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@@ -1,6 +1,8 @@
 # Procrustean SVD (proSVD)
 Tools for streaming dimension reduction analyses of neural data.
 
+![alt text](lock-in.gif)
+
 See `notebooks/` for usage.
 
 #### To build:
@@ -10,27 +12,9 @@ $ cd streamingSVD
 $ pip install .
 ```
 
-#### TODO:
-- check correctness of init with with some other basis
-  - use this to determine the alignment of some "hypothesis" subspace with the data?
-- artefact rejection with online ICA (ORICA)?
-- add input functions to pro.run() to run before (e.g. preprocessing) and after (e.g. project onto new subspace) each update 
-- do we care about W???
-- rename repo to proSVD
-
-#### datasets
-- iEEG seizures
-- EEG artefacts (TMS or eyeblink)
-- monkey reaching (O'shea data, jPCA data)
-- Neuropixels (Stringer, Musall)
-- widefield/behavior? (both pretty large data)
+#### To import:
+```
+from proSVD.proSVD import proSVD
+```
 
-#### methods
-- online:
-  - Baker's seq-kl
-  - slow feature analysis
-  - ica
-  - jpca
-- offline:
-  - SVD
-  - PSID?
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+Under active development! Please contact pranjal.gupta@duke.edu for any inquiries. 
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