Fix typos

README.md

@@ -30,9 +30,9 @@ python setup.py install
 
 
 Many thanks to @sebastiandev, the library is now standardized in a pythonic tradition. Below you can see some basic examples, showing how to use the library.
-But I recommend you to go through the codes. There are several functionalities already implemented, but not documented. I would be very happy to add your new examples here. 
+But I recommend you to go through the codes. There are several functionalities already implemented, but not documented. I would be very happy to add your new examples here.
 
-[Basice Example](https://gist.github.com/sevamoo/035c56e7428318dd3065013625f12a11)
+[Basic Example](https://gist.github.com/sevamoo/035c56e7428318dd3065013625f12a11)
 
 ### Citation
 
@@ -42,7 +42,7 @@ There is no published paper about this library. However if possible, please cite
 Main Contributers:
 Vahid Moosavi @sevamoo
 Sebastian Packmann @sebastiandev
-Iván Vallés @ivallesp 
+Iván Vallés @ivallesp
 ```
 
 
@@ -51,5 +51,5 @@ For more information, you can contact me via [email protected] or [email protected].
 
 
 
-Thanks a lot. 
+Thanks a lot.
 Best Vahid Moosavi

sompy/visualization/umatrix.py

@@ -30,7 +30,7 @@ def build_u_matrix(self, som, distance=1, row_normalized=False):
         return Umatrix.reshape(som.codebook.mapsize)
 
     def show(self, som, distance2=1, row_normalized=False, show_data=True,
-             contooor=True, blob=False, labels=False):
+             contour=True, blob=False, labels=False):
         umat = self.build_u_matrix(som, distance=distance2,
                                    row_normalized=row_normalized)
         msz = som.codebook.mapsize
@@ -40,7 +40,7 @@ def show(self, som, distance2=1, row_normalized=False, show_data=True,
         self._fig, ax = plt.subplots(1, 1)
         pylab.imshow(umat, cmap=plt.cm.get_cmap('RdYlBu_r'), alpha=1)
 
-        if contooor:
+        if contour:
             mn = np.min(umat.flatten())
             mx = np.max(umat.flatten())
             std = np.std(umat.flatten())