31T19:17:40.213721Z",
+     "shell.execute_reply": "2023-07-31T19:17:40.212644Z"
     },
     "papermill": {
-     "duration": 0.077828,
-     "end_time": "2023-07-19T21:44:23.700604",
+     "duration": 0.095663,
+     "end_time": "2023-07-31T19:17:40.221181",
      "exception": false,
-     "start_time": "2023-07-19T21:44:23.622776",
+     "start_time": "2023-07-31T19:17:40.125518",
      "status": "completed"
     },
     "scrolled": false,
@@ -793,124 +780,124 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>905955238</th>\n",
+       "      <th>993619369</th>\n",
        "      <td>MESO.1</td>\n",
        "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>453911</td>\n",
+       "      <td>485152</td>\n",
        "      <td>Ai93(TITL-GCaMP6f)</td>\n",
        "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
        "      <td>M</td>\n",
-       "      <td>154.0</td>\n",
+       "      <td>152.0</td>\n",
        "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>2.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1018027890</td>\n",
+       "      <td>1018027784</td>\n",
        "      <td>VisualBehaviorMultiscope</td>\n",
-       "      <td>175</td>\n",
+       "      <td>79</td>\n",
        "      <td>VISl</td>\n",
-       "      <td>2019-07-12 08:07:32.656976</td>\n",
+       "      <td>2019-12-10 08:25:12.615633</td>\n",
        "      <td>OPHYS_2_images_A_passive</td>\n",
        "      <td>Familiar</td>\n",
        "      <td>True</td>\n",
        "      <td>A</td>\n",
-       "      <td>1086012655</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>991852005</th>\n",
-       "      <td>MESO.1</td>\n",
-       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>479839</td>\n",
-       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
-       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
-       "      <td>M</td>\n",
-       "      <td>171.0</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>GCaMP6f</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1018028064</td>\n",
-       "      <td>VisualBehaviorMultiscope</td>\n",
-       "      <td>279</td>\n",
-       "      <td>VISl</td>\n",
-       "      <td>2019-12-02 08:27:10.948347</td>\n",
-       "      <td>OPHYS_6_images_B</td>\n",
-       "      <td>Novel &gt;1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>B</td>\n",
-       "      <td>1085399939</td>\n",
+       "      <td>1086012839</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>891108769</th>\n",
+       "      <th>1012165657</th>\n",
        "      <td>MESO.1</td>\n",
        "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
-       "      <td>435431</td>\n",
+       "      <td>489065</td>\n",
        "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
        "      <td>[Vip-IRES-Cre]</td>\n",
-       "      <td>M</td>\n",
-       "      <td>215.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>212.0</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>5.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1018028380</td>\n",
-       "      <td>VisualBehaviorMultiscope</td>\n",
-       "      <td>148</td>\n",
-       "      <td>VISl</td>\n",
-       "      <td>2019-06-19 09:25:00.659441</td>\n",
-       "      <td>OPHYS_5_images_B_passive</td>\n",
+       "      <td>1018027962</td>\n",
+       "      <td>VisualBehaviorMultiscope4areasx2d</td>\n",
+       "      <td>185</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2020-03-03 14:12:32.051045</td>\n",
+       "      <td>OPHYS_5_images_H_passive</td>\n",
        "      <td>Novel &gt;1</td>\n",
        "      <td>True</td>\n",
-       "      <td>B</td>\n",
-       "      <td>1085673937</td>\n",
+       "      <td>H</td>\n",
+       "      <td>1120141886</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>914107595</th>\n",
-       "      <td>MESO.1</td>\n",
+       "      <th>849203565</th>\n",
+       "      <td>CAM2P.3</td>\n",
        "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>453911</td>\n",
+       "      <td>445002</td>\n",
        "      <td>Ai93(TITL-GCaMP6f)</td>\n",
        "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
        "      <td>M</td>\n",
-       "      <td>171.0</td>\n",
+       "      <td>98.0</td>\n",
        "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
-       "      <td>4.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1018027884</td>\n",
-       "      <td>VisualBehaviorMultiscope</td>\n",
-       "      <td>367</td>\n",
+       "      <td>846215539</td>\n",
+       "      <td>VisualBehavior</td>\n",
+       "      <td>375</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2019-04-10 16:46:31.000000</td>\n",
+       "      <td>OPHYS_2_images_A_passive</td>\n",
+       "      <td>Familiar</td>\n",
+       "      <td>True</td>\n",
+       "      <td>A</td>\n",
+       "      <td>911496327</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>940852112</th>\n",
+       "      <td>CAM2P.5</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>459773</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>182.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>GCaMP6f</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>930024022</td>\n",
+       "      <td>VisualBehavior</td>\n",
+       "      <td>175</td>\n",
        "      <td>VISp</td>\n",
-       "      <td>2019-07-29 08:03:11.994563</td>\n",
-       "      <td>OPHYS_4_images_B</td>\n",
+       "      <td>2019-09-06 15:30:02.000000</td>\n",
+       "      <td>OPHYS_6_images_B</td>\n",
        "      <td>Novel &gt;1</td>\n",
        "      <td>False</td>\n",
        "      <td>B</td>\n",
-       "      <td>1085398741</td>\n",
+       "      <td>940902436</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>948704864</th>\n",
+       "      <th>1080945462</th>\n",
        "      <td>MESO.1</td>\n",
-       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
-       "      <td>453989</td>\n",
+       "      <td>Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>546605</td>\n",
        "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
-       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>[Sst-IRES-Cre]</td>\n",
        "      <td>M</td>\n",
-       "      <td>221.0</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>181.0</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
-       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1018028402</td>\n",
+       "      <td>1079027842</td>\n",
        "      <td>VisualBehaviorMultiscope</td>\n",
-       "      <td>75</td>\n",
-       "      <td>VISl</td>\n",
-       "      <td>2019-09-17 13:08:12.899128</td>\n",
-       "      <td>OPHYS_6_images_B</td>\n",
-       "      <td>Novel &gt;1</td>\n",
+       "      <td>225</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2021-02-02 08:57:58.084768</td>\n",
+       "      <td>OPHYS_1_images_A</td>\n",
+       "      <td>Familiar</td>\n",
        "      <td>False</td>\n",
-       "      <td>B</td>\n",
-       "      <td>1085401400</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1120144522</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -920,75 +907,75 @@
       "text/plain": [
        "                    equipment_name  \\\n",
        "ophys_experiment_id                  \n",
-       "905955238                   MESO.1   \n",
-       "991852005                   MESO.1   \n",
-       "891108769                   MESO.1   \n",
-       "914107595                   MESO.1   \n",
-       "948704864                   MESO.1   \n",
+       "993619369                   MESO.1   \n",
+       "1012165657                  MESO.1   \n",
+       "849203565                  CAM2P.3   \n",
+       "940852112                  CAM2P.5   \n",
+       "1080945462                  MESO.1   \n",
        "\n",
        "                                                         full_genotype  \\\n",
        "ophys_experiment_id                                                      \n",
-       "905955238            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "991852005            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "891108769                Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
-       "914107595            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "948704864                Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
+       "993619369            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "1012165657               Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
+       "849203565            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "940852112            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "1080945462               Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
        "\n",
        "                    mouse_id               reporter_line  \\\n",
        "ophys_experiment_id                                        \n",
-       "905955238             453911          Ai93(TITL-GCaMP6f)   \n",
-       "991852005             479839          Ai93(TITL-GCaMP6f)   \n",
-       "891108769             435431  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
-       "914107595             453911          Ai93(TITL-GCaMP6f)   \n",
-       "948704864             453989  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
+       "993619369             485152          Ai93(TITL-GCaMP6f)   \n",
+       "1012165657            489065  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
+       "849203565             445002          Ai93(TITL-GCaMP6f)   \n",
+       "940852112             459773          Ai93(TITL-GCaMP6f)   \n",
+       "1080945462            546605  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
        "\n",
        "                                         driver_line sex  age_in_days  \\\n",
        "ophys_experiment_id                                                     \n",
-       "905955238            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        154.0   \n",
-       "991852005            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        171.0   \n",
-       "891108769                             [Vip-IRES-Cre]   M        215.0   \n",
-       "914107595            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        171.0   \n",
-       "948704864                             [Vip-IRES-Cre]   M        221.0   \n",
+       "993619369            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        152.0   \n",
+       "1012165657                            [Vip-IRES-Cre]   F        212.0   \n",
+       "849203565            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M         98.0   \n",
+       "940852112            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        182.0   \n",
+       "1080945462                            [Sst-IRES-Cre]   M        181.0   \n",
        "\n",
        "                              cre_line indicator  session_number  ...  \\\n",
        "ophys_experiment_id                                               ...   \n",
-       "905955238            Slc17a7-IRES2-Cre   GCaMP6f             2.0  ...   \n",
-       "991852005            Slc17a7-IRES2-Cre   GCaMP6f             6.0  ...   \n",
-       "891108769                 Vip-IRES-Cre   GCaMP6f             5.0  ...   \n",
-       "914107595            Slc17a7-IRES2-Cre   GCaMP6f             4.0  ...   \n",
-       "948704864                 Vip-IRES-Cre   GCaMP6f             6.0  ...   \n",
+       "993619369            Slc17a7-IRES2-Cre   GCaMP6f             2.0  ...   \n",
+       "1012165657                Vip-IRES-Cre   GCaMP6f             5.0  ...   \n",
+       "849203565            Slc17a7-IRES2-Cre   GCaMP6f             2.0  ...   \n",
+       "940852112            Slc17a7-IRES2-Cre   GCaMP6f             6.0  ...   \n",
+       "1080945462                Sst-IRES-Cre   GCaMP6f             1.0  ...   \n",
        "\n",
-       "                     ophys_container_id              project_code  \\\n",
-       "ophys_experiment_id                                                 \n",
-       "905955238                    1018027890  VisualBehaviorMultiscope   \n",
-       "991852005                    1018028064  VisualBehaviorMultiscope   \n",
-       "891108769                    1018028380  VisualBehaviorMultiscope   \n",
-       "914107595                    1018027884  VisualBehaviorMultiscope   \n",
-       "948704864                    1018028402  VisualBehaviorMultiscope   \n",
+       "                     ophys_container_id                       project_code  \\\n",
+       "ophys_experiment_id                                                          \n",
+       "993619369                    1018027784           VisualBehaviorMultiscope   \n",
+       "1012165657                   1018027962  VisualBehaviorMultiscope4areasx2d   \n",
+       "849203565                     846215539                     VisualBehavior   \n",
+       "940852112                     930024022                     VisualBehavior   \n",
+       "1080945462                   1079027842           VisualBehaviorMultiscope   \n",
        "\n",
        "                     imaging_depth  targeted_structure  \\\n",
        "ophys_experiment_id                                      \n",
-       "905955238                      175                VISl   \n",
-       "991852005                      279                VISl   \n",
-       "891108769                      148                VISl   \n",
-       "914107595                      367                VISp   \n",
-       "948704864                       75                VISl   \n",
+       "993619369                       79                VISl   \n",
+       "1012165657                     185                VISp   \n",
+       "849203565                      375                VISp   \n",
+       "940852112                      175                VISp   \n",
+       "1080945462                     225                VISp   \n",
        "\n",
        "                           date_of_acquisition              session_type  \\\n",
        "ophys_experiment_id                                                        \n",
-       "905955238           2019-07-12 08:07:32.656976  OPHYS_2_images_A_passive   \n",
-       "991852005           2019-12-02 08:27:10.948347          OPHYS_6_images_B   \n",
-       "891108769           2019-06-19 09:25:00.659441  OPHYS_5_images_B_passive   \n",
-       "914107595           2019-07-29 08:03:11.994563          OPHYS_4_images_B   \n",
-       "948704864           2019-09-17 13:08:12.899128          OPHYS_6_images_B   \n",
+       "993619369           2019-12-10 08:25:12.615633  OPHYS_2_images_A_passive   \n",
+       "1012165657          2020-03-03 14:12:32.051045  OPHYS_5_images_H_passive   \n",
+       "849203565           2019-04-10 16:46:31.000000  OPHYS_2_images_A_passive   \n",
+       "940852112           2019-09-06 15:30:02.000000          OPHYS_6_images_B   \n",
+       "1080945462          2021-02-02 08:57:58.084768          OPHYS_1_images_A   \n",
        "\n",
        "                    experience_level  passive image_set     file_id  \n",
        "ophys_experiment_id                                                  \n",
-       "905955238                   Familiar     True         A  1086012655  \n",
-       "991852005                   Novel >1    False         B  1085399939  \n",
-       "891108769                   Novel >1     True         B  1085673937  \n",
-       "914107595                   Novel >1    False         B  1085398741  \n",
-       "948704864                   Novel >1    False         B  1085401400  \n",
+       "993619369                   Familiar     True         A  1086012839  \n",
+       "1012165657                  Novel >1     True         H  1120141886  \n",
+       "849203565                   Familiar     True         A   911496327  \n",
+       "940852112                   Novel >1    False         B   940902436  \n",
+       "1080945462                  Familiar    False         A  1120144522  \n",
        "\n",
        "[5 rows x 25 columns]"
       ]
@@ -1008,10 +995,10 @@
    "id": "b44e1dd3",
    "metadata": {
     "papermill": {
-     "duration": 0.019297,
-     "end_time": "2023-07-19T21:44:23.739420",
+     "duration": 0.019416,
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      "exception": false,
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      "status": "completed"
     },
     "tags": []
@@ -1026,16 +1013,16 @@
    "id": "503a2b36",
    "metadata": {
     "execution": {
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-     "iopub.status.idle": "2023-07-19T21:44:23.812294Z",
-     "shell.execute_reply": "2023-07-19T21:44:23.811426Z"
+     "iopub.execute_input": "2023-07-31T19:17:40.303051Z",
+     "iopub.status.busy": "2023-07-31T19:17:40.302350Z",
+     "iopub.status.idle": "2023-07-31T19:17:40.333805Z",
+     "shell.execute_reply": "2023-07-31T19:17:40.332812Z"
     },
     "papermill": {
-     "duration": 0.056255,
-     "end_time": "2023-07-19T21:44:23.814959",
+     "duration": 0.054541,
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      "exception": false,
-     "start_time": "2023-07-19T21:44:23.758704",
+     "start_time": "2023-07-31T19:17:40.281460",
      "status": "completed"
     },
     "tags": []
@@ -1062,10 +1049,10 @@
    "id": "42983282",
    "metadata": {
     "papermill": {
-     "duration": 0.019203,
-     "end_time": "2023-07-19T21:44:23.854861",
+     "duration": 0.019441,
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      "exception": false,
-     "start_time": "2023-07-19T21:44:23.835658",
+     "start_time": "2023-07-31T19:17:40.355956",
      "status": "completed"
     },
     "tags": []
@@ -1080,16 +1067,16 @@
    "id": "87c01bc6",
    "metadata": {
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-     "iopub.status.busy": "2023-07-19T21:44:23.893640Z",
-     "iopub.status.idle": "2023-07-19T21:44:23.925318Z",
-     "shell.execute_reply": "2023-07-19T21:44:23.924531Z"
+     "iopub.execute_input": "2023-07-31T19:17:40.416184Z",
+     "iopub.status.busy": "2023-07-31T19:17:40.415175Z",
+     "iopub.status.idle": "2023-07-31T19:17:40.445338Z",
+     "shell.execute_reply": "2023-07-31T19:17:40.444435Z"
     },
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+     "duration": 0.053414,
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      "exception": false,
-     "start_time": "2023-07-19T21:44:23.873475",
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      "status": "completed"
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@@ -1112,10 +1099,10 @@
    "id": "834ca007",
    "metadata": {
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      "exception": false,
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      "status": "completed"
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@@ -1129,10 +1116,10 @@
    "id": "644cfe8b",
    "metadata": {
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      "exception": false,
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      "status": "completed"
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@@ -1147,16 +1134,16 @@
    "id": "0a3483d1",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:44:24.045482Z",
-     "iopub.status.busy": "2023-07-19T21:44:24.044612Z",
-     "iopub.status.idle": "2023-07-19T21:44:38.044593Z",
-     "shell.execute_reply": "2023-07-19T21:44:38.043705Z"
+     "iopub.execute_input": "2023-07-31T19:17:40.579330Z",
+     "iopub.status.busy": "2023-07-31T19:17:40.578765Z",
+     "iopub.status.idle": "2023-07-31T19:17:56.545599Z",
+     "shell.execute_reply": "2023-07-31T19:17:56.544436Z"
     },
     "papermill": {
-     "duration": 14.022873,
-     "end_time": "2023-07-19T21:44:38.047082",
+     "duration": 15.994575,
+     "end_time": "2023-07-31T19:17:56.548301",
      "exception": false,
-     "start_time": "2023-07-19T21:44:24.024209",
+     "start_time": "2023-07-31T19:17:40.553726",
      "status": "completed"
     },
     "tags": []
@@ -1166,7 +1153,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "behavior_ophys_experiment_957759570.nwb: 100%|██████████| 277M/277M [00:09<00:00, 30.3MMB/s]\n",
+      "behavior_ophys_experiment_957759570.nwb: 100%|██████████| 277M/277M [00:10<00:00, 26.2MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
@@ -1186,10 +1173,10 @@
    "id": "ce17e0cc",
    "metadata": {
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-     "end_time": "2023-07-19T21:44:38.096390",
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      "exception": false,
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      "status": "completed"
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     "tags": []
@@ -1204,16 +1191,16 @@
    "id": "389f06e1",
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-     "iopub.status.idle": "2023-07-19T21:44:38.183766Z",
-     "shell.execute_reply": "2023-07-19T21:44:38.182874Z"
+     "iopub.execute_input": "2023-07-31T19:17:56.647173Z",
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     },
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-     "end_time": "2023-07-19T21:44:38.186092",
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      "exception": false,
-     "start_time": "2023-07-19T21:44:38.119619",
+     "start_time": "2023-07-31T19:17:56.621534",
      "status": "completed"
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@@ -1266,10 +1253,10 @@
    "id": "ddd1b275",
    "metadata": {
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-     "end_time": "2023-07-19T21:44:38.233039",
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      "exception": false,
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      "status": "completed"
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@@ -1283,10 +1270,10 @@
    "id": "cb3b8565",
    "metadata": {
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-     "end_time": "2023-07-19T21:44:38.279536",
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      "exception": false,
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      "status": "completed"
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@@ -1301,16 +1288,16 @@
    "id": "e7f56aae",
    "metadata": {
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-     "iopub.execute_input": "2023-07-19T21:44:38.329470Z",
-     "iopub.status.busy": "2023-07-19T21:44:38.328406Z",
-     "iopub.status.idle": "2023-07-19T21:44:38.719304Z",
-     "shell.execute_reply": "2023-07-19T21:44:38.718583Z"
+     "iopub.execute_input": "2023-07-31T19:17:56.831045Z",
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+     "iopub.status.idle": "2023-07-31T19:17:57.074763Z",
+     "shell.execute_reply": "2023-07-31T19:17:57.073890Z"
     },
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-     "duration": 0.417957,
-     "end_time": "2023-07-19T21:44:38.721242",
+     "duration": 0.272642,
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      "exception": false,
-     "start_time": "2023-07-19T21:44:38.303285",
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      "status": "completed"
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     "scrolled": true,
@@ -1320,7 +1307,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f6732c00460>"
+       "<matplotlib.image.AxesImage at 0x7fbe19081c10>"
       ]
      },
      "execution_count": 15,
@@ -1347,10 +1334,10 @@
    "id": "f4ca3a39",
    "metadata": {
     "papermill": {
-     "duration": 0.026041,
-     "end_time": "2023-07-19T21:44:38.772970",
+     "duration": 0.027027,
+     "end_time": "2023-07-31T19:17:57.131949",
      "exception": false,
-     "start_time": "2023-07-19T21:44:38.746929",
+     "start_time": "2023-07-31T19:17:57.104922",
      "status": "completed"
     },
     "tags": []
@@ -1364,10 +1351,10 @@
    "id": "c698febb",
    "metadata": {
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-     "duration": 0.024818,
-     "end_time": "2023-07-19T21:44:38.823038",
+     "duration": 0.036156,
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      "exception": false,
-     "start_time": "2023-07-19T21:44:38.798220",
+     "start_time": "2023-07-31T19:17:57.158751",
      "status": "completed"
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@@ -1382,16 +1369,16 @@
    "id": "edac839d",
    "metadata": {
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-     "iopub.execute_input": "2023-07-19T21:44:38.875887Z",
-     "iopub.status.busy": "2023-07-19T21:44:38.874499Z",
-     "iopub.status.idle": "2023-07-19T21:44:39.225552Z",
-     "shell.execute_reply": "2023-07-19T21:44:39.224506Z"
+     "iopub.execute_input": "2023-07-31T19:17:57.254862Z",
+     "iopub.status.busy": "2023-07-31T19:17:57.254481Z",
+     "iopub.status.idle": "2023-07-31T19:17:57.622173Z",
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     },
     "papermill": {
-     "duration": 0.380066,
-     "end_time": "2023-07-19T21:44:39.227921",
+     "duration": 0.401752,
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      "exception": false,
-     "start_time": "2023-07-19T21:44:38.847855",
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      "status": "completed"
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     "scrolled": false,
@@ -1450,23 +1437,23 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1086607340</th>\n",
-       "      <td>1080722703</td>\n",
-       "      <td>19</td>\n",
-       "      <td>1</td>\n",
+       "      <th>1086609380</th>\n",
+       "      <td>1080722875</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
        "      <td>6.0</td>\n",
        "      <td>10.0</td>\n",
        "      <td>7.0</td>\n",
        "      <td>17.0</td>\n",
        "      <td>True</td>\n",
-       "      <td>19</td>\n",
-       "      <td>230</td>\n",
-       "      <td>168</td>\n",
+       "      <td>21</td>\n",
+       "      <td>155</td>\n",
+       "      <td>49</td>\n",
        "      <td>[[False, False, False, False, False, False, Fa...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1086608577</th>\n",
-       "      <td>1080722882</td>\n",
+       "      <th>1086608491</th>\n",
+       "      <td>1080722870</td>\n",
        "      <td>19</td>\n",
        "      <td>0</td>\n",
        "      <td>6.0</td>\n",
@@ -1474,24 +1461,24 @@
        "      <td>7.0</td>\n",
        "      <td>17.0</td>\n",
        "      <td>True</td>\n",
-       "      <td>21</td>\n",
-       "      <td>471</td>\n",
-       "      <td>121</td>\n",
+       "      <td>28</td>\n",
+       "      <td>38</td>\n",
+       "      <td>67</td>\n",
        "      <td>[[False, False, False, False, False, False, Fa...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1086610611</th>\n",
-       "      <td>1080722823</td>\n",
-       "      <td>18</td>\n",
+       "      <th>1086608294</th>\n",
+       "      <td>1080722820</td>\n",
+       "      <td>19</td>\n",
        "      <td>0</td>\n",
        "      <td>6.0</td>\n",
        "      <td>10.0</td>\n",
        "      <td>7.0</td>\n",
        "      <td>17.0</td>\n",
        "      <td>True</td>\n",
-       "      <td>11</td>\n",
-       "      <td>48</td>\n",
-       "      <td>154</td>\n",
+       "      <td>22</td>\n",
+       "      <td>443</td>\n",
+       "      <td>156</td>\n",
        "      <td>[[False, False, False, False, False, False, Fa...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1501,27 +1488,27 @@
       "text/plain": [
        "                  cell_roi_id  height  mask_image_plane  max_correction_down  \\\n",
        "cell_specimen_id                                                               \n",
-       "1086607340         1080722703      19                 1                  6.0   \n",
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+       "1086608491         1080722870      19                 0                  6.0   \n",
+       "1086608294         1080722820      19                 0                  6.0   \n",
        "\n",
        "                  max_correction_left  max_correction_right  \\\n",
        "cell_specimen_id                                              \n",
-       "1086607340                       10.0                   7.0   \n",
-       "1086608577                       10.0                   7.0   \n",
-       "1086610611                       10.0                   7.0   \n",
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+       "1086608491                       10.0                   7.0   \n",
+       "1086608294                       10.0                   7.0   \n",
        "\n",
        "                  max_correction_up  valid_roi  width    x    y  \\\n",
        "cell_specimen_id                                                  \n",
-       "1086607340                     17.0       True     19  230  168   \n",
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        "\n",
        "                                                           roi_mask  \n",
        "cell_specimen_id                                                     \n",
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@@ -1538,10 +1525,10 @@
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@@ -1580,7 +1567,7 @@
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@@ -1607,10 +1594,10 @@
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@@ -1625,16 +1612,16 @@
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@@ -1825,10 +1812,10 @@
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@@ -1843,16 +1830,16 @@
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@@ -1880,10 +1867,10 @@
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@@ -1898,16 +1885,16 @@
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@@ -1950,16 +1937,16 @@
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@@ -2176,10 +2163,10 @@
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@@ -2196,16 +2183,16 @@
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@@ -2253,16 +2240,16 @@
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@@ -2288,16 +2275,16 @@
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@@ -2307,7 +2294,7 @@
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@@ -2341,10 +2328,10 @@
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@@ -2358,10 +2345,10 @@
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@@ -2376,16 +2363,16 @@
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@@ -2427,10 +2414,10 @@
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@@ -3043,16 +3030,16 @@
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@@ -3320,16 +3307,16 @@
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@@ -3394,10 +3381,10 @@
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@@ -3412,16 +3399,16 @@
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@@ -3446,16 +3433,16 @@
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@@ -3546,16 +3533,16 @@
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@@ -3564,7 +3551,7 @@
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@@ -3625,10 +3612,10 @@
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@@ -3664,7 +3651,7 @@
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-      "behavior_ophys_experiment_826587940.nwb: 100%|██████████| 397M/397M [00:13<00:00, 29.9MMB/s]\n",
+      "behavior_ophys_experiment_826587940.nwb: 100%|██████████| 397M/397M [00:15<00:00, 26.1MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
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-     "shell.execute_reply": "2023-07-19T21:45:04.131524Z"
+     "iopub.execute_input": "2023-07-31T19:18:24.954112Z",
+     "iopub.status.busy": "2023-07-31T19:18:24.953404Z",
+     "iopub.status.idle": "2023-07-31T19:18:24.994717Z",
+     "shell.execute_reply": "2023-07-31T19:18:24.993672Z"
     },
     "papermill": {
-     "duration": 0.781097,
-     "end_time": "2023-07-19T21:45:04.135399",
+     "duration": 0.102536,
+     "end_time": "2023-07-31T19:18:24.997267",
      "exception": false,
-     "start_time": "2023-07-19T21:45:03.354302",
+     "start_time": "2023-07-31T19:18:24.894731",
      "status": "completed"
     },
     "tags": []
@@ -3719,16 +3706,16 @@
    "id": "dd1d3e9e",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:45:04.854373Z",
-     "iopub.status.busy": "2023-07-19T21:45:04.853027Z",
-     "iopub.status.idle": "2023-07-19T21:45:05.490952Z",
-     "shell.execute_reply": "2023-07-19T21:45:05.490239Z"
+     "iopub.execute_input": "2023-07-31T19:18:25.095677Z",
+     "iopub.status.busy": "2023-07-31T19:18:25.094906Z",
+     "iopub.status.idle": "2023-07-31T19:18:25.887634Z",
+     "shell.execute_reply": "2023-07-31T19:18:25.886598Z"
     },
     "papermill": {
-     "duration": 0.936141,
-     "end_time": "2023-07-19T21:45:05.493234",
+     "duration": 0.846341,
+     "end_time": "2023-07-31T19:18:25.889635",
      "exception": false,
-     "start_time": "2023-07-19T21:45:04.557093",
+     "start_time": "2023-07-31T19:18:25.043294",
      "status": "completed"
     },
     "scrolled": false,
@@ -3738,7 +3725,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f673810d910>"
+       "<matplotlib.legend.Legend at 0x7fbe0802e730>"
       ]
      },
      "execution_count": 40,
@@ -3784,10 +3771,10 @@
    "id": "fd286129",
    "metadata": {
     "papermill": {
-     "duration": 0.046846,
-     "end_time": "2023-07-19T21:45:05.586422",
+     "duration": 0.049881,
+     "end_time": "2023-07-31T19:18:25.988508",
      "exception": false,
-     "start_time": "2023-07-19T21:45:05.539576",
+     "start_time": "2023-07-31T19:18:25.938627",
      "status": "completed"
     },
     "tags": []
@@ -3818,17 +3805,17 @@
   },
   "papermill": {
    "default_parameters": {},
-   "duration": 63.212897,
-   "end_time": "2023-07-19T21:45:06.455507",
+   "duration": 66.770791,
+   "end_time": "2023-07-31T19:18:26.861555",
    "environment_variables": {},
    "exception": null,
    "input_path": "doc_template/examples_root/examples/nb/visual_behavior_load_ophys_data.ipynb",
-   "output_path": "/tmp/tmpfhka5y_v/scratch_nb.ipynb",
+   "output_path": "/tmp/tmpcq7t4kmr/scratch_nb.ipynb",
    "parameters": {
-    "output_dir": "/tmp/tmpfhka5y_v",
+    "output_dir": "/tmp/tmpcq7t4kmr",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
    },
-   "start_time": "2023-07-19T21:44:03.242610",
+   "start_time": "2023-07-31T19:17:20.090764",
    "version": "2.4.0"
   }
  },
diff --git a/doc_template/examples_root/examples/nb/visual_behavior_mouse_history.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_mouse_history.ipynb
index d4ba8e16da..7453de1d9a 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_mouse_history.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_mouse_history.ipynb
@@ -5,10 +5,10 @@
    "id": "4e2ade4e",
    "metadata": {
     "papermill": {
-     "duration": 0.017737,
-     "end_time": "2023-07-19T21:48:37.199791",
+     "duration": 0.013486,
+     "end_time": "2023-07-31T19:22:20.771994",
      "exception": false,
-     "start_time": "2023-07-19T21:48:37.182054",
+     "start_time": "2023-07-31T19:22:20.758508",
      "status": "completed"
     },
     "tags": []
@@ -25,10 +25,10 @@
    "id": "1f16c32f",
    "metadata": {
     "papermill": {
-     "duration": 0.011175,
-     "end_time": "2023-07-19T21:48:37.222223",
+     "duration": 0.010662,
+     "end_time": "2023-07-31T19:22:20.793583",
      "exception": false,
-     "start_time": "2023-07-19T21:48:37.211048",
+     "start_time": "2023-07-31T19:22:20.782921",
      "status": "completed"
     },
     "tags": []
@@ -42,10 +42,10 @@
    "id": "0445ee15",
    "metadata": {
     "papermill": {
-     "duration": 0.010612,
-     "end_time": "2023-07-19T21:48:37.243731",
+     "duration": 0.010996,
+     "end_time": "2023-07-31T19:22:20.815463",
      "exception": false,
-     "start_time": "2023-07-19T21:48:37.233119",
+     "start_time": "2023-07-31T19:22:20.804467",
      "status": "completed"
     },
     "tags": []
@@ -60,16 +60,16 @@
    "id": "cc32c22f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:37.267256Z",
-     "iopub.status.busy": "2023-07-19T21:48:37.266849Z",
-     "iopub.status.idle": "2023-07-19T21:48:40.422882Z",
-     "shell.execute_reply": "2023-07-19T21:48:40.421069Z"
+     "iopub.execute_input": "2023-07-31T19:22:20.840199Z",
+     "iopub.status.busy": "2023-07-31T19:22:20.839842Z",
+     "iopub.status.idle": "2023-07-31T19:22:24.336165Z",
+     "shell.execute_reply": "2023-07-31T19:22:24.334835Z"
     },
     "papermill": {
-     "duration": 3.171712,
-     "end_time": "2023-07-19T21:48:40.425948",
+     "duration": 3.511649,
+     "end_time": "2023-07-31T19:22:24.339072",
      "exception": false,
-     "start_time": "2023-07-19T21:48:37.254236",
+     "start_time": "2023-07-31T19:22:20.827423",
      "status": "completed"
     },
     "tags": []
@@ -79,7 +79,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -105,7 +105,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -123,7 +123,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -131,16 +131,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -172,10 +172,10 @@
    "id": "ea47bb9e",
    "metadata": {
     "papermill": {
-     "duration": 0.011381,
-     "end_time": "2023-07-19T21:48:40.450497",
+     "duration": 0.014251,
+     "end_time": "2023-07-31T19:22:24.368874",
      "exception": false,
-     "start_time": "2023-07-19T21:48:40.439116",
+     "start_time": "2023-07-31T19:22:24.354623",
      "status": "completed"
     },
     "tags": []
@@ -189,10 +189,10 @@
    "id": "5a984779",
    "metadata": {
     "papermill": {
-     "duration": 0.011578,
-     "end_time": "2023-07-19T21:48:40.473502",
+     "duration": 0.012058,
+     "end_time": "2023-07-31T19:22:24.400521",
      "exception": false,
-     "start_time": "2023-07-19T21:48:40.461924",
+     "start_time": "2023-07-31T19:22:24.388463",
      "status": "completed"
     },
     "tags": []
@@ -210,16 +210,16 @@
    "id": "63f56928",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:40.498559Z",
-     "iopub.status.busy": "2023-07-19T21:48:40.498024Z",
-     "iopub.status.idle": "2023-07-19T21:48:45.693904Z",
-     "shell.execute_reply": "2023-07-19T21:48:45.692092Z"
+     "iopub.execute_input": "2023-07-31T19:22:24.429907Z",
+     "iopub.status.busy": "2023-07-31T19:22:24.429370Z",
+     "iopub.status.idle": "2023-07-31T19:22:30.105451Z",
+     "shell.execute_reply": "2023-07-31T19:22:30.104187Z"
     },
     "papermill": {
-     "duration": 5.212814,
-     "end_time": "2023-07-19T21:48:45.697575",
+     "duration": 5.695102,
+     "end_time": "2023-07-31T19:22:30.108374",
      "exception": false,
-     "start_time": "2023-07-19T21:48:40.484761",
+     "start_time": "2023-07-31T19:22:24.413272",
      "status": "completed"
     },
     "tags": []
@@ -229,8 +229,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2)\r\n",
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -256,7 +256,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -274,7 +274,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -282,16 +282,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -324,10 +324,10 @@
    "id": "a9ae3425",
    "metadata": {
     "papermill": {
-     "duration": 0.012786,
-     "end_time": "2023-07-19T21:48:45.724339",
+     "duration": 0.014601,
+     "end_time": "2023-07-31T19:22:30.138325",
      "exception": false,
-     "start_time": "2023-07-19T21:48:45.711553",
+     "start_time": "2023-07-31T19:22:30.123724",
      "status": "completed"
     },
     "tags": []
@@ -342,16 +342,16 @@
    "id": "ac52102e",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:45.753304Z",
-     "iopub.status.busy": "2023-07-19T21:48:45.752286Z",
-     "iopub.status.idle": "2023-07-19T21:48:53.478852Z",
-     "shell.execute_reply": "2023-07-19T21:48:53.477326Z"
+     "iopub.execute_input": "2023-07-31T19:22:30.171619Z",
+     "iopub.status.busy": "2023-07-31T19:22:30.171245Z",
+     "iopub.status.idle": "2023-07-31T19:22:38.250797Z",
+     "shell.execute_reply": "2023-07-31T19:22:38.249912Z"
     },
     "papermill": {
-     "duration": 7.743863,
-     "end_time": "2023-07-19T21:48:53.481095",
+     "duration": 8.098763,
+     "end_time": "2023-07-31T19:22:38.252736",
      "exception": false,
-     "start_time": "2023-07-19T21:48:45.737232",
+     "start_time": "2023-07-31T19:22:30.153973",
      "status": "completed"
     },
     "tags": []
@@ -369,7 +369,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "allensdk version 2.10.2 or higher is required, you have 2.15.1 installed\n"
+      "allensdk version 2.10.2 or higher is required, you have 2.15.2 installed\n"
      ]
     }
    ],
@@ -394,16 +394,16 @@
    "id": "20d529af",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:53.509733Z",
-     "iopub.status.busy": "2023-07-19T21:48:53.508511Z",
-     "iopub.status.idle": "2023-07-19T21:48:53.517489Z",
-     "shell.execute_reply": "2023-07-19T21:48:53.516759Z"
+     "iopub.execute_input": "2023-07-31T19:22:38.283066Z",
+     "iopub.status.busy": "2023-07-31T19:22:38.282233Z",
+     "iopub.status.idle": "2023-07-31T19:22:38.292188Z",
+     "shell.execute_reply": "2023-07-31T19:22:38.291243Z"
     },
     "papermill": {
-     "duration": 0.025443,
-     "end_time": "2023-07-19T21:48:53.520034",
+     "duration": 0.027212,
+     "end_time": "2023-07-31T19:22:38.294344",
      "exception": false,
-     "start_time": "2023-07-19T21:48:53.494591",
+     "start_time": "2023-07-31T19:22:38.267132",
      "status": "completed"
     },
     "tags": []
@@ -419,16 +419,16 @@
    "id": "b126e7d6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:53.546675Z",
-     "iopub.status.busy": "2023-07-19T21:48:53.545782Z",
-     "iopub.status.idle": "2023-07-19T21:48:53.553431Z",
-     "shell.execute_reply": "2023-07-19T21:48:53.552618Z"
+     "iopub.execute_input": "2023-07-31T19:22:38.322779Z",
+     "iopub.status.busy": "2023-07-31T19:22:38.322226Z",
+     "iopub.status.idle": "2023-07-31T19:22:38.330308Z",
+     "shell.execute_reply": "2023-07-31T19:22:38.329410Z"
     },
     "papermill": {
-     "duration": 0.023036,
-     "end_time": "2023-07-19T21:48:53.555122",
+     "duration": 0.02515,
+     "end_time": "2023-07-31T19:22:38.332271",
      "exception": false,
-     "start_time": "2023-07-19T21:48:53.532086",
+     "start_time": "2023-07-31T19:22:38.307121",
      "status": "completed"
     },
     "tags": []
@@ -438,7 +438,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_2532/3777615979.py:1: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
+      "/tmp/ipykernel_2490/3777615979.py:1: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
       "  from IPython.core.display import display, HTML\n"
      ]
     },
@@ -465,10 +465,10 @@
    "id": "fba2b66b",
    "metadata": {
     "papermill": {
-     "duration": 0.012592,
-     "end_time": "2023-07-19T21:48:53.580305",
+     "duration": 0.013384,
+     "end_time": "2023-07-31T19:22:38.359145",
      "exception": false,
-     "start_time": "2023-07-19T21:48:53.567713",
+     "start_time": "2023-07-31T19:22:38.345761",
      "status": "completed"
     },
     "tags": []
@@ -485,16 +485,16 @@
    "id": "6d7c550f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:53.607588Z",
-     "iopub.status.busy": "2023-07-19T21:48:53.606970Z",
-     "iopub.status.idle": "2023-07-19T21:48:53.610865Z",
-     "shell.execute_reply": "2023-07-19T21:48:53.610050Z"
+     "iopub.execute_input": "2023-07-31T19:22:38.388266Z",
+     "iopub.status.busy": "2023-07-31T19:22:38.387700Z",
+     "iopub.status.idle": "2023-07-31T19:22:38.392074Z",
+     "shell.execute_reply": "2023-07-31T19:22:38.391216Z"
     },
     "papermill": {
-     "duration": 0.020081,
-     "end_time": "2023-07-19T21:48:53.613013",
+     "duration": 0.021243,
+     "end_time": "2023-07-31T19:22:38.394003",
      "exception": false,
-     "start_time": "2023-07-19T21:48:53.592932",
+     "start_time": "2023-07-31T19:22:38.372760",
      "status": "completed"
     },
     "tags": [
@@ -513,16 +513,16 @@
    "id": "feac4e93",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:53.675011Z",
-     "iopub.status.busy": "2023-07-19T21:48:53.674204Z",
-     "iopub.status.idle": "2023-07-19T21:48:55.623119Z",
-     "shell.execute_reply": "2023-07-19T21:48:55.622160Z"
+     "iopub.execute_input": "2023-07-31T19:22:38.459244Z",
+     "iopub.status.busy": "2023-07-31T19:22:38.458689Z",
+     "iopub.status.idle": "2023-07-31T19:22:41.118207Z",
+     "shell.execute_reply": "2023-07-31T19:22:41.117047Z"
     },
     "papermill": {
-     "duration": 1.966007,
-     "end_time": "2023-07-19T21:48:55.625976",
+     "duration": 2.676746,
+     "end_time": "2023-07-31T19:22:41.120919",
      "exception": false,
-     "start_time": "2023-07-19T21:48:53.659969",
+     "start_time": "2023-07-31T19:22:38.444173",
      "status": "completed"
     },
     "tags": []
@@ -540,14 +540,14 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmp9mln81mo/_downloaded_data.json\n",
+      "/tmp/tmpeyx0rpiq/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.85MMB/s] \n",
-      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 10.1MMB/s]\n",
-      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 6.57MMB/s]\n",
-      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 13.6MMB/s]\n"
+      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.65MMB/s] \n",
+      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 8.20MMB/s]\n",
+      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 4.69MMB/s] \n",
+      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 12.2MMB/s]\n"
      ]
     }
    ],
@@ -562,10 +562,10 @@
    "id": "5aaaaaf3",
    "metadata": {
     "papermill": {
-     "duration": 0.014226,
-     "end_time": "2023-07-19T21:48:55.656064",
+     "duration": 0.015597,
+     "end_time": "2023-07-31T19:22:41.153260",
      "exception": false,
-     "start_time": "2023-07-19T21:48:55.641838",
+     "start_time": "2023-07-31T19:22:41.137663",
      "status": "completed"
     },
     "tags": []
@@ -582,16 +582,16 @@
    "id": "d892b037",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:55.688416Z",
-     "iopub.status.busy": "2023-07-19T21:48:55.687263Z",
-     "iopub.status.idle": "2023-07-19T21:48:55.725906Z",
-     "shell.execute_reply": "2023-07-19T21:48:55.724666Z"
+     "iopub.execute_input": "2023-07-31T19:22:41.185286Z",
+     "iopub.status.busy": "2023-07-31T19:22:41.184714Z",
+     "iopub.status.idle": "2023-07-31T19:22:41.227188Z",
+     "shell.execute_reply": "2023-07-31T19:22:41.226153Z"
     },
     "papermill": {
-     "duration": 0.060069,
-     "end_time": "2023-07-19T21:48:55.730605",
+     "duration": 0.061798,
+     "end_time": "2023-07-31T19:22:41.230023",
      "exception": false,
-     "start_time": "2023-07-19T21:48:55.670536",
+     "start_time": "2023-07-31T19:22:41.168225",
      "status": "completed"
     },
     "tags": []
@@ -665,234 +665,234 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>911375322</th>\n",
-       "      <td>BEH.G-Box5</td>\n",
+       "      <th>893600606</th>\n",
+       "      <td>CAM2P.4</td>\n",
        "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>464207</td>\n",
+       "      <td>453913</td>\n",
        "      <td>Ai93(TITL-GCaMP6f)</td>\n",
        "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
        "      <td>F</td>\n",
-       "      <td>117.0</td>\n",
+       "      <td>136.0</td>\n",
        "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>4.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>13.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2019-07-24 09:25:14.545</td>\n",
-       "      <td>TRAINING_5_images_B_handoff_ready</td>\n",
-       "      <td>1.081703e+09</td>\n",
+       "      <td>2019-06-24 14:05:29.698</td>\n",
+       "      <td>OPHYS_6_images_B</td>\n",
+       "      <td>1.081642e+09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>894481279</th>\n",
-       "      <td>BEH.G-Box4</td>\n",
-       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>462544</td>\n",
-       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
-       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
-       "      <td>M</td>\n",
-       "      <td>95.0</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <th>1062959248</th>\n",
+       "      <td>BEH.D-Box6</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>544261</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2019-06-25 13:15:34.390</td>\n",
-       "      <td>TRAINING_2_gratings_flashed</td>\n",
-       "      <td>1.081643e+09</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>893429557</th>\n",
-       "      <td>CAM2P.4</td>\n",
-       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai94(TITL-G...</td>\n",
-       "      <td>456564</td>\n",
-       "      <td>Ai94(TITL-GCaMP6s)</td>\n",
-       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
-       "      <td>F</td>\n",
-       "      <td>124.0</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>GCaMP6s</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>893346385.0</td>\n",
-       "      <td>[893830436]</td>\n",
-       "      <td>[902748564]</td>\n",
-       "      <td>VisualBehavior</td>\n",
-       "      <td>2019-06-24 10:57:43.501</td>\n",
-       "      <td>OPHYS_4_images_B</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>2020-11-12 09:57:00.140</td>\n",
+       "      <td>TRAINING_4_images_A_training</td>\n",
+       "      <td>1.085381e+09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>839219845</th>\n",
-       "      <td>BEH.B-Box2</td>\n",
-       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>445270</td>\n",
-       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
-       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <th>1037514105</th>\n",
+       "      <td>BEH.G-Box3</td>\n",
+       "      <td>Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>524274</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Sst-IRES-Cre]</td>\n",
        "      <td>M</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>124.0</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>16.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2019-03-19 12:52:26.713</td>\n",
-       "      <td>TRAINING_1_gratings</td>\n",
-       "      <td>1.085362e+09</td>\n",
+       "      <td>2020-07-20 14:04:57.811</td>\n",
+       "      <td>TRAINING_5_images_A_handoff_lapsed</td>\n",
+       "      <td>1.081778e+09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1030642692</th>\n",
-       "      <td>BEH.G-Box1</td>\n",
-       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>512458</td>\n",
-       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
-       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
-       "      <td>F</td>\n",
-       "      <td>171.0</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <th>912307836</th>\n",
+       "      <td>BEH.G-Box6</td>\n",
+       "      <td>Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>467302</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Sst-IRES-Cre]</td>\n",
+       "      <td>M</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2020-06-18 09:00:13.343</td>\n",
-       "      <td>TRAINING_5_images_B_epilogue</td>\n",
-       "      <td>1.081776e+09</td>\n",
+       "      <td>2019-07-25 13:47:30.557</td>\n",
+       "      <td>TRAINING_1_gratings</td>\n",
+       "      <td>1.085372e+09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1087970809</th>\n",
-       "      <td>MESO.1</td>\n",
+       "      <th>929539392</th>\n",
+       "      <td>BEH.G-Box4</td>\n",
        "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
-       "      <td>550603</td>\n",
+       "      <td>467953</td>\n",
        "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
        "      <td>[Vip-IRES-Cre]</td>\n",
-       "      <td>F</td>\n",
-       "      <td>188.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>128.0</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2021-03-04 11:22:23.242</td>\n",
-       "      <td>OPHYS_1_images_G</td>\n",
-       "      <td>1.120013e+09</td>\n",
+       "      <td>2019-08-22 14:17:19.355</td>\n",
+       "      <td>TRAINING_4_images_B_training</td>\n",
+       "      <td>1.081721e+09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>794071128</th>\n",
-       "      <td>CAM2P.4</td>\n",
+       "      <th>1071650006</th>\n",
+       "      <td>BEH.G-Box2</td>\n",
        "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
-       "      <td>412366</td>\n",
+       "      <td>548950</td>\n",
        "      <td>Ai93(TITL-GCaMP6f)</td>\n",
        "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
-       "      <td>F</td>\n",
-       "      <td>149.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>121.0</td>\n",
        "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>11.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>793857113.0</td>\n",
-       "      <td>[794381992]</td>\n",
-       "      <td>[814796612]</td>\n",
-       "      <td>VisualBehavior</td>\n",
-       "      <td>2018-12-12 08:54:37.283</td>\n",
-       "      <td>OPHYS_3_images_A</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-12-18 09:46:05.293</td>\n",
+       "      <td>TRAINING_5_images_B_handoff_ready</td>\n",
+       "      <td>1.081790e+09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>912588254</th>\n",
-       "      <td>BEH.G-Box2</td>\n",
+       "      <th>1082330206</th>\n",
+       "      <td>BEH.D-Box2</td>\n",
        "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
-       "      <td>468866</td>\n",
+       "      <td>550603</td>\n",
        "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
        "      <td>[Vip-IRES-Cre]</td>\n",
        "      <td>F</td>\n",
-       "      <td>100.0</td>\n",
+       "      <td>164.0</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2019-07-26 10:27:31.847</td>\n",
-       "      <td>TRAINING_2_gratings_flashed</td>\n",
-       "      <td>1.081704e+09</td>\n",
+       "      <td>2021-02-08 13:29:07.627</td>\n",
+       "      <td>TRAINING_5_images_G_handoff_ready</td>\n",
+       "      <td>1.082332e+09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1088986814</th>\n",
-       "      <td>BEH.D-Box1</td>\n",
-       "      <td>Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
-       "      <td>555970</td>\n",
+       "      <th>919442744</th>\n",
+       "      <td>BEH.G-Box1</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>468866</td>\n",
        "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
-       "      <td>[Sst-IRES-Cre]</td>\n",
-       "      <td>M</td>\n",
-       "      <td>155.0</td>\n",
-       "      <td>Sst-IRES-Cre</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
        "      <td>GCaMP6f</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>10.0</td>\n",
+       "      <td>15.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2021-03-09 08:56:53.970</td>\n",
+       "      <td>2019-08-08 08:16:22.585</td>\n",
        "      <td>TRAINING_2_gratings_flashed</td>\n",
-       "      <td>1.120014e+09</td>\n",
+       "      <td>1.081715e+09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>892491393</th>\n",
-       "      <td>BEH.D-Box2</td>\n",
+       "      <th>952837870</th>\n",
+       "      <td>CAM2P.3</td>\n",
        "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai94(TITL-G...</td>\n",
        "      <td>457766</td>\n",
        "      <td>Ai94(TITL-GCaMP6s)</td>\n",
        "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
        "      <td>M</td>\n",
-       "      <td>115.0</td>\n",
+       "      <td>209.0</td>\n",
        "      <td>Slc17a7-IRES2-Cre</td>\n",
        "      <td>GCaMP6s</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>66.0</td>\n",
        "      <td>8.0</td>\n",
-       "      <td>11.0</td>\n",
+       "      <td>952690419.0</td>\n",
+       "      <td>[953452368]</td>\n",
+       "      <td>[939523510]</td>\n",
+       "      <td>VisualBehavior</td>\n",
+       "      <td>2019-09-23 11:17:25.002</td>\n",
+       "      <td>OPHYS_3_images_A</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>920528706</th>\n",
+       "      <td>BEH.F-Box2</td>\n",
+       "      <td>Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>470784</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Sst-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
+       "      <td>GCaMP6f</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2019-06-21 10:47:46.168</td>\n",
-       "      <td>TRAINING_4_images_A_training</td>\n",
-       "      <td>1.081640e+09</td>\n",
+       "      <td>2019-08-09 09:43:20.609</td>\n",
+       "      <td>TRAINING_1_gratings</td>\n",
+       "      <td>1.085373e+09</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -901,146 +901,146 @@
       "text/plain": [
        "                    equipment_name  \\\n",
        "behavior_session_id                  \n",
-       "911375322               BEH.G-Box5   \n",
-       "894481279               BEH.G-Box4   \n",
-       "893429557                  CAM2P.4   \n",
-       "839219845               BEH.B-Box2   \n",
-       "1030642692              BEH.G-Box1   \n",
-       "1087970809                  MESO.1   \n",
-       "794071128                  CAM2P.4   \n",
-       "912588254               BEH.G-Box2   \n",
-       "1088986814              BEH.D-Box1   \n",
-       "892491393               BEH.D-Box2   \n",
+       "893600606                  CAM2P.4   \n",
+       "1062959248              BEH.D-Box6   \n",
+       "1037514105              BEH.G-Box3   \n",
+       "912307836               BEH.G-Box6   \n",
+       "929539392               BEH.G-Box4   \n",
+       "1071650006              BEH.G-Box2   \n",
+       "1082330206              BEH.D-Box2   \n",
+       "919442744               BEH.G-Box1   \n",
+       "952837870                  CAM2P.3   \n",
+       "920528706               BEH.F-Box2   \n",
        "\n",
        "                                                         full_genotype  \\\n",
        "behavior_session_id                                                      \n",
-       "911375322            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "894481279            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "893429557            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai94(TITL-G...   \n",
-       "839219845            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "1030642692           Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "1087970809               Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
-       "794071128            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
-       "912588254                Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
-       "1088986814               Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
-       "892491393            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai94(TITL-G...   \n",
+       "893600606            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "1062959248               Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
+       "1037514105               Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
+       "912307836                Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
+       "929539392                Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
+       "1071650006           Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
+       "1082330206               Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
+       "919442744                Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
+       "952837870            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai94(TITL-G...   \n",
+       "920528706                Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt   \n",
        "\n",
        "                    mouse_id               reporter_line  \\\n",
        "behavior_session_id                                        \n",
-       "911375322             464207          Ai93(TITL-GCaMP6f)   \n",
-       "894481279             462544          Ai93(TITL-GCaMP6f)   \n",
-       "893429557             456564          Ai94(TITL-GCaMP6s)   \n",
-       "839219845             445270          Ai93(TITL-GCaMP6f)   \n",
-       "1030642692            512458          Ai93(TITL-GCaMP6f)   \n",
-       "1087970809            550603  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
-       "794071128             412366          Ai93(TITL-GCaMP6f)   \n",
-       "912588254             468866  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
-       "1088986814            555970  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
-       "892491393             457766          Ai94(TITL-GCaMP6s)   \n",
+       "893600606             453913          Ai93(TITL-GCaMP6f)   \n",
+       "1062959248            544261  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
+       "1037514105            524274  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
+       "912307836             467302  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
+       "929539392             467953  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
+       "1071650006            548950          Ai93(TITL-GCaMP6f)   \n",
+       "1082330206            550603  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
+       "919442744             468866  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
+       "952837870             457766          Ai94(TITL-GCaMP6s)   \n",
+       "920528706             470784  Ai148(TIT2L-GC6f-ICL-tTA2)   \n",
        "\n",
        "                                         driver_line sex  age_in_days  \\\n",
        "behavior_session_id                                                     \n",
-       "911375322            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        117.0   \n",
-       "894481279            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M         95.0   \n",
-       "893429557            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        124.0   \n",
-       "839219845            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M         75.0   \n",
-       "1030642692           [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        171.0   \n",
-       "1087970809                            [Vip-IRES-Cre]   F        188.0   \n",
-       "794071128            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        149.0   \n",
-       "912588254                             [Vip-IRES-Cre]   F        100.0   \n",
-       "1088986814                            [Sst-IRES-Cre]   M        155.0   \n",
-       "892491393            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        115.0   \n",
+       "893600606            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        136.0   \n",
+       "1062959248                            [Vip-IRES-Cre]   F        115.0   \n",
+       "1037514105                            [Sst-IRES-Cre]   M        124.0   \n",
+       "912307836                             [Sst-IRES-Cre]   M        103.0   \n",
+       "929539392                             [Vip-IRES-Cre]   M        128.0   \n",
+       "1071650006           [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        121.0   \n",
+       "1082330206                            [Vip-IRES-Cre]   F        164.0   \n",
+       "919442744                             [Vip-IRES-Cre]   F        113.0   \n",
+       "952837870            [Slc17a7-IRES2-Cre, Camk2a-tTA]   M        209.0   \n",
+       "920528706                             [Sst-IRES-Cre]   F        102.0   \n",
        "\n",
        "                              cre_line indicator  session_number  \\\n",
        "behavior_session_id                                                \n",
-       "911375322            Slc17a7-IRES2-Cre   GCaMP6f             NaN   \n",
-       "894481279            Slc17a7-IRES2-Cre   GCaMP6f             NaN   \n",
-       "893429557            Slc17a7-IRES2-Cre   GCaMP6s             4.0   \n",
-       "839219845            Slc17a7-IRES2-Cre   GCaMP6f             NaN   \n",
-       "1030642692           Slc17a7-IRES2-Cre   GCaMP6f             NaN   \n",
-       "1087970809                Vip-IRES-Cre   GCaMP6f             1.0   \n",
-       "794071128            Slc17a7-IRES2-Cre   GCaMP6f             3.0   \n",
-       "912588254                 Vip-IRES-Cre   GCaMP6f             NaN   \n",
-       "1088986814                Sst-IRES-Cre   GCaMP6f             NaN   \n",
-       "892491393            Slc17a7-IRES2-Cre   GCaMP6s             NaN   \n",
+       "893600606            Slc17a7-IRES2-Cre   GCaMP6f             6.0   \n",
+       "1062959248                Vip-IRES-Cre   GCaMP6f             NaN   \n",
+       "1037514105                Sst-IRES-Cre   GCaMP6f             NaN   \n",
+       "912307836                 Sst-IRES-Cre   GCaMP6f             NaN   \n",
+       "929539392                 Vip-IRES-Cre   GCaMP6f             NaN   \n",
+       "1071650006           Slc17a7-IRES2-Cre   GCaMP6f             NaN   \n",
+       "1082330206                Vip-IRES-Cre   GCaMP6f             NaN   \n",
+       "919442744                 Vip-IRES-Cre   GCaMP6f             NaN   \n",
+       "952837870            Slc17a7-IRES2-Cre   GCaMP6s             3.0   \n",
+       "920528706                 Sst-IRES-Cre   GCaMP6f             NaN   \n",
        "\n",
        "                     prior_exposures_to_session_type  \\\n",
        "behavior_session_id                                    \n",
-       "911375322                                        4.0   \n",
-       "894481279                                        1.0   \n",
-       "893429557                                        3.0   \n",
-       "839219845                                        1.0   \n",
-       "1030642692                                       0.0   \n",
-       "1087970809                                       3.0   \n",
-       "794071128                                        0.0   \n",
-       "912588254                                        6.0   \n",
-       "1088986814                                      10.0   \n",
-       "892491393                                        8.0   \n",
+       "893600606                                        2.0   \n",
+       "1062959248                                       0.0   \n",
+       "1037514105                                       9.0   \n",
+       "912307836                                        5.0   \n",
+       "929539392                                       11.0   \n",
+       "1071650006                                       6.0   \n",
+       "1082330206                                       2.0   \n",
+       "919442744                                       15.0   \n",
+       "952837870                                        1.0   \n",
+       "920528706                                       13.0   \n",
        "\n",
        "                     prior_exposures_to_image_set  \\\n",
        "behavior_session_id                                 \n",
-       "911375322                                    10.0   \n",
-       "894481279                                     NaN   \n",
-       "893429557                                     6.0   \n",
-       "839219845                                     NaN   \n",
-       "1030642692                                    4.0   \n",
-       "1087970809                                   25.0   \n",
-       "794071128                                    13.0   \n",
-       "912588254                                     NaN   \n",
-       "1088986814                                    NaN   \n",
-       "892491393                                    11.0   \n",
+       "893600606                                     4.0   \n",
+       "1062959248                                    3.0   \n",
+       "1037514105                                   16.0   \n",
+       "912307836                                     NaN   \n",
+       "929539392                                    14.0   \n",
+       "1071650006                                   11.0   \n",
+       "1082330206                                    7.0   \n",
+       "919442744                                     NaN   \n",
+       "952837870                                    66.0   \n",
+       "920528706                                     NaN   \n",
        "\n",
        "                     prior_exposures_to_omissions  ophys_session_id  \\\n",
        "behavior_session_id                                                   \n",
-       "911375322                                     0.0               NaN   \n",
-       "894481279                                     0.0               NaN   \n",
-       "893429557                                     9.0       893346385.0   \n",
-       "839219845                                     0.0               NaN   \n",
-       "1030642692                                    0.0               NaN   \n",
-       "1087970809                                    3.0               NaN   \n",
-       "794071128                                     3.0       793857113.0   \n",
-       "912588254                                     0.0               NaN   \n",
-       "1088986814                                    0.0               NaN   \n",
-       "892491393                                     0.0               NaN   \n",
+       "893600606                                    13.0               NaN   \n",
+       "1062959248                                    0.0               NaN   \n",
+       "1037514105                                    0.0               NaN   \n",
+       "912307836                                     0.0               NaN   \n",
+       "929539392                                     0.0               NaN   \n",
+       "1071650006                                    0.0               NaN   \n",
+       "1082330206                                    0.0               NaN   \n",
+       "919442744                                     0.0               NaN   \n",
+       "952837870                                     8.0       952690419.0   \n",
+       "920528706                                     0.0               NaN   \n",
        "\n",
        "                    ophys_experiment_id ophys_container_id    project_code  \\\n",
        "behavior_session_id                                                          \n",
-       "911375322                           NaN                NaN             NaN   \n",
-       "894481279                           NaN                NaN             NaN   \n",
-       "893429557                   [893830436]        [902748564]  VisualBehavior   \n",
-       "839219845                           NaN                NaN             NaN   \n",
-       "1030642692                          NaN                NaN             NaN   \n",
-       "1087970809                          NaN                NaN             NaN   \n",
-       "794071128                   [794381992]        [814796612]  VisualBehavior   \n",
-       "912588254                           NaN                NaN             NaN   \n",
-       "1088986814                          NaN                NaN             NaN   \n",
-       "892491393                           NaN                NaN             NaN   \n",
+       "893600606                           NaN                NaN             NaN   \n",
+       "1062959248                          NaN                NaN             NaN   \n",
+       "1037514105                          NaN                NaN             NaN   \n",
+       "912307836                           NaN                NaN             NaN   \n",
+       "929539392                           NaN                NaN             NaN   \n",
+       "1071650006                          NaN                NaN             NaN   \n",
+       "1082330206                          NaN                NaN             NaN   \n",
+       "919442744                           NaN                NaN             NaN   \n",
+       "952837870                   [953452368]        [939523510]  VisualBehavior   \n",
+       "920528706                           NaN                NaN             NaN   \n",
        "\n",
        "                        date_of_acquisition  \\\n",
        "behavior_session_id                           \n",
-       "911375322           2019-07-24 09:25:14.545   \n",
-       "894481279           2019-06-25 13:15:34.390   \n",
-       "893429557           2019-06-24 10:57:43.501   \n",
-       "839219845           2019-03-19 12:52:26.713   \n",
-       "1030642692          2020-06-18 09:00:13.343   \n",
-       "1087970809          2021-03-04 11:22:23.242   \n",
-       "794071128           2018-12-12 08:54:37.283   \n",
-       "912588254           2019-07-26 10:27:31.847   \n",
-       "1088986814          2021-03-09 08:56:53.970   \n",
-       "892491393           2019-06-21 10:47:46.168   \n",
-       "\n",
-       "                                          session_type       file_id  \n",
-       "behavior_session_id                                                   \n",
-       "911375322            TRAINING_5_images_B_handoff_ready  1.081703e+09  \n",
-       "894481279                  TRAINING_2_gratings_flashed  1.081643e+09  \n",
-       "893429557                             OPHYS_4_images_B           NaN  \n",
-       "839219845                          TRAINING_1_gratings  1.085362e+09  \n",
-       "1030642692                TRAINING_5_images_B_epilogue  1.081776e+09  \n",
-       "1087970809                            OPHYS_1_images_G  1.120013e+09  \n",
-       "794071128                             OPHYS_3_images_A           NaN  \n",
-       "912588254                  TRAINING_2_gratings_flashed  1.081704e+09  \n",
-       "1088986814                 TRAINING_2_gratings_flashed  1.120014e+09  \n",
-       "892491393                 TRAINING_4_images_A_training  1.081640e+09  "
+       "893600606           2019-06-24 14:05:29.698   \n",
+       "1062959248          2020-11-12 09:57:00.140   \n",
+       "1037514105          2020-07-20 14:04:57.811   \n",
+       "912307836           2019-07-25 13:47:30.557   \n",
+       "929539392           2019-08-22 14:17:19.355   \n",
+       "1071650006          2020-12-18 09:46:05.293   \n",
+       "1082330206          2021-02-08 13:29:07.627   \n",
+       "919442744           2019-08-08 08:16:22.585   \n",
+       "952837870           2019-09-23 11:17:25.002   \n",
+       "920528706           2019-08-09 09:43:20.609   \n",
+       "\n",
+       "                                           session_type       file_id  \n",
+       "behavior_session_id                                                    \n",
+       "893600606                              OPHYS_6_images_B  1.081642e+09  \n",
+       "1062959248                 TRAINING_4_images_A_training  1.085381e+09  \n",
+       "1037514105           TRAINING_5_images_A_handoff_lapsed  1.081778e+09  \n",
+       "912307836                           TRAINING_1_gratings  1.085372e+09  \n",
+       "929539392                  TRAINING_4_images_B_training  1.081721e+09  \n",
+       "1071650006            TRAINING_5_images_B_handoff_ready  1.081790e+09  \n",
+       "1082330206            TRAINING_5_images_G_handoff_ready  1.082332e+09  \n",
+       "919442744                   TRAINING_2_gratings_flashed  1.081715e+09  \n",
+       "952837870                              OPHYS_3_images_A           NaN  \n",
+       "920528706                           TRAINING_1_gratings  1.085373e+09  "
       ]
      },
      "execution_count": 9,
@@ -1057,10 +1057,10 @@
    "id": "f12ffb86",
    "metadata": {
     "papermill": {
-     "duration": 0.015133,
-     "end_time": "2023-07-19T21:48:55.764963",
+     "duration": 0.021253,
+     "end_time": "2023-07-31T19:22:41.267473",
      "exception": false,
-     "start_time": "2023-07-19T21:48:55.749830",
+     "start_time": "2023-07-31T19:22:41.246220",
      "status": "completed"
     },
     "tags": []
@@ -1076,16 +1076,16 @@
    "id": "996653c7",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:55.798430Z",
-     "iopub.status.busy": "2023-07-19T21:48:55.797345Z",
-     "iopub.status.idle": "2023-07-19T21:48:55.804279Z",
-     "shell.execute_reply": "2023-07-19T21:48:55.803581Z"
+     "iopub.execute_input": "2023-07-31T19:22:41.302050Z",
+     "iopub.status.busy": "2023-07-31T19:22:41.301210Z",
+     "iopub.status.idle": "2023-07-31T19:22:41.308057Z",
+     "shell.execute_reply": "2023-07-31T19:22:41.307208Z"
     },
     "papermill": {
-     "duration": 0.025991,
-     "end_time": "2023-07-19T21:48:55.806082",
+     "duration": 0.025994,
+     "end_time": "2023-07-31T19:22:41.310267",
      "exception": false,
-     "start_time": "2023-07-19T21:48:55.780091",
+     "start_time": "2023-07-31T19:22:41.284273",
      "status": "completed"
     },
     "tags": []
@@ -1112,10 +1112,10 @@
    "id": "7c38c6ab",
    "metadata": {
     "papermill": {
-     "duration": 0.017079,
-     "end_time": "2023-07-19T21:48:55.838610",
+     "duration": 0.016093,
+     "end_time": "2023-07-31T19:22:41.343172",
      "exception": false,
-     "start_time": "2023-07-19T21:48:55.821531",
+     "start_time": "2023-07-31T19:22:41.327079",
      "status": "completed"
     },
     "tags": []
@@ -1145,16 +1145,16 @@
    "id": "dc94df56",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:55.880507Z",
-     "iopub.status.busy": "2023-07-19T21:48:55.879454Z",
-     "iopub.status.idle": "2023-07-19T21:48:55.942750Z",
-     "shell.execute_reply": "2023-07-19T21:48:55.940634Z"
+     "iopub.execute_input": "2023-07-31T19:22:41.377451Z",
+     "iopub.status.busy": "2023-07-31T19:22:41.376618Z",
+     "iopub.status.idle": "2023-07-31T19:22:41.589501Z",
+     "shell.execute_reply": "2023-07-31T19:22:41.588366Z"
     },
     "papermill": {
-     "duration": 0.083607,
-     "end_time": "2023-07-19T21:48:55.944744",
+     "duration": 0.233787,
+     "end_time": "2023-07-31T19:22:41.592423",
      "exception": false,
-     "start_time": "2023-07-19T21:48:55.861137",
+     "start_time": "2023-07-31T19:22:41.358636",
      "status": "completed"
     },
     "scrolled": false,
@@ -2236,10 +2236,10 @@
    "id": "74a8a58a",
    "metadata": {
     "papermill": {
-     "duration": 0.023477,
-     "end_time": "2023-07-19T21:48:55.992413",
+     "duration": 0.018145,
+     "end_time": "2023-07-31T19:22:41.630265",
      "exception": false,
-     "start_time": "2023-07-19T21:48:55.968936",
+     "start_time": "2023-07-31T19:22:41.612120",
      "status": "completed"
     },
     "tags": []
@@ -2259,16 +2259,16 @@
    "id": "c0fbbfa9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:56.027660Z",
-     "iopub.status.busy": "2023-07-19T21:48:56.026947Z",
-     "iopub.status.idle": "2023-07-19T21:55:43.658208Z",
-     "shell.execute_reply": "2023-07-19T21:55:43.655622Z"
+     "iopub.execute_input": "2023-07-31T19:22:41.671858Z",
+     "iopub.status.busy": "2023-07-31T19:22:41.671060Z",
+     "iopub.status.idle": "2023-07-31T19:30:11.403275Z",
+     "shell.execute_reply": "2023-07-31T19:30:11.400285Z"
     },
     "papermill": {
-     "duration": 407.653209,
-     "end_time": "2023-07-19T21:55:43.662273",
+     "duration": 449.757987,
+     "end_time": "2023-07-31T19:30:11.408028",
      "exception": false,
-     "start_time": "2023-07-19T21:48:56.009064",
+     "start_time": "2023-07-31T19:22:41.650041",
      "status": "completed"
     },
     "tags": []
@@ -2278,142 +2278,142 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "behavior_session_831129394.nwb: 100%|██████████| 51.7M/51.7M [00:01<00:00, 32.7MMB/s]\n",
+      "behavior_session_831129394.nwb: 100%|██████████| 51.7M/51.7M [00:01<00:00, 26.5MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_832021447.nwb: 100%|██████████| 66.9M/66.9M [00:02<00:00, 30.4MMB/s]\n",
+      "behavior_session_832021447.nwb: 100%|██████████| 66.9M/66.9M [00:02<00:00, 27.6MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_832544149.nwb: 100%|██████████| 66.9M/66.9M [00:02<00:00, 26.3MMB/s]\n",
+      "behavior_session_832544149.nwb: 100%|██████████| 66.9M/66.9M [00:02<00:00, 24.3MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_833328750.nwb: 100%|██████████| 66.8M/66.8M [00:02<00:00, 26.4MMB/s]\n",
+      "behavior_session_833328750.nwb: 100%|██████████| 66.8M/66.8M [00:02<00:00, 25.5MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_834087859.nwb: 100%|██████████| 66.7M/66.7M [00:02<00:00, 28.4MMB/s]\n",
+      "behavior_session_834087859.nwb: 100%|██████████| 66.7M/66.7M [00:02<00:00, 24.2MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_834903060.nwb: 100%|██████████| 67.9M/67.9M [00:02<00:00, 32.1MMB/s]\n",
+      "behavior_session_834903060.nwb: 100%|██████████| 67.9M/67.9M [00:02<00:00, 25.1MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_835557296.nwb: 100%|██████████| 68.0M/68.0M [00:02<00:00, 30.5MMB/s]\n",
+      "behavior_session_835557296.nwb: 100%|██████████| 68.0M/68.0M [00:02<00:00, 27.8MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_836166694.nwb: 100%|██████████| 188M/188M [00:06<00:00, 29.2MMB/s]\n",
+      "behavior_session_836166694.nwb: 100%|██████████| 188M/188M [00:07<00:00, 25.7MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_836761653.nwb: 100%|██████████| 188M/188M [00:07<00:00, 26.1MMB/s]\n",
+      "behavior_session_836761653.nwb: 100%|██████████| 188M/188M [00:06<00:00, 28.5MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_837192567.nwb: 100%|██████████| 188M/188M [00:06<00:00, 30.7MMB/s]\n",
+      "behavior_session_837192567.nwb: 100%|██████████| 188M/188M [00:06<00:00, 28.5MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_837638916.nwb: 100%|██████████| 188M/188M [00:06<00:00, 31.2MMB/s]\n",
+      "behavior_session_837638916.nwb: 100%|██████████| 188M/188M [00:07<00:00, 23.6MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_838496126.nwb: 100%|██████████| 193M/193M [00:06<00:00, 29.4MMB/s]\n",
+      "behavior_session_838496126.nwb: 100%|██████████| 193M/193M [00:07<00:00, 25.9MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_839234289.nwb: 100%|██████████| 193M/193M [00:06<00:00, 28.2MMB/s]\n",
+      "behavior_session_839234289.nwb: 100%|██████████| 193M/193M [00:07<00:00, 27.3MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_839566045.nwb: 100%|██████████| 193M/193M [00:05<00:00, 32.5MMB/s]\n",
+      "behavior_session_839566045.nwb: 100%|██████████| 193M/193M [00:07<00:00, 26.4MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_839939986.nwb: 100%|██████████| 193M/193M [00:07<00:00, 26.8MMB/s]\n",
+      "behavior_session_839939986.nwb: 100%|██████████| 193M/193M [00:07<00:00, 26.1MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_840594514.nwb: 100%|██████████| 193M/193M [00:06<00:00, 29.1MMB/s]\n",
+      "behavior_session_840594514.nwb: 100%|██████████| 193M/193M [00:07<00:00, 27.5MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_841148118.nwb: 100%|██████████| 193M/193M [00:06<00:00, 28.5MMB/s]\n",
+      "behavior_session_841148118.nwb: 100%|██████████| 193M/193M [00:07<00:00, 25.5MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_841707177.nwb: 100%|██████████| 193M/193M [00:06<00:00, 29.8MMB/s]\n",
+      "behavior_session_841707177.nwb: 100%|██████████| 193M/193M [00:06<00:00, 28.6MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_842174399.nwb: 100%|██████████| 193M/193M [00:05<00:00, 33.8MMB/s]\n",
+      "behavior_session_842174399.nwb: 100%|██████████| 193M/193M [00:07<00:00, 27.1MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_842973730.nwb: 100%|██████████| 864M/864M [00:33<00:00, 26.1MMB/s]\n",
+      "behavior_ophys_experiment_842973730.nwb: 100%|██████████| 864M/864M [00:34<00:00, 25.2MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_843519218.nwb: 100%|██████████| 829M/829M [00:30<00:00, 27.5MMB/s]\n",
+      "behavior_ophys_experiment_843519218.nwb: 100%|██████████| 829M/829M [00:30<00:00, 26.9MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_844164376.nwb: 100%|██████████| 193M/193M [00:06<00:00, 28.7MMB/s]\n",
+      "behavior_session_844164376.nwb: 100%|██████████| 193M/193M [00:07<00:00, 25.0MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_844849972.nwb: 100%|██████████| 193M/193M [00:06<00:00, 29.1MMB/s]\n",
+      "behavior_session_844849972.nwb: 100%|██████████| 193M/193M [00:07<00:00, 24.6MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_848694639.nwb: 100%|██████████| 428M/428M [00:14<00:00, 29.5MMB/s]\n",
+      "behavior_ophys_experiment_848694639.nwb: 100%|██████████| 428M/428M [00:16<00:00, 26.4MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_846194950.nwb: 100%|██████████| 193M/193M [00:07<00:00, 24.5MMB/s]\n",
+      "behavior_session_846194950.nwb: 100%|██████████| 193M/193M [00:07<00:00, 24.9MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_847125577.nwb: 100%|██████████| 924M/924M [00:36<00:00, 25.0MMB/s]\n",
+      "behavior_ophys_experiment_847125577.nwb: 100%|██████████| 924M/924M [00:42<00:00, 21.8MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_848698709.nwb: 100%|██████████| 1.33G/1.33G [00:48<00:00, 27.3MMB/s]\n",
+      "behavior_ophys_experiment_848698709.nwb: 100%|██████████| 1.33G/1.33G [00:52<00:00, 25.1MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_session_853526948.nwb: 100%|██████████| 193M/193M [00:06<00:00, 31.8MMB/s]\n",
+      "behavior_session_853526948.nwb: 100%|██████████| 193M/193M [00:07<00:00, 25.2MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
@@ -2433,10 +2433,10 @@
    "id": "ff0cddf4",
    "metadata": {
     "papermill": {
-     "duration": 0.119856,
-     "end_time": "2023-07-19T21:55:43.908909",
+     "duration": 0.163334,
+     "end_time": "2023-07-31T19:30:11.749958",
      "exception": false,
-     "start_time": "2023-07-19T21:55:43.789053",
+     "start_time": "2023-07-31T19:30:11.586624",
      "status": "completed"
     },
     "tags": []
@@ -2452,16 +2452,16 @@
    "id": "2c457e12",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:55:44.156542Z",
-     "iopub.status.busy": "2023-07-19T21:55:44.155515Z",
-     "iopub.status.idle": "2023-07-19T21:55:44.167327Z",
-     "shell.execute_reply": "2023-07-19T21:55:44.166564Z"
+     "iopub.execute_input": "2023-07-31T19:30:12.119273Z",
+     "iopub.status.busy": "2023-07-31T19:30:12.117930Z",
+     "iopub.status.idle": "2023-07-31T19:30:12.133635Z",
+     "shell.execute_reply": "2023-07-31T19:30:12.132680Z"
     },
     "papermill": {
-     "duration": 0.140083,
-     "end_time": "2023-07-19T21:55:44.169792",
+     "duration": 0.209353,
+     "end_time": "2023-07-31T19:30:12.137966",
      "exception": false,
-     "start_time": "2023-07-19T21:55:44.029709",
+     "start_time": "2023-07-31T19:30:11.928613",
      "status": "completed"
     },
     "scrolled": true,
@@ -2504,10 +2504,10 @@
    "id": "0f7a6887",
    "metadata": {
     "papermill": {
-     "duration": 0.132156,
-     "end_time": "2023-07-19T21:55:44.434660",
+     "duration": 0.177778,
+     "end_time": "2023-07-31T19:30:12.504851",
      "exception": false,
-     "start_time": "2023-07-19T21:55:44.302504",
+     "start_time": "2023-07-31T19:30:12.327073",
      "status": "completed"
     },
     "tags": []
@@ -2522,16 +2522,16 @@
    "id": "17525cab",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:55:44.691301Z",
-     "iopub.status.busy": "2023-07-19T21:55:44.690886Z",
-     "iopub.status.idle": "2023-07-19T21:55:44.698403Z",
-     "shell.execute_reply": "2023-07-19T21:55:44.697582Z"
+     "iopub.execute_input": "2023-07-31T19:30:12.887554Z",
+     "iopub.status.busy": "2023-07-31T19:30:12.887189Z",
+     "iopub.status.idle": "2023-07-31T19:30:12.894280Z",
+     "shell.execute_reply": "2023-07-31T19:30:12.893352Z"
     },
     "papermill": {
-     "duration": 0.137336,
-     "end_time": "2023-07-19T21:55:44.701560",
+     "duration": 0.178026,
+     "end_time": "2023-07-31T19:30:12.896732",
      "exception": false,
-     "start_time": "2023-07-19T21:55:44.564224",
+     "start_time": "2023-07-31T19:30:12.718706",
      "status": "completed"
     },
     "tags": []
@@ -2547,10 +2547,10 @@
    "id": "e90defcb",
    "metadata": {
     "papermill": {
-     "duration": 0.125591,
-     "end_time": "2023-07-19T21:55:44.954045",
+     "duration": 0.16877,
+     "end_time": "2023-07-31T19:30:13.241695",
      "exception": false,
-     "start_time": "2023-07-19T21:55:44.828454",
+     "start_time": "2023-07-31T19:30:13.072925",
      "status": "completed"
     },
     "tags": []
@@ -2566,16 +2566,16 @@
    "id": "5083aad7",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:55:45.206300Z",
-     "iopub.status.busy": "2023-07-19T21:55:45.205079Z",
-     "iopub.status.idle": "2023-07-19T21:55:45.214951Z",
-     "shell.execute_reply": "2023-07-19T21:55:45.214303Z"
+     "iopub.execute_input": "2023-07-31T19:30:13.577087Z",
+     "iopub.status.busy": "2023-07-31T19:30:13.576715Z",
+     "iopub.status.idle": "2023-07-31T19:30:13.588172Z",
+     "shell.execute_reply": "2023-07-31T19:30:13.587019Z"
     },
     "papermill": {
-     "duration": 0.136231,
-     "end_time": "2023-07-19T21:55:45.216754",
+     "duration": 0.185123,
+     "end_time": "2023-07-31T19:30:13.590192",
      "exception": false,
-     "start_time": "2023-07-19T21:55:45.080523",
+     "start_time": "2023-07-31T19:30:13.405069",
      "status": "completed"
     },
     "tags": []
@@ -2611,10 +2611,10 @@
    "id": "b7186587",
    "metadata": {
     "papermill": {
-     "duration": 0.122609,
-     "end_time": "2023-07-19T21:55:45.463379",
+     "duration": 0.208031,
+     "end_time": "2023-07-31T19:30:13.982434",
      "exception": false,
-     "start_time": "2023-07-19T21:55:45.340770",
+     "start_time": "2023-07-31T19:30:13.774403",
      "status": "completed"
     },
     "tags": []
@@ -2630,16 +2630,16 @@
    "id": "0d49dd24",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:55:45.720731Z",
-     "iopub.status.busy": "2023-07-19T21:55:45.719677Z",
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@@ -2657,10 +2657,10 @@
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@@ -2676,16 +2676,16 @@
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@@ -2847,10 +2847,10 @@
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@@ -2866,16 +2866,16 @@
    "id": "853bb2ef",
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@@ -2908,29 +2908,29 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2310</th>\n",
-       "      <td>2612.822093</td>\n",
-       "      <td>156664</td>\n",
+       "      <th>3353</th>\n",
+       "      <td>3743.915691</td>\n",
+       "      <td>224484</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>636</th>\n",
-       "      <td>888.146202</td>\n",
-       "      <td>53253</td>\n",
+       "      <th>1760</th>\n",
+       "      <td>2138.720089</td>\n",
+       "      <td>128237</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>936</th>\n",
-       "      <td>1245.136166</td>\n",
-       "      <td>74658</td>\n",
+       "      <th>81</th>\n",
+       "      <td>345.247939</td>\n",
+       "      <td>20701</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3062</th>\n",
-       "      <td>3451.268947</td>\n",
-       "      <td>206937</td>\n",
+       "      <th>494</th>\n",
+       "      <td>774.586505</td>\n",
+       "      <td>46444</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2675</th>\n",
-       "      <td>2970.979505</td>\n",
-       "      <td>178139</td>\n",
+       "      <th>1786</th>\n",
+       "      <td>2155.781523</td>\n",
+       "      <td>129260</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -2938,11 +2938,11 @@
       ],
       "text/plain": [
        "       timestamps   frame\n",
-       "2310  2612.822093  156664\n",
-       "636    888.146202   53253\n",
-       "936   1245.136166   74658\n",
-       "3062  3451.268947  206937\n",
-       "2675  2970.979505  178139"
+       "3353  3743.915691  224484\n",
+       "1760  2138.720089  128237\n",
+       "81     345.247939   20701\n",
+       "494    774.586505   46444\n",
+       "1786  2155.781523  129260"
       ]
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      "execution_count": 18,
@@ -2959,10 +2959,10 @@
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@@ -2978,16 +2978,16 @@
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@@ -3021,33 +3021,33 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>85</th>\n",
        "      <td>0.007</td>\n",
-       "      <td>433.457257</td>\n",
+       "      <td>2521.544075</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>143</th>\n",
+       "      <th>50</th>\n",
        "      <td>0.007</td>\n",
-       "      <td>3743.448687</td>\n",
+       "      <td>1716.536326</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>83</th>\n",
+       "      <th>116</th>\n",
        "      <td>0.007</td>\n",
-       "      <td>2496.677324</td>\n",
+       "      <td>3244.213135</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>113</th>\n",
        "      <td>0.007</td>\n",
-       "      <td>415.995479</td>\n",
+       "      <td>3191.794570</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>116</th>\n",
+       "      <th>57</th>\n",
        "      <td>0.007</td>\n",
-       "      <td>3244.213135</td>\n",
+       "      <td>1884.015600</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -3056,11 +3056,11 @@
       ],
       "text/plain": [
        "     volume   timestamps  auto_rewarded\n",
-       "8     0.007   433.457257          False\n",
-       "143   0.007  3743.448687          False\n",
-       "83    0.007  2496.677324          False\n",
-       "7     0.007   415.995479          False\n",
-       "116   0.007  3244.213135          False"
+       "85    0.007  2521.544075          False\n",
+       "50    0.007  1716.536326          False\n",
+       "116   0.007  3244.213135          False\n",
+       "113   0.007  3191.794570          False\n",
+       "57    0.007  1884.015600          False"
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@@ -3077,10 +3077,10 @@
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@@ -3096,16 +3096,16 @@
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@@ -3189,10 +3189,10 @@
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@@ -3206,10 +3206,10 @@
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@@ -3224,16 +3224,16 @@
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@@ -3250,10 +3250,10 @@
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@@ -3268,16 +3268,16 @@
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@@ -3352,10 +3352,10 @@
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@@ -3370,16 +3370,16 @@
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@@ -4372,7 +4372,7 @@
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       "text/html": [
-       "<div id='ae8af272-650d-41dc-b2e7-79c20c6804a3'></div>"
+       "<div id='2a4f177e-17d6-41dc-9bd6-6e1bd3378e9f'></div>"
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@@ -5367,7 +5367,7 @@
     {
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-       "<div id='64234ac2-4f84-44b5-9bed-2c9aa377f9ed'></div>"
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@@ -5401,10 +5401,10 @@
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@@ -5418,10 +5418,10 @@
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@@ -5437,16 +5437,16 @@
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      "status": "completed"
     },
     "tags": []
@@ -5522,38 +5522,36 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>445</th>\n",
-       "      <td>2452.731162</td>\n",
-       "      <td>2460.019414</td>\n",
-       "      <td>[2456.0667067226022, 2456.1834894712083, 2456....</td>\n",
-       "      <td>2456.066707</td>\n",
-       "      <td>0.007</td>\n",
-       "      <td>True</td>\n",
+       "      <th>30</th>\n",
+       "      <td>423.150307</td>\n",
+       "      <td>426.185726</td>\n",
+       "      <td>[425.78539542504586, 425.8688140087761]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>7.288252</td>\n",
-       "      <td>2456.066707</td>\n",
-       "      <td>147246.0</td>\n",
-       "      <td>2455.771019</td>\n",
-       "      <td>0.295688</td>\n",
-       "      <td>im077</td>\n",
-       "      <td>im061</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3.035420</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>im062</td>\n",
+       "      <td>im062</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>196</th>\n",
-       "      <td>1174.972322</td>\n",
-       "      <td>1183.761518</td>\n",
-       "      <td>[1179.758884261828, 1179.9089311738499, 1180.5...</td>\n",
+       "      <th>241</th>\n",
+       "      <td>1410.830824</td>\n",
+       "      <td>1413.849558</td>\n",
+       "      <td>[1413.3992502945475, 1413.5326748201624]</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -5561,21 +5559,23 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>8.789196</td>\n",
-       "      <td>1179.758884</td>\n",
-       "      <td>70722.0</td>\n",
-       "      <td>1179.513175</td>\n",
-       "      <td>0.245709</td>\n",
-       "      <td>im069</td>\n",
-       "      <td>im069</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3.018734</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>im061</td>\n",
+       "      <td>im061</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>420.148280</td>\n",
-       "      <td>422.533225</td>\n",
-       "      <td>[422.0161888623843, 422.2163821613649]</td>\n",
+       "      <th>607</th>\n",
+       "      <td>3140.043114</td>\n",
+       "      <td>3141.844319</td>\n",
+       "      <td>[3141.527439569123]</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -5585,60 +5585,60 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>2.384944</td>\n",
+       "      <td>1.801205</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>im062</td>\n",
-       "      <td>im062</td>\n",
+       "      <td>im063</td>\n",
+       "      <td>im063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>228</th>\n",
-       "      <td>1333.478877</td>\n",
-       "      <td>1343.769117</td>\n",
-       "      <td>[1340.2000586711802, 1340.2834636813495, 1340....</td>\n",
-       "      <td>1340.200059</td>\n",
-       "      <td>0.007</td>\n",
-       "      <td>True</td>\n",
+       "      <th>407</th>\n",
+       "      <td>2252.213055</td>\n",
+       "      <td>2255.315151</td>\n",
+       "      <td>[2254.7981291158358, 2254.998283910216]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>10.290239</td>\n",
-       "      <td>1340.200059</td>\n",
-       "      <td>80315.0</td>\n",
-       "      <td>1339.504071</td>\n",
-       "      <td>0.695987</td>\n",
-       "      <td>im062</td>\n",
-       "      <td>im077</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3.102096</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>im069</td>\n",
+       "      <td>im069</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>553</th>\n",
-       "      <td>2820.728496</td>\n",
-       "      <td>2830.268183</td>\n",
-       "      <td>[2826.532395869028, 2826.8159210471204, 2826.9...</td>\n",
-       "      <td>2826.532396</td>\n",
-       "      <td>0.007</td>\n",
-       "      <td>True</td>\n",
+       "      <th>427</th>\n",
+       "      <td>2344.541774</td>\n",
+       "      <td>2347.727270</td>\n",
+       "      <td>[2347.176842012559, 2347.4270528879715]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>9.539687</td>\n",
-       "      <td>2826.532396</td>\n",
-       "      <td>169445.0</td>\n",
-       "      <td>2826.003142</td>\n",
-       "      <td>0.529254</td>\n",
-       "      <td>im062</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3.185495</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>im061</td>\n",
        "      <td>im061</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -5646,53 +5646,45 @@
        "</div>"
       ],
       "text/plain": [
-       "            start_time    stop_time  \\\n",
-       "trials_id                             \n",
-       "445        2452.731162  2460.019414   \n",
-       "196        1174.972322  1183.761518   \n",
-       "29          420.148280   422.533225   \n",
-       "228        1333.478877  1343.769117   \n",
-       "553        2820.728496  2830.268183   \n",
-       "\n",
-       "                                                  lick_times  reward_time  \\\n",
-       "trials_id                                                                   \n",
-       "445        [2456.0667067226022, 2456.1834894712083, 2456....  2456.066707   \n",
-       "196        [1179.758884261828, 1179.9089311738499, 1180.5...          NaN   \n",
-       "29                    [422.0161888623843, 422.2163821613649]          NaN   \n",
-       "228        [1340.2000586711802, 1340.2834636813495, 1340....  1340.200059   \n",
-       "553        [2826.532395869028, 2826.8159210471204, 2826.9...  2826.532396   \n",
-       "\n",
-       "           reward_volume    hit  false_alarm   miss  is_change  aborted  \\\n",
-       "trials_id                                                                 \n",
-       "445                0.007   True        False  False       True    False   \n",
-       "196                0.000  False         True  False      False    False   \n",
-       "29                 0.000  False        False  False      False     True   \n",
-       "228                0.007   True        False  False       True    False   \n",
-       "553                0.007   True        False  False       True    False   \n",
-       "\n",
-       "              go  catch  auto_rewarded  correct_reject  trial_length  \\\n",
-       "trials_id                                                              \n",
-       "445         True  False          False           False      7.288252   \n",
-       "196        False   True          False           False      8.789196   \n",
-       "29         False  False          False           False      2.384944   \n",
-       "228         True  False          False           False     10.290239   \n",
-       "553         True  False          False           False      9.539687   \n",
+       "            start_time    stop_time                                lick_times  \\\n",
+       "trials_id                                                                       \n",
+       "30          423.150307   426.185726   [425.78539542504586, 425.8688140087761]   \n",
+       "241        1410.830824  1413.849558  [1413.3992502945475, 1413.5326748201624]   \n",
+       "607        3140.043114  3141.844319                       [3141.527439569123]   \n",
+       "407        2252.213055  2255.315151   [2254.7981291158358, 2254.998283910216]   \n",
+       "427        2344.541774  2347.727270   [2347.176842012559, 2347.4270528879715]   \n",
+       "\n",
+       "           reward_time  reward_volume    hit  false_alarm   miss  is_change  \\\n",
+       "trials_id                                                                     \n",
+       "30                 NaN            0.0  False        False  False      False   \n",
+       "241                NaN            0.0  False        False  False      False   \n",
+       "607                NaN            0.0  False        False  False      False   \n",
+       "407                NaN            0.0  False        False  False      False   \n",
+       "427                NaN            0.0  False        False  False      False   \n",
+       "\n",
+       "           aborted     go  catch  auto_rewarded  correct_reject  trial_length  \\\n",
+       "trials_id                                                                       \n",
+       "30            True  False  False          False           False      3.035420   \n",
+       "241           True  False  False          False           False      3.018734   \n",
+       "607           True  False  False          False           False      1.801205   \n",
+       "407           True  False  False          False           False      3.102096   \n",
+       "427           True  False  False          False           False      3.185495   \n",
        "\n",
        "           response_time  change_frame  change_time  response_latency  \\\n",
        "trials_id                                                               \n",
-       "445          2456.066707      147246.0  2455.771019          0.295688   \n",
-       "196          1179.758884       70722.0  1179.513175          0.245709   \n",
-       "29                   NaN           NaN          NaN               NaN   \n",
-       "228          1340.200059       80315.0  1339.504071          0.695987   \n",
-       "553          2826.532396      169445.0  2826.003142          0.529254   \n",
+       "30                   NaN           NaN          NaN               NaN   \n",
+       "241                  NaN           NaN          NaN               NaN   \n",
+       "607                  NaN           NaN          NaN               NaN   \n",
+       "407                  NaN           NaN          NaN               NaN   \n",
+       "427                  NaN           NaN          NaN               NaN   \n",
        "\n",
        "          initial_image_name change_image_name  \n",
        "trials_id                                       \n",
-       "445                    im077             im061  \n",
-       "196                    im069             im069  \n",
-       "29                     im062             im062  \n",
-       "228                    im062             im077  \n",
-       "553                    im062             im061  "
+       "30                     im062             im062  \n",
+       "241                    im061             im061  \n",
+       "607                    im063             im063  \n",
+       "407                    im069             im069  \n",
+       "427                    im061             im061  "
       ]
      },
      "execution_count": 24,
@@ -5709,10 +5701,10 @@
    "id": "16905cd9",
    "metadata": {
     "papermill": {
-     "duration": 0.114664,
-     "end_time": "2023-07-19T21:55:50.851272",
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      "exception": false,
-     "start_time": "2023-07-19T21:55:50.736608",
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      "status": "completed"
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     "tags": []
@@ -5733,16 +5725,16 @@
    "id": "caa527ef",
    "metadata": {
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-     "iopub.status.idle": "2023-07-19T21:55:51.106914Z",
-     "shell.execute_reply": "2023-07-19T21:55:51.106151Z"
+     "iopub.execute_input": "2023-07-31T19:30:21.605984Z",
+     "iopub.status.busy": "2023-07-31T19:30:21.604994Z",
+     "iopub.status.idle": "2023-07-31T19:30:21.622931Z",
+     "shell.execute_reply": "2023-07-31T19:30:21.621957Z"
     },
     "papermill": {
-     "duration": 0.142244,
-     "end_time": "2023-07-19T21:55:51.108925",
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      "exception": false,
-     "start_time": "2023-07-19T21:55:50.966681",
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      "status": "completed"
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@@ -5790,10 +5782,10 @@
    "id": "807123e3",
    "metadata": {
     "papermill": {
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-     "end_time": "2023-07-19T21:55:51.343465",
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      "exception": false,
-     "start_time": "2023-07-19T21:55:51.225885",
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      "status": "completed"
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     "tags": []
@@ -5808,16 +5800,16 @@
    "id": "7d0f5d72",
    "metadata": {
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-     "iopub.status.idle": "2023-07-19T21:55:52.619409Z",
-     "shell.execute_reply": "2023-07-19T21:55:52.618201Z"
+     "iopub.execute_input": "2023-07-31T19:30:22.302804Z",
+     "iopub.status.busy": "2023-07-31T19:30:22.301689Z",
+     "iopub.status.idle": "2023-07-31T19:30:23.668414Z",
+     "shell.execute_reply": "2023-07-31T19:30:23.667412Z"
     },
     "papermill": {
-     "duration": 1.162338,
-     "end_time": "2023-07-19T21:55:52.623038",
+     "duration": 1.543667,
+     "end_time": "2023-07-31T19:30:23.672251",
      "exception": false,
-     "start_time": "2023-07-19T21:55:51.460700",
+     "start_time": "2023-07-31T19:30:22.128584",
      "status": "completed"
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@@ -5865,10 +5857,10 @@
    "id": "70da6184",
    "metadata": {
     "papermill": {
-     "duration": 0.122758,
-     "end_time": "2023-07-19T21:55:52.870603",
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      "exception": false,
-     "start_time": "2023-07-19T21:55:52.747845",
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      "status": "completed"
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@@ -5884,16 +5876,16 @@
    "id": "febbf8b6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:55:53.119604Z",
-     "iopub.status.busy": "2023-07-19T21:55:53.119007Z",
-     "iopub.status.idle": "2023-07-19T21:56:20.247109Z",
-     "shell.execute_reply": "2023-07-19T21:56:20.246338Z"
+     "iopub.execute_input": "2023-07-31T19:30:24.328495Z",
+     "iopub.status.busy": "2023-07-31T19:30:24.326875Z",
+     "iopub.status.idle": "2023-07-31T19:31:01.244076Z",
+     "shell.execute_reply": "2023-07-31T19:31:01.242959Z"
     },
     "papermill": {
-     "duration": 27.25566,
-     "end_time": "2023-07-19T21:56:20.248968",
+     "duration": 37.247549,
+     "end_time": "2023-07-31T19:31:01.405951",
      "exception": false,
-     "start_time": "2023-07-19T21:55:52.993308",
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      "status": "completed"
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@@ -5911,16 +5903,16 @@
    "id": "08670cce",
    "metadata": {
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-     "shell.execute_reply": "2023-07-19T21:56:20.527419Z"
+     "iopub.execute_input": "2023-07-31T19:31:01.789159Z",
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+     "iopub.status.idle": "2023-07-31T19:31:01.812412Z",
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     },
     "papermill": {
-     "duration": 0.153472,
-     "end_time": "2023-07-19T21:56:20.530744",
+     "duration": 0.241918,
+     "end_time": "2023-07-31T19:31:01.814541",
      "exception": false,
-     "start_time": "2023-07-19T21:56:20.377272",
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@@ -6179,10 +6171,10 @@
    "id": "4ca6eac5",
    "metadata": {
     "papermill": {
-     "duration": 0.138074,
-     "end_time": "2023-07-19T21:56:20.800042",
+     "duration": 0.174668,
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      "exception": false,
-     "start_time": "2023-07-19T21:56:20.661968",
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      "status": "completed"
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@@ -6197,16 +6189,16 @@
    "id": "50232076",
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-     "iopub.execute_input": "2023-07-19T21:56:21.053337Z",
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-     "shell.execute_reply": "2023-07-19T21:56:21.110866Z"
+     "iopub.execute_input": "2023-07-31T19:31:02.468643Z",
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-     "duration": 0.187543,
-     "end_time": "2023-07-19T21:56:21.113480",
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      "exception": false,
-     "start_time": "2023-07-19T21:56:20.925937",
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@@ -6748,10 +6740,10 @@
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@@ -6767,16 +6759,16 @@
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@@ -7768,7 +7760,7 @@
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       "text/html": [
-       "<div id='c8ec6a36-d2b6-45ec-966c-0dd31b49d344'></div>"
+       "<div id='72d11122-4b88-4092-9af5-fdce410b321c'></div>"
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       "text/plain": [
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@@ -7807,10 +7799,10 @@
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@@ -7842,17 +7834,17 @@
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   "papermill": {
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+   "end_time": "2023-07-31T19:31:05.960743",
    "environment_variables": {},
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    "input_path": "doc_template/examples_root/examples/nb/visual_behavior_mouse_history.ipynb",
-   "output_path": "/tmp/tmp9mln81mo/scratch_nb.ipynb",
+   "output_path": "/tmp/tmpeyx0rpiq/scratch_nb.ipynb",
    "parameters": {
-    "output_dir": "/tmp/tmp9mln81mo",
+    "output_dir": "/tmp/tmpeyx0rpiq",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
    },
-   "start_time": "2023-07-19T21:48:35.504717",
+   "start_time": "2023-07-31T19:22:19.241486",
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_LFP_analysis.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_LFP_analysis.ipynb
index 825b3f1eb9..1e9cea5327 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_LFP_analysis.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_LFP_analysis.ipynb
@@ -5,10 +5,10 @@
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@@ -38,10 +38,10 @@
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@@ -55,10 +55,10 @@
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@@ -73,16 +73,16 @@
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@@ -113,16 +113,16 @@
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@@ -139,10 +139,10 @@
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@@ -157,16 +157,16 @@
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@@ -184,15 +184,15 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmp3p6vwcs9/_downloaded_data.json\n",
+      "/tmp/tmpmvb63309/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 1.43MMB/s]\n",
-      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 4.38MMB/s] \n",
-      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 28.0MMB/s]\n",
-      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 1.07MMB/s] \n",
-      "channels.csv: 100%|██████████| 27.9M/27.9M [00:00<00:00, 29.8MMB/s]\n"
+      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 630kMB/s]\n",
+      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 3.72MMB/s] \n",
+      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 27.4MMB/s]\n",
+      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 779kMB/s]  \n",
+      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 21.6MMB/s]\n"
      ]
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@@ -206,10 +206,10 @@
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@@ -226,16 +226,16 @@
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@@ -261,10 +261,10 @@
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@@ -279,16 +279,16 @@
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@@ -458,10 +458,10 @@
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@@ -476,16 +476,16 @@
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@@ -495,7 +495,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "ecephys_session_1064644573.nwb: 100%|██████████| 2.99G/2.99G [01:45<00:00, 28.5MMB/s]\n"
+      "ecephys_session_1064644573.nwb: 100%|██████████| 2.99G/2.99G [01:51<00:00, 26.9MMB/s]\n"
      ]
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    ],
@@ -510,10 +510,10 @@
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@@ -527,10 +527,10 @@
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@@ -547,16 +547,16 @@
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@@ -566,7 +566,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "probe_probeC_lfp.nwb: 100%|██████████| 4.68G/4.68G [03:01<00:00, 25.8MMB/s]\n"
+      "probe_probeC_lfp.nwb: 100%|██████████| 4.68G/4.68G [03:18<00:00, 23.6MMB/s]\n"
      ]
     }
    ],
@@ -580,16 +580,16 @@
    "id": "7e2eb29a",
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-     "shell.execute_reply": "2023-07-19T23:44:05.472553Z"
+     "iopub.execute_input": "2023-07-31T21:45:02.422696Z",
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@@ -978,7 +978,7 @@
        "        -1.7549999e-05, -3.1590000e-05,  7.7999999e-07]], dtype=float32)\n",
        "Coordinates:\n",
        "  * time     (time) float64 4.97 4.971 4.972 ... 9.545e+03 9.545e+03 9.545e+03\n",
-       "  * channel  (channel) int64 1066253838 1066253842 ... 1066254228 1066254232</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 11924764</li><li><span class='xr-has-index'>channel</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-bb0b3f46-ca90-455c-a4f0-60f52de5a92f' class='xr-array-in' type='checkbox' checked><label for='section-bb0b3f46-ca90-455c-a4f0-60f52de5a92f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>9.067e-05 7.936e-05 6.454e-05 ... -1.755e-05 -3.159e-05 7.8e-07</span></div><div class='xr-array-data'><pre>array([[ 9.0674999e-05,  7.9364996e-05,  6.4544998e-05, ...,\n",
+       "  * channel  (channel) int64 1066253838 1066253842 ... 1066254228 1066254232</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 11924764</li><li><span class='xr-has-index'>channel</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5be3761b-a1be-49eb-836c-d82c24b15101' class='xr-array-in' type='checkbox' checked><label for='section-5be3761b-a1be-49eb-836c-d82c24b15101' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>9.067e-05 7.936e-05 6.454e-05 ... -1.755e-05 -3.159e-05 7.8e-07</span></div><div class='xr-array-data'><pre>array([[ 9.0674999e-05,  7.9364996e-05,  6.4544998e-05, ...,\n",
        "        -2.4179999e-05, -7.8000003e-06, -5.8500000e-06],\n",
        "       [ 8.0339996e-05,  3.7829999e-05,  9.1649999e-06, ...,\n",
        "        -3.6074998e-05,  1.5015000e-05,  2.1255000e-05],\n",
@@ -990,8 +990,8 @@
        "       [ 1.2109500e-04,  1.2012000e-04,  5.5575001e-05, ...,\n",
        "        -2.0865000e-05, -4.1535000e-05,  5.4600000e-06],\n",
        "       [ 8.4239997e-05,  9.9254998e-05,  5.2259998e-05, ...,\n",
-       "        -1.7549999e-05, -3.1590000e-05,  7.7999999e-07]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-2fbb0d0e-277f-458c-b271-aff7f15bc2ef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2fbb0d0e-277f-458c-b271-aff7f15bc2ef' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.97 4.971 ... 9.545e+03 9.545e+03</div><input id='attrs-4a27878c-5b5b-49f3-b989-8fee08c851fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a27878c-5b5b-49f3-b989-8fee08c851fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-281feb98-4577-47f2-8920-7579c4e48d46' class='xr-var-data-in' type='checkbox'><label for='data-281feb98-4577-47f2-8920-7579c4e48d46' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([4.970398e+00, 4.971198e+00, 4.971998e+00, ..., 9.544757e+03,\n",
-       "       9.544758e+03, 9.544759e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1066253838 ... 1066254232</div><input id='attrs-fd51ffea-49ae-4051-8271-5e50d1325a38' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fd51ffea-49ae-4051-8271-5e50d1325a38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc8326aa-7717-4256-8889-c21bc7db0ce7' class='xr-var-data-in' type='checkbox'><label for='data-cc8326aa-7717-4256-8889-c21bc7db0ce7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1066253838, 1066253842, 1066253846, 1066253851, 1066253855, 1066253860,\n",
+       "        -1.7549999e-05, -3.1590000e-05,  7.7999999e-07]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-54d497f4-668b-4db4-b03e-bb47869f0b08' class='xr-section-summary-in' type='checkbox'  checked><label for='section-54d497f4-668b-4db4-b03e-bb47869f0b08' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.97 4.971 ... 9.545e+03 9.545e+03</div><input id='attrs-f4cd0303-3d00-403a-8e16-527d8ea7e908' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f4cd0303-3d00-403a-8e16-527d8ea7e908' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d25bd1c-2009-43dd-8c8a-e60b91fd1bd4' class='xr-var-data-in' type='checkbox'><label for='data-8d25bd1c-2009-43dd-8c8a-e60b91fd1bd4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([4.970398e+00, 4.971198e+00, 4.971998e+00, ..., 9.544757e+03,\n",
+       "       9.544758e+03, 9.544759e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1066253838 ... 1066254232</div><input id='attrs-36247105-7aa4-40e7-8ce5-4ae74218b10d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36247105-7aa4-40e7-8ce5-4ae74218b10d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0794135c-4d5c-4277-9bc3-a64b77541a84' class='xr-var-data-in' type='checkbox'><label for='data-0794135c-4d5c-4277-9bc3-a64b77541a84' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1066253838, 1066253842, 1066253846, 1066253851, 1066253855, 1066253860,\n",
        "       1066253864, 1066253868, 1066253872, 1066253876, 1066253880, 1066253884,\n",
        "       1066253888, 1066253892, 1066253896, 1066253901, 1066253905, 1066253909,\n",
        "       1066253913, 1066253918, 1066253922, 1066253927, 1066253931, 1066253935,\n",
@@ -1006,7 +1006,7 @@
        "       1066254138, 1066254142, 1066254146, 1066254150, 1066254154, 1066254158,\n",
        "       1066254163, 1066254167, 1066254171, 1066254176, 1066254180, 1066254184,\n",
        "       1066254188, 1066254192, 1066254196, 1066254200, 1066254204, 1066254208,\n",
-       "       1066254212, 1066254216, 1066254220, 1066254224, 1066254228, 1066254232])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f5e377f2-e6e3-4cb9-811e-91503478a29d' class='xr-section-summary-in' type='checkbox'  ><label for='section-f5e377f2-e6e3-4cb9-811e-91503478a29d' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ade19a32-d1bc-4d72-a7a6-3289a8d22073' class='xr-index-data-in' type='checkbox'/><label for='index-ade19a32-d1bc-4d72-a7a6-3289a8d22073' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([4.970397809054337, 4.971197807233016, 4.971997805411694,\n",
+       "       1066254212, 1066254216, 1066254220, 1066254224, 1066254228, 1066254232])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f595a6eb-d7e2-4bd5-8eb9-11e705c9e6aa' class='xr-section-summary-in' type='checkbox'  ><label for='section-f595a6eb-d7e2-4bd5-8eb9-11e705c9e6aa' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4b325973-9e59-4d71-bae8-6d15bfbed5cf' class='xr-index-data-in' type='checkbox'/><label for='index-4b325973-9e59-4d71-bae8-6d15bfbed5cf' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([4.970397809054337, 4.971197807233016, 4.971997805411694,\n",
        "              4.972797803590373, 4.973597801769051,  4.97439779994773,\n",
        "              4.975197798126408, 4.975997796305087, 4.976797794483766,\n",
        "              4.977597792662444,\n",
@@ -1015,7 +1015,7 @@
        "              9544.754278994564, 9544.755078992743, 9544.755878990922,\n",
        "              9544.756678989099, 9544.757478987278, 9544.758278985457,\n",
        "              9544.759078983636],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=11924764))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9c0bbc10-e0db-4f6f-8c7a-d927016eb3c5' class='xr-index-data-in' type='checkbox'/><label for='index-9c0bbc10-e0db-4f6f-8c7a-d927016eb3c5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([1066253838, 1066253842, 1066253846, 1066253851, 1066253855,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=11924764))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-18acc59b-1047-48cb-9e03-7b37452439d7' class='xr-index-data-in' type='checkbox'/><label for='index-18acc59b-1047-48cb-9e03-7b37452439d7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([1066253838, 1066253842, 1066253846, 1066253851, 1066253855,\n",
        "            1066253860, 1066253864, 1066253868, 1066253872, 1066253876,\n",
        "            1066253880, 1066253884, 1066253888, 1066253892, 1066253896,\n",
        "            1066253901, 1066253905, 1066253909, 1066253913, 1066253918,\n",
@@ -1035,7 +1035,7 @@
        "            1066254192, 1066254196, 1066254200, 1066254204, 1066254208,\n",
        "            1066254212, 1066254216, 1066254220, 1066254224, 1066254228,\n",
        "            1066254232],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5b6d691e-26d6-44d1-b8bd-d23863d66282' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5b6d691e-26d6-44d1-b8bd-d23863d66282' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "           dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e7da05cd-bf33-452a-bc50-9bc565966bdc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e7da05cd-bf33-452a-bc50-9bc565966bdc' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'LFP' (time: 11924764, channel: 96)>\n",
@@ -1071,10 +1071,10 @@
    "id": "bd695f40",
    "metadata": {
     "papermill": {
-     "duration": 0.119241,
-     "end_time": "2023-07-19T23:44:05.728334",
+     "duration": 0.14531,
+     "end_time": "2023-07-31T21:45:03.549980",
      "exception": false,
-     "start_time": "2023-07-19T23:44:05.609093",
+     "start_time": "2023-07-31T21:45:03.404670",
      "status": "completed"
     },
     "tags": []
@@ -1093,16 +1093,16 @@
    "id": "aa596d59",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:05.974734Z",
-     "iopub.status.busy": "2023-07-19T23:44:05.973729Z",
-     "iopub.status.idle": "2023-07-19T23:44:06.086894Z",
-     "shell.execute_reply": "2023-07-19T23:44:06.086210Z"
+     "iopub.execute_input": "2023-07-31T21:45:03.852860Z",
+     "iopub.status.busy": "2023-07-31T21:45:03.852492Z",
+     "iopub.status.idle": "2023-07-31T21:45:03.985946Z",
+     "shell.execute_reply": "2023-07-31T21:45:03.983529Z"
     },
     "papermill": {
-     "duration": 0.237738,
-     "end_time": "2023-07-19T23:44:06.089116",
+     "duration": 0.29007,
+     "end_time": "2023-07-31T21:45:03.988391",
      "exception": false,
-     "start_time": "2023-07-19T23:44:05.851378",
+     "start_time": "2023-07-31T21:45:03.698321",
      "status": "completed"
     },
     "tags": []
@@ -1490,7 +1490,7 @@
        "        -2.34000004e-06,  2.55449995e-05,  9.74999966e-06]], dtype=float32)\n",
        "Coordinates:\n",
        "  * time     (time) float64 100.0 100.0 100.0 100.0 ... 101.0 101.0 101.0 101.0\n",
-       "  * channel  (channel) int64 1066253838 1066253842 ... 1066254228 1066254232</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1250</li><li><span class='xr-has-index'>channel</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1686f284-b820-4abc-a5ec-74d3a1ff66af' class='xr-array-in' type='checkbox' checked><label for='section-1686f284-b820-4abc-a5ec-74d3a1ff66af' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-0.0003949 -0.0003621 -0.0003442 ... -2.34e-06 2.554e-05 9.75e-06</span></div><div class='xr-array-data'><pre>array([[-3.94875009e-04, -3.62115010e-04, -3.44175001e-04, ...,\n",
+       "  * channel  (channel) int64 1066253838 1066253842 ... 1066254228 1066254232</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1250</li><li><span class='xr-has-index'>channel</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d6f02ced-af4b-41d2-9e45-1e3140cc001f' class='xr-array-in' type='checkbox' checked><label for='section-d6f02ced-af4b-41d2-9e45-1e3140cc001f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-0.0003949 -0.0003621 -0.0003442 ... -2.34e-06 2.554e-05 9.75e-06</span></div><div class='xr-array-data'><pre>array([[-3.94875009e-04, -3.62115010e-04, -3.44175001e-04, ...,\n",
        "        -1.46249995e-05,  1.81350006e-05, -3.00299998e-05],\n",
        "       [-3.47294990e-04, -2.96595012e-04, -2.78265012e-04, ...,\n",
        "        -7.99499958e-06,  3.90000014e-06, -3.27599992e-05],\n",
@@ -1502,8 +1502,8 @@
        "       [ 1.42739998e-04,  2.26004995e-04,  2.24054995e-04, ...,\n",
        "         8.58000021e-06,  4.15350005e-05, -9.36000015e-06],\n",
        "       [ 1.99485003e-04,  2.26395001e-04,  1.89929997e-04, ...,\n",
-       "        -2.34000004e-06,  2.55449995e-05,  9.74999966e-06]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-6f7d3460-7725-404b-ad2c-0764271fea9a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6f7d3460-7725-404b-ad2c-0764271fea9a' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>100.0 100.0 100.0 ... 101.0 101.0</div><input id='attrs-c8a646d7-718e-4850-b2ab-adf1894814a8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c8a646d7-718e-4850-b2ab-adf1894814a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbeb7388-68bd-4e79-ab83-8e5e54679f3d' class='xr-var-data-in' type='checkbox'><label for='data-bbeb7388-68bd-4e79-ab83-8e5e54679f3d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([100.000581, 100.001381, 100.002181, ..., 100.998179, 100.998979,\n",
-       "       100.999779])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1066253838 ... 1066254232</div><input id='attrs-716af86e-0bbe-4fec-aaff-87e54bbdb1d3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-716af86e-0bbe-4fec-aaff-87e54bbdb1d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f67f6c1-8d89-47fe-be7c-9e4f4194d3c0' class='xr-var-data-in' type='checkbox'><label for='data-9f67f6c1-8d89-47fe-be7c-9e4f4194d3c0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1066253838, 1066253842, 1066253846, 1066253851, 1066253855, 1066253860,\n",
+       "        -2.34000004e-06,  2.55449995e-05,  9.74999966e-06]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-20ba8b64-d9d0-41b4-954d-93b69bb172d4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-20ba8b64-d9d0-41b4-954d-93b69bb172d4' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>100.0 100.0 100.0 ... 101.0 101.0</div><input id='attrs-462fa69c-468f-4dec-82ae-ce76175eaaff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-462fa69c-468f-4dec-82ae-ce76175eaaff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5ce32fd-52de-4d54-82d6-34e84d0ea8e3' class='xr-var-data-in' type='checkbox'><label for='data-b5ce32fd-52de-4d54-82d6-34e84d0ea8e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([100.000581, 100.001381, 100.002181, ..., 100.998179, 100.998979,\n",
+       "       100.999779])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1066253838 ... 1066254232</div><input id='attrs-f4e78eac-db12-4830-8bef-de6d1e598822' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f4e78eac-db12-4830-8bef-de6d1e598822' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bcc76361-1982-48f1-88c2-cc9e43bb3fbe' class='xr-var-data-in' type='checkbox'><label for='data-bcc76361-1982-48f1-88c2-cc9e43bb3fbe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1066253838, 1066253842, 1066253846, 1066253851, 1066253855, 1066253860,\n",
        "       1066253864, 1066253868, 1066253872, 1066253876, 1066253880, 1066253884,\n",
        "       1066253888, 1066253892, 1066253896, 1066253901, 1066253905, 1066253909,\n",
        "       1066253913, 1066253918, 1066253922, 1066253927, 1066253931, 1066253935,\n",
@@ -1518,7 +1518,7 @@
        "       1066254138, 1066254142, 1066254146, 1066254150, 1066254154, 1066254158,\n",
        "       1066254163, 1066254167, 1066254171, 1066254176, 1066254180, 1066254184,\n",
        "       1066254188, 1066254192, 1066254196, 1066254200, 1066254204, 1066254208,\n",
-       "       1066254212, 1066254216, 1066254220, 1066254224, 1066254228, 1066254232])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9cdcba18-d6bd-4fef-a061-78f7d2c68f3b' class='xr-section-summary-in' type='checkbox'  ><label for='section-9cdcba18-d6bd-4fef-a061-78f7d2c68f3b' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dcb02d53-d75b-49bb-95b0-dd34097f4c9b' class='xr-index-data-in' type='checkbox'/><label for='index-dcb02d53-d75b-49bb-95b0-dd34097f4c9b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([100.00058145793409, 100.00138145611277, 100.00218145429145,\n",
+       "       1066254212, 1066254216, 1066254220, 1066254224, 1066254228, 1066254232])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6761c0f0-5bde-4d1b-a01d-72c4888c9525' class='xr-section-summary-in' type='checkbox'  ><label for='section-6761c0f0-5bde-4d1b-a01d-72c4888c9525' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4ce737d4-81a2-42db-9069-6944a6a17e78' class='xr-index-data-in' type='checkbox'/><label for='index-4ce737d4-81a2-42db-9069-6944a6a17e78' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([100.00058145793409, 100.00138145611277, 100.00218145429145,\n",
        "              100.00298145247012,  100.0037814506488, 100.00458144882748,\n",
        "              100.00538144700616, 100.00618144518484, 100.00698144336351,\n",
        "              100.00778144154219,\n",
@@ -1527,7 +1527,7 @@
        "              100.99497919403166, 100.99577919221034, 100.99657919038901,\n",
        "              100.99737918856769, 100.99817918674637, 100.99897918492505,\n",
        "              100.99977918310373],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=1250))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f1779660-0401-4e31-a2fc-23fb8e01e52f' class='xr-index-data-in' type='checkbox'/><label for='index-f1779660-0401-4e31-a2fc-23fb8e01e52f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([1066253838, 1066253842, 1066253846, 1066253851, 1066253855,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=1250))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0c5f4a56-b4e4-469e-bb71-7b80133a4139' class='xr-index-data-in' type='checkbox'/><label for='index-0c5f4a56-b4e4-469e-bb71-7b80133a4139' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([1066253838, 1066253842, 1066253846, 1066253851, 1066253855,\n",
        "            1066253860, 1066253864, 1066253868, 1066253872, 1066253876,\n",
        "            1066253880, 1066253884, 1066253888, 1066253892, 1066253896,\n",
        "            1066253901, 1066253905, 1066253909, 1066253913, 1066253918,\n",
@@ -1547,7 +1547,7 @@
        "            1066254192, 1066254196, 1066254200, 1066254204, 1066254208,\n",
        "            1066254212, 1066254216, 1066254220, 1066254224, 1066254228,\n",
        "            1066254232],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9bc924b9-f85b-4d2a-a831-3111e6d44c30' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9bc924b9-f85b-4d2a-a831-3111e6d44c30' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "           dtype=&#x27;int64&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9a9ecdf7-cc31-40b7-bbd7-568bbb71c51e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9a9ecdf7-cc31-40b7-bbd7-568bbb71c51e' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'LFP' (time: 1250, channel: 96)>\n",
@@ -1585,10 +1585,10 @@
    "id": "de6105ee",
    "metadata": {
     "papermill": {
-     "duration": 0.112954,
-     "end_time": "2023-07-19T23:44:06.322041",
+     "duration": 0.150096,
+     "end_time": "2023-07-31T21:45:04.296771",
      "exception": false,
-     "start_time": "2023-07-19T23:44:06.209087",
+     "start_time": "2023-07-31T21:45:04.146675",
      "status": "completed"
     },
     "tags": []
@@ -1605,16 +1605,16 @@
    "id": "7cac1641",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:06.545007Z",
-     "iopub.status.busy": "2023-07-19T23:44:06.543573Z",
-     "iopub.status.idle": "2023-07-19T23:44:07.267119Z",
-     "shell.execute_reply": "2023-07-19T23:44:07.266240Z"
+     "iopub.execute_input": "2023-07-31T21:45:05.408169Z",
+     "iopub.status.busy": "2023-07-31T21:45:05.407662Z",
+     "iopub.status.idle": "2023-07-31T21:45:06.650535Z",
+     "shell.execute_reply": "2023-07-31T21:45:06.648416Z"
     },
     "papermill": {
-     "duration": 0.83656,
-     "end_time": "2023-07-19T23:44:07.269141",
+     "duration": 1.399959,
+     "end_time": "2023-07-31T21:45:06.652671",
      "exception": false,
-     "start_time": "2023-07-19T23:44:06.432581",
+     "start_time": "2023-07-31T21:45:05.252712",
      "status": "completed"
     },
     "tags": []
@@ -1653,10 +1653,10 @@
    "id": "fbf5089b",
    "metadata": {
     "papermill": {
-     "duration": 0.1103,
-     "end_time": "2023-07-19T23:44:07.497738",
+     "duration": 0.15121,
+     "end_time": "2023-07-31T21:45:06.964403",
      "exception": false,
-     "start_time": "2023-07-19T23:44:07.387438",
+     "start_time": "2023-07-31T21:45:06.813193",
      "status": "completed"
     },
     "tags": []
@@ -1671,16 +1671,16 @@
    "id": "8759de75",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:07.719724Z",
-     "iopub.status.busy": "2023-07-19T23:44:07.719179Z",
-     "iopub.status.idle": "2023-07-19T23:44:08.373776Z",
-     "shell.execute_reply": "2023-07-19T23:44:08.372805Z"
+     "iopub.execute_input": "2023-07-31T21:45:07.279669Z",
+     "iopub.status.busy": "2023-07-31T21:45:07.279305Z",
+     "iopub.status.idle": "2023-07-31T21:45:08.221025Z",
+     "shell.execute_reply": "2023-07-31T21:45:08.219804Z"
     },
     "papermill": {
-     "duration": 0.77294,
-     "end_time": "2023-07-19T23:44:08.380954",
+     "duration": 1.121346,
+     "end_time": "2023-07-31T21:45:08.240154",
      "exception": false,
-     "start_time": "2023-07-19T23:44:07.608014",
+     "start_time": "2023-07-31T21:45:07.118808",
      "status": "completed"
     },
     "tags": []
@@ -1710,10 +1710,10 @@
    "id": "c0a0f7e7",
    "metadata": {
     "papermill": {
-     "duration": 0.115103,
-     "end_time": "2023-07-19T23:44:08.627959",
+     "duration": 0.159502,
+     "end_time": "2023-07-31T21:45:08.598577",
      "exception": false,
-     "start_time": "2023-07-19T23:44:08.512856",
+     "start_time": "2023-07-31T21:45:08.439075",
      "status": "completed"
     },
     "tags": []
@@ -1733,10 +1733,10 @@
    "id": "f2d24e61",
    "metadata": {
     "papermill": {
-     "duration": 0.11398,
-     "end_time": "2023-07-19T23:44:08.855379",
+     "duration": 0.157214,
+     "end_time": "2023-07-31T21:45:08.913036",
      "exception": false,
-     "start_time": "2023-07-19T23:44:08.741399",
+     "start_time": "2023-07-31T21:45:08.755822",
      "status": "completed"
     },
     "tags": []
@@ -1750,10 +1750,10 @@
    "id": "ea4842bb",
    "metadata": {
     "papermill": {
-     "duration": 0.12115,
-     "end_time": "2023-07-19T23:44:09.094693",
+     "duration": 0.157635,
+     "end_time": "2023-07-31T21:45:09.245974",
      "exception": false,
-     "start_time": "2023-07-19T23:44:08.973543",
+     "start_time": "2023-07-31T21:45:09.088339",
      "status": "completed"
     },
     "tags": []
@@ -1770,16 +1770,16 @@
    "id": "610620f1",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:09.376423Z",
-     "iopub.status.busy": "2023-07-19T23:44:09.374031Z",
-     "iopub.status.idle": "2023-07-19T23:44:10.900039Z",
-     "shell.execute_reply": "2023-07-19T23:44:10.898931Z"
+     "iopub.execute_input": "2023-07-31T21:45:09.571830Z",
+     "iopub.status.busy": "2023-07-31T21:45:09.571367Z",
+     "iopub.status.idle": "2023-07-31T21:45:11.420153Z",
+     "shell.execute_reply": "2023-07-31T21:45:11.419106Z"
     },
     "papermill": {
-     "duration": 1.64639,
-     "end_time": "2023-07-19T23:44:10.902371",
+     "duration": 2.014374,
+     "end_time": "2023-07-31T21:45:11.422585",
      "exception": false,
-     "start_time": "2023-07-19T23:44:09.255981",
+     "start_time": "2023-07-31T21:45:09.408211",
      "status": "completed"
     },
     "tags": []
@@ -1797,10 +1797,10 @@
    "id": "d4cc9fc5",
    "metadata": {
     "papermill": {
-     "duration": 0.11544,
-     "end_time": "2023-07-19T23:44:11.133852",
+     "duration": 0.210641,
+     "end_time": "2023-07-31T21:45:11.797644",
      "exception": false,
-     "start_time": "2023-07-19T23:44:11.018412",
+     "start_time": "2023-07-31T21:45:11.587003",
      "status": "completed"
     },
     "tags": []
@@ -1815,16 +1815,16 @@
    "id": "fa3123dd",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:11.372311Z",
-     "iopub.status.busy": "2023-07-19T23:44:11.370855Z",
-     "iopub.status.idle": "2023-07-19T23:44:11.391468Z",
-     "shell.execute_reply": "2023-07-19T23:44:11.390507Z"
+     "iopub.execute_input": "2023-07-31T21:45:12.105103Z",
+     "iopub.status.busy": "2023-07-31T21:45:12.104112Z",
+     "iopub.status.idle": "2023-07-31T21:45:12.122654Z",
+     "shell.execute_reply": "2023-07-31T21:45:12.121716Z"
     },
     "papermill": {
-     "duration": 0.139782,
-     "end_time": "2023-07-19T23:44:11.394084",
+     "duration": 0.173157,
+     "end_time": "2023-07-31T21:45:12.124835",
      "exception": false,
-     "start_time": "2023-07-19T23:44:11.254302",
+     "start_time": "2023-07-31T21:45:11.951678",
      "status": "completed"
     },
     "tags": []
@@ -1865,16 +1865,16 @@
    "id": "1bd6e1c9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:11.626033Z",
-     "iopub.status.busy": "2023-07-19T23:44:11.624979Z",
-     "iopub.status.idle": "2023-07-19T23:44:12.465277Z",
-     "shell.execute_reply": "2023-07-19T23:44:12.463914Z"
+     "iopub.execute_input": "2023-07-31T21:45:12.441409Z",
+     "iopub.status.busy": "2023-07-31T21:45:12.439932Z",
+     "iopub.status.idle": "2023-07-31T21:45:12.656750Z",
+     "shell.execute_reply": "2023-07-31T21:45:12.655700Z"
     },
     "papermill": {
-     "duration": 0.958493,
-     "end_time": "2023-07-19T23:44:12.467802",
+     "duration": 0.377285,
+     "end_time": "2023-07-31T21:45:12.659595",
      "exception": false,
-     "start_time": "2023-07-19T23:44:11.509309",
+     "start_time": "2023-07-31T21:45:12.282310",
      "status": "completed"
     },
     "tags": []
@@ -1889,10 +1889,10 @@
    "id": "603b86c2",
    "metadata": {
     "papermill": {
-     "duration": 0.112324,
-     "end_time": "2023-07-19T23:44:12.698850",
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@@ -1909,16 +1909,16 @@
    "id": "81490736",
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-     "shell.execute_reply": "2023-07-19T23:44:13.232693Z"
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+     "iopub.status.idle": "2023-07-31T21:45:13.742434Z",
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@@ -1938,16 +1938,16 @@
    "id": "351ba531",
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-     "shell.execute_reply": "2023-07-19T23:44:14.365229Z"
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      "exception": false,
-     "start_time": "2023-07-19T23:44:13.349947",
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      "status": "completed"
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@@ -1957,7 +1957,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_4140/759061444.py:3: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
+      "/tmp/ipykernel_4284/759061444.py:3: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
       "  im = ax.pcolor(aligned_lfp.time_from_presentation_onset.values, lfp_chan_depths, aligned_lfp.mean(dim='presentation_id').data)\n"
      ]
     },
@@ -2001,10 +2001,10 @@
    "id": "ce0b8630",
    "metadata": {
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      "exception": false,
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      "status": "completed"
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@@ -2020,10 +2020,10 @@
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    "metadata": {
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-     "end_time": "2023-07-19T23:44:14.891146",
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      "status": "completed"
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@@ -2037,10 +2037,10 @@
    "id": "47be379c",
    "metadata": {
     "papermill": {
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-     "end_time": "2023-07-19T23:44:15.156514",
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      "exception": false,
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      "status": "completed"
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@@ -2059,16 +2059,16 @@
    "id": "d930606b",
    "metadata": {
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-     "iopub.status.busy": "2023-07-19T23:44:15.423789Z",
-     "iopub.status.idle": "2023-07-19T23:44:18.608590Z",
-     "shell.execute_reply": "2023-07-19T23:44:18.606669Z"
+     "iopub.execute_input": "2023-07-31T21:45:19.335569Z",
+     "iopub.status.busy": "2023-07-31T21:45:19.334922Z",
+     "iopub.status.idle": "2023-07-31T21:45:19.677019Z",
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      "exception": false,
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      "status": "completed"
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@@ -2099,10 +2099,10 @@
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@@ -2117,16 +2117,16 @@
    "id": "ba9e694d",
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-     "shell.execute_reply": "2023-07-19T23:44:19.186660Z"
+     "iopub.execute_input": "2023-07-31T21:45:20.337506Z",
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@@ -2149,10 +2149,10 @@
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@@ -2167,16 +2167,16 @@
    "id": "02f2ae77",
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-     "shell.execute_reply": "2023-07-19T23:44:19.686758Z"
+     "iopub.execute_input": "2023-07-31T21:45:21.025125Z",
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@@ -2193,10 +2193,10 @@
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      "exception": false,
-     "start_time": "2023-07-19T23:44:19.806825",
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      "status": "completed"
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@@ -2211,16 +2211,16 @@
    "id": "a931b411",
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-     "shell.execute_reply": "2023-07-19T23:44:20.378177Z"
+     "iopub.execute_input": "2023-07-31T21:45:21.746387Z",
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      "exception": false,
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      "status": "completed"
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     "scrolled": false,
@@ -2230,7 +2230,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f2fc95037f0>"
+       "<matplotlib.legend.Legend at 0x7fcc3b7bdca0>"
       ]
      },
      "execution_count": 21,
@@ -2265,10 +2265,10 @@
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    "metadata": {
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-     "end_time": "2023-07-19T23:44:20.631611",
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      "exception": false,
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      "status": "completed"
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@@ -2282,10 +2282,10 @@
    "id": "61740ecb",
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-     "end_time": "2023-07-19T23:44:20.880290",
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@@ -2300,16 +2300,16 @@
    "id": "0e7ea558",
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-     "shell.execute_reply": "2023-07-19T23:44:37.814560Z"
+     "iopub.execute_input": "2023-07-31T21:45:23.063424Z",
+     "iopub.status.busy": "2023-07-31T21:45:23.062526Z",
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-     "end_time": "2023-07-19T23:44:37.818280",
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      "exception": false,
-     "start_time": "2023-07-19T23:44:21.016219",
+     "start_time": "2023-07-31T21:45:22.895812",
      "status": "completed"
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@@ -2326,10 +2326,10 @@
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-     "end_time": "2023-07-19T23:44:38.068003",
+     "duration": 0.166046,
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      "exception": false,
-     "start_time": "2023-07-19T23:44:37.943064",
+     "start_time": "2023-07-31T21:45:44.008628",
      "status": "completed"
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@@ -2344,16 +2344,16 @@
    "id": "371c67e5",
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-     "shell.execute_reply": "2023-07-19T23:44:38.794646Z"
+     "iopub.execute_input": "2023-07-31T21:45:44.506153Z",
+     "iopub.status.busy": "2023-07-31T21:45:44.505127Z",
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+     "shell.execute_reply": "2023-07-31T21:45:45.125151Z"
     },
     "papermill": {
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-     "end_time": "2023-07-19T23:44:38.798850",
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      "exception": false,
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+     "start_time": "2023-07-31T21:45:44.340449",
      "status": "completed"
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     "tags": []
@@ -2397,10 +2397,10 @@
    "id": "35146fb2",
    "metadata": {
     "papermill": {
-     "duration": 0.123115,
-     "end_time": "2023-07-19T23:44:39.046199",
+     "duration": 0.163732,
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      "exception": false,
-     "start_time": "2023-07-19T23:44:38.923084",
+     "start_time": "2023-07-31T21:45:45.308399",
      "status": "completed"
     },
     "tags": []
@@ -2414,10 +2414,10 @@
    "id": "77f477b5",
    "metadata": {
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-     "end_time": "2023-07-19T23:44:39.294465",
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      "exception": false,
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      "status": "completed"
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@@ -2431,10 +2431,10 @@
    "id": "f3b251a4",
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-     "end_time": "2023-07-19T23:44:39.537329",
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      "exception": false,
-     "start_time": "2023-07-19T23:44:39.416231",
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      "status": "completed"
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@@ -2451,16 +2451,16 @@
    "id": "89fe5ff3",
    "metadata": {
     "execution": {
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-     "shell.execute_reply": "2023-07-19T23:44:43.165747Z"
+     "iopub.execute_input": "2023-07-31T21:45:46.500840Z",
+     "iopub.status.busy": "2023-07-31T21:45:46.500279Z",
+     "iopub.status.idle": "2023-07-31T21:45:49.944939Z",
+     "shell.execute_reply": "2023-07-31T21:45:49.943553Z"
     },
     "papermill": {
-     "duration": 3.50891,
-     "end_time": "2023-07-19T23:44:43.169342",
+     "duration": 3.612159,
+     "end_time": "2023-07-31T21:45:49.951016",
      "exception": false,
-     "start_time": "2023-07-19T23:44:39.660432",
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      "status": "completed"
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     "scrolled": true,
@@ -2851,7 +2851,7 @@
        "  * virtual_channel_index  (virtual_channel_index) int64 0 1 2 3 ... 381 382 383\n",
        "  * time                   (time) float64 -0.1 -0.0996 -0.0992 ... 0.2496 0.25\n",
        "    vertical_position      (virtual_channel_index) int64 0 10 20 ... 3820 3830\n",
-       "    horizontal_position    (virtual_channel_index) int64 24 24 24 ... 24 24 24</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'CSD'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>virtual_channel_index</span>: 384</li><li><span class='xr-has-index'>time</span>: 876</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4911d977-4824-47f2-83a4-a779d838c9b4' class='xr-array-in' type='checkbox' checked><label for='section-4911d977-4824-47f2-83a4-a779d838c9b4' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-6.851e+03 -3.913e+03 -838.2 ... -1.298e+04 -8.213e+03 -3.431e+03</span></div><div class='xr-array-data'><pre>array([[ -6851.39437989,  -3913.14433717,   -838.16058113, ...,\n",
+       "    horizontal_position    (virtual_channel_index) int64 24 24 24 ... 24 24 24</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'CSD'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>virtual_channel_index</span>: 384</li><li><span class='xr-has-index'>time</span>: 876</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b5bbf77e-b3ab-4422-bf3d-322ff88cfccc' class='xr-array-in' type='checkbox' checked><label for='section-b5bbf77e-b3ab-4422-bf3d-322ff88cfccc' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-6.851e+03 -3.913e+03 -838.2 ... -1.298e+04 -8.213e+03 -3.431e+03</span></div><div class='xr-array-data'><pre>array([[ -6851.39437989,  -3913.14433717,   -838.16058113, ...,\n",
        "        -53515.63831491, -29278.10117822,  -3749.31503814],\n",
        "       [ 13243.57677227,   8740.01659952,   4313.56271629, ...,\n",
        "         22739.01313458,  14183.82539278,   5204.40438723],\n",
@@ -2863,7 +2863,7 @@
        "       [-25405.87596708, -38171.87082796, -49758.37596587, ...,\n",
        "          8405.71892336,   8860.94179133,   9921.50032083],\n",
        "       [ 17426.22217689,  22564.83211026,  26815.27213176, ...,\n",
-       "        -12976.83226892,  -8212.91142969,  -3430.54626923]])</pre></div></div></li><li class='xr-section-item'><input id='section-5564d0d9-362a-4d16-98a5-8fae2c8294fe' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5564d0d9-362a-4d16-98a5-8fae2c8294fe' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>virtual_channel_index</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 379 380 381 382 383</div><input id='attrs-aefd2a49-2bca-4c71-8d26-aef280608de4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aefd2a49-2bca-4c71-8d26-aef280608de4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e13cd94-00fa-4741-9e9e-cfe53cfa5d3a' class='xr-var-data-in' type='checkbox'><label for='data-2e13cd94-00fa-4741-9e9e-cfe53cfa5d3a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 381, 382, 383])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1 -0.0996 ... 0.2496 0.25</div><input id='attrs-54a16d2c-6f44-41eb-81a8-9c5292b63eee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54a16d2c-6f44-41eb-81a8-9c5292b63eee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80090b22-f32f-4fe5-b228-56545914615b' class='xr-var-data-in' type='checkbox'><label for='data-80090b22-f32f-4fe5-b228-56545914615b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.1     , -0.0996  , -0.0992  , ...,  0.249199,  0.249599,  0.249999])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertical_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 10 20 30 ... 3800 3810 3820 3830</div><input id='attrs-d9d67e44-e573-4c9e-8432-f46e34502132' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d9d67e44-e573-4c9e-8432-f46e34502132' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac31e442-a6b5-4a8d-a010-943961bcfb0f' class='xr-var-data-in' type='checkbox'><label for='data-ac31e442-a6b5-4a8d-a010-943961bcfb0f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,   10,   20,   30,   40,   50,   60,   70,   80,   90,  100,\n",
+       "        -12976.83226892,  -8212.91142969,  -3430.54626923]])</pre></div></div></li><li class='xr-section-item'><input id='section-7f8e458f-e3de-4522-bb1f-bf7dc170a204' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7f8e458f-e3de-4522-bb1f-bf7dc170a204' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>virtual_channel_index</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 379 380 381 382 383</div><input id='attrs-175984d7-7c00-4dc7-aeef-844d2d9f0eec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-175984d7-7c00-4dc7-aeef-844d2d9f0eec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c116c36-a158-4db0-893b-c0317fb90046' class='xr-var-data-in' type='checkbox'><label for='data-7c116c36-a158-4db0-893b-c0317fb90046' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 381, 382, 383])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1 -0.0996 ... 0.2496 0.25</div><input id='attrs-71f3f7ea-6ef2-42a5-856e-11081d63dbe4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71f3f7ea-6ef2-42a5-856e-11081d63dbe4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53a1e8e2-1815-49b4-bd80-e52a997b8ba5' class='xr-var-data-in' type='checkbox'><label for='data-53a1e8e2-1815-49b4-bd80-e52a997b8ba5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.1     , -0.0996  , -0.0992  , ...,  0.249199,  0.249599,  0.249999])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertical_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 10 20 30 ... 3800 3810 3820 3830</div><input id='attrs-a030c9b9-12bc-40ba-900f-260eb69609da' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a030c9b9-12bc-40ba-900f-260eb69609da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2bc877e-c619-4386-a2b8-73d8ce0733ed' class='xr-var-data-in' type='checkbox'><label for='data-f2bc877e-c619-4386-a2b8-73d8ce0733ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,   10,   20,   30,   40,   50,   60,   70,   80,   90,  100,\n",
        "        110,  120,  130,  140,  150,  160,  170,  180,  190,  200,  210,\n",
        "        220,  230,  240,  250,  260,  270,  280,  290,  300,  310,  320,\n",
        "        330,  340,  350,  360,  370,  380,  390,  400,  410,  420,  430,\n",
@@ -2897,7 +2897,7 @@
        "       3410, 3420, 3430, 3440, 3450, 3460, 3470, 3480, 3490, 3500, 3510,\n",
        "       3520, 3530, 3540, 3550, 3560, 3570, 3580, 3590, 3600, 3610, 3620,\n",
        "       3630, 3640, 3650, 3660, 3670, 3680, 3690, 3700, 3710, 3720, 3730,\n",
-       "       3740, 3750, 3760, 3770, 3780, 3790, 3800, 3810, 3820, 3830])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>horizontal_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>24 24 24 24 24 ... 24 24 24 24 24</div><input id='attrs-a5dfb540-10ef-4b50-b1ec-66c8240c69e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a5dfb540-10ef-4b50-b1ec-66c8240c69e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69553ac0-d1df-40fe-acef-060dcb636655' class='xr-var-data-in' type='checkbox'><label for='data-69553ac0-d1df-40fe-acef-060dcb636655' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24,\n",
+       "       3740, 3750, 3760, 3770, 3780, 3790, 3800, 3810, 3820, 3830])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>horizontal_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>24 24 24 24 24 ... 24 24 24 24 24</div><input id='attrs-ea037c68-69db-46c1-9598-18aa9669a931' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ea037c68-69db-46c1-9598-18aa9669a931' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b49159f-7261-4c6a-aac2-928b0ad95510' class='xr-var-data-in' type='checkbox'><label for='data-4b49159f-7261-4c6a-aac2-928b0ad95510' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24,\n",
        "       24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24,\n",
        "       24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24,\n",
        "       24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24,\n",
@@ -2919,10 +2919,10 @@
        "       24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24,\n",
        "       24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24,\n",
        "       24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24,\n",
-       "       24, 24, 24, 24, 24, 24, 24, 24, 24, 24])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-75843d24-824c-462c-9c53-abf9c11071c7' class='xr-section-summary-in' type='checkbox'  ><label for='section-75843d24-824c-462c-9c53-abf9c11071c7' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>virtual_channel_index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c8afd293-a520-4c6a-a230-dec12581c47a' class='xr-index-data-in' type='checkbox'/><label for='index-c8afd293-a520-4c6a-a230-dec12581c47a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
+       "       24, 24, 24, 24, 24, 24, 24, 24, 24, 24])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2ffa8405-aac5-4398-acc7-67fccba02235' class='xr-section-summary-in' type='checkbox'  ><label for='section-2ffa8405-aac5-4398-acc7-67fccba02235' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>virtual_channel_index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6a03f11d-9cec-4ade-9213-fb20162331b4' class='xr-index-data-in' type='checkbox'/><label for='index-6a03f11d-9cec-4ade-9213-fb20162331b4' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
        "            ...\n",
        "            374, 375, 376, 377, 378, 379, 380, 381, 382, 383],\n",
-       "           dtype=&#x27;int64&#x27;, name=&#x27;virtual_channel_index&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a2fc78ad-1c9e-457a-9170-cf0a70aa76b0' class='xr-index-data-in' type='checkbox'/><label for='index-a2fc78ad-1c9e-457a-9170-cf0a70aa76b0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([                -0.1, -0.09960000091066068, -0.09920000182132135,\n",
+       "           dtype=&#x27;int64&#x27;, name=&#x27;virtual_channel_index&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-20dda08f-9090-41c0-8482-45992991dc71' class='xr-index-data-in' type='checkbox'/><label for='index-20dda08f-9090-41c0-8482-45992991dc71' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([                -0.1, -0.09960000091066068, -0.09920000182132135,\n",
        "              -0.09880000273198203,  -0.0984000036426427, -0.09800000455330338,\n",
        "              -0.09760000546396405, -0.09720000637462473,  -0.0968000072852854,\n",
        "              -0.09640000819594607,\n",
@@ -2931,7 +2931,7 @@
        "                 0.247599208635874,  0.24799920772521336,  0.24839920681455271,\n",
        "                 0.248799205903892,   0.2491992049932313,  0.24959920408257066,\n",
        "               0.24999920317191002],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=876))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fc702bc9-79e4-4b79-9b36-63d41e7773a0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fc702bc9-79e4-4b79-9b36-63d41e7773a0' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=876))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8834e265-4fba-47ea-a1c4-3f54b33b27d3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8834e265-4fba-47ea-a1c4-3f54b33b27d3' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'CSD' (virtual_channel_index: 384, time: 876)>\n",
@@ -2970,10 +2970,10 @@
    "id": "22aca494",
    "metadata": {
     "papermill": {
-     "duration": 0.123914,
-     "end_time": "2023-07-19T23:44:43.418995",
+     "duration": 0.164895,
+     "end_time": "2023-07-31T21:45:50.289714",
      "exception": false,
-     "start_time": "2023-07-19T23:44:43.295081",
+     "start_time": "2023-07-31T21:45:50.124819",
      "status": "completed"
     },
     "tags": []
@@ -2988,16 +2988,16 @@
    "id": "d657c261",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:43.665375Z",
-     "iopub.status.busy": "2023-07-19T23:44:43.664683Z",
-     "iopub.status.idle": "2023-07-19T23:44:47.543425Z",
-     "shell.execute_reply": "2023-07-19T23:44:47.542460Z"
+     "iopub.execute_input": "2023-07-31T21:45:50.616228Z",
+     "iopub.status.busy": "2023-07-31T21:45:50.615204Z",
+     "iopub.status.idle": "2023-07-31T21:45:54.977944Z",
+     "shell.execute_reply": "2023-07-31T21:45:54.975969Z"
     },
     "papermill": {
-     "duration": 4.003609,
-     "end_time": "2023-07-19T23:44:47.545838",
+     "duration": 4.541505,
+     "end_time": "2023-07-31T21:45:54.992928",
      "exception": false,
-     "start_time": "2023-07-19T23:44:43.542229",
+     "start_time": "2023-07-31T21:45:50.451423",
      "status": "completed"
     },
     "tags": []
@@ -3007,9 +3007,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_4140/216337481.py:1: DeprecationWarning: Please use `gaussian_filter` from the `scipy.ndimage` namespace, the `scipy.ndimage.filters` namespace is deprecated.\n",
+      "/tmp/ipykernel_4284/216337481.py:1: DeprecationWarning: Please use `gaussian_filter` from the `scipy.ndimage` namespace, the `scipy.ndimage.filters` namespace is deprecated.\n",
       "  from scipy.ndimage.filters import gaussian_filter\n",
-      "/tmp/ipykernel_4140/216337481.py:9: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
+      "/tmp/ipykernel_4284/216337481.py:9: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
       "  _ = ax.pcolor(csd[\"time\"], csd[\"vertical_position\"], filtered_csd, vmin=-3e4, vmax=3e4)\n"
      ]
     },
@@ -3072,10 +3072,10 @@
    "id": "1ff7e354",
    "metadata": {
     "papermill": {
-     "duration": 0.127151,
-     "end_time": "2023-07-19T23:44:47.815932",
+     "duration": 0.169019,
+     "end_time": "2023-07-31T21:45:55.523310",
      "exception": false,
-     "start_time": "2023-07-19T23:44:47.688781",
+     "start_time": "2023-07-31T21:45:55.354291",
      "status": "completed"
     },
     "tags": []
@@ -3090,16 +3090,16 @@
    "id": "aa32f450",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:48.071511Z",
-     "iopub.status.busy": "2023-07-19T23:44:48.070521Z",
-     "iopub.status.idle": "2023-07-19T23:44:48.079602Z",
-     "shell.execute_reply": "2023-07-19T23:44:48.078748Z"
+     "iopub.execute_input": "2023-07-31T21:45:56.189021Z",
+     "iopub.status.busy": "2023-07-31T21:45:56.187153Z",
+     "iopub.status.idle": "2023-07-31T21:45:56.216458Z",
+     "shell.execute_reply": "2023-07-31T21:45:56.215056Z"
     },
     "papermill": {
-     "duration": 0.138896,
-     "end_time": "2023-07-19T23:44:48.081497",
+     "duration": 0.530352,
+     "end_time": "2023-07-31T21:45:56.220045",
      "exception": false,
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@@ -3142,17 +3142,17 @@
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   "papermill": {
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-   "end_time": "2023-07-19T23:44:51.033326",
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+   "end_time": "2023-07-31T21:45:59.626887",
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-   "output_path": "/tmp/tmp3p6vwcs9/scratch_nb.ipynb",
+   "output_path": "/tmp/tmpmvb63309/scratch_nb.ipynb",
    "parameters": {
-    "output_dir": "/tmp/tmp3p6vwcs9",
+    "output_dir": "/tmp/tmpmvb63309",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
    },
-   "start_time": "2023-07-19T23:37:29.249270",
+   "start_time": "2023-07-31T21:37:54.743534",
    "version": "2.4.0"
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_analyzing_behavior_only_data.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_analyzing_behavior_only_data.ipynb
index 92f0d2dd76..750c751ac8 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_analyzing_behavior_only_data.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_analyzing_behavior_only_data.ipynb
@@ -5,10 +5,10 @@
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@@ -35,10 +35,10 @@
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@@ -55,16 +55,16 @@
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@@ -96,16 +96,16 @@
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@@ -122,10 +122,10 @@
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@@ -167,15 +167,15 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmp7xie2ro5/_downloaded_data.json\n",
+      "/tmp/tmpz5jzhmwh/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
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-      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 4.45MMB/s] \n",
-      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 30.0MMB/s]\n",
-      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 1.33MMB/s]\n",
-      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 24.1MMB/s]\n"
+      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 615kMB/s]\n",
+      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 3.39MMB/s] \n",
+      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 30.2MMB/s]\n",
+      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 797kMB/s]  \n",
+      "channels.csv: 100%|██████████| 27.9M/27.9M [00:00<00:00, 28.1MMB/s]\n"
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@@ -189,10 +189,10 @@
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@@ -207,16 +207,16 @@
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@@ -473,16 +473,16 @@
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@@ -1595,16 +1595,16 @@
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@@ -1667,16 +1667,16 @@
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@@ -1686,7 +1686,7 @@
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@@ -1891,10 +1891,10 @@
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      "status": "completed"
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@@ -1910,16 +1910,16 @@
    "id": "0ebe20eb",
    "metadata": {
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-     "shell.execute_reply": "2023-07-19T22:41:04.297581Z"
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@@ -2126,10 +2126,10 @@
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      "status": "completed"
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@@ -2165,10 +2165,10 @@
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@@ -2184,16 +2184,16 @@
    "id": "9f1a0b65",
    "metadata": {
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-     "shell.execute_reply": "2023-07-19T22:41:04.415203Z"
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      "exception": false,
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      "status": "completed"
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@@ -2226,41 +2226,41 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>193</th>\n",
-       "      <td>149.110903</td>\n",
-       "      <td>8939</td>\n",
+       "      <th>874</th>\n",
+       "      <td>725.888047</td>\n",
+       "      <td>43511</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2862</th>\n",
-       "      <td>2549.766623</td>\n",
-       "      <td>152850</td>\n",
+       "      <th>688</th>\n",
+       "      <td>603.683358</td>\n",
+       "      <td>36188</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>794</th>\n",
-       "      <td>679.181300</td>\n",
-       "      <td>40711</td>\n",
+       "      <th>921</th>\n",
+       "      <td>745.771707</td>\n",
+       "      <td>44703</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2893</th>\n",
-       "      <td>2576.572920</td>\n",
-       "      <td>154457</td>\n",
+       "      <th>181</th>\n",
+       "      <td>129.460745</td>\n",
+       "      <td>7761</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>643</th>\n",
-       "      <td>541.680311</td>\n",
-       "      <td>32471</td>\n",
+       "      <th>834</th>\n",
+       "      <td>705.620666</td>\n",
+       "      <td>42296</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "       timestamps   frame\n",
-       "193    149.110903    8939\n",
-       "2862  2549.766623  152850\n",
-       "794    679.181300   40711\n",
-       "2893  2576.572920  154457\n",
-       "643    541.680311   32471"
+       "     timestamps  frame\n",
+       "874  725.888047  43511\n",
+       "688  603.683358  36188\n",
+       "921  745.771707  44703\n",
+       "181  129.460745   7761\n",
+       "834  705.620666  42296"
       ]
      },
      "execution_count": 13,
@@ -2277,10 +2277,10 @@
    "id": "edb21a2c",
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@@ -2296,16 +2296,16 @@
    "id": "86fb5a8d",
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-     "shell.execute_reply": "2023-07-19T22:41:04.501597Z"
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      "exception": false,
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      "status": "completed"
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@@ -2339,33 +2339,33 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>53</th>\n",
+       "      <th>118</th>\n",
        "      <td>0.005</td>\n",
-       "      <td>979.905491</td>\n",
+       "      <td>2340.353876</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>88</th>\n",
+       "      <th>53</th>\n",
        "      <td>0.005</td>\n",
-       "      <td>1764.360593</td>\n",
+       "      <td>979.905491</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>104</th>\n",
+       "      <th>41</th>\n",
        "      <td>0.005</td>\n",
-       "      <td>2108.255189</td>\n",
+       "      <td>713.210481</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>45</th>\n",
        "      <td>0.005</td>\n",
-       "      <td>198.286303</td>\n",
+       "      <td>764.487689</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>101</th>\n",
+       "      <th>127</th>\n",
        "      <td>0.005</td>\n",
-       "      <td>2024.950445</td>\n",
+       "      <td>2466.995727</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2374,11 +2374,11 @@
       ],
       "text/plain": [
        "     volume   timestamps  auto_rewarded\n",
+       "118   0.005  2340.353876          False\n",
        "53    0.005   979.905491          False\n",
-       "88    0.005  1764.360593          False\n",
-       "104   0.005  2108.255189          False\n",
-       "10    0.005   198.286303          False\n",
-       "101   0.005  2024.950445          False"
+       "41    0.005   713.210481          False\n",
+       "45    0.005   764.487689          False\n",
+       "127   0.005  2466.995727          False"
       ]
      },
      "execution_count": 14,
@@ -2395,10 +2395,10 @@
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@@ -2414,16 +2414,16 @@
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@@ -2507,10 +2507,10 @@
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@@ -2524,10 +2524,10 @@
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@@ -2542,16 +2542,16 @@
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@@ -2570,10 +2570,10 @@
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@@ -2588,16 +2588,16 @@
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@@ -2672,10 +2672,10 @@
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@@ -2690,16 +2690,16 @@
    "id": "0dc214b7",
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@@ -2750,10 +2750,10 @@
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@@ -2767,10 +2767,10 @@
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@@ -2785,16 +2785,16 @@
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@@ -3054,10 +3054,10 @@
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@@ -3113,10 +3113,10 @@
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@@ -3131,16 +3131,16 @@
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@@ -3353,16 +3353,16 @@
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@@ -3405,10 +3405,10 @@
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@@ -3423,16 +3423,16 @@
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@@ -3555,10 +3555,10 @@
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@@ -3588,17 +3588,17 @@
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+   "output_path": "/tmp/tmpz5jzhmwh/scratch_nb.ipynb",
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     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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+   "start_time": "2023-07-31T20:24:46.733017",
    "version": "2.4.0"
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_data_access.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_data_access.ipynb
index c3423ff9c6..11724fc4b6 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_data_access.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_data_access.ipynb
@@ -5,10 +5,10 @@
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@@ -25,10 +25,10 @@
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@@ -51,10 +51,10 @@
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@@ -75,10 +75,10 @@
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@@ -109,10 +109,10 @@
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@@ -129,10 +129,10 @@
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@@ -150,16 +150,16 @@
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-     "shell.execute_reply": "2023-07-19T23:44:57.648973Z"
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@@ -172,7 +172,7 @@
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      "text": [
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -198,7 +198,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -216,7 +216,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -224,16 +224,16 @@
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       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -265,10 +265,10 @@
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@@ -285,10 +285,10 @@
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@@ -309,16 +309,16 @@
    "id": "5a360236",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:44:57.743047Z",
-     "iopub.status.busy": "2023-07-19T23:44:57.742076Z",
-     "iopub.status.idle": "2023-07-19T23:45:02.862472Z",
-     "shell.execute_reply": "2023-07-19T23:45:02.860684Z"
+     "iopub.execute_input": "2023-07-31T21:46:06.728164Z",
+     "iopub.status.busy": "2023-07-31T21:46:06.727482Z",
+     "iopub.status.idle": "2023-07-31T21:46:12.369717Z",
+     "shell.execute_reply": "2023-07-31T21:46:12.368510Z"
     },
     "papermill": {
-     "duration": 5.140327,
-     "end_time": "2023-07-19T23:45:02.866368",
+     "duration": 5.66075,
+     "end_time": "2023-07-31T21:46:12.372485",
      "exception": false,
-     "start_time": "2023-07-19T23:44:57.726041",
+     "start_time": "2023-07-31T21:46:06.711735",
      "status": "completed"
     },
     "pycharm": {
@@ -331,8 +331,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2)\r\n",
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -358,7 +358,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -376,7 +376,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -384,16 +384,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -426,10 +426,10 @@
    "id": "a504e881",
    "metadata": {
     "papermill": {
-     "duration": 0.015129,
-     "end_time": "2023-07-19T23:45:02.897121",
+     "duration": 0.01549,
+     "end_time": "2023-07-31T21:46:12.404397",
      "exception": false,
-     "start_time": "2023-07-19T23:45:02.881992",
+     "start_time": "2023-07-31T21:46:12.388907",
      "status": "completed"
     },
     "pycharm": {
@@ -447,16 +447,16 @@
    "id": "6b741021",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:45:02.928971Z",
-     "iopub.status.busy": "2023-07-19T23:45:02.928251Z",
-     "iopub.status.idle": "2023-07-19T23:45:10.920241Z",
-     "shell.execute_reply": "2023-07-19T23:45:10.919360Z"
+     "iopub.execute_input": "2023-07-31T21:46:12.436972Z",
+     "iopub.status.busy": "2023-07-31T21:46:12.436304Z",
+     "iopub.status.idle": "2023-07-31T21:46:20.880960Z",
+     "shell.execute_reply": "2023-07-31T21:46:20.879063Z"
     },
     "papermill": {
-     "duration": 8.010448,
-     "end_time": "2023-07-19T23:45:10.922387",
+     "duration": 8.464115,
+     "end_time": "2023-07-31T21:46:20.883359",
      "exception": false,
-     "start_time": "2023-07-19T23:45:02.911939",
+     "start_time": "2023-07-31T21:46:12.419244",
      "status": "completed"
     },
     "pycharm": {
@@ -477,7 +477,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Your allensdk version is: 2.15.1\n"
+      "Your allensdk version is: 2.15.2\n"
      ]
     }
    ],
@@ -497,10 +497,10 @@
    "id": "4201d911",
    "metadata": {
     "papermill": {
-     "duration": 0.015048,
-     "end_time": "2023-07-19T23:45:10.953402",
+     "duration": 0.016602,
+     "end_time": "2023-07-31T21:46:20.919936",
      "exception": false,
-     "start_time": "2023-07-19T23:45:10.938354",
+     "start_time": "2023-07-31T21:46:20.903334",
      "status": "completed"
     },
     "pycharm": {
@@ -518,16 +518,16 @@
    "id": "6df5a6a9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:45:10.986356Z",
-     "iopub.status.busy": "2023-07-19T23:45:10.985200Z",
-     "iopub.status.idle": "2023-07-19T23:45:10.990043Z",
-     "shell.execute_reply": "2023-07-19T23:45:10.989300Z"
+     "iopub.execute_input": "2023-07-31T21:46:20.958192Z",
+     "iopub.status.busy": "2023-07-31T21:46:20.957316Z",
+     "iopub.status.idle": "2023-07-31T21:46:20.962417Z",
+     "shell.execute_reply": "2023-07-31T21:46:20.961526Z"
     },
     "papermill": {
-     "duration": 0.023202,
-     "end_time": "2023-07-19T23:45:10.991754",
+     "duration": 0.025686,
+     "end_time": "2023-07-31T21:46:20.964338",
      "exception": false,
-     "start_time": "2023-07-19T23:45:10.968552",
+     "start_time": "2023-07-31T21:46:20.938652",
      "status": "completed"
     },
     "pycharm": {
@@ -550,16 +550,16 @@
    "id": "76e86ff5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:45:11.061682Z",
-     "iopub.status.busy": "2023-07-19T23:45:11.061022Z",
-     "iopub.status.idle": "2023-07-19T23:45:21.163862Z",
-     "shell.execute_reply": "2023-07-19T23:45:21.162660Z"
+     "iopub.execute_input": "2023-07-31T21:46:21.044014Z",
+     "iopub.status.busy": "2023-07-31T21:46:21.043373Z",
+     "iopub.status.idle": "2023-07-31T21:46:30.785288Z",
+     "shell.execute_reply": "2023-07-31T21:46:30.784221Z"
     },
     "papermill": {
-     "duration": 10.122147,
-     "end_time": "2023-07-19T23:45:21.166994",
+     "duration": 9.765563,
+     "end_time": "2023-07-31T21:46:30.788493",
      "exception": false,
-     "start_time": "2023-07-19T23:45:11.044847",
+     "start_time": "2023-07-31T21:46:21.022930",
      "status": "completed"
     },
     "pycharm": {
@@ -580,15 +580,15 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmp3c18eqqd/_downloaded_data.json\n",
+      "/tmp/tmpiqope07i/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 1.10MMB/s]\n",
-      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 4.42MMB/s] \n",
-      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 29.9MMB/s]\n",
-      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 1.38MMB/s]\n",
-      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 21.6MMB/s]\n"
+      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 486kMB/s] \n",
+      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 3.81MMB/s] \n",
+      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 29.7MMB/s]\n",
+      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 769kMB/s]  \n",
+      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 26.7MMB/s]\n"
      ]
     }
    ],
@@ -602,10 +602,10 @@
    "id": "8827f014",
    "metadata": {
     "papermill": {
-     "duration": 0.018489,
-     "end_time": "2023-07-19T23:45:21.204535",
+     "duration": 0.020334,
+     "end_time": "2023-07-31T21:46:30.829933",
      "exception": false,
-     "start_time": "2023-07-19T23:45:21.186046",
+     "start_time": "2023-07-31T21:46:30.809599",
      "status": "completed"
     },
     "pycharm": {
@@ -632,10 +632,10 @@
    "id": "ae48a02c",
    "metadata": {
     "papermill": {
-     "duration": 0.018245,
-     "end_time": "2023-07-19T23:45:21.241689",
+     "duration": 0.021048,
+     "end_time": "2023-07-31T21:46:30.871137",
      "exception": false,
-     "start_time": "2023-07-19T23:45:21.223444",
+     "start_time": "2023-07-31T21:46:30.850089",
      "status": "completed"
     },
     "pycharm": {
@@ -656,10 +656,10 @@
    "id": "1a9df3a1",
    "metadata": {
     "papermill": {
-     "duration": 0.018263,
-     "end_time": "2023-07-19T23:45:21.278135",
+     "duration": 0.020021,
+     "end_time": "2023-07-31T21:46:30.911950",
      "exception": false,
-     "start_time": "2023-07-19T23:45:21.259872",
+     "start_time": "2023-07-31T21:46:30.891929",
      "status": "completed"
     },
     "pycharm": {
@@ -679,16 +679,16 @@
    "id": "e9043603",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:45:21.317578Z",
-     "iopub.status.busy": "2023-07-19T23:45:21.316514Z",
-     "iopub.status.idle": "2023-07-19T23:45:21.323324Z",
-     "shell.execute_reply": "2023-07-19T23:45:21.322634Z"
+     "iopub.execute_input": "2023-07-31T21:46:30.954467Z",
+     "iopub.status.busy": "2023-07-31T21:46:30.953884Z",
+     "iopub.status.idle": "2023-07-31T21:46:30.961253Z",
+     "shell.execute_reply": "2023-07-31T21:46:30.960417Z"
     },
     "papermill": {
-     "duration": 0.028697,
-     "end_time": "2023-07-19T23:45:21.325108",
+     "duration": 0.031385,
+     "end_time": "2023-07-31T21:46:30.963207",
      "exception": false,
-     "start_time": "2023-07-19T23:45:21.296411",
+     "start_time": "2023-07-31T21:46:30.931822",
      "status": "completed"
     },
     "pycharm": {
@@ -720,10 +720,10 @@
    "id": "2ba3f1b8",
    "metadata": {
     "papermill": {
-     "duration": 0.018618,
-     "end_time": "2023-07-19T23:45:21.362844",
+     "duration": 0.019919,
+     "end_time": "2023-07-31T21:46:31.004104",
      "exception": false,
-     "start_time": "2023-07-19T23:45:21.344226",
+     "start_time": "2023-07-31T21:46:30.984185",
      "status": "completed"
     },
     "pycharm": {
@@ -741,16 +741,16 @@
    "id": "5613bef1",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:45:21.402701Z",
-     "iopub.status.busy": "2023-07-19T23:45:21.401372Z",
-     "iopub.status.idle": "2023-07-19T23:45:21.410028Z",
-     "shell.execute_reply": "2023-07-19T23:45:21.408785Z"
+     "iopub.execute_input": "2023-07-31T21:46:31.047400Z",
+     "iopub.status.busy": "2023-07-31T21:46:31.046756Z",
+     "iopub.status.idle": "2023-07-31T21:46:31.052996Z",
+     "shell.execute_reply": "2023-07-31T21:46:31.052165Z"
     },
     "papermill": {
-     "duration": 0.030996,
-     "end_time": "2023-07-19T23:45:21.411954",
+     "duration": 0.030334,
+     "end_time": "2023-07-31T21:46:31.054956",
      "exception": false,
-     "start_time": "2023-07-19T23:45:21.380958",
+     "start_time": "2023-07-31T21:46:31.024622",
      "status": "completed"
     },
     "pycharm": {
@@ -779,10 +779,10 @@
    "id": "3a0d6d99",
    "metadata": {
     "papermill": {
-     "duration": 0.018367,
-     "end_time": "2023-07-19T23:45:21.448649",
+     "duration": 0.022191,
+     "end_time": "2023-07-31T21:46:31.104165",
      "exception": false,
-     "start_time": "2023-07-19T23:45:21.430282",
+     "start_time": "2023-07-31T21:46:31.081974",
      "status": "completed"
     },
     "pycharm": {
@@ -800,16 +800,16 @@
    "id": "7283cb73",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:45:21.488571Z",
-     "iopub.status.busy": "2023-07-19T23:45:21.487714Z",
-     "iopub.status.idle": "2023-07-19T23:45:21.495020Z",
-     "shell.execute_reply": "2023-07-19T23:45:21.494197Z"
+     "iopub.execute_input": "2023-07-31T21:46:31.147022Z",
+     "iopub.status.busy": "2023-07-31T21:46:31.146433Z",
+     "iopub.status.idle": "2023-07-31T21:46:31.152912Z",
+     "shell.execute_reply": "2023-07-31T21:46:31.152047Z"
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@@ -1027,10 +1027,10 @@
       "\n",
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-      "behavior_sessions.csv: 100%|██████████| 531k/531k [00:00<00:00, 4.08MMB/s] \n",
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       "units.csv: 100%|██████████| 132M/132M [00:05<00:00, 25.6MMB/s]\n",
-      "probes.csv: 100%|██████████| 127k/127k [00:00<00:00, 1.30MMB/s]\n"
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_dataset_manifest.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_dataset_manifest.ipynb
index fc64ae749c..815686c66e 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_dataset_manifest.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_dataset_manifest.ipynb
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+     "start_time": "2023-07-31T21:05:23.869906",
      "status": "completed"
     },
     "pycharm": {
@@ -118,7 +118,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -144,7 +144,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -162,7 +162,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -170,16 +170,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -211,10 +211,10 @@
    "id": "8fdbaa9c",
    "metadata": {
     "papermill": {
-     "duration": 0.016352,
-     "end_time": "2023-07-19T23:12:29.489895",
+     "duration": 0.019203,
+     "end_time": "2023-07-31T21:05:27.095320",
      "exception": false,
-     "start_time": "2023-07-19T23:12:29.473543",
+     "start_time": "2023-07-31T21:05:27.076117",
      "status": "completed"
     },
     "pycharm": {
@@ -231,10 +231,10 @@
    "id": "148b467a",
    "metadata": {
     "papermill": {
-     "duration": 0.015846,
-     "end_time": "2023-07-19T23:12:29.522112",
+     "duration": 0.023159,
+     "end_time": "2023-07-31T21:05:27.134484",
      "exception": false,
-     "start_time": "2023-07-19T23:12:29.506266",
+     "start_time": "2023-07-31T21:05:27.111325",
      "status": "completed"
     },
     "pycharm": {
@@ -255,16 +255,16 @@
    "id": "b2366c72",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:12:29.557806Z",
-     "iopub.status.busy": "2023-07-19T23:12:29.556696Z",
-     "iopub.status.idle": "2023-07-19T23:12:34.998799Z",
-     "shell.execute_reply": "2023-07-19T23:12:34.997377Z"
+     "iopub.execute_input": "2023-07-31T21:05:27.169961Z",
+     "iopub.status.busy": "2023-07-31T21:05:27.169159Z",
+     "iopub.status.idle": "2023-07-31T21:05:32.849924Z",
+     "shell.execute_reply": "2023-07-31T21:05:32.848712Z"
     },
     "papermill": {
-     "duration": 5.463793,
-     "end_time": "2023-07-19T23:12:35.002129",
+     "duration": 5.700917,
+     "end_time": "2023-07-31T21:05:32.852374",
      "exception": false,
-     "start_time": "2023-07-19T23:12:29.538336",
+     "start_time": "2023-07-31T21:05:27.151457",
      "status": "completed"
     },
     "pycharm": {
@@ -277,8 +277,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2)\r\n",
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -304,7 +304,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -322,7 +322,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -330,16 +330,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -372,10 +372,10 @@
    "id": "4af0fcb7",
    "metadata": {
     "papermill": {
-     "duration": 0.017269,
-     "end_time": "2023-07-19T23:12:35.039140",
+     "duration": 0.016459,
+     "end_time": "2023-07-31T21:05:32.886971",
      "exception": false,
-     "start_time": "2023-07-19T23:12:35.021871",
+     "start_time": "2023-07-31T21:05:32.870512",
      "status": "completed"
     },
     "pycharm": {
@@ -393,16 +393,16 @@
    "id": "c8d7a12e",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:12:35.077535Z",
-     "iopub.status.busy": "2023-07-19T23:12:35.076431Z",
-     "iopub.status.idle": "2023-07-19T23:12:41.707611Z",
-     "shell.execute_reply": "2023-07-19T23:12:41.706273Z"
+     "iopub.execute_input": "2023-07-31T21:05:32.923255Z",
+     "iopub.status.busy": "2023-07-31T21:05:32.922575Z",
+     "iopub.status.idle": "2023-07-31T21:05:39.813168Z",
+     "shell.execute_reply": "2023-07-31T21:05:39.812096Z"
     },
     "papermill": {
-     "duration": 6.653757,
-     "end_time": "2023-07-19T23:12:41.710284",
+     "duration": 6.911321,
+     "end_time": "2023-07-31T21:05:39.815597",
      "exception": false,
-     "start_time": "2023-07-19T23:12:35.056527",
+     "start_time": "2023-07-31T21:05:32.904276",
      "status": "completed"
     },
     "pycharm": {
@@ -436,10 +436,10 @@
    "id": "ecf6f957",
    "metadata": {
     "papermill": {
-     "duration": 0.018271,
-     "end_time": "2023-07-19T23:12:41.748149",
+     "duration": 0.017502,
+     "end_time": "2023-07-31T21:05:39.850874",
      "exception": false,
-     "start_time": "2023-07-19T23:12:41.729878",
+     "start_time": "2023-07-31T21:05:39.833372",
      "status": "completed"
     },
     "pycharm": {
@@ -457,16 +457,16 @@
    "id": "cce05847",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T23:12:41.787313Z",
-     "iopub.status.busy": "2023-07-19T23:12:41.785853Z",
-     "iopub.status.idle": "2023-07-19T23:12:41.792429Z",
-     "shell.execute_reply": "2023-07-19T23:12:41.791586Z"
+     "iopub.execute_input": "2023-07-31T21:05:39.887919Z",
+     "iopub.status.busy": "2023-07-31T21:05:39.886167Z",
+     "iopub.status.idle": "2023-07-31T21:05:39.891462Z",
+     "shell.execute_reply": "2023-07-31T21:05:39.890616Z"
     },
     "papermill": {
-     "duration": 0.028524,
-     "end_time": "2023-07-19T23:12:41.794602",
+     "duration": 0.025684,
+     "end_time": "2023-07-31T21:05:39.893309",
      "exception": false,
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      "status": "completed"
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@@ -488,16 +488,16 @@
    "id": "fa821481",
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-     "shell.execute_reply": "2023-07-19T23:12:51.764580Z"
+     "iopub.execute_input": "2023-07-31T21:05:39.972286Z",
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@@ -518,15 +518,15 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmpwzph4cwh/_downloaded_data.json\n",
+      "/tmp/tmpckt6e6cy/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 980kMB/s]\n",
-      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 4.47MMB/s] \n",
-      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 27.0MMB/s]\n",
-      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 974kMB/s]  \n",
-      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 22.7MMB/s]\n"
+      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 580kMB/s] \n",
+      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 3.62MMB/s] \n",
+      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 26.4MMB/s]\n",
+      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 854kMB/s]  \n",
+      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 17.9MMB/s]\n"
      ]
     }
    ],
@@ -541,16 +541,16 @@
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      "status": "completed"
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@@ -569,10 +569,10 @@
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@@ -589,10 +589,10 @@
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@@ -610,10 +610,10 @@
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      "status": "completed"
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@@ -631,10 +631,10 @@
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@@ -669,10 +669,10 @@
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      "status": "completed"
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@@ -707,10 +707,10 @@
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@@ -727,10 +727,10 @@
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@@ -750,16 +750,16 @@
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-     "shell.execute_reply": "2023-07-19T23:12:54.827890Z"
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@@ -795,10 +795,10 @@
    "id": "31b59454",
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@@ -817,10 +817,10 @@
    "id": "3004173a",
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@@ -839,10 +839,10 @@
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@@ -868,16 +868,16 @@
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@@ -970,10 +970,10 @@
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@@ -994,10 +994,10 @@
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@@ -1025,16 +1025,16 @@
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@@ -1065,16 +1065,16 @@
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@@ -1157,10 +1157,10 @@
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@@ -1178,16 +1178,16 @@
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@@ -1270,10 +1270,10 @@
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@@ -1291,16 +1291,16 @@
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@@ -1329,10 +1329,10 @@
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@@ -1353,16 +1353,16 @@
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@@ -3868,10 +3868,10 @@
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@@ -3889,16 +3889,16 @@
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@@ -3996,10 +3996,10 @@
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@@ -4033,17 +4033,17 @@
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+   "output_path": "/tmp/tmpckt6e6cy/scratch_nb.ipynb",
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+    "output_dir": "/tmp/tmpckt6e6cy",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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-   "start_time": "2023-07-19T23:12:25.047746",
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quality_metrics.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quality_metrics.ipynb
index d998898fd0..ddb9020266 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quality_metrics.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quality_metrics.ipynb
@@ -5,10 +5,10 @@
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@@ -34,10 +34,10 @@
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@@ -77,10 +77,10 @@
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@@ -100,10 +100,10 @@
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@@ -122,16 +122,16 @@
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@@ -163,16 +163,16 @@
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@@ -191,16 +191,16 @@
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@@ -218,15 +218,15 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmp9o6d3z4k/_downloaded_data.json\n",
+      "/tmp/tmpkuq3w746/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 899kMB/s]\n",
-      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 5.20MMB/s]\n",
-      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 27.9MMB/s]\n",
-      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 936kMB/s]  \n",
-      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 21.3MMB/s]\n"
+      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 537kMB/s] \n",
+      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 3.51MMB/s] \n",
+      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 29.5MMB/s]\n",
+      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 1.13MMB/s] \n",
+      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 25.0MMB/s]\n"
      ]
     }
    ],
@@ -240,16 +240,16 @@
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@@ -276,10 +276,10 @@
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@@ -296,16 +296,16 @@
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@@ -338,10 +338,10 @@
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@@ -1959,16 +1959,16 @@
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@@ -1978,7 +1978,7 @@
      "name": "stderr",
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      "text": [
-      "ecephys_session_1065437523.nwb: 100%|██████████| 3.20G/3.20G [01:57<00:00, 27.2MMB/s]\n"
+      "ecephys_session_1065437523.nwb: 100%|██████████| 3.20G/3.20G [01:47<00:00, 29.8MMB/s]\n"
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@@ -1993,16 +1993,16 @@
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@@ -2021,10 +2021,10 @@
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@@ -2039,16 +2039,16 @@
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@@ -2247,10 +2247,10 @@
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@@ -2267,16 +2267,16 @@
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@@ -2300,16 +2300,16 @@
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@@ -2347,10 +2347,10 @@
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@@ -2380,17 +2380,17 @@
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-   "output_path": "/tmp/tmp9o6d3z4k/scratch_nb.ipynb",
+   "output_path": "/tmp/tmpkuq3w746/scratch_nb.ipynb",
    "parameters": {
-    "output_dir": "/tmp/tmp9o6d3z4k",
+    "output_dir": "/tmp/tmpkuq3w746",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
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-   "start_time": "2023-07-19T22:35:17.699921",
+   "start_time": "2023-07-31T20:19:08.240610",
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quickstart.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quickstart.ipynb
index cdcd71be34..381771802e 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quickstart.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quickstart.ipynb
@@ -5,10 +5,10 @@
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@@ -33,16 +33,16 @@
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@@ -74,10 +74,10 @@
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@@ -92,16 +92,16 @@
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@@ -120,16 +120,16 @@
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@@ -148,15 +148,15 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmparv60221/_downloaded_data.json\n",
+      "/tmp/tmp3921zvm2/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 1.38MMB/s]\n",
-      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 4.81MMB/s] \n",
-      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 31.3MMB/s]\n",
-      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 1.33MMB/s]\n",
-      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 25.2MMB/s]\n"
+      "ecephys_sessions.csv: 100%|██████████| 64.7k/64.7k [00:00<00:00, 687kMB/s]\n",
+      "behavior_sessions.csv: 100%|██████████| 562k/562k [00:00<00:00, 3.64MMB/s] \n",
+      "units.csv: 100%|██████████| 132M/132M [00:04<00:00, 28.9MMB/s]\n",
+      "probes.csv: 100%|██████████| 130k/130k [00:00<00:00, 870kMB/s]  \n",
+      "channels.csv: 100%|██████████| 27.9M/27.9M [00:01<00:00, 20.9MMB/s]\n"
      ]
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@@ -181,10 +181,10 @@
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@@ -199,16 +199,16 @@
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@@ -500,10 +500,10 @@
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@@ -518,16 +518,16 @@
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@@ -537,7 +537,7 @@
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      "text": [
-      "ecephys_session_1064644573.nwb: 100%|██████████| 2.99G/2.99G [01:46<00:00, 28.2MMB/s]\n"
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@@ -552,10 +552,10 @@
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@@ -570,16 +570,16 @@
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@@ -1428,16 +1428,16 @@
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-     "shell.execute_reply": "2023-07-19T21:48:30.720548Z"
+     "iopub.execute_input": "2023-07-31T19:22:13.845007Z",
+     "iopub.status.busy": "2023-07-31T19:22:13.844332Z",
+     "iopub.status.idle": "2023-07-31T19:22:14.127690Z",
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-     "duration": 0.326063,
-     "end_time": "2023-07-19T21:48:30.726973",
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@@ -1480,10 +1480,10 @@
    "id": "3b7679c0",
    "metadata": {
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      "status": "completed"
     },
     "tags": []
@@ -1500,16 +1500,16 @@
    "id": "1599f91d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:30.988571Z",
-     "iopub.status.busy": "2023-07-19T21:48:30.988027Z",
-     "iopub.status.idle": "2023-07-19T21:48:30.995648Z",
-     "shell.execute_reply": "2023-07-19T21:48:30.994778Z"
+     "iopub.execute_input": "2023-07-31T19:22:14.442311Z",
+     "iopub.status.busy": "2023-07-31T19:22:14.441731Z",
+     "iopub.status.idle": "2023-07-31T19:22:14.447788Z",
+     "shell.execute_reply": "2023-07-31T19:22:14.446923Z"
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-     "end_time": "2023-07-19T21:48:30.997495",
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      "exception": false,
-     "start_time": "2023-07-19T21:48:30.926562",
+     "start_time": "2023-07-31T19:22:14.366411",
      "status": "completed"
     },
     "tags": []
@@ -1529,16 +1529,16 @@
    "id": "8c970f67",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:48:31.117739Z",
-     "iopub.status.busy": "2023-07-19T21:48:31.116791Z",
-     "iopub.status.idle": "2023-07-19T21:48:31.755993Z",
-     "shell.execute_reply": "2023-07-19T21:48:31.754818Z"
+     "iopub.execute_input": "2023-07-31T19:22:14.603398Z",
+     "iopub.status.busy": "2023-07-31T19:22:14.602461Z",
+     "iopub.status.idle": "2023-07-31T19:22:15.316519Z",
+     "shell.execute_reply": "2023-07-31T19:22:15.314775Z"
     },
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-     "duration": 0.705224,
-     "end_time": "2023-07-19T21:48:31.760797",
+     "duration": 0.794436,
+     "end_time": "2023-07-31T19:22:15.318587",
      "exception": false,
-     "start_time": "2023-07-19T21:48:31.055573",
+     "start_time": "2023-07-31T19:22:14.524151",
      "status": "completed"
     },
     "tags": []
@@ -1607,17 +1607,17 @@
   },
   "papermill": {
    "default_parameters": {},
-   "duration": 206.76697,
-   "end_time": "2023-07-19T21:48:34.107345",
+   "duration": 230.258891,
+   "end_time": "2023-07-31T19:22:17.923758",
    "environment_variables": {},
    "exception": null,
    "input_path": "doc_template/examples_root/examples/nb/visual_behavior_neuropixels_quickstart.ipynb",
-   "output_path": "/tmp/tmparv60221/scratch_nb.ipynb",
+   "output_path": "/tmp/tmp3921zvm2/scratch_nb.ipynb",
    "parameters": {
-    "output_dir": "/tmp/tmparv60221",
+    "output_dir": "/tmp/tmp3921zvm2",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
    },
-   "start_time": "2023-07-19T21:45:07.340375",
+   "start_time": "2023-07-31T19:18:27.664867",
    "version": "2.4.0"
   },
   "vscode": {
diff --git a/doc_template/examples_root/examples/nb/visual_behavior_ophys_data_access.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_ophys_data_access.ipynb
index cec1edb3f5..011b1a89a0 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_ophys_data_access.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_ophys_data_access.ipynb
@@ -5,10 +5,10 @@
    "id": "8432ad9b",
    "metadata": {
     "papermill": {
-     "duration": 0.017555,
-     "end_time": "2023-07-19T21:43:17.839511",
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      "exception": false,
-     "start_time": "2023-07-19T21:43:17.821956",
+     "start_time": "2023-07-31T19:16:30.520368",
      "status": "completed"
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     "pycharm": {
@@ -25,10 +25,10 @@
    "id": "86cb4f05",
    "metadata": {
     "papermill": {
-     "duration": 0.011887,
-     "end_time": "2023-07-19T21:43:17.863891",
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      "exception": false,
-     "start_time": "2023-07-19T21:43:17.852004",
+     "start_time": "2023-07-31T19:16:30.549836",
      "status": "completed"
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     "pycharm": {
@@ -51,10 +51,10 @@
    "id": "1be4fb02",
    "metadata": {
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-     "duration": 0.012266,
-     "end_time": "2023-07-19T21:43:17.887916",
+     "duration": 0.012407,
+     "end_time": "2023-07-31T19:16:30.588082",
      "exception": false,
-     "start_time": "2023-07-19T21:43:17.875650",
+     "start_time": "2023-07-31T19:16:30.575675",
      "status": "completed"
     },
     "pycharm": {
@@ -75,10 +75,10 @@
    "id": "4e9c2097",
    "metadata": {
     "papermill": {
-     "duration": 0.013519,
-     "end_time": "2023-07-19T21:43:17.913959",
+     "duration": 0.013373,
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      "exception": false,
-     "start_time": "2023-07-19T21:43:17.900440",
+     "start_time": "2023-07-31T19:16:30.600250",
      "status": "completed"
     },
     "pycharm": {
@@ -113,10 +113,10 @@
    "id": "fe5057d6",
    "metadata": {
     "papermill": {
-     "duration": 0.011735,
-     "end_time": "2023-07-19T21:43:17.938160",
+     "duration": 0.013398,
+     "end_time": "2023-07-31T19:16:30.640718",
      "exception": false,
-     "start_time": "2023-07-19T21:43:17.926425",
+     "start_time": "2023-07-31T19:16:30.627320",
      "status": "completed"
     },
     "pycharm": {
@@ -133,10 +133,10 @@
    "id": "68b8cb24",
    "metadata": {
     "papermill": {
-     "duration": 0.011937,
-     "end_time": "2023-07-19T21:43:17.964472",
+     "duration": 0.01254,
+     "end_time": "2023-07-31T19:16:30.665970",
      "exception": false,
-     "start_time": "2023-07-19T21:43:17.952535",
+     "start_time": "2023-07-31T19:16:30.653430",
      "status": "completed"
     },
     "pycharm": {
@@ -154,16 +154,16 @@
    "id": "5e8afbc8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:43:17.991235Z",
-     "iopub.status.busy": "2023-07-19T21:43:17.990569Z",
-     "iopub.status.idle": "2023-07-19T21:43:21.284035Z",
-     "shell.execute_reply": "2023-07-19T21:43:21.282802Z"
+     "iopub.execute_input": "2023-07-31T19:16:30.693858Z",
+     "iopub.status.busy": "2023-07-31T19:16:30.693121Z",
+     "iopub.status.idle": "2023-07-31T19:16:34.197838Z",
+     "shell.execute_reply": "2023-07-31T19:16:34.196651Z"
     },
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-     "duration": 3.309332,
-     "end_time": "2023-07-19T21:43:21.286553",
+     "duration": 3.522067,
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      "exception": false,
-     "start_time": "2023-07-19T21:43:17.977221",
+     "start_time": "2023-07-31T19:16:30.678559",
      "status": "completed"
     },
     "pycharm": {
@@ -176,7 +176,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -202,7 +202,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -220,7 +220,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -228,16 +228,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -258,7 +258,7 @@
       "Requirement already satisfied: ruamel.yaml.clib>=0.2.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from ruamel.yaml<1,>=0.16->hdmf<=3.4.7->allensdk) (0.2.7)\r\n",
       "Requirement already satisfied: zipp>=3.1.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from importlib-resources>=1.4.0->jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (3.16.2)\r\n",
       "\r\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2\u001b[0m\r\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\r\n",
       "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\r\n"
      ]
     }
@@ -272,10 +272,10 @@
    "id": "05e83dd7",
    "metadata": {
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-     "duration": 0.013165,
-     "end_time": "2023-07-19T21:43:21.315590",
+     "duration": 0.013453,
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      "exception": false,
-     "start_time": "2023-07-19T21:43:21.302425",
+     "start_time": "2023-07-31T19:16:34.215530",
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     "pycharm": {
@@ -292,10 +292,10 @@
    "id": "ff3f2f34",
    "metadata": {
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-     "duration": 0.013503,
-     "end_time": "2023-07-19T21:43:21.342255",
+     "duration": 0.014134,
+     "end_time": "2023-07-31T19:16:34.257206",
      "exception": false,
-     "start_time": "2023-07-19T21:43:21.328752",
+     "start_time": "2023-07-31T19:16:34.243072",
      "status": "completed"
     },
     "pycharm": {
@@ -316,16 +316,16 @@
    "id": "03a52ea5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:43:21.372069Z",
-     "iopub.status.busy": "2023-07-19T21:43:21.371099Z",
-     "iopub.status.idle": "2023-07-19T21:43:28.117475Z",
-     "shell.execute_reply": "2023-07-19T21:43:28.115890Z"
+     "iopub.execute_input": "2023-07-31T19:16:34.288490Z",
+     "iopub.status.busy": "2023-07-31T19:16:34.287832Z",
+     "iopub.status.idle": "2023-07-31T19:16:41.993239Z",
+     "shell.execute_reply": "2023-07-31T19:16:41.992054Z"
     },
     "papermill": {
-     "duration": 6.765612,
-     "end_time": "2023-07-19T21:43:28.121039",
+     "duration": 7.723749,
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      "exception": false,
-     "start_time": "2023-07-19T21:43:21.355427",
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@@ -340,15 +340,17 @@
      "text": [
       "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.0.1)\r\n",
       "Collecting pip\r\n",
-      "  Downloading pip-23.2-py3-none-any.whl (2.1 MB)\r\n",
-      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.1/2.1 MB\u001b[0m \u001b[31m26.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
+      "  Obtaining dependency information for pip from https://files.pythonhosted.org/packages/50/c2/e06851e8cc28dcad7c155f4753da8833ac06a5c704c109313b8d5a62968a/pip-23.2.1-py3-none-any.whl.metadata\r\n",
+      "  Downloading pip-23.2.1-py3-none-any.whl.metadata (4.2 kB)\r\n",
+      "Downloading pip-23.2.1-py3-none-any.whl (2.1 MB)\r\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.1/2.1 MB\u001b[0m \u001b[31m11.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
       "\u001b[?25hInstalling collected packages: pip\r\n",
       "  Attempting uninstall: pip\r\n",
       "    Found existing installation: pip 23.0.1\r\n",
       "    Uninstalling pip-23.0.1:\r\n",
       "      Successfully uninstalled pip-23.0.1\r\n",
-      "Successfully installed pip-23.1.2\r\n",
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Successfully installed pip-23.2.1\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -374,7 +376,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -392,7 +394,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -400,16 +402,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -428,10 +430,7 @@
       "Requirement already satisfied: referencing>=0.28.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (0.30.0)\r\n",
       "Requirement already satisfied: rpds-py>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (0.9.2)\r\n",
       "Requirement already satisfied: ruamel.yaml.clib>=0.2.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from ruamel.yaml<1,>=0.16->hdmf<=3.4.7->allensdk) (0.2.7)\r\n",
-      "Requirement already satisfied: zipp>=3.1.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from importlib-resources>=1.4.0->jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (3.16.2)\r\n",
-      "\r\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.1.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2\u001b[0m\r\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\r\n"
+      "Requirement already satisfied: zipp>=3.1.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from importlib-resources>=1.4.0->jsonschema<5,>=2.6.0->hdmf<=3.4.7->allensdk) (3.16.2)\r\n"
      ]
     }
    ],
@@ -445,10 +444,10 @@
    "id": "b26fd439",
    "metadata": {
     "papermill": {
-     "duration": 0.015617,
-     "end_time": "2023-07-19T21:43:28.153658",
+     "duration": 0.014847,
+     "end_time": "2023-07-31T19:16:42.026631",
      "exception": false,
-     "start_time": "2023-07-19T21:43:28.138041",
+     "start_time": "2023-07-31T19:16:42.011784",
      "status": "completed"
     },
     "pycharm": {
@@ -466,16 +465,16 @@
    "id": "396e1034",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:43:28.187027Z",
-     "iopub.status.busy": "2023-07-19T21:43:28.185928Z",
-     "iopub.status.idle": "2023-07-19T21:43:34.588095Z",
-     "shell.execute_reply": "2023-07-19T21:43:34.587203Z"
+     "iopub.execute_input": "2023-07-31T19:16:42.060424Z",
+     "iopub.status.busy": "2023-07-31T19:16:42.058692Z",
+     "iopub.status.idle": "2023-07-31T19:16:48.840759Z",
+     "shell.execute_reply": "2023-07-31T19:16:48.839759Z"
     },
     "papermill": {
-     "duration": 6.42161,
-     "end_time": "2023-07-19T21:43:34.590298",
+     "duration": 6.800926,
+     "end_time": "2023-07-31T19:16:48.842964",
      "exception": false,
-     "start_time": "2023-07-19T21:43:28.168688",
+     "start_time": "2023-07-31T19:16:42.042038",
      "status": "completed"
     },
     "pycharm": {
@@ -496,7 +495,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Your allensdk version is: 2.15.1\n"
+      "Your allensdk version is: 2.15.2\n"
      ]
     }
    ],
@@ -517,16 +516,16 @@
    "id": "781412bf",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:43:34.624444Z",
-     "iopub.status.busy": "2023-07-19T21:43:34.623318Z",
-     "iopub.status.idle": "2023-07-19T21:43:34.628976Z",
-     "shell.execute_reply": "2023-07-19T21:43:34.627940Z"
+     "iopub.execute_input": "2023-07-31T19:16:48.877010Z",
+     "iopub.status.busy": "2023-07-31T19:16:48.876216Z",
+     "iopub.status.idle": "2023-07-31T19:16:48.880838Z",
+     "shell.execute_reply": "2023-07-31T19:16:48.880010Z"
     },
     "papermill": {
-     "duration": 0.024748,
-     "end_time": "2023-07-19T21:43:34.630812",
+     "duration": 0.023615,
+     "end_time": "2023-07-31T19:16:48.882714",
      "exception": false,
-     "start_time": "2023-07-19T21:43:34.606064",
+     "start_time": "2023-07-31T19:16:48.859099",
      "status": "completed"
     },
     "pycharm": {
@@ -550,16 +549,16 @@
    "id": "22738ce0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:43:34.704253Z",
-     "iopub.status.busy": "2023-07-19T21:43:34.702727Z",
-     "iopub.status.idle": "2023-07-19T21:43:36.729273Z",
-     "shell.execute_reply": "2023-07-19T21:43:36.728355Z"
+     "iopub.execute_input": "2023-07-31T19:16:48.953484Z",
+     "iopub.status.busy": "2023-07-31T19:16:48.952953Z",
+     "iopub.status.idle": "2023-07-31T19:16:51.929548Z",
+     "shell.execute_reply": "2023-07-31T19:16:51.928477Z"
     },
     "papermill": {
-     "duration": 2.045733,
-     "end_time": "2023-07-19T21:43:36.731586",
+     "duration": 2.995327,
+     "end_time": "2023-07-31T19:16:51.932109",
      "exception": false,
-     "start_time": "2023-07-19T21:43:34.685853",
+     "start_time": "2023-07-31T19:16:48.936782",
      "status": "completed"
     },
     "pycharm": {
@@ -580,14 +579,14 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmp3z57mcg_/_downloaded_data.json\n",
+      "/tmp/tmpakjh3a_m/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.49MMB/s] \n",
-      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 12.3MMB/s]\n",
-      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 6.30MMB/s]\n",
-      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 14.9MMB/s]\n"
+      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.37MMB/s] \n",
+      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 7.06MMB/s]\n",
+      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 3.57MMB/s] \n",
+      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 8.55MMB/s]\n"
      ]
     }
    ],
@@ -602,10 +601,10 @@
    "id": "789b2c29",
    "metadata": {
     "papermill": {
-     "duration": 0.017093,
-     "end_time": "2023-07-19T21:43:36.765697",
+     "duration": 0.018841,
+     "end_time": "2023-07-31T19:16:51.968559",
      "exception": false,
-     "start_time": "2023-07-19T21:43:36.748604",
+     "start_time": "2023-07-31T19:16:51.949718",
      "status": "completed"
     },
     "pycharm": {
@@ -630,10 +629,10 @@
    "id": "2c174b0a",
    "metadata": {
     "papermill": {
-     "duration": 0.015914,
-     "end_time": "2023-07-19T21:43:36.797977",
+     "duration": 0.016941,
+     "end_time": "2023-07-31T19:16:52.002427",
      "exception": false,
-     "start_time": "2023-07-19T21:43:36.782063",
+     "start_time": "2023-07-31T19:16:51.985486",
      "status": "completed"
     },
     "pycharm": {
@@ -652,10 +651,10 @@
    "id": "df8231e7",
    "metadata": {
     "papermill": {
-     "duration": 0.018784,
-     "end_time": "2023-07-19T21:43:36.832664",
+     "duration": 0.017592,
+     "end_time": "2023-07-31T19:16:52.037143",
      "exception": false,
-     "start_time": "2023-07-19T21:43:36.813880",
+     "start_time": "2023-07-31T19:16:52.019551",
      "status": "completed"
     },
     "pycharm": {
@@ -675,16 +674,16 @@
    "id": "90f5ce47",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:43:36.868064Z",
-     "iopub.status.busy": "2023-07-19T21:43:36.866975Z",
-     "iopub.status.idle": "2023-07-19T21:43:36.873814Z",
-     "shell.execute_reply": "2023-07-19T21:43:36.873095Z"
+     "iopub.execute_input": "2023-07-31T19:16:52.073304Z",
+     "iopub.status.busy": "2023-07-31T19:16:52.072728Z",
+     "iopub.status.idle": "2023-07-31T19:16:52.080342Z",
+     "shell.execute_reply": "2023-07-31T19:16:52.079464Z"
     },
     "papermill": {
-     "duration": 0.027443,
-     "end_time": "2023-07-19T21:43:36.876348",
+     "duration": 0.028622,
+     "end_time": "2023-07-31T19:16:52.082329",
      "exception": false,
-     "start_time": "2023-07-19T21:43:36.848905",
+     "start_time": "2023-07-31T19:16:52.053707",
      "status": "completed"
     },
     "pycharm": {
@@ -717,10 +716,10 @@
    "id": "58652284",
    "metadata": {
     "papermill": {
-     "duration": 0.015941,
-     "end_time": "2023-07-19T21:43:36.909887",
+     "duration": 0.016987,
+     "end_time": "2023-07-31T19:16:52.116398",
      "exception": false,
-     "start_time": "2023-07-19T21:43:36.893946",
+     "start_time": "2023-07-31T19:16:52.099411",
      "status": "completed"
     },
     "pycharm": {
@@ -738,16 +737,16 @@
    "id": "376665f9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T21:43:36.944688Z",
-     "iopub.status.busy": "2023-07-19T21:43:36.944031Z",
-     "iopub.status.idle": "2023-07-19T21:43:36.951141Z",
-     "shell.execute_reply": "2023-07-19T21:43:36.949987Z"
+     "iopub.execute_input": "2023-07-31T19:16:52.151849Z",
+     "iopub.status.busy": "2023-07-31T19:16:52.151286Z",
+     "iopub.status.idle": "2023-07-31T19:16:52.157652Z",
+     "shell.execute_reply": "2023-07-31T19:16:52.156678Z"
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@@ -1539,16 +1538,16 @@
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-      "behavior_session_870987812.nwb: 100%|██████████| 51.7M/51.7M [00:01<00:00, 29.5MMB/s]\n",
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       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
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diff --git a/doc_template/examples_root/examples/nb/visual_behavior_ophys_dataset_manifest.ipynb b/doc_template/examples_root/examples/nb/visual_behavior_ophys_dataset_manifest.ipynb
index d99150c536..c00241e46c 100644
--- a/doc_template/examples_root/examples/nb/visual_behavior_ophys_dataset_manifest.ipynb
+++ b/doc_template/examples_root/examples/nb/visual_behavior_ophys_dataset_manifest.ipynb
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      "text": [
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -136,7 +136,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -154,7 +154,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -162,16 +162,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -203,10 +203,10 @@
    "id": "558d41de",
    "metadata": {
     "papermill": {
-     "duration": 0.032678,
-     "end_time": "2023-07-19T22:23:47.437258",
+     "duration": 0.037982,
+     "end_time": "2023-07-31T20:05:10.146661",
      "exception": false,
-     "start_time": "2023-07-19T22:23:47.404580",
+     "start_time": "2023-07-31T20:05:10.108679",
      "status": "completed"
     },
     "pycharm": {
@@ -223,10 +223,10 @@
    "id": "a5394404",
    "metadata": {
     "papermill": {
-     "duration": 0.032514,
-     "end_time": "2023-07-19T22:23:47.502320",
+     "duration": 0.03349,
+     "end_time": "2023-07-31T20:05:10.214297",
      "exception": false,
-     "start_time": "2023-07-19T22:23:47.469806",
+     "start_time": "2023-07-31T20:05:10.180807",
      "status": "completed"
     },
     "pycharm": {
@@ -247,16 +247,16 @@
    "id": "fdc24a64",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:23:47.570928Z",
-     "iopub.status.busy": "2023-07-19T22:23:47.569840Z",
-     "iopub.status.idle": "2023-07-19T22:23:52.863891Z",
-     "shell.execute_reply": "2023-07-19T22:23:52.862426Z"
+     "iopub.execute_input": "2023-07-31T20:05:10.289137Z",
+     "iopub.status.busy": "2023-07-31T20:05:10.288453Z",
+     "iopub.status.idle": "2023-07-31T20:05:15.980194Z",
+     "shell.execute_reply": "2023-07-31T20:05:15.978985Z"
     },
     "papermill": {
-     "duration": 5.331658,
-     "end_time": "2023-07-19T22:23:52.866670",
+     "duration": 5.730827,
+     "end_time": "2023-07-31T20:05:15.983373",
      "exception": false,
-     "start_time": "2023-07-19T22:23:47.535012",
+     "start_time": "2023-07-31T20:05:10.252546",
      "status": "completed"
     },
     "pycharm": {
@@ -269,8 +269,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2)\r\n",
-      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.1)\r\n",
+      "Requirement already satisfied: pip in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (23.2.1)\r\n",
+      "Requirement already satisfied: allensdk in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (2.15.2)\r\n",
       "Requirement already satisfied: psycopg2-binary in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (2.9.6)\r\n",
       "Requirement already satisfied: hdmf<=3.4.7 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.4.7)\r\n",
       "Requirement already satisfied: h5py in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.9.0)\r\n",
@@ -296,7 +296,7 @@
       "Requirement already satisfied: tables in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.8.0)\r\n",
       "Requirement already satisfied: seaborn<1.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.12.2)\r\n",
       "Requirement already satisfied: aiohttp==3.7.4 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (3.7.4)\r\n",
-      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.6)\r\n",
+      "Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.5.7)\r\n",
       "Requirement already satisfied: tqdm>=4.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (4.65.0)\r\n",
       "Requirement already satisfied: ndx-events<=0.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (0.2.0)\r\n",
       "Requirement already satisfied: boto3==1.17.21 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from allensdk) (1.17.21)\r\n",
@@ -314,7 +314,7 @@
       "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.10.0)\r\n",
       "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from boto3==1.17.21->allensdk) (0.3.7)\r\n",
       "Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from glymur==0.8.19->allensdk) (56.0.0)\r\n",
-      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.19.0)\r\n",
+      "Requirement already satisfied: marshmallow<4.0,>=3.0.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (3.20.1)\r\n",
       "Requirement already satisfied: pyyaml in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from argschema<4.0.0,>=3.0.1->allensdk) (6.0.1)\r\n",
       "Requirement already satisfied: jsonschema<5,>=2.6.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (4.18.4)\r\n",
       "Requirement already satisfied: ruamel.yaml<1,>=0.16 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from hdmf<=3.4.7->allensdk) (0.17.32)\r\n",
@@ -322,16 +322,16 @@
       "Requirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (0.11.0)\r\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (1.4.4)\r\n",
       "Requirement already satisfied: pillow>=6.2.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (10.0.0)\r\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.0)\r\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from matplotlib<3.4.3,>=1.4.3->allensdk) (3.1.1)\r\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from pandas>=1.1.5->allensdk) (2023.3)\r\n",
       "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.2.0)\r\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (3.4)\r\n",
       "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (1.26.16)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.5.7)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from requests<3.0.0->allensdk) (2023.7.22)\r\n",
       "Requirement already satisfied: distro in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (1.8.0)\r\n",
       "Requirement already satisfied: packaging in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (23.1)\r\n",
       "Requirement already satisfied: tomli in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (2.0.1)\r\n",
-      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.40.0)\r\n",
+      "Requirement already satisfied: wheel>=0.32.0 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-build<1.0.0->allensdk) (0.41.0)\r\n",
       "Requirement already satisfied: networkx>=2.8 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (3.1)\r\n",
       "Requirement already satisfied: imageio>=2.27 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2.31.1)\r\n",
       "Requirement already satisfied: tifffile>=2022.8.12 in /opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages (from scikit-image>=0.14.0->allensdk) (2023.7.10)\r\n",
@@ -364,10 +364,10 @@
    "id": "d26db20b",
    "metadata": {
     "papermill": {
-     "duration": 0.035074,
-     "end_time": "2023-07-19T22:23:52.937752",
+     "duration": 0.035882,
+     "end_time": "2023-07-31T20:05:16.058463",
      "exception": false,
-     "start_time": "2023-07-19T22:23:52.902678",
+     "start_time": "2023-07-31T20:05:16.022581",
      "status": "completed"
     },
     "pycharm": {
@@ -385,16 +385,16 @@
    "id": "61cecf93",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:23:53.012154Z",
-     "iopub.status.busy": "2023-07-19T22:23:53.011072Z",
-     "iopub.status.idle": "2023-07-19T22:23:59.457340Z",
-     "shell.execute_reply": "2023-07-19T22:23:59.455976Z"
+     "iopub.execute_input": "2023-07-31T20:05:16.200859Z",
+     "iopub.status.busy": "2023-07-31T20:05:16.200037Z",
+     "iopub.status.idle": "2023-07-31T20:05:22.866980Z",
+     "shell.execute_reply": "2023-07-31T20:05:22.865924Z"
     },
     "papermill": {
-     "duration": 6.487321,
-     "end_time": "2023-07-19T22:23:59.460273",
+     "duration": 6.709194,
+     "end_time": "2023-07-31T20:05:22.869343",
      "exception": false,
-     "start_time": "2023-07-19T22:23:52.972952",
+     "start_time": "2023-07-31T20:05:16.160149",
      "status": "completed"
     },
     "pycharm": {
@@ -424,10 +424,10 @@
    "id": "4bb898d4",
    "metadata": {
     "papermill": {
-     "duration": 0.034125,
-     "end_time": "2023-07-19T22:23:59.529700",
+     "duration": 0.035964,
+     "end_time": "2023-07-31T20:05:22.940956",
      "exception": false,
-     "start_time": "2023-07-19T22:23:59.495575",
+     "start_time": "2023-07-31T20:05:22.904992",
      "status": "completed"
     },
     "pycharm": {
@@ -445,16 +445,16 @@
    "id": "003ddb42",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:23:59.599498Z",
-     "iopub.status.busy": "2023-07-19T22:23:59.598305Z",
-     "iopub.status.idle": "2023-07-19T22:23:59.603320Z",
-     "shell.execute_reply": "2023-07-19T22:23:59.602569Z"
+     "iopub.execute_input": "2023-07-31T20:05:23.014805Z",
+     "iopub.status.busy": "2023-07-31T20:05:23.013378Z",
+     "iopub.status.idle": "2023-07-31T20:05:23.018368Z",
+     "shell.execute_reply": "2023-07-31T20:05:23.017487Z"
     },
     "papermill": {
-     "duration": 0.042215,
-     "end_time": "2023-07-19T22:23:59.605114",
+     "duration": 0.043643,
+     "end_time": "2023-07-31T20:05:23.020457",
      "exception": false,
-     "start_time": "2023-07-19T22:23:59.562899",
+     "start_time": "2023-07-31T20:05:22.976814",
      "status": "completed"
     },
     "pycharm": {
@@ -476,16 +476,16 @@
    "id": "f0b38233",
    "metadata": {
     "execution": {
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@@ -506,14 +506,14 @@
       "\n",
       "To avoid this warning in the future, make sure that\n",
       "\n",
-      "/tmp/tmp6aiuh5rl/_downloaded_data.json\n",
+      "/tmp/tmp7i7n67wo/_downloaded_data.json\n",
       "\n",
       "is not deleted between instantiations of this cache\n",
       "  warnings.warn(msg, MissingLocalManifestWarning)\n",
-      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.68MMB/s] \n",
-      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 10.6MMB/s]\n",
-      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 4.60MMB/s] \n",
-      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 13.9MMB/s]\n"
+      "ophys_session_table.csv: 100%|██████████| 227k/227k [00:00<00:00, 1.43MMB/s] \n",
+      "behavior_session_table.csv: 100%|██████████| 1.21M/1.21M [00:00<00:00, 7.06MMB/s]\n",
+      "ophys_experiment_table.csv: 100%|██████████| 610k/610k [00:00<00:00, 3.02MMB/s] \n",
+      "ophys_cells_table.csv: 100%|██████████| 4.29M/4.29M [00:00<00:00, 9.51MMB/s]\n"
      ]
     }
    ],
@@ -526,10 +526,10 @@
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@@ -556,10 +556,10 @@
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@@ -576,10 +576,10 @@
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@@ -598,10 +598,10 @@
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@@ -618,10 +618,10 @@
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      "status": "completed"
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@@ -638,10 +638,10 @@
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@@ -658,10 +658,10 @@
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@@ -678,10 +678,10 @@
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@@ -699,16 +699,16 @@
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@@ -1010,10 +1010,10 @@
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@@ -1031,16 +1031,16 @@
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@@ -1075,10 +1075,10 @@
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@@ -1096,16 +1096,16 @@
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@@ -1139,10 +1139,10 @@
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@@ -1159,10 +1159,10 @@
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@@ -1179,10 +1179,10 @@
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@@ -1200,16 +1200,16 @@
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@@ -1235,10 +1235,10 @@
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@@ -1256,16 +1256,16 @@
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@@ -1297,10 +1297,10 @@
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@@ -1318,16 +1318,16 @@
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@@ -1356,10 +1356,10 @@
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@@ -1378,10 +1378,10 @@
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@@ -1399,16 +1399,16 @@
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@@ -1438,16 +1438,16 @@
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-     "iopub.status.busy": "2023-07-19T22:24:13.717306Z",
-     "iopub.status.idle": "2023-07-19T22:24:13.744484Z",
-     "shell.execute_reply": "2023-07-19T22:24:13.743766Z"
+     "iopub.execute_input": "2023-07-31T20:05:38.510950Z",
+     "iopub.status.busy": "2023-07-31T20:05:38.510380Z",
+     "iopub.status.idle": "2023-07-31T20:05:38.542346Z",
+     "shell.execute_reply": "2023-07-31T20:05:38.541337Z"
     },
     "papermill": {
-     "duration": 0.073086,
-     "end_time": "2023-07-19T22:24:13.746844",
+     "duration": 0.078987,
+     "end_time": "2023-07-31T20:05:38.544257",
      "exception": false,
-     "start_time": "2023-07-19T22:24:13.673758",
+     "start_time": "2023-07-31T20:05:38.465270",
      "status": "completed"
     },
     "pycharm": {
@@ -6583,10 +6583,10 @@
    "id": "d298a228",
    "metadata": {
     "papermill": {
-     "duration": 0.041199,
-     "end_time": "2023-07-19T22:24:13.830115",
+     "duration": 0.044433,
+     "end_time": "2023-07-31T20:05:38.632766",
      "exception": false,
-     "start_time": "2023-07-19T22:24:13.788916",
+     "start_time": "2023-07-31T20:05:38.588333",
      "status": "completed"
     },
     "pycharm": {
@@ -6604,16 +6604,16 @@
    "id": "53012df3",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:24:13.915438Z",
-     "iopub.status.busy": "2023-07-19T22:24:13.914645Z",
-     "iopub.status.idle": "2023-07-19T22:24:14.160503Z",
-     "shell.execute_reply": "2023-07-19T22:24:14.159412Z"
+     "iopub.execute_input": "2023-07-31T20:05:38.724182Z",
+     "iopub.status.busy": "2023-07-31T20:05:38.723602Z",
+     "iopub.status.idle": "2023-07-31T20:05:38.970942Z",
+     "shell.execute_reply": "2023-07-31T20:05:38.969922Z"
     },
     "papermill": {
-     "duration": 0.292312,
-     "end_time": "2023-07-19T22:24:14.163825",
+     "duration": 0.295405,
+     "end_time": "2023-07-31T20:05:38.973400",
      "exception": false,
-     "start_time": "2023-07-19T22:24:13.871513",
+     "start_time": "2023-07-31T20:05:38.677995",
      "status": "completed"
     },
     "pycharm": {
@@ -6632,16 +6632,16 @@
    "id": "783a85a4",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:24:14.255537Z",
-     "iopub.status.busy": "2023-07-19T22:24:14.254757Z",
-     "iopub.status.idle": "2023-07-19T22:25:52.315145Z",
-     "shell.execute_reply": "2023-07-19T22:25:52.314186Z"
+     "iopub.execute_input": "2023-07-31T20:05:39.071806Z",
+     "iopub.status.busy": "2023-07-31T20:05:39.071436Z",
+     "iopub.status.idle": "2023-07-31T20:07:21.348361Z",
+     "shell.execute_reply": "2023-07-31T20:07:21.347304Z"
     },
     "papermill": {
-     "duration": 98.191427,
-     "end_time": "2023-07-19T22:25:52.401213",
+     "duration": 102.414831,
+     "end_time": "2023-07-31T20:07:21.433515",
      "exception": false,
-     "start_time": "2023-07-19T22:24:14.209786",
+     "start_time": "2023-07-31T20:05:39.018684",
      "status": "completed"
     },
     "pycharm": {
@@ -6654,17 +6654,17 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "behavior_ophys_experiment_955276580.nwb: 100%|██████████| 280M/280M [00:10<00:00, 26.7MMB/s]\n",
+      "behavior_ophys_experiment_955276580.nwb: 100%|██████████| 280M/280M [00:10<00:00, 27.1MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_956903375.nwb: 100%|██████████| 288M/288M [00:10<00:00, 26.4MMB/s]\n",
+      "behavior_ophys_experiment_956903375.nwb: 100%|██████████| 288M/288M [00:10<00:00, 27.6MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_957652800.nwb: 100%|██████████| 290M/290M [00:11<00:00, 26.1MMB/s]\n",
+      "behavior_ophys_experiment_957652800.nwb: 100%|██████████| 290M/290M [00:11<00:00, 25.3MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
@@ -6674,12 +6674,12 @@
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_960351917.nwb: 100%|██████████| 295M/295M [00:10<00:00, 27.3MMB/s]\n",
+      "behavior_ophys_experiment_960351917.nwb: 100%|██████████| 295M/295M [00:10<00:00, 28.0MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_960960480.nwb: 100%|██████████| 300M/300M [00:11<00:00, 25.3MMB/s]\n",
+      "behavior_ophys_experiment_960960480.nwb: 100%|██████████| 300M/300M [00:11<00:00, 25.9MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
@@ -6718,10 +6718,10 @@
    "id": "e307cb12",
    "metadata": {
     "papermill": {
-     "duration": 0.089409,
-     "end_time": "2023-07-19T22:25:52.567141",
+     "duration": 0.079888,
+     "end_time": "2023-07-31T20:07:21.593066",
      "exception": false,
-     "start_time": "2023-07-19T22:25:52.477732",
+     "start_time": "2023-07-31T20:07:21.513178",
      "status": "completed"
     },
     "pycharm": {
@@ -6737,10 +6737,10 @@
    "id": "916a6eb1",
    "metadata": {
     "papermill": {
-     "duration": 0.07494,
-     "end_time": "2023-07-19T22:25:52.715695",
+     "duration": 0.090635,
+     "end_time": "2023-07-31T20:07:21.765286",
      "exception": false,
-     "start_time": "2023-07-19T22:25:52.640755",
+     "start_time": "2023-07-31T20:07:21.674651",
      "status": "completed"
     },
     "pycharm": {
@@ -6758,16 +6758,16 @@
    "id": "8583aaf9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:25:52.884591Z",
-     "iopub.status.busy": "2023-07-19T22:25:52.883821Z",
-     "iopub.status.idle": "2023-07-19T22:25:52.896445Z",
-     "shell.execute_reply": "2023-07-19T22:25:52.894927Z"
+     "iopub.execute_input": "2023-07-31T20:07:21.935729Z",
+     "iopub.status.busy": "2023-07-31T20:07:21.934916Z",
+     "iopub.status.idle": "2023-07-31T20:07:21.943808Z",
+     "shell.execute_reply": "2023-07-31T20:07:21.942902Z"
     },
     "papermill": {
-     "duration": 0.108231,
-     "end_time": "2023-07-19T22:25:52.900846",
+     "duration": 0.094345,
+     "end_time": "2023-07-31T20:07:21.946014",
      "exception": false,
-     "start_time": "2023-07-19T22:25:52.792615",
+     "start_time": "2023-07-31T20:07:21.851669",
      "status": "completed"
     },
     "pycharm": {
@@ -6792,16 +6792,16 @@
    "id": "78e63532",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:25:53.061891Z",
-     "iopub.status.busy": "2023-07-19T22:25:53.061464Z",
-     "iopub.status.idle": "2023-07-19T22:25:53.070156Z",
-     "shell.execute_reply": "2023-07-19T22:25:53.069407Z"
+     "iopub.execute_input": "2023-07-31T20:07:22.117940Z",
+     "iopub.status.busy": "2023-07-31T20:07:22.117246Z",
+     "iopub.status.idle": "2023-07-31T20:07:22.127299Z",
+     "shell.execute_reply": "2023-07-31T20:07:22.125716Z"
     },
     "papermill": {
-     "duration": 0.092656,
-     "end_time": "2023-07-19T22:25:53.072100",
+     "duration": 0.098605,
+     "end_time": "2023-07-31T20:07:22.130918",
      "exception": false,
-     "start_time": "2023-07-19T22:25:52.979444",
+     "start_time": "2023-07-31T20:07:22.032313",
      "status": "completed"
     },
     "pycharm": {
@@ -6850,10 +6850,10 @@
    "id": "ef194001",
    "metadata": {
     "papermill": {
-     "duration": 0.074014,
-     "end_time": "2023-07-19T22:25:53.220067",
+     "duration": 0.08335,
+     "end_time": "2023-07-31T20:07:22.298134",
      "exception": false,
-     "start_time": "2023-07-19T22:25:53.146053",
+     "start_time": "2023-07-31T20:07:22.214784",
      "status": "completed"
     },
     "pycharm": {
@@ -6871,16 +6871,16 @@
    "id": "d035286a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:25:53.370261Z",
-     "iopub.status.busy": "2023-07-19T22:25:53.369877Z",
-     "iopub.status.idle": "2023-07-19T22:25:53.375297Z",
-     "shell.execute_reply": "2023-07-19T22:25:53.374589Z"
+     "iopub.execute_input": "2023-07-31T20:07:22.471084Z",
+     "iopub.status.busy": "2023-07-31T20:07:22.470227Z",
+     "iopub.status.idle": "2023-07-31T20:07:22.476682Z",
+     "shell.execute_reply": "2023-07-31T20:07:22.475781Z"
     },
     "papermill": {
-     "duration": 0.083005,
-     "end_time": "2023-07-19T22:25:53.378029",
+     "duration": 0.095578,
+     "end_time": "2023-07-31T20:07:22.478662",
      "exception": false,
-     "start_time": "2023-07-19T22:25:53.295024",
+     "start_time": "2023-07-31T20:07:22.383084",
      "status": "completed"
     },
     "pycharm": {
@@ -6909,16 +6909,16 @@
    "id": "0bf45dda",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:25:53.530506Z",
-     "iopub.status.busy": "2023-07-19T22:25:53.529574Z",
-     "iopub.status.idle": "2023-07-19T22:27:18.096277Z",
-     "shell.execute_reply": "2023-07-19T22:27:18.095336Z"
+     "iopub.execute_input": "2023-07-31T20:07:22.649852Z",
+     "iopub.status.busy": "2023-07-31T20:07:22.648984Z",
+     "iopub.status.idle": "2023-07-31T20:08:49.852076Z",
+     "shell.execute_reply": "2023-07-31T20:08:49.851012Z"
     },
     "papermill": {
-     "duration": 84.646233,
-     "end_time": "2023-07-19T22:27:18.101158",
+     "duration": 87.290777,
+     "end_time": "2023-07-31T20:08:49.854237",
      "exception": false,
-     "start_time": "2023-07-19T22:25:53.454925",
+     "start_time": "2023-07-31T20:07:22.563460",
      "status": "completed"
     },
     "pycharm": {
@@ -6931,32 +6931,32 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "behavior_ophys_experiment_1050762966.nwb: 100%|██████████| 254M/254M [00:09<00:00, 26.3MMB/s]\n",
+      "behavior_ophys_experiment_1050762966.nwb: 100%|██████████| 254M/254M [00:09<00:00, 28.2MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_1050762969.nwb: 100%|██████████| 253M/253M [00:09<00:00, 26.7MMB/s]\n",
+      "behavior_ophys_experiment_1050762969.nwb: 100%|██████████| 253M/253M [00:09<00:00, 26.5MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_1050762972.nwb: 100%|██████████| 244M/244M [00:09<00:00, 25.5MMB/s]\n",
+      "behavior_ophys_experiment_1050762972.nwb: 100%|██████████| 244M/244M [00:09<00:00, 25.0MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_1050762974.nwb: 100%|██████████| 248M/248M [00:09<00:00, 27.6MMB/s]\n",
+      "behavior_ophys_experiment_1050762974.nwb: 100%|██████████| 248M/248M [00:09<00:00, 26.1MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_1050762975.nwb: 100%|██████████| 253M/253M [00:07<00:00, 32.5MMB/s]\n",
+      "behavior_ophys_experiment_1050762975.nwb: 100%|██████████| 253M/253M [00:08<00:00, 29.3MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "behavior_ophys_experiment_1050762977.nwb: 100%|██████████| 242M/242M [00:08<00:00, 27.6MMB/s]\n",
+      "behavior_ophys_experiment_1050762977.nwb: 100%|██████████| 242M/242M [00:08<00:00, 28.2MMB/s]\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.3.0 because version 1.5.1 is already loaded.\n",
       "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
       "/opt/hostedtoolcache/Python/3.8.17/x64/lib/python3.8/site-packages/hdmf/spec/namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n",
@@ -6966,7 +6966,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f245ca78460>"
+       "<matplotlib.legend.Legend at 0x7f3ebd2de130>"
       ]
      },
      "execution_count": 55,
@@ -7017,10 +7017,10 @@
    "id": "2f9f57a1",
    "metadata": {
     "papermill": {
-     "duration": 0.141039,
-     "end_time": "2023-07-19T22:27:18.359826",
+     "duration": 0.111624,
+     "end_time": "2023-07-31T20:08:50.073943",
      "exception": false,
-     "start_time": "2023-07-19T22:27:18.218787",
+     "start_time": "2023-07-31T20:08:49.962319",
      "status": "completed"
     },
     "pycharm": {
@@ -7038,16 +7038,16 @@
    "id": "0b9608e5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:27:18.552714Z",
-     "iopub.status.busy": "2023-07-19T22:27:18.551944Z",
-     "iopub.status.idle": "2023-07-19T22:27:18.562019Z",
-     "shell.execute_reply": "2023-07-19T22:27:18.561119Z"
+     "iopub.execute_input": "2023-07-31T20:08:50.293747Z",
+     "iopub.status.busy": "2023-07-31T20:08:50.293311Z",
+     "iopub.status.idle": "2023-07-31T20:08:50.303613Z",
+     "shell.execute_reply": "2023-07-31T20:08:50.302773Z"
     },
     "papermill": {
-     "duration": 0.108434,
-     "end_time": "2023-07-19T22:27:18.565052",
+     "duration": 0.124568,
+     "end_time": "2023-07-31T20:08:50.308653",
      "exception": false,
-     "start_time": "2023-07-19T22:27:18.456618",
+     "start_time": "2023-07-31T20:08:50.184085",
      "status": "completed"
     },
     "pycharm": {
@@ -7142,10 +7142,10 @@
    "id": "6b4a6555",
    "metadata": {
     "papermill": {
-     "duration": 0.100242,
-     "end_time": "2023-07-19T22:27:18.764118",
+     "duration": 0.14165,
+     "end_time": "2023-07-31T20:08:50.560039",
      "exception": false,
-     "start_time": "2023-07-19T22:27:18.663876",
+     "start_time": "2023-07-31T20:08:50.418389",
      "status": "completed"
     },
     "tags": []
@@ -7160,16 +7160,16 @@
    "id": "2da8849b",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:27:18.983073Z",
-     "iopub.status.busy": "2023-07-19T22:27:18.981940Z",
-     "iopub.status.idle": "2023-07-19T22:27:19.212901Z",
-     "shell.execute_reply": "2023-07-19T22:27:19.212006Z"
+     "iopub.execute_input": "2023-07-31T20:08:50.783771Z",
+     "iopub.status.busy": "2023-07-31T20:08:50.783411Z",
+     "iopub.status.idle": "2023-07-31T20:08:51.042213Z",
+     "shell.execute_reply": "2023-07-31T20:08:51.041202Z"
     },
     "papermill": {
-     "duration": 0.336086,
-     "end_time": "2023-07-19T22:27:19.215912",
+     "duration": 0.374722,
+     "end_time": "2023-07-31T20:08:51.045928",
      "exception": false,
-     "start_time": "2023-07-19T22:27:18.879826",
+     "start_time": "2023-07-31T20:08:50.671206",
      "status": "completed"
     },
     "tags": []
@@ -7218,10 +7218,10 @@
    "id": "acbf3e5a",
    "metadata": {
     "papermill": {
-     "duration": 0.098614,
-     "end_time": "2023-07-19T22:27:19.412458",
+     "duration": 0.108291,
+     "end_time": "2023-07-31T20:08:51.265582",
      "exception": false,
-     "start_time": "2023-07-19T22:27:19.313844",
+     "start_time": "2023-07-31T20:08:51.157291",
      "status": "completed"
     },
     "tags": []
@@ -7236,16 +7236,16 @@
    "id": "d584bdac",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:27:19.618804Z",
-     "iopub.status.busy": "2023-07-19T22:27:19.618143Z",
-     "iopub.status.idle": "2023-07-19T22:27:19.624287Z",
-     "shell.execute_reply": "2023-07-19T22:27:19.623561Z"
+     "iopub.execute_input": "2023-07-31T20:08:51.496944Z",
+     "iopub.status.busy": "2023-07-31T20:08:51.496090Z",
+     "iopub.status.idle": "2023-07-31T20:08:51.502540Z",
+     "shell.execute_reply": "2023-07-31T20:08:51.501510Z"
     },
     "papermill": {
-     "duration": 0.11267,
-     "end_time": "2023-07-19T22:27:19.626010",
+     "duration": 0.12336,
+     "end_time": "2023-07-31T20:08:51.504906",
      "exception": false,
-     "start_time": "2023-07-19T22:27:19.513340",
+     "start_time": "2023-07-31T20:08:51.381546",
      "status": "completed"
     },
     "tags": []
@@ -7260,10 +7260,10 @@
    "id": "4b5272f7",
    "metadata": {
     "papermill": {
-     "duration": 0.098313,
-     "end_time": "2023-07-19T22:27:19.821535",
+     "duration": 0.107489,
+     "end_time": "2023-07-31T20:08:51.722402",
      "exception": false,
-     "start_time": "2023-07-19T22:27:19.723222",
+     "start_time": "2023-07-31T20:08:51.614913",
      "status": "completed"
     },
     "tags": []
@@ -7278,16 +7278,16 @@
    "id": "85244312",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:27:20.034323Z",
-     "iopub.status.busy": "2023-07-19T22:27:20.033284Z",
-     "iopub.status.idle": "2023-07-19T22:27:20.323219Z",
-     "shell.execute_reply": "2023-07-19T22:27:20.322461Z"
+     "iopub.execute_input": "2023-07-31T20:08:51.936503Z",
+     "iopub.status.busy": "2023-07-31T20:08:51.935929Z",
+     "iopub.status.idle": "2023-07-31T20:08:52.228272Z",
+     "shell.execute_reply": "2023-07-31T20:08:52.227264Z"
     },
     "papermill": {
-     "duration": 0.405494,
-     "end_time": "2023-07-19T22:27:20.325156",
+     "duration": 0.405034,
+     "end_time": "2023-07-31T20:08:52.231210",
      "exception": false,
-     "start_time": "2023-07-19T22:27:19.919662",
+     "start_time": "2023-07-31T20:08:51.826176",
      "status": "completed"
     },
     "tags": []
@@ -7317,10 +7317,10 @@
    "id": "e84eb564",
    "metadata": {
     "papermill": {
-     "duration": 0.109778,
-     "end_time": "2023-07-19T22:27:20.548292",
+     "duration": 0.114584,
+     "end_time": "2023-07-31T20:08:52.463382",
      "exception": false,
-     "start_time": "2023-07-19T22:27:20.438514",
+     "start_time": "2023-07-31T20:08:52.348798",
      "status": "completed"
     },
     "tags": []
@@ -7335,16 +7335,16 @@
    "id": "864c2ee4",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-07-19T22:27:20.752702Z",
-     "iopub.status.busy": "2023-07-19T22:27:20.751641Z",
-     "iopub.status.idle": "2023-07-19T22:27:20.969816Z",
-     "shell.execute_reply": "2023-07-19T22:27:20.968910Z"
+     "iopub.execute_input": "2023-07-31T20:08:52.691573Z",
+     "iopub.status.busy": "2023-07-31T20:08:52.689791Z",
+     "iopub.status.idle": "2023-07-31T20:08:52.929747Z",
+     "shell.execute_reply": "2023-07-31T20:08:52.928839Z"
     },
     "papermill": {
-     "duration": 0.321301,
-     "end_time": "2023-07-19T22:27:20.971972",
+     "duration": 0.355262,
+     "end_time": "2023-07-31T20:08:52.931769",
      "exception": false,
-     "start_time": "2023-07-19T22:27:20.650671",
+     "start_time": "2023-07-31T20:08:52.576507",
      "status": "completed"
     },
     "tags": []
@@ -7400,17 +7400,17 @@
   },
   "papermill": {
    "default_parameters": {},
-   "duration": 218.936768,
-   "end_time": "2023-07-19T22:27:21.806206",
+   "duration": 228.81602,
+   "end_time": "2023-07-31T20:08:53.871811",
    "environment_variables": {},
    "exception": null,
    "input_path": "doc_template/examples_root/examples/nb/visual_behavior_ophys_dataset_manifest.ipynb",
-   "output_path": "/tmp/tmp6aiuh5rl/scratch_nb.ipynb",
+   "output_path": "/tmp/tmp7i7n67wo/scratch_nb.ipynb",
    "parameters": {
-    "output_dir": "/tmp/tmp6aiuh5rl",
+    "output_dir": "/tmp/tmp7i7n67wo",
     "resources_dir": "/home/runner/work/AllenSDK/AllenSDK/allensdk/internal/notebooks/resources"
    },
-   "start_time": "2023-07-19T22:23:42.869438",
+   "start_time": "2023-07-31T20:05:05.055791",
    "version": "2.4.0"
   }
  },
diff --git a/docker/anaconda3/Dockerfile b/docker/anaconda3/Dockerfile
index 6d56404250..88192c8a09 100755
--- a/docker/anaconda3/Dockerfile
+++ b/docker/anaconda3/Dockerfile
@@ -1,7 +1,12 @@
-# docker build --tag alleninstitute/allensdk:anaconda3 .
-# docker run -it alleninstitute/allensdk:anaconda3 /bin/bash
 #
-FROM continuumio/miniconda3:4.8.2
+# To deploy an image for use on bamboo, use the following command:
+# docker buildx build --platform linux/amd64,linux/arm64 -t alleninstitutepika/allensdk_anaconda3 --push docker/anaconda3
+#
+# To pull the container:
+# docker run -it alleninstitutepika/anaconda3 /bin/bash
+# NOTE: This container is designed for testing only and does not have the
+# AllenSDK installed.
+FROM continuumio/miniconda3:23.5.2-0
 
 LABEL maintainer="nicholas.mei@alleninstitute.org"
 
@@ -16,9 +21,6 @@ RUN apt-get update \
 
 RUN conda update -y conda
 
-RUN conda create -y --name py36 python=3.6 ipykernel \
-    && conda clean --index-cache --tarballs
-
 RUN conda create -y --name py37 python=3.7 ipykernel \
     && conda clean --index-cache --tarballs
 
@@ -27,3 +29,9 @@ RUN conda create -y --name py38 python=3.8 ipykernel numpy \
 
 RUN conda create -y --name py39 python=3.9 ipykernel \
     && conda clean --index-cache --tarballs
+
+RUN conda create -y --name py310 python=3.10 ipykernel \
+    && conda clean --index-cache --tarballs
+
+RUN conda create -y --name py311 python=3.11 ipykernel \
+    && conda clean --index-cache --tarballs