Merge pull request #19 from SpikeInterface/new-project-issue-18

Add extend_auto-merge_to_fix_drift-related_spilts to projects folder

projects/extend_auto-merge_to_fix_drift-related_spilts/README.md

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+# Project title: Extend auto-merge to fix drift-related spilts
+
+### Key Investigators
+
+* Alessio Buccino
+
+## Project Description
+
+Residuals drifts in the recording could cause a unit to be over-split due to slow drifting over time. When this happens, usually spikes from the unit get assigned to a different unit after a certain point, as in this example:
+
+![image](https://github.com/SpikeInterface/SpikeInteface-Hackathon-Edinburgh-May24/assets/17097257/967dd322-7ba6-466e-bf6b-ba5067ebd2f5)
+
+Using this temporal overlap information, we could extend the auto-merge function to find and fix this drift-related splits. For example, we could use the presence_ratio increase merged as an additional step in the auto-merge function.
+
+
+### Objectives
+
+The goal of the project is to extend the auto-merge function to target this specific kinds of oversplits.
+
+### Approach and Plan
+
+ * [ ] Identify a few datasets and drift-related oversplits examples
+ * [ ] Explore strategies to automatically detect potential merges (e.g., presence ratio, overlap in activity, etc.)
+ * [ ] Test performance on identified oversplits example
+ * [ ] Extend performance test to IBL dataset
+ * [ ] Modify auto-merge function with new steps
+
+### Progress
+
+Fill in with tentative milestones (or leave blank for later):
+
+ * [ ] Make PR to SpikeInterface
+

projects/extend_auto-merge_to_fix_drift-related_spilts/src/README.md

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+Add your code here