From 2e057c4815ab02d0f8b35162c6b363293625d4a8 Mon Sep 17 00:00:00 2001 From: James Munroe Date: Tue, 12 Mar 2024 21:25:52 +0000 Subject: [PATCH 1/4] add video and mysql command --- ...populated.ipynb => 00_HubQuickStart.ipynb} | 376 ++++++++---------- 1 file changed, 167 insertions(+), 209 deletions(-) rename notebooks/{00_All_from_Prepopulated.ipynb => 00_HubQuickStart.ipynb} (97%) diff --git a/notebooks/00_All_from_Prepopulated.ipynb b/notebooks/00_HubQuickStart.ipynb similarity index 97% rename from notebooks/00_All_from_Prepopulated.ipynb rename to notebooks/00_HubQuickStart.ipynb index 1490560..c8ea6cf 100644 --- a/notebooks/00_All_from_Prepopulated.ipynb +++ b/notebooks/00_HubQuickStart.ipynb @@ -1,10 +1,67 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "# Spyglass: Quick Start Demo\n" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Spyglass: Quick Demo\n" + "Welcome to [Spyglass](https://lorenfranklab.github.io/spyglass/0.4/),\n", + "a [DataJoint](https://github.com/datajoint/datajoint-python/)\n", + "pipeline maintained by the [Frank Lab](https://franklab.ucsf.edu/) at UCSF." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is a Jupyter Notebook. To run the selected *cell* and advance in this document, use `SHIFT+ENTER`\n", + "\n", + "\n", + "To learn more about Spyglass from Dr. Loren Frank by running the code block below and then click the play button to start the video." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import IFrame\n", + "IFrame(src=\"https://player.vimeo.com/video/922578532?title=0&portrait=0\",\n", + " width='100%', height='500')" ] }, { @@ -16,6 +73,54 @@ "To learn how this data is loaded, please review the other notebooks in this series.\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Quick Start Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This `00_HubQuickStart.ipynb` notebook is designed to be run on the JupyterHub set up at spyglass.hhmi.2i2c.cloud. If you are exploring Spyglass from your own machine, start with the notebook `00_Setup.ipynb` instead." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will start by pre-loading some data into a the MySQL database used by Spyglass." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "mysql: [Warning] Using a password on the command line interface can be insecure.\n" + ] + } + ], + "source": [ + "%%bash\n", + "mysql -h 127.0.0.1 -u root --password=tutorial < /home/jovyan/spyglass-demo/data/prepopulate.sql" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This step should take less than 20 seconds and the warning `mysql: [Warning] Using a password on the command line interface can be insecure.` is expected for this quick start demo." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -32,8 +137,10 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, + "execution_count": 58, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import datajoint as dj\n", @@ -65,9 +172,20 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], + "execution_count": 59, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2024-03-12 21:18:20,771][INFO]: Connecting root@localhost:3306\n", + "[2024-03-12 21:18:20,783][INFO]: Connected root@localhost:3306\n" + ] + } + ], "source": [ "import spyglass.common as sgc\n", "\n", @@ -105,8 +223,10 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, + "execution_count": 60, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -187,7 +307,7 @@ " (Total: 1)" ] }, - "execution_count": 16, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -207,8 +327,10 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 61, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -297,7 +419,7 @@ " (Total: 1)" ] }, - "execution_count": 17, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -315,8 +437,10 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 62, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -332,7 +456,7 @@ " 'upsampling_interpolation_method': 'linear'}" ] }, - "execution_count": 18, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -366,200 +490,34 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, + "execution_count": 63, + "metadata": { + "tags": [] + }, "outputs": [ { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " video_frame_ind position_x position_y orientation \\\n", - "time \n", - "1.625936e+09 0 NaN NaN NaN \n", - "1.625936e+09 1 NaN NaN NaN \n", - "1.625936e+09 2 NaN NaN NaN \n", - "1.625936e+09 3 NaN NaN NaN \n", - "1.625936e+09 4 NaN NaN NaN \n", - "... ... ... ... ... \n", - "1.625937e+09 44186 38.483603 113.574868 -1.402199 \n", - "1.625937e+09 44187 38.483603 113.521270 -1.398606 \n", - "1.625937e+09 44188 38.430005 113.574868 -1.416478 \n", - "1.625937e+09 44189 38.376407 113.574868 -1.432157 \n", - "1.625937e+09 44190 38.376407 113.628467 -1.435269 \n", - "\n", - " velocity_x velocity_y speed \n", - "time \n", - "1.625936e+09 NaN NaN NaN \n", - "1.625936e+09 NaN NaN NaN \n", - "1.625936e+09 NaN NaN NaN \n", - "1.625936e+09 NaN NaN NaN \n", - "1.625936e+09 NaN NaN NaN \n", - "... ... ... ... \n", - "1.625937e+09 1.008364 -0.865117 1.328618 \n", - "1.625937e+09 0.603148 -0.534938 0.806192 \n", - "1.625937e+09 0.256839 -0.219871 0.338096 \n", - "1.625937e+09 0.017772 0.025349 0.030958 \n", - "1.625937e+09 -0.107231 0.174792 0.205063 \n", - "\n", - "[44191 rows x 7 columns]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "[21:18:32][INFO] Spyglass: NWB file not found locally; checking kachery for /home/jovyan/spyglass-demo/data/nwb/analysis/mediumnwb20230802/mediumnwb20230802_H9HJCJSOW9.nwb\n" + ] + }, + { + "ename": "Exception", + "evalue": "mediumnwb20230802_H9HJCJSOW9.nwb cannot be downloaded", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[63], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m position_info \u001b[38;5;241m=\u001b[39m \u001b[43mPositionOutput\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch1_dataframe\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m position_info\n", + "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/position/position_merge.py:89\u001b[0m, in \u001b[0;36mPositionOutput.fetch1_dataframe\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 82\u001b[0m key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmerge_restrict(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mproj())\u001b[38;5;241m.\u001b[39mproj()\n\u001b[1;32m 83\u001b[0m query \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 84\u001b[0m source_class_dict[\n\u001b[1;32m 85\u001b[0m to_camel_case(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmerge_get_parent(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mproj())\u001b[38;5;241m.\u001b[39mtable_name)\n\u001b[1;32m 86\u001b[0m ]\n\u001b[1;32m 87\u001b[0m \u001b[38;5;241m&\u001b[39m key\n\u001b[1;32m 88\u001b[0m )\n\u001b[0;32m---> 89\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mquery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch1_dataframe\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/position/v1/position_trodes_position.py:228\u001b[0m, in \u001b[0;36mTrodesPosV1.fetch1_dataframe\u001b[0;34m(self, add_frame_ind)\u001b[0m\n\u001b[1;32m 223\u001b[0m logger\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 224\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUpsampled position data, frame indices are invalid. Setting add_frame_ind=False\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 225\u001b[0m )\n\u001b[1;32m 226\u001b[0m add_frame_ind \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m 227\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m IntervalPositionInfo\u001b[38;5;241m.\u001b[39m_data_to_df(\n\u001b[0;32m--> 228\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch_nwb\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;241m0\u001b[39m], prefix\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m, add_frame_ind\u001b[38;5;241m=\u001b[39madd_frame_ind\n\u001b[1;32m 229\u001b[0m )\n", + "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/utils/dj_mixin.py:101\u001b[0m, in \u001b[0;36mSpyglassMixin.fetch_nwb\u001b[0;34m(self, *attrs, **kwargs)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfetch_nwb\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39mattrs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 94\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Fetch NWBFile object from relevant table.\u001b[39;00m\n\u001b[1;32m 95\u001b[0m \n\u001b[1;32m 96\u001b[0m \u001b[38;5;124;03m Implementing class must have a foreign key reference to Nwbfile or\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;124;03m precedence.\u001b[39;00m\n\u001b[1;32m 100\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfetch_nwb\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_nwb_table_tuple\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/utils/dj_helper_fn.py:157\u001b[0m, in \u001b[0;36mfetch_nwb\u001b[0;34m(query_expression, nwb_master, *attrs, **kwargs)\u001b[0m\n\u001b[1;32m 154\u001b[0m file_path \u001b[38;5;241m=\u001b[39m file_path_fn(file_name)\n\u001b[1;32m 155\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mexists(file_path):\n\u001b[1;32m 156\u001b[0m \u001b[38;5;66;03m# retrieve the file from kachery. This also opens the file and stores the file object\u001b[39;00m\n\u001b[0;32m--> 157\u001b[0m \u001b[43mget_nwb_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 159\u001b[0m rec_dicts \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 160\u001b[0m query_expression \u001b[38;5;241m*\u001b[39m tbl\u001b[38;5;241m.\u001b[39mproj(nwb2load_filepath\u001b[38;5;241m=\u001b[39mattr_name)\n\u001b[1;32m 161\u001b[0m )\u001b[38;5;241m.\u001b[39mfetch(\u001b[38;5;241m*\u001b[39mattrs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnwb2load_filepath\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 163\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m rec_dicts \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39many(\n\u001b[1;32m 164\u001b[0m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mobject_id\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m key \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m rec_dicts[\u001b[38;5;241m0\u001b[39m]]\n\u001b[1;32m 165\u001b[0m ):\n", + "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/utils/nwb_helper_fn.py:61\u001b[0m, in \u001b[0;36mget_nwb_file\u001b[0;34m(nwb_file_path)\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msharing\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msharing_kachery\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m AnalysisNwbfileKachery\n\u001b[1;32m 59\u001b[0m \u001b[38;5;66;03m# the download functions assume just the filename, so we need to\u001b[39;00m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;66;03m# get that from the path\u001b[39;00m\n\u001b[0;32m---> 61\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[43mAnalysisNwbfileKachery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdownload_file\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 62\u001b[0m \u001b[43m \u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbasename\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnwb_file_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 63\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 64\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;66;03m# now open the file\u001b[39;00m\n", + "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/sharing/sharing_kachery.py:215\u001b[0m, in \u001b[0;36mAnalysisNwbfileKachery.download_file\u001b[0;34m(analysis_file_name)\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m(\n\u001b[1;32m 212\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLinked file \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlinked_file_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m cannot be downloaded\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 213\u001b[0m )\n\u001b[1;32m 214\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m downloaded:\n\u001b[0;32m--> 215\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00manalysis_file_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m cannot be downloaded\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 217\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "\u001b[0;31mException\u001b[0m: mediumnwb20230802_H9HJCJSOW9.nwb cannot be downloaded" + ] } ], "source": [ @@ -1194,7 +1152,7 @@ ], "metadata": { "kernelspec": { - "display_name": "spyglass", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1212,5 +1170,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From a428ea3d7575c3fec758572d1a26753f2a3ed133 Mon Sep 17 00:00:00 2001 From: CBroz1 Date: Wed, 13 Mar 2024 07:32:15 -0500 Subject: [PATCH 2/4] Add symbolic links for analysis files --- .gitignore | 1 + data/nwb/analysis/.gitkeep | 0 data/nwb/analysis/mediumnwb20230802_2LDH02MW71.nwb | 1 + data/nwb/analysis/mediumnwb20230802_ALNN6TZ4L7.nwb | 1 + data/nwb/analysis/mediumnwb20230802_CL4ZH1XOVE.nwb | 1 + data/nwb/analysis/mediumnwb20230802_H9HJCJSOW9.nwb | 1 + data/nwb/analysis/mediumnwb20230802_JYDMV4BHE1.nwb | 1 + data/nwb/analysis/mediumnwb20230802_VWKEI7S3KE.nwb | 1 + data/nwb/analysis/mediumnwb20230802_W4TZ0KLE88.nwb | 1 + data/nwb/analysis/mediumnwb20230802_WNTUBZ0X82.nwb | 1 + 10 files changed, 9 insertions(+) create mode 100644 data/nwb/analysis/.gitkeep create mode 120000 data/nwb/analysis/mediumnwb20230802_2LDH02MW71.nwb create mode 120000 data/nwb/analysis/mediumnwb20230802_ALNN6TZ4L7.nwb create mode 120000 data/nwb/analysis/mediumnwb20230802_CL4ZH1XOVE.nwb create mode 120000 data/nwb/analysis/mediumnwb20230802_H9HJCJSOW9.nwb create mode 120000 data/nwb/analysis/mediumnwb20230802_JYDMV4BHE1.nwb create mode 120000 data/nwb/analysis/mediumnwb20230802_VWKEI7S3KE.nwb create mode 120000 data/nwb/analysis/mediumnwb20230802_W4TZ0KLE88.nwb create mode 120000 data/nwb/analysis/mediumnwb20230802_WNTUBZ0X82.nwb diff --git a/.gitignore b/.gitignore index 5509140..fd4e0d6 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,2 @@ *.DS_Store +temp* diff --git a/data/nwb/analysis/.gitkeep b/data/nwb/analysis/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/data/nwb/analysis/mediumnwb20230802_2LDH02MW71.nwb b/data/nwb/analysis/mediumnwb20230802_2LDH02MW71.nwb new file mode 120000 index 0000000..c91c9c8 --- /dev/null +++ b/data/nwb/analysis/mediumnwb20230802_2LDH02MW71.nwb @@ -0,0 +1 @@ +/home/jovyan/shared-readonly/nwb/analysis/mediumnwb20230802/mediumnwb20230802_2LDH02MW71.nwb \ No newline at end of file diff --git a/data/nwb/analysis/mediumnwb20230802_ALNN6TZ4L7.nwb b/data/nwb/analysis/mediumnwb20230802_ALNN6TZ4L7.nwb new file mode 120000 index 0000000..2c75f7a --- /dev/null +++ b/data/nwb/analysis/mediumnwb20230802_ALNN6TZ4L7.nwb @@ -0,0 +1 @@ +/home/jovyan/shared-readonly/nwb/analysis/mediumnwb20230802/mediumnwb20230802_ALNN6TZ4L7.nwb \ No newline at end of file diff --git a/data/nwb/analysis/mediumnwb20230802_CL4ZH1XOVE.nwb b/data/nwb/analysis/mediumnwb20230802_CL4ZH1XOVE.nwb new file mode 120000 index 0000000..decf577 --- /dev/null +++ b/data/nwb/analysis/mediumnwb20230802_CL4ZH1XOVE.nwb @@ -0,0 +1 @@ +/home/jovyan/shared-readonly/nwb/analysis/mediumnwb20230802/mediumnwb20230802_CL4ZH1XOVE.nwb \ No newline at end of file diff --git a/data/nwb/analysis/mediumnwb20230802_H9HJCJSOW9.nwb b/data/nwb/analysis/mediumnwb20230802_H9HJCJSOW9.nwb new file mode 120000 index 0000000..d61e246 --- /dev/null +++ b/data/nwb/analysis/mediumnwb20230802_H9HJCJSOW9.nwb @@ -0,0 +1 @@ +/home/jovyan/shared-readonly/nwb/analysis/mediumnwb20230802/mediumnwb20230802_H9HJCJSOW9.nwb \ No newline at end of file diff --git a/data/nwb/analysis/mediumnwb20230802_JYDMV4BHE1.nwb b/data/nwb/analysis/mediumnwb20230802_JYDMV4BHE1.nwb new file mode 120000 index 0000000..24ccfcd --- /dev/null +++ b/data/nwb/analysis/mediumnwb20230802_JYDMV4BHE1.nwb @@ -0,0 +1 @@ +/home/jovyan/shared-readonly/nwb/analysis/mediumnwb20230802/mediumnwb20230802_JYDMV4BHE1.nwb \ No newline at end of file diff --git a/data/nwb/analysis/mediumnwb20230802_VWKEI7S3KE.nwb b/data/nwb/analysis/mediumnwb20230802_VWKEI7S3KE.nwb new file mode 120000 index 0000000..0285407 --- /dev/null +++ b/data/nwb/analysis/mediumnwb20230802_VWKEI7S3KE.nwb @@ -0,0 +1 @@ +/home/jovyan/shared-readonly/nwb/analysis/mediumnwb20230802/mediumnwb20230802_VWKEI7S3KE.nwb \ No newline at end of file diff --git a/data/nwb/analysis/mediumnwb20230802_W4TZ0KLE88.nwb b/data/nwb/analysis/mediumnwb20230802_W4TZ0KLE88.nwb new file mode 120000 index 0000000..3c2db43 --- /dev/null +++ b/data/nwb/analysis/mediumnwb20230802_W4TZ0KLE88.nwb @@ -0,0 +1 @@ +/home/jovyan/shared-readonly/nwb/analysis/mediumnwb20230802/mediumnwb20230802_W4TZ0KLE88.nwb \ No newline at end of file diff --git a/data/nwb/analysis/mediumnwb20230802_WNTUBZ0X82.nwb b/data/nwb/analysis/mediumnwb20230802_WNTUBZ0X82.nwb new file mode 120000 index 0000000..39365a6 --- /dev/null +++ b/data/nwb/analysis/mediumnwb20230802_WNTUBZ0X82.nwb @@ -0,0 +1 @@ +/home/jovyan/shared-readonly/nwb/analysis/mediumnwb20230802/mediumnwb20230802_WNTUBZ0X82.nwb \ No newline at end of file From 38d36b5d94f6f46d03aa43e3fe9982b86f5e409b Mon Sep 17 00:00:00 2001 From: CBroz1 Date: Wed, 13 Mar 2024 12:25:24 -0500 Subject: [PATCH 3/4] Revert display dataframe --- notebooks/00_HubQuickStart.ipynb | 214 +++++++++++++++++++++++++++---- 1 file changed, 191 insertions(+), 23 deletions(-) diff --git a/notebooks/00_HubQuickStart.ipynb b/notebooks/00_HubQuickStart.ipynb index c8ea6cf..df30fae 100644 --- a/notebooks/00_HubQuickStart.ipynb +++ b/notebooks/00_HubQuickStart.ipynb @@ -490,34 +490,202 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "[21:18:32][INFO] Spyglass: NWB file not found locally; checking kachery for /home/jovyan/spyglass-demo/data/nwb/analysis/mediumnwb20230802/mediumnwb20230802_H9HJCJSOW9.nwb\n" - ] - }, - { - "ename": "Exception", - "evalue": "mediumnwb20230802_H9HJCJSOW9.nwb cannot be downloaded", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mException\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[63], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m position_info \u001b[38;5;241m=\u001b[39m \u001b[43mPositionOutput\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch1_dataframe\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m position_info\n", - "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/position/position_merge.py:89\u001b[0m, in \u001b[0;36mPositionOutput.fetch1_dataframe\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 82\u001b[0m key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmerge_restrict(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mproj())\u001b[38;5;241m.\u001b[39mproj()\n\u001b[1;32m 83\u001b[0m query \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 84\u001b[0m source_class_dict[\n\u001b[1;32m 85\u001b[0m to_camel_case(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmerge_get_parent(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mproj())\u001b[38;5;241m.\u001b[39mtable_name)\n\u001b[1;32m 86\u001b[0m ]\n\u001b[1;32m 87\u001b[0m \u001b[38;5;241m&\u001b[39m key\n\u001b[1;32m 88\u001b[0m )\n\u001b[0;32m---> 89\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mquery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch1_dataframe\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/position/v1/position_trodes_position.py:228\u001b[0m, in \u001b[0;36mTrodesPosV1.fetch1_dataframe\u001b[0;34m(self, add_frame_ind)\u001b[0m\n\u001b[1;32m 223\u001b[0m logger\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 224\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUpsampled position data, frame indices are invalid. Setting add_frame_ind=False\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 225\u001b[0m )\n\u001b[1;32m 226\u001b[0m add_frame_ind \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m 227\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m IntervalPositionInfo\u001b[38;5;241m.\u001b[39m_data_to_df(\n\u001b[0;32m--> 228\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch_nwb\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;241m0\u001b[39m], prefix\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m, add_frame_ind\u001b[38;5;241m=\u001b[39madd_frame_ind\n\u001b[1;32m 229\u001b[0m )\n", - "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/utils/dj_mixin.py:101\u001b[0m, in \u001b[0;36mSpyglassMixin.fetch_nwb\u001b[0;34m(self, *attrs, **kwargs)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfetch_nwb\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39mattrs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 94\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Fetch NWBFile object from relevant table.\u001b[39;00m\n\u001b[1;32m 95\u001b[0m \n\u001b[1;32m 96\u001b[0m \u001b[38;5;124;03m Implementing class must have a foreign key reference to Nwbfile or\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;124;03m precedence.\u001b[39;00m\n\u001b[1;32m 100\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfetch_nwb\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_nwb_table_tuple\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/utils/dj_helper_fn.py:157\u001b[0m, in \u001b[0;36mfetch_nwb\u001b[0;34m(query_expression, nwb_master, *attrs, **kwargs)\u001b[0m\n\u001b[1;32m 154\u001b[0m file_path \u001b[38;5;241m=\u001b[39m file_path_fn(file_name)\n\u001b[1;32m 155\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mexists(file_path):\n\u001b[1;32m 156\u001b[0m \u001b[38;5;66;03m# retrieve the file from kachery. This also opens the file and stores the file object\u001b[39;00m\n\u001b[0;32m--> 157\u001b[0m \u001b[43mget_nwb_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 159\u001b[0m rec_dicts \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 160\u001b[0m query_expression \u001b[38;5;241m*\u001b[39m tbl\u001b[38;5;241m.\u001b[39mproj(nwb2load_filepath\u001b[38;5;241m=\u001b[39mattr_name)\n\u001b[1;32m 161\u001b[0m )\u001b[38;5;241m.\u001b[39mfetch(\u001b[38;5;241m*\u001b[39mattrs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnwb2load_filepath\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 163\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m rec_dicts \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39many(\n\u001b[1;32m 164\u001b[0m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mobject_id\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m key \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m rec_dicts[\u001b[38;5;241m0\u001b[39m]]\n\u001b[1;32m 165\u001b[0m ):\n", - "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/utils/nwb_helper_fn.py:61\u001b[0m, in \u001b[0;36mget_nwb_file\u001b[0;34m(nwb_file_path)\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msharing\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msharing_kachery\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m AnalysisNwbfileKachery\n\u001b[1;32m 59\u001b[0m \u001b[38;5;66;03m# the download functions assume just the filename, so we need to\u001b[39;00m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;66;03m# get that from the path\u001b[39;00m\n\u001b[0;32m---> 61\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[43mAnalysisNwbfileKachery\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdownload_file\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 62\u001b[0m \u001b[43m \u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbasename\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnwb_file_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 63\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 64\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;66;03m# now open the file\u001b[39;00m\n", - "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.9/site-packages/spyglass/sharing/sharing_kachery.py:215\u001b[0m, in \u001b[0;36mAnalysisNwbfileKachery.download_file\u001b[0;34m(analysis_file_name)\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m(\n\u001b[1;32m 212\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLinked file \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlinked_file_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m cannot be downloaded\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 213\u001b[0m )\n\u001b[1;32m 214\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m downloaded:\n\u001b[0;32m--> 215\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00manalysis_file_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m cannot be downloaded\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 217\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m\n", - "\u001b[0;31mException\u001b[0m: mediumnwb20230802_H9HJCJSOW9.nwb cannot be downloaded" - ] + "data": { + "text/html": [ + "
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video_frame_indposition_xposition_yorientationvelocity_xvelocity_yspeed
time
1.625936e+090NaNNaNNaNNaNNaNNaN
1.625936e+091NaNNaNNaNNaNNaNNaN
1.625936e+092NaNNaNNaNNaNNaNNaN
1.625936e+093NaNNaNNaNNaNNaNNaN
1.625936e+094NaNNaNNaNNaNNaNNaN
........................
1.625937e+094418638.483603113.574868-1.4021991.008364-0.8651171.328618
1.625937e+094418738.483603113.521270-1.3986060.603148-0.5349380.806192
1.625937e+094418838.430005113.574868-1.4164780.256839-0.2198710.338096
1.625937e+094418938.376407113.574868-1.4321570.0177720.0253490.030958
1.625937e+094419038.376407113.628467-1.435269-0.1072310.1747920.205063
\n", + "

44191 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " video_frame_ind position_x position_y orientation \n", + "time \n", + "1.625936e+09 0 NaN NaN NaN \\\n", + "1.625936e+09 1 NaN NaN NaN \n", + "1.625936e+09 2 NaN NaN NaN \n", + "1.625936e+09 3 NaN NaN NaN \n", + "1.625936e+09 4 NaN NaN NaN \n", + "... ... ... ... ... \n", + "1.625937e+09 44186 38.483603 113.574868 -1.402199 \n", + "1.625937e+09 44187 38.483603 113.521270 -1.398606 \n", + "1.625937e+09 44188 38.430005 113.574868 -1.416478 \n", + "1.625937e+09 44189 38.376407 113.574868 -1.432157 \n", + "1.625937e+09 44190 38.376407 113.628467 -1.435269 \n", + "\n", + " velocity_x velocity_y speed \n", + "time \n", + "1.625936e+09 NaN NaN NaN \n", + "1.625936e+09 NaN NaN NaN \n", + "1.625936e+09 NaN NaN NaN \n", + "1.625936e+09 NaN NaN NaN \n", + "1.625936e+09 NaN NaN NaN \n", + "... ... ... ... \n", + "1.625937e+09 1.008364 -0.865117 1.328618 \n", + "1.625937e+09 0.603148 -0.534938 0.806192 \n", + "1.625937e+09 0.256839 -0.219871 0.338096 \n", + "1.625937e+09 0.017772 0.025349 0.030958 \n", + "1.625937e+09 -0.107231 0.174792 0.205063 \n", + "\n", + "[44191 rows x 7 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ From 65c3de40d6c237641a6018f70e286cf3bdd86535 Mon Sep 17 00:00:00 2001 From: CBroz1 Date: Wed, 13 Mar 2024 12:44:21 -0500 Subject: [PATCH 4/4] Edit opening sentence --- notebooks/00_HubQuickStart.ipynb | 346 +++++++++++++++---------------- 1 file changed, 172 insertions(+), 174 deletions(-) diff --git a/notebooks/00_HubQuickStart.ipynb b/notebooks/00_HubQuickStart.ipynb index df30fae..ef6fe04 100644 --- a/notebooks/00_HubQuickStart.ipynb +++ b/notebooks/00_HubQuickStart.ipynb @@ -14,23 +14,23 @@ "metadata": {}, "source": [ "Welcome to [Spyglass](https://lorenfranklab.github.io/spyglass/0.4/),\n", - "a [DataJoint](https://github.com/datajoint/datajoint-python/)\n", - "pipeline maintained by the [Frank Lab](https://franklab.ucsf.edu/) at UCSF." + "a framework for reproducible and shareable neuroscientific data analysis,\n", + "built with [DataJoint](https://github.com/datajoint/datajoint-python/) and\n", + "maintained by the [Frank Lab](https://franklab.ucsf.edu/) at UCSF.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This is a Jupyter Notebook. To run the selected *cell* and advance in this document, use `SHIFT+ENTER`\n", + "This is a Jupyter Notebook. To run the selected _cell_ and advance in this document, use `SHIFT+ENTER`\n", "\n", - "\n", - "To learn more about Spyglass from Dr. Loren Frank by running the code block below and then click the play button to start the video." + "To learn more about Spyglass from Dr. Loren Frank by running the code block below and then click the play button to start the video.\n" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 1, "metadata": { "tags": [] }, @@ -50,25 +50,29 @@ " " ], "text/plain": [ - "" + "" ] }, - "execution_count": 50, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import IFrame\n", - "IFrame(src=\"https://player.vimeo.com/video/922578532?title=0&portrait=0\",\n", - " width='100%', height='500')" + "\n", + "IFrame(\n", + " src=\"https://player.vimeo.com/video/922578532?title=0&portrait=0\",\n", + " width=\"100%\",\n", + " height=\"500\",\n", + ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Spyglass is a framework for reproducible and shareable neuroscience data analysis. Here, we will demonstrate some featues of spyglass. For the purposes of this demo, an NWB file has been ingested into the position, LFP, and spike sorting pipelines. We will retrieve data from the these pipelines and visualize them together to understand the tuning properties of hippocampal neurons.\n", + "Here, we will demonstrate some featues of spyglass. For the purposes of this demo, an NWB file has been ingested into the position, LFP, and spike sorting pipelines. We will retrieve data from the these pipelines and visualize them together to understand the tuning properties of hippocampal neurons.\n", "\n", "To learn how this data is loaded, please review the other notebooks in this series.\n" ] @@ -77,48 +81,40 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Quick Start Setup" + "## Quick Start Setup\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This `00_HubQuickStart.ipynb` notebook is designed to be run on the JupyterHub set up at spyglass.hhmi.2i2c.cloud. If you are exploring Spyglass from your own machine, start with the notebook `00_Setup.ipynb` instead." + "This `00_HubQuickStart.ipynb` notebook is designed to be run on the JupyterHub set up at spyglass.hhmi.2i2c.cloud. If you are exploring Spyglass from your own machine, start with the notebook `00_Setup.ipynb` instead.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We will start by pre-loading some data into a the MySQL database used by Spyglass." + "We will start by pre-loading some data into a the MySQL database used by Spyglass.\n" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 2, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "mysql: [Warning] Using a password on the command line interface can be insecure.\n" - ] - } - ], + "outputs": [], "source": [ "%%bash\n", - "mysql -h 127.0.0.1 -u root --password=tutorial < /home/jovyan/spyglass-demo/data/prepopulate.sql" + "# mysql -h 127.0.0.1 -u root --password=tutorial < /home/jovyan/spyglass-demo/data/prepopulate.sql" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This step should take less than 20 seconds and the warning `mysql: [Warning] Using a password on the command line interface can be insecure.` is expected for this quick start demo." + "This step should take less than 20 seconds and the warning `mysql: [Warning] Using a password on the command line interface can be insecure.` is expected for this quick start demo.\n" ] }, { @@ -137,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 3, "metadata": { "tags": [] }, @@ -152,7 +148,7 @@ " os.chdir(\"..\")\n", "\n", "dj.config.load(\n", - " Path(\"dj_local_conf.json\").absolute()\n", + " Path(\"dj_local_conf.json_mirr\").absolute()\n", ") # load config for database connection info" ] }, @@ -172,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 4, "metadata": { "tags": [] }, @@ -181,8 +177,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "[2024-03-12 21:18:20,771][INFO]: Connecting root@localhost:3306\n", - "[2024-03-12 21:18:20,783][INFO]: Connected root@localhost:3306\n" + "[2024-03-13 12:23:14,303][INFO]: Connecting root@localhost:3309\n", + "[2024-03-13 12:23:14,311][INFO]: Connected root@localhost:3309\n" ] } ], @@ -223,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 5, "metadata": { "tags": [] }, @@ -307,7 +303,7 @@ " (Total: 1)" ] }, - "execution_count": 60, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -327,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 6, "metadata": { "tags": [] }, @@ -419,7 +415,7 @@ " (Total: 1)" ] }, - "execution_count": 61, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -437,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 7, "metadata": { "tags": [] }, @@ -456,7 +452,7 @@ " 'upsampling_interpolation_method': 'linear'}" ] }, - "execution_count": 62, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -704,9 +700,19 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, "metadata": {}, "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Position')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { "image/png": 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", @@ -759,56 +765,58 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/cb/miniconda3/envs/spy/lib/python3.9/site-packages/torch/cuda/__init__.py:83: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.)\n", + " return torch._C._cuda_getDeviceCount() > 0\n" + ] + }, { "data": { "text/plain": [ - "[{'sorting_id': UUID('31916383-c308-4f1e-adf1-580403d8ce51'),\n", + "[{'sorting_id': UUID('5d7564f8-1dc4-4c00-ba30-9324d79fd5a6'),\n", " 'curation_id': 1,\n", - " 'analysis_file_name': 'mediumnwb20230802_NWBX0N7IYS.nwb',\n", + " 'analysis_file_name': 'mediumnwb20230802_ALNN6TZ4L7.nwb',\n", " 'parent_curation_id': 0,\n", - " 'object_id': spike_times curation_label \\\n", + " 'object_id': spike_times curation_label \n", " id \n", - " 1 [1625935703.3954985, 1625935703.419465, 162593... [noise, reject] \n", + " 1 [1625935703.3954985, 1625935703.419465, 162593... [noise, reject] \\\n", " 2 [1625935703.407565, 1625935703.4870985, 162593... [noise, reject] \n", - " 3 [1625935709.0196893, 1625935713.0867827, 16259... [] \n", - " 4 [1625935712.9343495, 1625935713.1196492, 16259... [] \n", - " 5 [1625935703.379465, 1625935703.444332, 1625935... [noise, reject] \n", - " 6 [1625935703.3900986, 1625935703.4081318, 16259... [noise, reject] \n", - " 7 [1625935704.977396, 1625935706.8785927, 162593... [] \n", - " 8 [1625935703.3915653, 1625935703.426632, 162593... [noise, reject] \n", - " 9 [1625935759.39704, 1625935759.9217722, 1625935... [] \n", + " 3 [1625935703.379465, 1625935703.444332, 1625935... [noise, reject] \n", + " 4 [1625935703.3900986, 1625935703.4081318, 16259... [noise, reject] \n", + " 5 [1625935703.3915653, 1625935703.426632, 162593... [noise, reject] \n", + " 6 [1625935737.3437426, 1625935759.9217722, 16259... [] \n", + " 7 [1625935704.9557626, 1625935704.977396, 162593... [] \n", " \n", - " merge_groups snr isi_violation nn_isolation nn_noise_overlap \\\n", + " merge_groups snr isi_violation nn_isolation nn_noise_overlap \n", " id \n", - " 1 [] 3.509076 0.021357 0.802400 0.383400 \n", - " 2 [] 4.850541 0.002959 0.868700 0.108800 \n", - " 3 [] 6.410216 0.000000 0.890800 0.010700 \n", - " 4 [] 9.123280 0.015950 0.892300 0.008300 \n", - " 5 [] 3.998333 0.068645 0.808800 0.340100 \n", - " 6 [] 3.939048 0.039038 0.780000 0.356900 \n", - " 7 [] 16.065535 0.000000 0.994609 0.001213 \n", - " 8 [] 3.976986 0.029743 0.775700 0.370100 \n", - " 9 [] 9.369279 0.000000 0.902830 0.002695 \n", + " 1 [] 4.194335 0.028175 0.749900 0.337500 \\\n", + " 2 [] 5.038191 0.004448 0.866200 0.119300 \n", + " 3 [] 3.972507 0.068645 0.814000 0.354600 \n", + " 4 [] 3.914364 0.039037 0.780100 0.371100 \n", + " 5 [] 4.035854 0.029731 0.765200 0.383100 \n", + " 6 [] 9.493100 0.000000 0.972348 0.003160 \n", + " 7 [] 16.065277 0.000000 0.987664 0.002123 \n", " \n", " peak_channel num_spikes \n", " id \n", - " 1 28 25285 \n", - " 2 28 25009 \n", - " 3 28 1687 \n", - " 4 28 3700 \n", - " 5 29 57165 \n", - " 6 30 46853 \n", - " 7 31 989 \n", - " 8 31 28680 \n", - " 9 31 742 ,\n", + " 1 28 29708 \n", + " 2 28 25853 \n", + " 3 29 57165 \n", + " 4 30 46854 \n", + " 5 31 28658 \n", + " 6 31 886 \n", + " 7 31 989 ,\n", " 'merges_applied': 0,\n", " 'description': 'after metric curation'}]" ] }, - "execution_count": 21, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -832,7 +840,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -885,152 +893,122 @@ " [1625935703.3954985, 1625935703.419465, 162593...\n", " [noise, reject]\n", " []\n", - " 3.509076\n", - " 0.021357\n", - " 0.802400\n", - " 0.383400\n", + " 4.194335\n", + " 0.028175\n", + " 0.749900\n", + " 0.337500\n", " 28\n", - " 25285\n", + " 29708\n", " \n", " \n", " 2\n", " [1625935703.407565, 1625935703.4870985, 162593...\n", " [noise, reject]\n", " []\n", - " 4.850541\n", - " 0.002959\n", - " 0.868700\n", - " 0.108800\n", + " 5.038191\n", + " 0.004448\n", + " 0.866200\n", + " 0.119300\n", " 28\n", - " 25009\n", + " 25853\n", " \n", " \n", " 3\n", - " [1625935709.0196893, 1625935713.0867827, 16259...\n", - " []\n", - " []\n", - " 6.410216\n", - " 0.000000\n", - " 0.890800\n", - " 0.010700\n", - " 28\n", - " 1687\n", - " \n", - " \n", - " 4\n", - " [1625935712.9343495, 1625935713.1196492, 16259...\n", - " []\n", - " []\n", - " 9.123280\n", - " 0.015950\n", - " 0.892300\n", - " 0.008300\n", - " 28\n", - " 3700\n", - " \n", - " \n", - " 5\n", " [1625935703.379465, 1625935703.444332, 1625935...\n", " [noise, reject]\n", " []\n", - " 3.998333\n", + " 3.972507\n", " 0.068645\n", - " 0.808800\n", - " 0.340100\n", + " 0.814000\n", + " 0.354600\n", " 29\n", " 57165\n", " \n", " \n", - " 6\n", + " 4\n", " [1625935703.3900986, 1625935703.4081318, 16259...\n", " [noise, reject]\n", " []\n", - " 3.939048\n", - " 0.039038\n", - " 0.780000\n", - " 0.356900\n", + " 3.914364\n", + " 0.039037\n", + " 0.780100\n", + " 0.371100\n", " 30\n", - " 46853\n", + " 46854\n", " \n", " \n", - " 7\n", - " [1625935704.977396, 1625935706.8785927, 162593...\n", - " []\n", + " 5\n", + " [1625935703.3915653, 1625935703.426632, 162593...\n", + " [noise, reject]\n", " []\n", - " 16.065535\n", - " 0.000000\n", - " 0.994609\n", - " 0.001213\n", + " 4.035854\n", + " 0.029731\n", + " 0.765200\n", + " 0.383100\n", " 31\n", - " 989\n", + " 28658\n", " \n", " \n", - " 8\n", - " [1625935703.3915653, 1625935703.426632, 162593...\n", - " [noise, reject]\n", + " 6\n", + " [1625935737.3437426, 1625935759.9217722, 16259...\n", " []\n", - " 3.976986\n", - " 0.029743\n", - " 0.775700\n", - " 0.370100\n", + " []\n", + " 9.493100\n", + " 0.000000\n", + " 0.972348\n", + " 0.003160\n", " 31\n", - " 28680\n", + " 886\n", " \n", " \n", - " 9\n", - " [1625935759.39704, 1625935759.9217722, 1625935...\n", + " 7\n", + " [1625935704.9557626, 1625935704.977396, 162593...\n", " []\n", " []\n", - " 9.369279\n", + " 16.065277\n", " 0.000000\n", - " 0.902830\n", - " 0.002695\n", + " 0.987664\n", + " 0.002123\n", " 31\n", - " 742\n", + " 989\n", " \n", " \n", "\n", "" ], "text/plain": [ - " spike_times curation_label \\\n", + " spike_times curation_label \n", "id \n", - "1 [1625935703.3954985, 1625935703.419465, 162593... [noise, reject] \n", + "1 [1625935703.3954985, 1625935703.419465, 162593... [noise, reject] \\\n", "2 [1625935703.407565, 1625935703.4870985, 162593... [noise, reject] \n", - "3 [1625935709.0196893, 1625935713.0867827, 16259... [] \n", - "4 [1625935712.9343495, 1625935713.1196492, 16259... [] \n", - "5 [1625935703.379465, 1625935703.444332, 1625935... [noise, reject] \n", - "6 [1625935703.3900986, 1625935703.4081318, 16259... [noise, reject] \n", - "7 [1625935704.977396, 1625935706.8785927, 162593... [] \n", - "8 [1625935703.3915653, 1625935703.426632, 162593... [noise, reject] \n", - "9 [1625935759.39704, 1625935759.9217722, 1625935... [] \n", + "3 [1625935703.379465, 1625935703.444332, 1625935... [noise, reject] \n", + "4 [1625935703.3900986, 1625935703.4081318, 16259... [noise, reject] \n", + "5 [1625935703.3915653, 1625935703.426632, 162593... [noise, reject] \n", + "6 [1625935737.3437426, 1625935759.9217722, 16259... [] \n", + "7 [1625935704.9557626, 1625935704.977396, 162593... [] \n", "\n", - " merge_groups snr isi_violation nn_isolation nn_noise_overlap \\\n", + " merge_groups snr isi_violation nn_isolation nn_noise_overlap \n", "id \n", - "1 [] 3.509076 0.021357 0.802400 0.383400 \n", - "2 [] 4.850541 0.002959 0.868700 0.108800 \n", - "3 [] 6.410216 0.000000 0.890800 0.010700 \n", - "4 [] 9.123280 0.015950 0.892300 0.008300 \n", - "5 [] 3.998333 0.068645 0.808800 0.340100 \n", - "6 [] 3.939048 0.039038 0.780000 0.356900 \n", - "7 [] 16.065535 0.000000 0.994609 0.001213 \n", - "8 [] 3.976986 0.029743 0.775700 0.370100 \n", - "9 [] 9.369279 0.000000 0.902830 0.002695 \n", + "1 [] 4.194335 0.028175 0.749900 0.337500 \\\n", + "2 [] 5.038191 0.004448 0.866200 0.119300 \n", + "3 [] 3.972507 0.068645 0.814000 0.354600 \n", + "4 [] 3.914364 0.039037 0.780100 0.371100 \n", + "5 [] 4.035854 0.029731 0.765200 0.383100 \n", + "6 [] 9.493100 0.000000 0.972348 0.003160 \n", + "7 [] 16.065277 0.000000 0.987664 0.002123 \n", "\n", " peak_channel num_spikes \n", "id \n", - "1 28 25285 \n", - "2 28 25009 \n", - "3 28 1687 \n", - "4 28 3700 \n", - "5 29 57165 \n", - "6 30 46853 \n", - "7 31 989 \n", - "8 31 28680 \n", - "9 31 742 " + "1 28 29708 \n", + "2 28 25853 \n", + "3 29 57165 \n", + "4 30 46854 \n", + "5 31 28658 \n", + "6 31 886 \n", + "7 31 989 " ] }, - "execution_count": 22, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1049,12 +1027,22 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "Text(0.5, 1.0, 'Place field')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" ] @@ -1101,12 +1089,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1213,12 +1201,22 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "Text(0.5, 0, 'Theta phase (rad)')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" ] @@ -1270,12 +1268,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1334,7 +1332,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.18" + "version": "3.9.16" } }, "nbformat": 4,