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Update 'README.md'

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README.md

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 # Category learning & visual areas: Data, analysis and figures
 
-This repository contains code for analyzing data and producing figure panels as presented in the manuscript "Mouse visual cortex areas represent perceptual and semantic features of learned visual categories" by Pieter M. Goltstein, Sandra Reinert, Tobias Bonhoeffer and Mark Hübener (Max Planck Institute of Neurobiology).  
+This repository contains data associated with the manuscript "Mouse visual cortex areas represent perceptual and semantic features of learned visual categories" by Pieter M. Goltstein, Sandra Reinert, Tobias Bonhoeffer and Mark Hübener (Max Planck Institute of Neurobiology).  
 
 A detailed instruction can be found below. In case of any questions, please do not hesitate to contact us.
 
@@ -110,7 +110,7 @@ Data path: “./data/p2a_headfixbehavior”
 Code path: “./code/p2a_headfixbehavior”
 
 Figure 2
-*	2b: ``` python performance_2d_including_fit.py.py ```
+*	2b: ``` python performance_2d_including_fit.py ```
 
 Extended Data Figure 2
 *	ED2c: ``` python headfix_learningcurve.py ```