diff --git a/DANDI User Guide, Part I.ipynb b/DANDI User Guide, Part I.ipynb new file mode 100644 index 0000000..51de0a1 --- /dev/null +++ b/DANDI User Guide, Part I.ipynb @@ -0,0 +1,355 @@ +{ + "cells": [ + { + "attachments": { + "867900b4-7979-4346-9893-81edbba268bd.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "404a40ef-a93d-4482-8249-f66967bc741c", + "metadata": {}, + "source": [ + "# Part I\n", + "\n", + "## Converting data to NWB\n", + "\n", + "This is part 3 of the DANDI User Training on Nov 1, 2021.\n", + "\n", + "## Neurodata Without Borders (NWB)\n", + "DANDI has chosen NWB as our supported format for exchanging neurophysiology data. NWB is a BRAIN Initiative-backed data standard designed to package all of the data and metadata associated with neurophysiology experiments into a single file that enables sharing and re-analysis of the data. This includes extracellular and intracellular electrophysiology, optical physiology, and behavior. NWB defines a data organization schema that ensure the crucial metadata is packaged in a standardized way. This includes not just the neurophysiology recordings, but also metadata about the subjects, equipment, task structure, etc.\n", + "\n", + "\n", + "![image.png](attachment:867900b4-7979-4346-9893-81edbba268bd.png)\n", + "\n", + "### Creating an NWB file\n", + "Converting data to NWB is a big topic that merits its own workshop! Here, we will just give a surface introduction by quickly walk through a script for creating an NWB file. The following creates an example extracellular electrophysiology file with an electrodes table and data from voltage traces. Note also the subject-specific information, which is required by DANDI, and is read and used throughout the data publication process." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aa5bd1ad-cdb4-413e-8a8f-c8340fb8f739", + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "from dateutil.tz import tzlocal\n", + "import uuid\n", + "\n", + "import numpy as np\n", + "\n", + "from pynwb.file import NWBFile, Subject\n", + "from pynwb.ecephys import ElectricalSeries\n", + "from pynwb import NWBHDF5IO\n", + "\n", + "def create_nwbfile(subject_id):\n", + " nwbfile = NWBFile(\n", + " session_description='my first synthetic recording',\n", + " identifier=str(uuid.uuid4()),\n", + " session_start_time=datetime.now(tzlocal()),\n", + " experimenter='Dr. Bilbo Baggins',\n", + " lab='Bag End Laboratory',\n", + " institution='University of Middle Earth at the Shire',\n", + " experiment_description='I went on an adventure with thirteen dwarves to reclaim vast treasures.',\n", + " session_id='001',\n", + " )\n", + "\n", + " nwbfile.subject = Subject(\n", + " subject_id=subject_id,\n", + " species='Mus musculus',\n", + " age='P90D',\n", + " )\n", + "\n", + " device = nwbfile.create_device(name='trodes_rig123')\n", + "\n", + " electrode_group = nwbfile.create_electrode_group(\n", + " name='tetrode1',\n", + " description=\"an example tetrode\",\n", + " location=\"hippocampus\",\n", + " device=device,\n", + " )\n", + "\n", + " for _ in range(4):\n", + " nwbfile.add_electrode(\n", + " x=1.0, y=2.0, z=3.0,\n", + " imp=np.nan,\n", + " location='CA1',\n", + " filtering='none',\n", + " group=electrode_group,\n", + " )\n", + "\n", + " electrode_table_region = nwbfile.create_electrode_table_region([0, 2], 'the first and third electrodes')\n", + "\n", + "\n", + " rate = 10.0\n", + " data_len = 1000\n", + " ephys_data = np.random.rand(data_len * 2).reshape((data_len, 2))\n", + " ephys_timestamps = np.arange(data_len) / rate\n", + "\n", + " ephys_ts = ElectricalSeries(\n", + " name='test_ephys_data',\n", + " data=ephys_data,\n", + " electrodes=electrode_table_region,\n", + " timestamps=ephys_timestamps,\n", + " description=\"Random numbers generated with numpy.random.rand\"\n", + " )\n", + " nwbfile.add_acquisition(ephys_ts)\n", + " \n", + " return nwbfile\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "id": "cb90ebea-68ec-4864-90c7-fefcccef3c89", + "metadata": {}, + "source": [ + "## NWB tutorials\n", + "\n", + "| | PyNWB | MatNWB |\n", + "|---|---|---|\n", + "| Reading NWB files | [Jupyter notebook](https://github.com/NeurodataWithoutBorders/nwb_tutorial/blob/master/HCK09/pynwb_read_demo.ipynb) | [15 min video](https://www.youtube.com/watch?v=ig_Xv2bTxjs&ab_channel=NeurodataWithoutBorders)
[MATLAB Live Script](https://github.com/NeurodataWithoutBorders/nwb_tutorial/blob/master/HCK09/matnwb_read_demo.mlx?raw=true) |\n", + "| Writing extracellular electrophysiology | [23 min video](https://www.youtube.com/watch?v=rlywed3ar-s&ab_channel=NeurodataWithoutBorders)
[Jupyter notebook](https://github.com/NeurodataWithoutBorders/nwb_tutorial/blob/master/HCK08/ecephys_tutorial.ipynb) | [46 min video](https://www.youtube.com/watch?v=W8t4_quIl1k&ab_channel=NeurodataWithoutBorders)
[Written tutorial](https://neurodatawithoutborders.github.io/matnwb/tutorials/html/ecephys.html) |\n", + "| Writing intracellular electrophysiology | [Jupyter notebook](https://neurodatawithoutborders.github.io/matnwb/tutorials/html/ecephys.html) | [Written tutorial](https://neurodatawithoutborders.github.io/matnwb/tutorials/html/icephys.html) |\n", + "| Writing optical physiology | [31 min video](https://www.youtube.com/watch?v=HPjSxBjdFpM&ab_channel=NeurodataWithoutBorders)
[Jupyter notebook](https://github.com/NeurodataWithoutBorders/nwb_tutorial/blob/master/HCK08/ophys_tutorial.ipynb) | [39 min video](https://www.youtube.com/watch?v=OBidHdocnTc&ab_channel=NeurodataWithoutBorders)
[Written tutorial](https://neurodatawithoutborders.github.io/matnwb/tutorials/html/ophys.html) |\n", + "| Advanced write | [26 min video](https://www.youtube.com/watch?v=wduZHfNOaNg&ab_channel=NeurodataWithoutBorders) | [16 min video](https://www.youtube.com/watch?v=PIE_F4iVv98&ab_channel=NeurodataWithoutBorders)
[Written tutorial](https://neurodatawithoutborders.github.io/matnwb/tutorials/html/dataPipe.html) |\n", + "\n", + "If you think NWB might not meet your needs, please contact us on our [help desk](https://github.com/dandi/helpdesk/discussions)!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b9ebc17f-4b15-4c2c-b028-3b284785f22e", + "metadata": {}, + "outputs": [], + "source": [ + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2fb3ab28-5e0a-4484-b0fa-9d4fc113e658", + "metadata": {}, + "outputs": [], + "source": [ + "from os import mkdir\n", + "\n", + "mkdir('../data')\n", + "\n", + "nwbfile = create_nwbfile(subject_id='001')\n", + "\n", + "with NWBHDF5IO('../data/ecephys_example.nwb', 'w') as io:\n", + " io.write(nwbfile)" + ] + }, + { + "attachments": { + "32a72db5-d216-4a7d-b4f0-bb5ade3d0f14.png": { + "image/png": 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" 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+ } + }, + "cell_type": "markdown", + "id": "5594e0c8-fd05-4f9e-830d-a0380c6ade46", + "metadata": {}, + "source": [ + "# Uploading to DANDI\n", + "\n", + "When you register a dandiset, it creates a permenant ID. For instructional purposes, we will be using a staging version of DANDI, so that we do not create real IDs for pretend datasets.\n", + "\n", + "We are going to use a staging version of DANDI. \n", + "\n", + "1. Go to DANDI staging (https://gui-staging.dandiarchive.org/) and use your GitHub account to log in.\n", + "\n", + "1. Click on your initials in the upper right and copy your API key.\n", + "\n", + "![image.png](attachment:32a72db5-d216-4a7d-b4f0-bb5ade3d0f14.png)\n", + "\n", + "1. Now create a new dataset by clicking the NEW DATASET button\n", + "\n", + "![image.png](attachment:af9d3753-c926-4d51-8e92-96d4bbd73da3.png)\n", + "\n", + "4. Create a new Launcher\n", + "\n", + "![image.png](attachment:a3f50da9-1e28-4393-b908-696913763d48.png) \n", + "\n", + "and launch a Terminal window.\n", + "\n", + "![image.png](attachment:5b8b82e3-a495-4544-ace1-8612d4f9e84a.png)\n", + "\n", + "5. Assign your DANDI API key as an environmental variable:\n", + "\n", + "```bash\n", + "export DANDI_API_KEY=your-key-here\n", + "```\n", + "\n", + "should look like\n", + "```bash\n", + "export DANDI_API_KEY=d71c0db17827aac067896f612f48af667890000\n", + "```\n", + "\n", + "Confirm that this worked with the following line, which should print your key.\n", + "\n", + "```bash\n", + "echo $DANDI_API_KEY\n", + "```\n", + "\n", + "6. Copy the URL from the dataset you have created (something like `https://gui-staging.dandiarchive.org/#/dandiset/100507`)\n", + "\n", + "and in the Terminal window, run\n", + "\n", + "```bash\n", + "dandi download \"https://gui-staging.dandiarchive.org/#/dandiset/100507\" # <-- your dandiset ID here\n", + "cd 100507 # <-- your dandiset ID here\n", + "dandi organize ../data -f dry\n", + "dandi organize ../data\n", + "dandi upload -i dandi-staging # (on the non-staging server, this line would simply be: dandi upload)\n", + "```\n", + "\n", + "7. Now refresh the landing page of your dandiset and you should see that it is no longer empty.\n", + "\n", + "![image.png](attachment:52283d89-1f2e-4bf0-8c5e-107b022652f7.png)\n", + "\n", + "You can explore all the NWB files within by clicking Files\n", + "\n", + "![image.png](attachment:38187baa-a811-4051-b657-7b21c0f484d6.png)\n", + "\n", + "8. Adding more data to a dandiset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "53cbeb15-679d-432b-8b9d-daf943829590", + "metadata": {}, + "outputs": [], + "source": [ + "nwbfile = create_nwbfile(subject_id='002')\n", + "\n", + "with NWBHDF5IO('../data/ecephys_example2.nwb', 'w') as io:\n", + " io.write(nwbfile)" + ] + }, + { + "cell_type": "markdown", + "id": "36623a61-98f9-4dcb-915c-5a97cffa9a33", + "metadata": {}, + "source": [ + "Then go back to terminal and run\n", + "\n", + "```bash\n", + "dandi organize ../data\n", + "dandi upload -i dandi-staging\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "7d980104-839e-44ae-8031-ae3d20517eb7", + "metadata": {}, + "source": [ + "## Visualization NWB files\n", + "\n", + "NWB Widgets is a library of interactive data visualizations that works automatically with any NWB file. This can be very useful for visually confirming any conversion." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b141a5a5-1e84-4796-b53e-ded9360ece51", + "metadata": {}, + "outputs": [], + "source": [ + "from nwbwidgets import nwb2widget\n", + "\n", + "nwb2widget(nwbfile)" + ] + }, + { + "cell_type": "markdown", + "id": "1fa27484-8e53-4a6d-a755-a5718806c69f", + "metadata": {}, + "source": [ + "It can also be used to explore any file shared on DANDI. You can use the DANDI API to access the s3 path of any file and stream it directly into NWB Widgets." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bbc614dc-577a-47fd-bbe6-51a45c263f21", + "metadata": {}, + "outputs": [], + "source": [ + "# calcium imaging, Giocomo Lab (30 GB)\n", + "#dandiset_id, filepath = \"000054\", \"sub-F2/sub-F2_ses-20190407T210000_behavior+ophys.nwb\"\n", + "\n", + "# neuropixel, Giocomo Lab (46 GB)\n", + "#dandiset_id, filepath = \"000053\", \"sub-npI1/sub-npI1_ses-20190415_behavior+ecephys.nwb\"\n", + "\n", + "# neuropixel, Allen Intitute\n", + "#dandiset_id, filepath = \"000022\", \"sub-744912845/sub-744912845_ses-766640955.nwb\"\n", + "\n", + "# ecephys, Buzsaki Lab (15.2 GB)\n", + "#dandiset_id, filepath = \"000003\", \"sub-YutaMouse41/sub-YutaMouse41_ses-YutaMouse41-150831_behavior+ecephys.nwb\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1fa74623-67c1-46af-8b06-6a6f33e721f1", + "metadata": {}, + "outputs": [], + "source": [ + "from dandi.dandiapi import DandiAPIClient\n", + "from pynwb import NWBHDF5IO\n", + "from nwbwidgets import nwb2widget\n", + "\n", + "with DandiAPIClient() as client:\n", + " asset = client.get_dandiset(dandiset_id, \"draft\").get_asset_by_path(filepath)\n", + " s3_url = asset.get_content_url(follow_redirects=1, strip_query=True)\n", + "\n", + "io = NWBHDF5IO(s3_url, mode='r', load_namespaces=True, driver='ros3')\n", + "nwb = io.read()\n", + "nwb2widget(nwb)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}