fixed text

Author: alexhuth

README.md

@@ -7,7 +7,7 @@ In this tutorial you will step through a voxel-wise modeling analysis. You will
 If you so desire, you can step through this entire tutorial without modifying any code. But there are a few points where you will be able to make simply modifications and then see what effect those modifications have on the results. Additionally at the end you can re-run the model using phoneme features instead of semantic features.
 
 #### Acknowledgements
-This fMRI data used in this tutorial was collected by Alex Huth and Wendy de Heer at the University of California, Berkeley. All work was supervised by professors Jack Gallant and Frederic Theunissen of the UC Berkeley Psychology Department. This work is unpublished, so please do not redistribute the code or data used here. Visualization is done using [pycortex](http://pycortex.org).
+This fMRI data used in this tutorial was collected by Alex Huth and Wendy de Heer at the University of California, Berkeley. All work was supervised by professors Jack Gallant and Frederic Theunissen of the UC Berkeley Psychology Department. Please do not redistribute the code or data used here. Visualization is done using [pycortex](http://pycortex.org).
 
 #### Citation
 The analysis demonstrated in this tutorial forms the basis of this paper:

SpeechModelTutorial.ipynb

@@ -12,7 +12,7 @@
     "If you so desire, you can step through this entire tutorial without modifying any code. But there are a few points where you will be able to make simply modifications and then see what effect those modifications have on the results. Additionally at the end you can re-run the model using phoneme features instead of semantic features.\n",
     "\n",
     "#### Acknowledgements\n",
-    "This fMRI data used in this tutorial was collected by Alex Huth and Wendy de Heer at the University of California, Berkeley. All work was supervised by professors Jack Gallant and Frederic Theunissen of the UC Berkeley Psychology Department. This work is unpublished, so please do not redistribute the code or data used here. Visualization is done using [pycortex](http://pycortex.org).\n",
+    "This fMRI data used in this tutorial was collected by Alex Huth and Wendy de Heer at the University of California, Berkeley. All work was supervised by professors Jack Gallant and Frederic Theunissen of the UC Berkeley Psychology Department. Please do not redistribute the code or data used here. Visualization is done using [pycortex](http://pycortex.org).\n",
     "\n",
     "#### Citation\n",
     "The analysis demonstrated in this tutorial forms the basis of this paper:\n",