Material for the SpikeInterface Tutorial organized in Bordeaux during the GDR NeuralNet by Pierre Yger and Samuel Garcia
Morning session (9h00 - 12h00)
-
Introduction to Spike Sorting (1h30) [P. Yger]
-
Introduction to
SpikeInterface(30 min) [S. Garcia] -
Check you install / downloads (15 min) [both]
-
Tutorial 1 Reading + Manipulation (30 min) [S. Garcia]
- Read and visualise data
- The importance of probes
Afternoon session (13h00 - 17h00)
-
Tutorial 2 Preprocessing (45 min) [P. Yger]
- Apply and visualize preprocessing
- Detect bad channels
- Motion correction
-
Tutorial 3 Spike sort (45 min) [S. Garcia]
- Run a spike sorter
- Compare spike sorter outputs
-
Tutorial 4 Analyze Sorting (45 min) [P. Yger]
- Create a
SortingAnalyzerto explore your sorting - Compute some extensions
- Play with the extension outputs
- Create a
-
Tutorial 5 Manual curation with Spikeinterface GUI (45 min) [S. Garcia]
- Demo
-
Tutorial 6 Automatic curation (45 min) [P. Yger]
- Simple, threshold-based curation
- Curation using ML models
- Merging units
Morning session (9h00 - 12h00)
- Spike sorting on your own and/or other dataset [both]
- bring your own data if any
- Learn to spike sort all by yourself
If you have to pick only one file to download, because of disk usage, it has to be the first one, M25_D23_2024-11-11_13-11-10_OF1, since it will be the most used during the Tutorials. The download link is https://filesender.renater.fr/?s=download&token=f94a08b3-e779-4911-90bf-a312c3c34a01 Please do think about unzipping the data prior to the school!
Neuropixels 2.0 dataset (384 channels) acquired with the Open Ephys GUI in binary format.
You can use the spikeinterface.extractor.read_openephys() function to read the data.
Recording with 16 channels organized in 4 tetrodes acquired with the Open Ephys GUI in "openephys" format.
You can use the spikeinterface.extractor.read_openephys() function to read the data.
Primary mouse cortex for E18 embryos. Plated 80K on CorePlate 1W38/60 3Brain, recorded after 14 days in culture
with 3Brain BioCAM system.
You can use the spikeinterface.extractor.read_biocam() function to read the data.
Human glutamatergic neurons induced via ngn2 method. Plated 100k on CorePlate 1W38/60 3Brain, recorded after 55 days in
culture with 3Brain BioCAM system.
You can use the spikeinterface.extractor.read_biocam() function to read the data.
Important
The 3Brain BioCAM system saves the data in unsigned integers. You should convert it to signed integers for a smooth
processing. See documentation here. Note that the bit_depth for this system is 12!
Please download these datasets on your laptop from this link:
https://filesender.renater.fr/?s=download&token=f94a08b3-e779-4911-90bf-a312c3c34a01